Project_1
AZM
2022-10-29
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Currently, there is a significant focus on maintaining & developing STEM talent, so I wanted to explore if STEM degrees commended a salary premium in the US job market. In order to determine salary banding, we will use data from FiveThiryEight augmented with information regarding STEM degree programs from Department of Homeland Security (DHS) and the Census Bureau. Practically, this observation study will see if there is a trend between a specific type of Major (CIP Code) and if the degree is classified as a STEM degree and the resultant salary. Through this process, we will use both weighted and unweighted linear regression to determine the relationship between these two variables.
Upon exploration of the data, it was determined that a 2 Digit CIP code, which groups together degrees in similar areas, creates a clear linkage between a STEM based degree, and a higher salary, especially with the 0.72 R-squared value of the model, and the positive coefficient associated to the concept of a STEM major. Further steps forwards could modernize the data set as it is slightly older. In addition, the classification of STEM majors has changed since this data’s release, so it may be interesting to explore what is now considered a stem major, and how that has affected salary.
Introduction
With the focus on maintaining & developing STEM talent, I wanted to explore if STEM degrees commended a salary premium in the US job market.
In terms of definition of a STEM degree, I’ll be using DHS’s STEM CIPs Code List (Found here: https://www.ice.gov/doclib/sevis/pdf/stemList2022.pdf)
In addition I will crosswalk the Major Code to CIPs using a crosswalk table defined in:
https://forum.ipums.org/t/crosswalk-between-degfieldd-and-cip/4209
Which is allegedly sourced via the Census Bureau.
Data Read In
Data ETL
url.data <- "https://raw.githubusercontent.com/fivethirtyeight/data/master/college-majors/all-ages.csv"
raw <- read.csv(url(url.data), header = TRUE,)
summary(raw)## Major_code Major Major_category Total
## Min. :1100 Length:173 Length:173 Min. : 2396
## 1st Qu.:2403 Class :character Class :character 1st Qu.: 24280
## Median :3608 Mode :character Mode :character Median : 75791
## Mean :3880 Mean : 230257
## 3rd Qu.:5503 3rd Qu.: 205763
## Max. :6403 Max. :3123510
## Employed Employed_full_time_year_round Unemployed
## Min. : 1492 Min. : 1093 Min. : 0
## 1st Qu.: 17281 1st Qu.: 12722 1st Qu.: 1101
## Median : 56564 Median : 39613 Median : 3619
## Mean : 166162 Mean : 126308 Mean : 9725
## 3rd Qu.: 142879 3rd Qu.: 111025 3rd Qu.: 8862
## Max. :2354398 Max. :1939384 Max. :147261
## Unemployment_rate Median P25th P75th
## Min. :0.00000 Min. : 35000 Min. :24900 Min. : 45800
## 1st Qu.:0.04626 1st Qu.: 46000 1st Qu.:32000 1st Qu.: 70000
## Median :0.05472 Median : 53000 Median :36000 Median : 80000
## Mean :0.05736 Mean : 56816 Mean :38697 Mean : 82506
## 3rd Qu.:0.06904 3rd Qu.: 65000 3rd Qu.:42000 3rd Qu.: 95000
## Max. :0.15615 Max. :125000 Max. :78000 Max. :210000glimpse(raw)## Rows: 173
## Columns: 11
## $ Major_code <int> 1100, 1101, 1102, 1103, 1104, 1105, 1106…
## $ Major <chr> "GENERAL AGRICULTURE", "AGRICULTURE PROD…
## $ Major_category <chr> "Agriculture & Natural Resources", "Agri…
## $ Total <int> 128148, 95326, 33955, 103549, 24280, 794…
## $ Employed <int> 90245, 76865, 26321, 81177, 17281, 63043…
## $ Employed_full_time_year_round <int> 74078, 64240, 22810, 64937, 12722, 51077…
## $ Unemployed <int> 2423, 2266, 821, 3619, 894, 2070, 264, 2…
## $ Unemployment_rate <dbl> 0.02614711, 0.02863606, 0.03024832, 0.04…
## $ Median <int> 50000, 54000, 63000, 46000, 62000, 50000…
## $ P25th <int> 34000, 36000, 40000, 30000, 38500, 35000…
## $ P75th <dbl> 80000, 80000, 98000, 72000, 90000, 75000…Cases
There are 173 cases in this data set. This data is mostly summaries effectively grouped buy the major code
Type of Study
This is an observational study.
Data Sourcing
There are 3 primary resources:
Data 538-https://raw.githubusercontent.com/fivethirtyeight/data/master/college-majors/all-ages.csv U.S. Census-Crosswalk table-https://forum.ipums.org/t/crosswalk-between-degfieldd-and-cip/4209 DHS-hhttps://www.ice.gov/sites/default/files/documents/Document/2016/stem-list.pdf
Response Variable
The Response variable is the income rate, and its numerical.
Explanatory Variable
The Explanatory variable is the classification of the CIP code (Ie STEM or not STEM)
Summary Stats
summary(raw)## Major_code Major Major_category Total
## Min. :1100 Length:173 Length:173 Min. : 2396
## 1st Qu.:2403 Class :character Class :character 1st Qu.: 24280
## Median :3608 Mode :character Mode :character Median : 75791
## Mean :3880 Mean : 230257
## 3rd Qu.:5503 3rd Qu.: 205763
## Max. :6403 Max. :3123510
## Employed Employed_full_time_year_round Unemployed
## Min. : 1492 Min. : 1093 Min. : 0
## 1st Qu.: 17281 1st Qu.: 12722 1st Qu.: 1101
## Median : 56564 Median : 39613 Median : 3619
## Mean : 166162 Mean : 126308 Mean : 9725
## 3rd Qu.: 142879 3rd Qu.: 111025 3rd Qu.: 8862
## Max. :2354398 Max. :1939384 Max. :147261
## Unemployment_rate Median P25th P75th
## Min. :0.00000 Min. : 35000 Min. :24900 Min. : 45800
## 1st Qu.:0.04626 1st Qu.: 46000 1st Qu.:32000 1st Qu.: 70000
## Median :0.05472 Median : 53000 Median :36000 Median : 80000
## Mean :0.05736 Mean : 56816 Mean :38697 Mean : 82506
## 3rd Qu.:0.06904 3rd Qu.: 65000 3rd Qu.:42000 3rd Qu.: 95000
## Max. :0.15615 Max. :125000 Max. :78000 Max. :210000Let’s Make some Pretty Charts
mean <- mean(raw$Median)
sd <- sd(raw$Median)
ggplot(data = raw, aes(x = Median)) +
geom_blank() +
geom_histogram(aes(y = ..density..)) +
stat_function(fun = dnorm, args = c(mean = mean, sd = sd), col = "tomato")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Let’s Augment The Data
The main goal of this project is to look at the data set and determine how a STEM degree affects salary. Going down this avenue, I think we want to look into two parameter, the Total Salary (raw$total) as well as the CIP code two-digit sequence (which is a ).
Data Extraction
First, lets grab the CIP codes that are viewed as STEM.
url.data <- "https://raw.githubusercontent.com/Amantux/Data_606/main/Project/CIP_2010_Codes_Stem.csv"
stem_cip_codes <- read.csv(url(url.data), header = TRUE,)
summary(stem_cip_codes)## Two.Digit.Series CIP.Code Code.Title
## Min. : 1 Min. : 1.031 Length:531
## 1st Qu.:14 1st Qu.:14.230 Class :character
## Median :26 Median :26.040 Mode :character
## Mean :23 Mean :23.146
## 3rd Qu.:29 3rd Qu.:29.041
## Max. :52 Max. :52.140
## NA's :1 NA's :1glimpse(stem_cip_codes)## Rows: 531
## Columns: 3
## $ Two.Digit.Series <int> 52, 52, 52, 52, 51, 51, 51, 51, 51, 51, 51, 51, 51, 5…
## $ CIP.Code <dbl> 52.1399, 52.1302, 52.1301, 52.1304, 51.2706, 51.2006,…
## $ Code.Title <chr> "Management Sciences and Quantitative Methods, Other.…From there, let’s grab the crosswalk from PUMS to CIP.
url.data <- "https://raw.githubusercontent.com/Amantux/Data_606/main/Project/PUMS_To_CIP_2010.csv"
cip_pums_lookup <- read.csv(url(url.data), header = TRUE,)
summary(cip_pums_lookup)## Major_code CIP.Code CIP.Title
## Min. :1100 Min. : 1.00 Length:1564
## 1st Qu.:2413 1st Qu.:14.10 Class :character
## Median :4801 Median :30.25 Mode :character
## Mean :4373 Mean :32.23
## 3rd Qu.:6105 3rd Qu.:51.07
## Max. :9999 Max. :60.04
## NA's :1 NA's :1glimpse(cip_pums_lookup)## Rows: 1,564
## Columns: 3
## $ Major_code <int> 1100, 1101, 1101, 1101, 1101, 1101, 1101, 1101, 1101, 1101,…
## $ CIP.Code <dbl> 1.0000, 1.0000, 1.0000, 1.0101, 1.0102, 1.0104, 1.0105, 1.0…
## $ CIP.Title <chr> "General Agriculture", "Agriculture, General", "Agriculture…cip_pums_lookupData Augmentation
After that, let’s create a column for a binary of if the asociated major is a STEM Major. For fun, lets also seperate out the family code of CIP, which groups like degrees together.
augmented_data <- left_join(raw, cip_pums_lookup, by="Major_code")
augmented_data$isStem <- augmented_data$CIP.Code %in% stem_cip_codes$CIP.Code
augmented_data$DigitCIP <- sub("([a-z0-9])[.].*", "\\1", augmented_data$CIP.Code)
augmented_dataAugmented Data Exploration
Let’s Look at the relationship between salary & if it is a stem career
Salary vs Stem
box <- ggplot(augmented_data, aes(x=isStem, y=Median)) +
geom_boxplot() +
labs(title = "Salary vs. Stem", x = "Is Stem?", y = "Median Salary")
box
Salary vs Number Employed
ggplot(augmented_data, aes(x=augmented_data$Employed, y=augmented_data$Median, color = isStem)) +
geom_point() +
labs(title = "Salary vs. Employment", x = "Number Employed", y = "Salary")## Warning: Use of `augmented_data$Employed` is discouraged. Use `Employed`
## instead.## Warning: Use of `augmented_data$Median` is discouraged. Use `Median` instead.
Basic Counts
augmented_data %>%
group_by(isStem) %>%
summarise(mean = mean(Median, na.rm = TRUE), count = n())metrics<- augmented_data %>% group_by(isStem)Inference
Let’s Make a linear model
There are two primary methods we will look into, single variable linear regression and multiple linear regression
stem_salary <- lm(Median ~ isStem, data = augmented_data, weights=augmented_data$Total)
stem_salary_unweighted <- lm(Median ~ isStem, data = augmented_data)
summary(stem_salary_unweighted)##
## Call:
## lm(formula = Median ~ isStem, data = augmented_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -27788 -5367 -2367 4633 62212
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 50367.0 329.3 153.0 <2e-16 ***
## isStemTRUE 12421.4 643.6 19.3 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10380 on 1343 degrees of freedom
## Multiple R-squared: 0.2171, Adjusted R-squared: 0.2165
## F-statistic: 372.5 on 1 and 1343 DF, p-value: < 2.2e-16summary(stem_salary)##
## Call:
## lm(formula = Median ~ isStem, data = augmented_data, weights = augmented_data$Total)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -16304765 -2788840 -1473407 366258 22255381
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 53556 279 191.93 <2e-16 ***
## isStemTRUE 12592 846 14.88 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4580000 on 1343 degrees of freedom
## Multiple R-squared: 0.1416, Adjusted R-squared: 0.141
## F-statistic: 221.5 on 1 and 1343 DF, p-value: < 2.2e-16This data set is amalgamated as each row concatenates and combines multiple degree holders’ responses. In order to combat this, the weights parameter of the lm function is used as it accounts for weight in the data. As demonstrated by the R-squared parameter above, weighting the linear model with the total number of responses per degree decreases the focus on the isStem parameter.
ggplot(data = stem_salary_unweighted, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, linetype = "dashed") +
xlab("Predicted Value") +
ylab("Residuals")
ggplot(data = stem_salary_unweighted, aes(x = .resid)) +
geom_histogram(binwidth = 5000) +
xlab("Residuals")
ggplot(data = stem_salary_unweighted, aes(sample = .resid)) +
stat_qq()
ggplot(data = stem_salary, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, linetype = "dashed") +
xlab("Predicted Value") +
ylab("Residuals")
ggplot(data = stem_salary, aes(x = .resid)) +
geom_histogram(binwidth = 5000) +
xlab("Residuals")
ggplot(data = stem_salary, aes(sample = .resid)) +
stat_qq()
The four primary conditions to determine if a simple linear regression
is reasonable are:
- Independence-This is a given spec of the data set
- There is a linear relationship, which is not demonstrated as this is a categorical measure.
- There is constant variance, which is shown by the uniform spread of residuals, which is very much not demonstrated above.
- There is a normality of Residuals across a reasonable range, which is not demonstrated at all.
Pretty much, this just using the concept if a job is stem related is not a good basis for a linear regression, even with weights.
Let’s Make a multiple linear regression
Pretty much, the data in the linear regression section above was terrible. Its categorical roots did not adequately provide enough of a basis to accurately provide a conclusion if STEM degrees have any impact.
So let’s make it better.
Firstly, lets look at the data as a whole:
stem_corr <- augmented_data %>%
correlate() %>%
rearrange()%>% # rearrange by correlations
shave() ## Non-numeric variables removed from input: `Major`, `Major_category`, `CIP.Title`, `isStem`, and `DigitCIP`
## Correlation computed with
## • Method: 'pearson'
## • Missing treated using: 'pairwise.complete.obs'fashion(stem_corr)augmented_data_slim = augmented_data[,!(names(augmented_data) %in% c("Major","Major_category", "CIP.Title","isStem", "DigitCIP", "P25th", "P75th"))]
corrplot(cor(augmented_data_slim), method="circle")
Looking at this, there doesn’t appear to be a lot of strong correlation around Median salary in the original unmodified data set. Let’s start by exploring the augments using a Multiple Linear Regression.
Multiple Linear Regression
stem_salary_multi <- lm(Median ~ isStem + CIP.Title, data = augmented_data, weights=augmented_data$Total)
summary(stem_salary_multi)##
## Call:
## lm(formula = Median ~ isStem + CIP.Title, data = augmented_data,
## weights = augmented_data$Total)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -912372 0 0 0 569643
##
## Coefficients:
## Estimate
## (Intercept) 6.500e+04
## isStemTRUE -5.781e-11
## CIP.TitleAccounting and Business/Management 5.076e-12
## CIP.TitleAccounting and Finance -1.034e-11
## CIP.TitleAccounting and Related Services, Other 2.603e-12
## CIP.TitleAccounting Technology/Technician and Bookkeeping -1.703e-11
## CIP.TitleAcoustics 5.000e+03
## CIP.TitleActing -2.300e+04
## CIP.TitleActuarial Science 7.000e+03
## CIP.TitleAcupuncture -2.000e+04
## CIP.TitleAdministration of Special Education -7.000e+03
## CIP.TitleAdministrative Assistant and Secretarial Science, General -1.200e+04
## CIP.TitleAdult and Continuing Education Administration -7.000e+03
## CIP.TitleAdult and Continuing Education and Teaching -1.500e+04
## CIP.TitleAdult Development and Aging -2.450e+04
## CIP.TitleAdult Health Nurse/Nursing -3.000e+03
## CIP.TitleAdult Literacy Tutor/Instructor -2.300e+04
## CIP.TitleAdvertising -1.500e+04
## CIP.TitleAdvertising and Public Relations -1.500e+04
## CIP.TitleAeronautical/Aerospace Engineering Technology/Technician -5.000e+03
## CIP.TitleAeronautics/Aviation/Aerospace Science and Technology, General 2.000e+03
## CIP.TitleAerospace Engineering 1.500e+04
## CIP.TitleAerospace, Aeronautical and Astronautical Engineering 1.500e+04
## CIP.TitleAesthetician/Esthetician and Skin Care Specialist -2.500e+04
## CIP.TitleAfrican-American/Black Studies -1.900e+04
## CIP.TitleAfrican Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleAfrican Studies -1.900e+04
## CIP.TitleAgribusiness/Agricultural Business Operations -1.100e+04
## CIP.TitleAgricultural and Domestic Animal Services, Other -1.100e+04
## CIP.TitleAgricultural and Extension Education Services -1.300e+04
## CIP.TitleAgricultural and Food Products Processing -1.100e+04
## CIP.TitleAgricultural and Horticultural Plant Breeding -1.500e+04
## CIP.TitleAgricultural Animal Breeding -1.900e+04
## CIP.TitleAgricultural Business and Management, General -1.100e+04
## CIP.TitleAgricultural Business and Management, Other -1.100e+04
## CIP.TitleAgricultural Business Technology -1.100e+04
## CIP.TitleAgricultural Communication/Journalism -1.300e+04
## CIP.TitleAgricultural Economics -2.000e+03
## CIP.TitleAgricultural Mechanics and Equipment/Machine Technology -1.100e+04
## CIP.TitleAgricultural Mechanization, General -1.100e+04
## CIP.TitleAgricultural Mechanization, Other -1.100e+04
## CIP.TitleAgricultural Power Machinery Operation -1.100e+04
## CIP.TitleAgricultural Production Operations -1.100e+04
## CIP.TitleAgricultural Public Services, Other -1.300e+04
## CIP.TitleAgricultural Teacher Education -1.500e+04
## CIP.TitleAgricultural/Biological Engineering and Bioengineering -3.000e+03
## CIP.TitleAgricultural/Farm Supplies Retailing and Wholesales -1.100e+04
## CIP.TitleAgriculture Production and Management -1.100e+04
## CIP.TitleAgriculture, Agriculture Operations, and Related Services, Other -1.100e+04
## CIP.TitleAgriculture, General -1.100e+04
## CIP.TitleAgronomy and Crop Sciences -1.500e+04
## CIP.TitleAir Force JROTC ROTC -1.000e+03
## CIP.TitleAir Traffic Controller 2.000e+03
## CIP.TitleAir Transportation, Other 2.000e+03
## CIP.TitleAircraft Powerplant Technology/Technician -1.700e+04
## CIP.TitleAirframe Mechanics and Aircraft Maintenance Technology/Technician -1.700e+04
## CIP.TitleAirline Flight Attendant 2.000e+03
## CIP.TitleAirline/Commercial/Professional Pilot and Flight Crew 2.000e+03
## CIP.TitleAlbanian Language and Literature -2.000e+04
## CIP.TitleAllied Health and Medical Assisting Services, Other -1.000e+04
## CIP.TitleAllied Health Diagnostic, Intervention, and Treatment Professions, Other -2.000e+04
## CIP.TitleAlternative and Complementary Medical Support Services, Other -2.000e+04
## CIP.TitleAlternative and Complementary Medicine and Medical Systems, Other -2.000e+04
## CIP.TitleAlternative Fuel Vehicle Technology/Technician -1.700e+04
## CIP.TitleAmerican Government and Politics, United States -7.000e+03
## CIP.TitleAmerican History (United States) -1.500e+04
## CIP.TitleAmerican Indian/Native American Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleAmerican Indian/Native American Studies -1.900e+04
## CIP.TitleAmerican Literature, Canadian -1.500e+04
## CIP.TitleAmerican Literature, United States -1.500e+04
## CIP.TitleAmerican Sign Language, ASL -1.700e+04
## CIP.TitleAmerican Sign Language, Other -1.700e+04
## CIP.TitleAmerican/United States Studies Civilization -1.900e+04
## CIP.TitleAnalytical Chemistry -6.000e+03
## CIP.TitleAnatomy -1.300e+04
## CIP.TitleAncient Classical Greek Language and Literature -2.000e+04
## CIP.TitleAncient Near Eastern and Biblical Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleAncient Studies/Civilization -2.000e+04
## CIP.TitleAnesthesiologist Assistant -1.000e+04
## CIP.TitleAnimal Behavior and Ethology -1.300e+04
## CIP.TitleAnimal Genetics -1.700e+04
## CIP.TitleAnimal Health -1.900e+04
## CIP.TitleAnimal Livestock Husbandry and Production -1.100e+04
## CIP.TitleAnimal Nutrition -1.900e+04
## CIP.TitleAnimal Physiology -1.500e+04
## CIP.TitleAnimal Sciences -1.900e+04
## CIP.TitleAnimal Sciences, General -1.900e+04
## CIP.TitleAnimal Sciences, Other -1.900e+04
## CIP.TitleAnimal Training -1.100e+04
## CIP.TitleAnimation, Interactive Technology, Video Graphics and Special Effects -1.500e+04
## CIP.TitleAnthropology -2.200e+04
## CIP.TitleAnthropology and Archeology -2.200e+04
## CIP.TitleAnthropology, Other -2.200e+04
## CIP.TitleApparel and Accessories Marketing Operations -9.000e+03
## CIP.TitleApparel and Textile Manufacture -2.450e+04
## CIP.TitleApparel and Textile Marketing Management -2.450e+04
## CIP.TitleApparel and Textiles, General -2.450e+04
## CIP.TitleApparel and Textiles, Other -2.450e+04
## CIP.TitleAppliance Installation and Repair Technology/Technician -1.700e+04
## CIP.TitleApplied Economics 4.000e+03
## CIP.TitleApplied Horticulture/Horticultural Business Services, Other -1.100e+04
## CIP.TitleApplied Horticulture/Horticultural Operations, General -1.100e+04
## CIP.TitleApplied Mathematics 5.000e+03
## CIP.TitleApplied Mathematics, Other 5.000e+03
## CIP.TitleAquaculture -1.100e+04
## CIP.TitleAquatic Biology/Limnology -1.300e+04
## CIP.TitleArabic Language and Literature -2.000e+04
## CIP.TitleArcheology -2.200e+04
## CIP.TitleArchitectural Drafting and Architectural CAD/CADD -2.000e+03
## CIP.TitleArchitectural Engineering 1.300e+04
## CIP.TitleArchitectural Engineering Technology/Technician -2.000e+03
## CIP.TitleArchitectural History and Criticism, General -2.000e+03
## CIP.TitleArchitectural Technology/Technician -2.000e+03
## CIP.TitleArchitecture -2.000e+03
## CIP.TitleArchitecture and Related Services, Other -2.000e+03
## CIP.TitleArea Studies, Other -1.900e+04
## CIP.TitleArea, Ethnic, and Civilization Studies -1.900e+04
## CIP.TitleArea, Ethnic, Cultural, and Gender Studies, Other -1.900e+04
## CIP.TitleArmy JROTC ROTC -1.000e+03
## CIP.TitleArt and Music Education -2.240e+04
## CIP.TitleArt History and Criticism -2.050e+04
## CIP.TitleArt History, Criticism and Conservation -2.050e+04
## CIP.TitleArt Teacher Education -2.240e+04
## CIP.TitleArt Therapy/Therapist -4.000e+03
## CIP.TitleArt/Art Studies, General -2.000e+04
## CIP.TitleArtificial Intelligence and Robotics -2.323e-11
## CIP.TitleArts Management -2.000e+04
## CIP.TitleAsian-American Studies -1.900e+04
## CIP.TitleAsian History -1.500e+04
## CIP.TitleAsian Studies Civilization -1.900e+04
## CIP.TitleAssistive/Augmentative Technology and Rehabilitation Engineering -4.000e+03
## CIP.TitleAstronomy 1.500e+04
## CIP.TitleAstronomy and Astrophysics 1.500e+04
## CIP.TitleAstronomy and Astrophysics, Other 1.500e+04
## CIP.TitleAstrophysics 1.500e+04
## CIP.TitleAthletic Training/Trainer -4.000e+03
## CIP.TitleAtmospheric Chemistry and Climatology -5.000e+03
## CIP.TitleAtmospheric Physics and Dynamics -5.000e+03
## CIP.TitleAtmospheric Sciences and Meteorology -5.000e+03
## CIP.TitleAtmospheric Sciences and Meteorology, General -5.000e+03
## CIP.TitleAtmospheric Sciences and Meteorology, Other -5.000e+03
## CIP.TitleAtomic/Molecular Physics 5.000e+03
## CIP.TitleAuctioneering -9.000e+03
## CIP.TitleAudiology/Audiologist and Hearing Sciences -2.300e+04
## CIP.TitleAudiology/Audiologist and Speech-Language Pathology/Pathologist -2.300e+04
## CIP.TitleAudiovisual Communications Technologies/Technicians, Other -1.500e+04
## CIP.TitleAuditing 3.859e-11
## CIP.TitleAustralian/Oceanic/Pacific Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleAutobody/Collision and Repair Technology/Technician -1.700e+04
## CIP.TitleAutomobile/Automotive Mechanics Technology Technician -1.700e+04
## CIP.TitleAutomotive Engineering Technology/Technician -5.000e+03
## CIP.TitleAviation/Airway Management and Operations 2.000e+03
## CIP.TitleAvionics Maintenance Technology/Technician -1.700e+04
## CIP.TitleAyurvedic Medicine/Ayurveda -2.000e+04
## CIP.TitleBahasa Indonesian/Bahasa Malay Languages and Literatures -2.000e+04
## CIP.TitleBaking and Pastry Arts/Baker/Pastry Chef -2.500e+04
## CIP.TitleBalkans Studies -1.900e+04
## CIP.TitleBallet -2.500e+04
## CIP.TitleBaltic Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleBaltic Studies -1.900e+04
## CIP.TitleBanking and Financial Support Services 2.149e-11
## CIP.TitleBarbering/Barber -2.500e+04
## CIP.TitleBartending/Bartender -2.500e+04
## CIP.TitleBengali Language and Literature -2.000e+04
## CIP.TitleBible/Biblical Studies -2.500e+04
## CIP.TitleBicycle Mechanics and Repair Technology/Technician -1.700e+04
## CIP.TitleBilingual and Multilingual Education -1.500e+04
## CIP.TitleBilingual, Multilingual and Multicultural Education, Other -1.500e+04
## CIP.TitleBiochemical Sciences -1.200e+04
## CIP.TitleBiochemistry -1.200e+04
## CIP.TitleBiochemistry, Biophysics and Molecular Biology, Other -1.200e+04
## CIP.TitleBiochemistry/Biophysics and Molecular Biology -1.200e+04
## CIP.TitleBioethics/Medical Ethics -2.000e+04
## CIP.TitleBioinformatics -1.300e+04
## CIP.TitleBiological and Biomedical Sciences, Other -1.300e+04
## CIP.TitleBiological Engineering -3.000e+03
## CIP.TitleBiology -1.400e+04
## CIP.TitleBiology Teacher Education -1.900e+04
## CIP.TitleBiology/Biological Sciences, General -1.400e+04
## CIP.TitleBiomathematics and Bioinformatics -1.300e+04
## CIP.TitleBiomedical Engineering -9.425e-11
## CIP.TitleBiomedical Sciences, General -1.400e+04
## CIP.TitleBiomedical Technology/Technician -2.000e+03
## CIP.TitleBiomedical/Medical Engineering -2.450e-11
## CIP.TitleBiometry Biometrics -1.300e+04
## CIP.TitleBiophysics -1.200e+04
## CIP.TitleBiopsychology -1.200e+04
## CIP.TitleBiostatistics -1.300e+04
## CIP.TitleBiotechnology -1.300e+04
## CIP.TitleBlasting/Blaster -1.882e-11
## CIP.TitleBlood Bank Technology Specialist -5.000e+03
## CIP.TitleBotany -1.500e+04
## CIP.TitleBotany/Plant Biology -1.500e+04
## CIP.TitleBotany/Plant Biology, Other -1.500e+04
## CIP.TitleBroadcast Journalism -1.500e+04
## CIP.TitleBuddhist Studies -2.000e+04
## CIP.TitleBuilding/Construction Finishing, Management, and Inspection, Other -5.138e-11
## CIP.TitleBuilding/Construction Site Management/Manager 2.246e-11
## CIP.TitleBuilding/Home/Construction Inspection/Inspector 2.258e-11
## CIP.TitleBuilding/Property Maintenance and Management 1.518e-10
## CIP.TitleBulgarian Language and Literature -2.000e+04
## CIP.TitleBurmese Language and Literature -2.000e+04
## CIP.TitleBusiness Administration and Management, General -7.000e+03
## CIP.TitleBusiness Administration, Management and Operations, Other -7.000e+03
## CIP.TitleBusiness and Personal Financial Services Marketing Operations -9.000e+03
## CIP.TitleBusiness Economics -5.359e-11
## CIP.TitleBusiness Family and Consumer Sciences/Human Sciences -2.450e+04
## CIP.TitleBusiness Machine Repair -1.700e+04
## CIP.TitleBusiness Management and Administration -7.000e+03
## CIP.TitleBusiness Operations Support and Secretarial Services, Other -1.200e+04
## CIP.TitleBusiness Statistics 7.000e+03
## CIP.TitleBusiness Teacher Education -1.500e+04
## CIP.TitleBusiness, Management, Marketing, and Related Support Services, Other -1.200e+04
## CIP.TitleBusiness/Commerce, General -5.000e+03
## CIP.TitleBusiness/Corporate Communications -1.200e+04
## CIP.TitleBusiness/Managerial Economics -6.794e-11
## CIP.TitleBusiness/Office Automation/Technology/Data Entry -1.200e+04
## CIP.TitleCAD/CADD Drafting and or Design Technology/Technician -2.000e+03
## CIP.TitleCanadian Government and Politics -7.000e+03
## CIP.TitleCanadian History -1.500e+04
## CIP.TitleCanadian Studies -1.900e+04
## CIP.TitleCardiopulmonary Technology/Technologist -5.000e+03
## CIP.TitleCardiovascular Science -1.500e+04
## CIP.TitleCardiovascular Technology/Technologist -5.000e+03
## CIP.TitleCaribbean Studies -1.900e+04
## CIP.TitleCarpentry/Carpenter -4.739e-12
## CIP.TitleCartography -1.100e+04
## CIP.TitleCatalan Language and Literature -2.000e+04
## CIP.TitleCell Biology and Anatomy -2.000e+04
## CIP.TitleCell Cellular Biology and Histology -2.000e+04
## CIP.TitleCell Physiology -1.500e+04
## CIP.TitleCell/Cellular and Molecular Biology -2.000e+04
## CIP.TitleCell/Cellular Biology and Anatomical Sciences, Other -2.000e+04
## CIP.TitleCeltic Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleCentral/Middle and Eastern European Studies -1.900e+04
## CIP.TitleCeramic Arts and Ceramics -2.740e+04
## CIP.TitleCeramic Sciences and Engineering 1.300e+04
## CIP.TitleChemical Engineering 2.100e+04
## CIP.TitleChemical Physics -6.000e+03
## CIP.TitleChemical Technology/Technician -3.000e+03
## CIP.TitleChemistry -6.000e+03
## CIP.TitleChemistry Teacher Education -1.900e+04
## CIP.TitleChemistry, General -6.000e+03
## CIP.TitleChemistry, Other -6.000e+03
## CIP.TitleChild Care and Support Services Management -2.450e+04
## CIP.TitleChild Care Provider/Assistant -2.450e+04
## CIP.TitleChild Development -2.450e+04
## CIP.TitleChinese Language and Literature -2.000e+04
## CIP.TitleChinese Studies -1.900e+04
## CIP.TitleChiropractic -1.500e+04
## CIP.TitleChiropractic Assistant Technician -1.000e+04
## CIP.TitleChristian Studies -2.000e+04
## CIP.TitleCinematography and Film/Video Production -1.800e+04
## CIP.TitleCity/Urban, Community and Regional Planning -2.000e+03
## CIP.TitleCivil Drafting and Civil Engineering CAD/CADD -2.000e+03
## CIP.TitleCivil Engineering 1.300e+04
## CIP.TitleCivil Engineering Technology/Technician -2.000e+03
## CIP.TitleCivil Engineering, General 1.300e+04
## CIP.TitleCivil Engineering, Other 1.300e+04
## CIP.TitleClassical, Ancient Mediterranean and Near Eastern Studies and Archeology -2.000e+04
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, General -1.700e+04
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, Other -1.700e+04
## CIP.TitleClinical and Industrial Drug Development 4.100e+04
## CIP.TitleClinical Child Psychology -2.000e+04
## CIP.TitleClinical Laboratory Science/Medical Technology/Technologist -5.000e+03
## CIP.TitleClinical Nurse Specialist -3.000e+03
## CIP.TitleClinical Nutrition/Nutritionist -2.000e+04
## CIP.TitleClinical Pastoral Counseling/Patient Counseling -2.000e+04
## CIP.TitleClinical Psychology -2.000e+04
## CIP.TitleClinical, Hospital, and Managed Care Pharmacy 4.100e+04
## CIP.TitleClinical/Medical Laboratory Assistant -1.000e+04
## CIP.TitleClinical/Medical Laboratory Science and Allied Professions, Other -5.000e+03
## CIP.TitleClinical/Medical Laboratory Technician -5.000e+03
## CIP.TitleClinical/Medical Social Work -2.000e+04
## CIP.TitleCognitive Psychology and Psycholinguistics -2.000e+04
## CIP.TitleCognitive Science -1.200e+04
## CIP.TitleCognitive Science and Biopsychology -1.200e+04
## CIP.TitleCollege Student Counseling and Personnel Services -2.400e+04
## CIP.TitleCommercial and Advertising Art -1.840e+04
## CIP.TitleCommercial Art and Graphic Design -1.840e+04
## CIP.TitleCommercial Fishing 2.000e+03
## CIP.TitleCommercial Photography -1.840e+04
## CIP.TitleCommonwealth Studies -1.900e+04
## CIP.TitleCommunication and Media Studies, Other -1.500e+04
## CIP.TitleCommunication Disorders Sciences and Services -2.300e+04
## CIP.TitleCommunication Disorders Sciences and Services, Other -2.300e+04
## CIP.TitleCommunication Disorders, General -2.300e+04
## CIP.TitleCommunication Studies/Speech Communication and Rhetoric -1.500e+04
## CIP.TitleCommunication Technologies -1.500e+04
## CIP.TitleCommunications -1.500e+04
## CIP.TitleCommunications Systems Installation and Repair Technology -1.700e+04
## CIP.TitleCommunications Technologies/Technicians and Support Services, Other -1.500e+04
## CIP.TitleCommunications Technology/Technician -1.500e+04
## CIP.TitleCommunity and Public Health -1.800e+04
## CIP.TitleCommunity College Education -7.000e+03
## CIP.TitleCommunity Health and Preventive Medicine -1.800e+04
## CIP.TitleCommunity Health Services/Liaison/Counseling -1.800e+04
## CIP.TitleCommunity Organization and Advocacy -2.700e+04
## CIP.TitleCommunity Psychology -2.000e+04
## CIP.TitleComparative and Laboratory Animal Medicine -1.500e+04
## CIP.TitleComparative Literature -1.700e+04
## CIP.TitleComparative Psychology -2.000e+04
## CIP.TitleComposition and Speech -2.500e+04
## CIP.TitleComputational Mathematics 5.000e+03
## CIP.TitleComputer Administration Management and Security -1.000e+04
## CIP.TitleComputer and Information Sciences, General 6.123e-12
## CIP.TitleComputer and Information Sciences, Other 1.694e-10
## CIP.TitleComputer and Information Systems-General -1.578e-10
## CIP.TitleComputer and Information Systems Security -1.000e+04
## CIP.TitleComputer Engineering 1.500e+04
## CIP.TitleComputer Engineering Technologies/Technicians, Other -2.000e+03
## CIP.TitleComputer Engineering Technology/Technician -2.000e+03
## CIP.TitleComputer Engineering, General 1.500e+04
## CIP.TitleComputer Engineering, Other 1.500e+04
## CIP.TitleComputer Graphics -5.000e+03
## CIP.TitleComputer Hardware Engineering 1.500e+04
## CIP.TitleComputer Hardware Technology/Technician -2.000e+03
## CIP.TitleComputer Installation and Repair Technology Technician -1.700e+04
## CIP.TitleComputer Networking and Telecommunications -1.000e+04
## CIP.TitleComputer Programming -5.000e+03
## CIP.TitleComputer Programming, Other -5.000e+03
## CIP.TitleComputer Programming, Specific Applications -5.000e+03
## CIP.TitleComputer Programming, Vendor/Product Certification -5.000e+03
## CIP.TitleComputer Programming/Programmer, General -5.000e+03
## CIP.TitleComputer Science 1.300e+04
## CIP.TitleComputer Software and Media Applications, Other -5.000e+03
## CIP.TitleComputer Software Engineering 1.500e+04
## CIP.TitleComputer Software Technology/Technician -2.000e+03
## CIP.TitleComputer Systems Networking and Telecommunications -1.000e+04
## CIP.TitleComputer Technology/Computer Systems Technology -2.000e+03
## CIP.TitleComputer Typography and Composition Equipment Operator -1.500e+04
## CIP.TitleComputer/Information Technology Services Administration and Management -1.000e+04
## CIP.TitleConcrete Finishing/Concrete Finisher -3.604e-11
## CIP.TitleConducting -2.000e+04
## CIP.TitleConservation Biology -1.750e+04
## CIP.TitleConstruction Engineering 5.000e+03
## CIP.TitleConstruction Engineering Technology/Technician -2.000e+03
## CIP.TitleConstruction Management -1.200e+04
## CIP.TitleConstruction Services 1.364e-10
## CIP.TitleConstruction Trades, General 3.536e-11
## CIP.TitleConstruction Trades, Other 7.461e-11
## CIP.TitleConstruction/Heavy Equipment/Earthmoving Equipment Operation 2.000e+03
## CIP.TitleConsumer Economics -2.450e+04
## CIP.TitleConsumer Merchandising/Retailing Management -2.450e+04
## CIP.TitleConsumer Services and Advocacy -2.450e+04
## CIP.TitleCooking and Related Culinary Arts, General -2.500e+04
## CIP.TitleCorrections -1.500e+04
## CIP.TitleCorrections Administration -1.500e+04
## CIP.TitleCorrections and Criminal Justice, Other -1.500e+04
## CIP.TitleCosmetology and Related Personal Grooming Arts, Other -2.500e+04
## CIP.TitleCosmetology Services and Culinary Arts -2.500e+04
## CIP.TitleCosmetology, Barber/Styling, and Nail Instructor -2.500e+04
## CIP.TitleCosmetology/Cosmetologist, General -2.500e+04
## CIP.TitleCounseling Psychology -2.600e+04
## CIP.TitleCounselor Education/School Counseling and Guidance Services -2.400e+04
## CIP.TitleCourt Reporting -1.500e+04
## CIP.TitleCourt Reporting/Court Reporter -1.500e+04
## CIP.TitleCrafts Craft Design, Folk Art and Artisanry -2.500e+04
## CIP.TitleCreative Writing -2.500e+04
## CIP.TitleCredit Management 9.407e-12
## CIP.TitleCriminal Justice and Fire Protection -1.500e+04
## CIP.TitleCriminal Justice Law Enforcement Administration -1.500e+04
## CIP.TitleCriminal Justice/Police Science -1.500e+04
## CIP.TitleCriminal Justice/Safety Studies -1.500e+04
## CIP.TitleCriminalistics and Criminal Science -1.500e+04
## CIP.TitleCriminology -1.600e+04
## CIP.TitleCritical Care Nursing -3.000e+03
## CIP.TitleCrop Production -1.100e+04
## CIP.TitleCulinary Arts and Related Services, Other -2.500e+04
## CIP.TitleCulinary Arts/Chef Training -2.500e+04
## CIP.TitleCultural Resource Management and Policy Analysis -2.000e+04
## CIP.TitleCurriculum and Instruction -2.200e+04
## CIP.TitleCustomer Service Management -7.000e+03
## CIP.TitleCustomer Service Support/Call Center/Teleservice Operation -1.200e+04
## CIP.TitleCytogenetics/Genetics/Clinical Genetics Technology/Technologist -5.000e+03
## CIP.TitleCytotechnology/Cytotechnologist -5.000e+03
## CIP.TitleCzech Language and Literature -2.000e+04
## CIP.TitleDairy Husbandry and Production -1.100e+04
## CIP.TitleDairy Science -1.900e+04
## CIP.TitleDance Therapy/Therapist -4.000e+03
## CIP.TitleDance, General -2.500e+04
## CIP.TitleDance, Other -2.500e+04
## CIP.TitleDanish Language and Literature -2.000e+04
## CIP.TitleData Entry/Microcomputer Applications, General -1.200e+04
## CIP.TitleData Entry/Microcomputer Applications, Other -1.200e+04
## CIP.TitleData Modeling/Warehousing and Database Administration -5.000e+03
## CIP.TitleDemography and Population Studies -1.300e+04
## CIP.TitleDental Assisting/Assistant -1.000e+04
## CIP.TitleDental Hygiene/Hygienist -1.000e+04
## CIP.TitleDental Laboratory Technology Technician -5.000e+03
## CIP.TitleDentistry -1.500e+04
## CIP.TitleDesign and Applied Arts, Other -1.840e+04
## CIP.TitleDesign and Visual Communications, General -1.840e+04
## CIP.TitleDevelopment Economics and International Development 4.000e+03
## CIP.TitleDevelopmental and Child Psychology -2.000e+04
## CIP.TitleDevelopmental Biology and Embryology -1.300e+04
## CIP.TitleDiagnostic Medical Sonography/Sonographer and Ultrasound Technician -5.000e+03
## CIP.TitleDiesel Mechanics Technology/Technician -1.700e+04
## CIP.TitleDietetic Technician, DTR -5.000e+03
## CIP.TitleDietetics and Clinical Nutrition Services, Other -2.000e+04
## CIP.TitleDietetics/Dietitian -2.000e+04
## CIP.TitleDietitian Assistant -1.000e+04
## CIP.TitleDigital Communication and Media Multimedia -1.700e+04
## CIP.TitleDirect Entry Midwifery -2.000e+04
## CIP.TitleDirecting and Theatrical Production -2.300e+04
## CIP.TitleDiver, Professional and Instructor 2.000e+03
## CIP.TitleDivinity/Ministry -2.500e+04
## CIP.TitleDog Pet Animal Grooming -1.100e+04
## CIP.TitleDrafting and Design Technology/Technician -2.000e+03
## CIP.TitleDrafting/Design Engineering Technologies/Technicians, Other -2.000e+03
## CIP.TitleDrama and Dance Teacher Education -2.300e+04
## CIP.TitleDrama and Dramatics/Theatre Arts, General -2.300e+04
## CIP.TitleDrama and Theater Arts -2.300e+04
## CIP.TitleDramatic/Theatre Arts and Stagecraft, Other -2.300e+04
## CIP.TitleDrawing -2.740e+04
## CIP.TitleDriver and Safety Teacher Education -1.500e+04
## CIP.TitleDrywall Installation/Drywaller 1.210e-11
## CIP.TitleDutch/Flemish Language and Literature -2.000e+04
## CIP.TitleE-Commerce/Electronic Commerce 3.693e-11
## CIP.TitleEarly Childhood Education -2.970e+04
## CIP.TitleEarly Childhood Education and Teaching -2.970e+04
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, General -2.000e+04
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleEast Asian Studies -1.900e+04
## CIP.TitleEcology -1.750e+04
## CIP.TitleEcology, Evolution, Systematics and Population Biology, Other -1.750e+04
## CIP.TitleEconometrics and Quantitative Economics 4.000e+03
## CIP.TitleEconomics 4.000e+03
## CIP.TitleEconomics, General 4.000e+03
## CIP.TitleEconomics, Other 4.000e+03
## CIP.TitleEducation -2.200e+04
## CIP.TitleEducation, Other -1.500e+04
## CIP.TitleEducation/Teaching of Individuals in Early Childhood Special Education Programs -2.300e+04
## CIP.TitleEducation/Teaching of Individuals Who are Developmentally Delayed -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Autism -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Emotional Disturbances -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Hearing Impairments Including Deafness -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Mental Retardation -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Multiple Disabilities -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Orthopedic and Other Physical Health Impairments -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Specific Learning Disabilities -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Speech or Language Impairments -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Traumatic Brain Injuries -2.300e+04
## CIP.TitleEducation/Teaching of Individuals with Vision Impairments Including Blindness -2.300e+04
## CIP.TitleEducation/Teaching of the Gifted and Talented -2.300e+04
## CIP.TitleEducational Administration and Supervision -7.000e+03
## CIP.TitleEducational Administration and Supervision, Other -7.000e+03
## CIP.TitleEducational Assessment, Evaluation, and Research, Other -1.500e+04
## CIP.TitleEducational Assessment, Testing, and Measurement -1.500e+04
## CIP.TitleEducational Evaluation and Research -1.500e+04
## CIP.TitleEducational Instructional Media Design -1.500e+04
## CIP.TitleEducational Leadership and Administration, General -7.000e+03
## CIP.TitleEducational Psychology -2.500e+04
## CIP.TitleEducational Statistics and Research Methods -1.500e+04
## CIP.TitleEducational, Instructional, and Curriculum Supervision -7.000e+03
## CIP.TitleElectrical and Electronic Engineering Technologies/Technicians, Other 2.000e+03
## CIP.TitleElectrical and Mechanic Repairs and Technologies -1.700e+04
## CIP.TitleElectrical and Power Transmission Installation/Installer, General 2.007e-11
## CIP.TitleElectrical and Power Transmission Installers, Other 6.141e-11
## CIP.TitleElectrical Engineering 2.300e+04
## CIP.TitleElectrical Engineering Technology 2.000e+03
## CIP.TitleElectrical, Electronic and Communications Engineering Technology/Technician 2.000e+03
## CIP.TitleElectrical, Electronics and Communications Engineering 2.300e+04
## CIP.TitleElectrical/Electronics Drafting and Electrical Electronics CAD/CADD -2.000e+03
## CIP.TitleElectrical/Electronics Equipment Installation and Repair, General -1.700e+04
## CIP.TitleElectrical/Electronics Maintenance and Repair Technology, Other -1.700e+04
## CIP.TitleElectrician -1.615e-11
## CIP.TitleElectrocardiograph Technology/Technician -5.000e+03
## CIP.TitleElectrolysis/Electrology and Electrolysis Technician -2.500e+04
## CIP.TitleElectromechanical and Instrumentation and Maintenance Technologies/Technicians, Other -2.000e+03
## CIP.TitleElectromechanical Technology/Electromechanical Engineering Technology -2.000e+03
## CIP.TitleElectroneurodiagnostic/Electroencephalographic Technology/Technologist -5.000e+03
## CIP.TitleElementary and Middle School Administration/Principalship -7.000e+03
## CIP.TitleElementary Education -2.500e+04
## CIP.TitleElementary Education and Teaching -2.500e+04
## CIP.TitleElementary Particle Physics 5.000e+03
## CIP.TitleEmergency Care Attendant (EMT Ambulance) -1.000e+04
## CIP.TitleEmergency Medical Technology/Technician (EMT Paramedic) -5.000e+03
## CIP.TitleEndocrinology -1.500e+04
## CIP.TitleEnergy Management and Systems Technology/Technician -2.000e+03
## CIP.TitleEngiineering Technology, General -2.000e+03
## CIP.TitleEngine Machinist -1.700e+04
## CIP.TitleEngineering-Related Technologies, Other -2.000e+03
## CIP.TitleEngineering and Industrial Management 9.000e+03
## CIP.TitleEngineering Mechanics 5.805e-11
## CIP.TitleEngineering Mechanics, Physics, and Science 8.262e-11
## CIP.TitleEngineering Physics 6.965e-11
## CIP.TitleEngineering Science -7.064e-11
## CIP.TitleEngineering Technologies -2.000e+03
## CIP.TitleEngineering Technologies/Technicians, Other -2.000e+03
## CIP.TitleEngineering, General 1.000e+04
## CIP.TitleEngineering, Other 5.000e+03
## CIP.TitleEngineering/Industrial Management 9.000e+03
## CIP.TitleEnglish Composition -2.500e+04
## CIP.TitleEnglish Language and Literature -1.500e+04
## CIP.TitleEnglish Language and Literature, General -1.500e+04
## CIP.TitleEnglish Language and Literature/Letters, Other -1.500e+04
## CIP.TitleEnglish Literature (British and Commonwealth) -1.500e+04
## CIP.TitleEnglish/Language Arts Teacher Education -2.300e+04
## CIP.TitleEntomology -1.000e+04
## CIP.TitleEntrepreneurial and Small Business Operations, Other -1.200e+04
## CIP.TitleEntrepreneurship/Entrepreneurial Studies -1.200e+04
## CIP.TitleEnvironmental Biology -1.750e+04
## CIP.TitleEnvironmental Control Technologies/Technicians, Other -2.000e+03
## CIP.TitleEnvironmental Design/Architecture -2.000e+03
## CIP.TitleEnvironmental Engineering 5.000e+03
## CIP.TitleEnvironmental Engineering Technology/Environmental Technology Technician -2.000e+03
## CIP.TitleEnvironmental Health -1.800e+04
## CIP.TitleEnvironmental Psychology -2.000e+04
## CIP.TitleEnvironmental Science -1.300e+04
## CIP.TitleEnvironmental Studies -1.300e+04
## CIP.TitleEnvironmental Toxicology -5.000e+03
## CIP.TitleEnvironmental/Environmental Health Engineering 5.000e+03
## CIP.TitleEquestrian Equine Studies -1.100e+04
## CIP.TitleEthics -2.000e+04
## CIP.TitleEthnic, Cultural Minority, and Gender Studies, Other -1.900e+04
## CIP.TitleEuropean History -1.500e+04
## CIP.TitleEuropean Studies/Civilization -1.900e+04
## CIP.TitleEvolutionary Biology -1.300e+04
## CIP.TitleExecutive Assistant/Executive Secretary -1.200e+04
## CIP.TitleExercise Physiology -1.500e+04
## CIP.TitleFacial Treatment Specialist/Facialist -2.500e+04
## CIP.TitleFacilities Planning and Management -2.450e+04
## CIP.TitleFamily and Community Services -2.450e+04
## CIP.TitleFamily and Consumer Economics and Related Services, Other -2.450e+04
## CIP.TitleFamily and Consumer Sciences -2.450e+04
## CIP.TitleFamily and Consumer Sciences/Home Economics Teacher Education -1.500e+04
## CIP.TitleFamily and Consumer Sciences/Human Sciences Business Services, Other -2.450e+04
## CIP.TitleFamily and Consumer Sciences/Human Sciences Communication -2.450e+04
## CIP.TitleFamily and Consumer Sciences/Human Sciences, General -2.450e+04
## CIP.TitleFamily and Consumer Sciences/Human Sciences, Other -2.450e+04
## CIP.TitleFamily Practice Nurse/Nurse Practitioner -3.000e+03
## CIP.TitleFamily Psychology -2.000e+04
## CIP.TitleFamily Resource Management Studies, General -2.450e+04
## CIP.TitleFamily Systems -2.450e+04
## CIP.TitleFarm/Farm and Ranch Management -1.100e+04
## CIP.TitleFashion and Fabric Consultant -2.450e+04
## CIP.TitleFashion Merchandising -9.000e+03
## CIP.TitleFashion Modeling -9.000e+03
## CIP.TitleFashion/Apparel Design -1.840e+04
## CIP.TitleFiber, Textile and Weaving Arts -2.740e+04
## CIP.TitleFilipino/Tagalog Language and Literature -2.000e+04
## CIP.TitleFilm, Video and Photographic Arts -1.800e+04
## CIP.TitleFilm/Cinema Studies -1.800e+04
## CIP.TitleFilm/Video and Photographic Arts, Other -1.800e+04
## CIP.TitleFinance 8.118e-12
## CIP.TitleFinance and Financial Management Services, Other 1.683e-11
## CIP.TitleFinance, General -1.612e-11
## CIP.TitleFinancial Planning and Services 4.828e-12
## CIP.TitleFine Arts -2.000e+04
## CIP.TitleFine Arts and Art Studies, Other -2.000e+04
## CIP.TitleFine/Studio Arts, General -2.740e+04
## CIP.TitleFinnish and Related Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleFire Protection and Safety Technology/Technician -1.500e+04
## CIP.TitleFire Protection, Other -1.500e+04
## CIP.TitleFire Science/Firefighting -1.500e+04
## CIP.TitleFire Services Administration -1.500e+04
## CIP.TitleFishing and Fisheries Sciences and Management -1.300e+04
## CIP.TitleFlight Instructor 2.000e+03
## CIP.TitleFloriculture Floristry Operations and Management -1.100e+04
## CIP.TitleFood Preparation/Professional Cooking Kitchen Assistant -2.500e+04
## CIP.TitleFood Science -3.000e+03
## CIP.TitleFood Science and Technology, Other -3.000e+03
## CIP.TitleFood Service, Waiter/Waitress, and Dining Room Management/Manager -2.500e+04
## CIP.TitleFood Technology and Processing -3.000e+03
## CIP.TitleFoods, Nutrition, and Related Services, Other -2.450e+04
## CIP.TitleFoods, Nutrition, and Wellness Studies, General -2.450e+04
## CIP.TitleFoodservice Systems Administration/Management -2.450e+04
## CIP.TitleForeign Language Teacher Education -2.300e+04
## CIP.TitleForeign Languages and Literatures, General -1.700e+04
## CIP.TitleForeign Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleForensic Psychology -2.000e+04
## CIP.TitleForensic Science and Technology -1.500e+04
## CIP.TitleForest Engineering 5.000e+03
## CIP.TitleForest Management/Forest Resources Management -7.000e+03
## CIP.TitleForest Resources Production and Management -7.000e+03
## CIP.TitleForest Sciences and Biology -7.000e+03
## CIP.TitleForest Technology Technician -7.000e+03
## CIP.TitleForestry -7.000e+03
## CIP.TitleForestry, General -7.000e+03
## CIP.TitleForestry, Other -7.000e+03
## CIP.TitleFranchising and Franchise Operations -1.200e+04
## CIP.TitleFrench Language and Literature -1.700e+04
## CIP.TitleFrench Language Teacher Education -2.300e+04
## CIP.TitleFrench Studies -1.900e+04
## CIP.TitleFrench, German, Latin and Other Common Foreign Language Studies -1.700e+04
## CIP.TitleFuneral Direction/Service -2.500e+04
## CIP.TitleFuneral Service and Mortuary Science, General -2.500e+04
## CIP.TitleFuneral Service and Mortuary Science, Other -2.500e+04
## CIP.TitleGay/Lesbian Studies -1.900e+04
## CIP.TitleGene Genetic Therapy -2.000e+04
## CIP.TitleGeneral Agriculture -1.500e+04
## CIP.TitleGeneral Business -5.000e+03
## CIP.TitleGeneral Education -2.200e+04
## CIP.TitleGeneral Engineering 1.000e+04
## CIP.TitleGeneral Medical and Health Services -1.500e+04
## CIP.TitleGeneral Merchandising, Sales and Related Marketing Operations, Other -9.000e+03
## CIP.TitleGeneral Office Occupations and Clerical Services -1.200e+04
## CIP.TitleGeneral Social Sciences -1.500e+04
## CIP.TitleGeneral Studies -1.500e+04
## CIP.TitleGenetic Counseling/Counselor -2.000e+04
## CIP.TitleGenetics -1.700e+04
## CIP.TitleGenetics, General -1.700e+04
## CIP.TitleGenetics, Other -1.700e+04
## CIP.TitleGeochemistry -8.000e+03
## CIP.TitleGeochemistry and Petrology -8.000e+03
## CIP.TitleGeography -1.100e+04
## CIP.TitleGeography Teacher Education -2.000e+04
## CIP.TitleGeography, Other -1.100e+04
## CIP.TitleGeological and Earth Sciences/Geosciences, Other -8.000e+03
## CIP.TitleGeological and Geophysical Engineering 2.000e+04
## CIP.TitleGeological Geophysical Engineering 2.000e+04
## CIP.TitleGeology and Earth Science -7.613e-12
## CIP.TitleGeology/Earth Science, General -5.974e-11
## CIP.TitleGeophysics and Seismology -8.000e+03
## CIP.TitleGeosciences -8.000e+03
## CIP.TitleGeotechnical Engineering 1.300e+04
## CIP.TitleGerman Language and Literature -1.700e+04
## CIP.TitleGerman Language Teacher Education -2.300e+04
## CIP.TitleGerman Studies -1.900e+04
## CIP.TitleGermanic Languages, Literatures, and Linguistics, General -2.000e+04
## CIP.TitleGermanic Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleGerontology -2.000e+04
## CIP.TitleGeropsychology -2.000e+04
## CIP.TitleGlazier 9.339e-11
## CIP.TitleGraphic and Printing Equipment Operator, General Production -1.500e+04
## CIP.TitleGraphic Communications, General -1.500e+04
## CIP.TitleGraphic Communications, Other -1.500e+04
## CIP.TitleGraphic Design -1.840e+04
## CIP.TitleGreenhouse Operations and Management -1.100e+04
## CIP.TitleGround Transportation, Other 2.000e+03
## CIP.TitleGunsmithing/Gunsmith -1.700e+04
## CIP.TitleHair Styling/Stylist and Hair Design -2.500e+04
## CIP.TitleHazardous Materials Information Systems Technology/Technician -2.000e+03
## CIP.TitleHealth Aide -1.000e+04
## CIP.TitleHealth Aides/Attendants/Orderlies, Other -1.000e+04
## CIP.TitleHealth and Medical Administrative Services -1.500e+04
## CIP.TitleHealth and Medical Administrative Services, Other -1.500e+04
## CIP.TitleHealth and Medical Preparatory Programs -1.500e+04
## CIP.TitleHealth and Physical Education, General -2.100e+04
## CIP.TitleHealth and Physical Education/Fitness, Other -2.100e+04
## CIP.TitleHealth Communication -1.500e+04
## CIP.TitleHealth Information/Medical Records Administration/Administrator -1.500e+04
## CIP.TitleHealth Information/Medical Records Technology/Technician -1.500e+04
## CIP.TitleHealth Medical Preparatory Programs, Other -1.500e+04
## CIP.TitleHealth Occupations Teacher Education -1.900e+04
## CIP.TitleHealth Professions and Related Clinical Science -2.000e+04
## CIP.TitleHealth Services Administration -1.500e+04
## CIP.TitleHealth Teacher Education -1.500e+04
## CIP.TitleHealth Unit Coordinator/Ward Clerk -1.500e+04
## CIP.TitleHealth Unit Manager/Ward Supervisor -1.500e+04
## CIP.TitleHealth/Health Care Administration/Management -1.500e+04
## CIP.TitleHealth/Medical Physics -1.800e+04
## CIP.TitleHealth/Medical Psychology -2.000e+04
## CIP.TitleHeating, Air Conditioning, Ventilation and Refrigeration Maintenance Technology/Technician -1.700e+04
## CIP.TitleHeavy Equipment Maintenance Technology/Technician -1.700e+04
## CIP.TitleHeavy/Industrial Equipment Maintenance Technologies, Other -1.700e+04
## CIP.TitleHebrew Language and Literature -2.000e+04
## CIP.TitleHematology Technology/Technician -5.000e+03
## CIP.TitleHigher Education/Higher Education Administration -7.000e+03
## CIP.TitleHindi Language and Literature -2.000e+04
## CIP.TitleHindu Studies -2.000e+04
## CIP.TitleHispanic-American, Puerto Rican, and Mexican-American/Chicano Studies -1.900e+04
## CIP.TitleHistologic Technician -5.000e+03
## CIP.TitleHistologic Technology/Histotechnologist -5.000e+03
## CIP.TitleHistoric Preservation and Conservation -2.000e+04
## CIP.TitleHistoric Preservation and Conservation, Other -2.000e+04
## CIP.TitleHistory -1.500e+04
## CIP.TitleHistory Teacher Education -2.000e+04
## CIP.TitleHistory, General -1.500e+04
## CIP.TitleHistory, Other -1.500e+04
## CIP.TitleHolocaust and Related Studies -2.000e+04
## CIP.TitleHome Furnishings and Equipment Installers -2.450e+04
## CIP.TitleHome Health Aide/Home Attendant -1.000e+04
## CIP.TitleHomeopathic Medicine/Homeopathy -2.000e+04
## CIP.TitleHorse Husbandry/Equine Science and Management -1.100e+04
## CIP.TitleHorticultural Science -1.500e+04
## CIP.TitleHospital and Health Care Facilities Administration/Management -1.500e+04
## CIP.TitleHospitality Administration/Management, General -1.600e+04
## CIP.TitleHospitality Administration/Management, Other -1.600e+04
## CIP.TitleHospitality and Recreation Marketing Operation -9.000e+03
## CIP.TitleHospitality Management -1.600e+04
## CIP.TitleHotel/Motel Administration Management -1.600e+04
## CIP.TitleHousing and Human Environments, General -2.450e+04
## CIP.TitleHousing and Human Environments, Other -2.450e+04
## CIP.TitleHuman Development and Family Studies -2.450e+04
## CIP.TitleHuman Development, Family Studies, and Related Services, Other -2.450e+04
## CIP.TitleHuman Nutrition -2.450e+04
## CIP.TitleHuman Resources and Personnel Management -1.100e+04
## CIP.TitleHuman Resources Development -1.100e+04
## CIP.TitleHuman Resources Management and Services, Other -1.100e+04
## CIP.TitleHuman Resources Management/Personnel Administration, General -1.100e+04
## CIP.TitleHuman Services and Community Organization -2.700e+04
## CIP.TitleHuman Services, General -2.700e+04
## CIP.TitleHuman/Medical Genetics -1.700e+04
## CIP.TitleHumanities -1.830e+04
## CIP.TitleHumanities/Humanistic Studies -1.830e+04
## CIP.TitleHungarian/Magyar Language and Literature -2.000e+04
## CIP.TitleHydraulics and Fluid Power Technology/Technician -2.000e+03
## CIP.TitleHydrology and Water Resources Science -8.000e+03
## CIP.TitleHypnotherapy/Hypnotherapist -4.000e+03
## CIP.TitleIllustration -1.840e+04
## CIP.TitleImmunology -5.000e+03
## CIP.TitleIndian/Native American Education -1.500e+04
## CIP.TitleIndustrial and Manufacturing Engineering 1.000e+04
## CIP.TitleIndustrial and Organizational Psychology -3.000e+03
## CIP.TitleIndustrial and Physical Pharmacy and Cosmetic Sciences 4.100e+04
## CIP.TitleIndustrial Design -1.840e+04
## CIP.TitleIndustrial Electronics Technology/Technician -1.700e+04
## CIP.TitleIndustrial Engineering 1.000e+04
## CIP.TitleIndustrial Mechanics and Maintenance Technology -1.700e+04
## CIP.TitleIndustrial Production Technologies 5.000e+03
## CIP.TitleIndustrial Production Technologies/Technicians, Other 5.000e+03
## CIP.TitleIndustrial Safety Technology/Technician -2.000e+03
## CIP.TitleIndustrial Technology/Technician 5.000e+03
## CIP.TitleIndustrial/Radiologic Technology/Technician -3.000e+03
## CIP.TitleInformation Resources Management/CIO Training 7.000e+03
## CIP.TitleInformation Science/Studies 3.000e+03
## CIP.TitleInformation Sciences 3.000e+03
## CIP.TitleInformation Technology -3.267e-11
## CIP.TitleInorganic Chemistry -6.000e+03
## CIP.TitleInstitutional Food Workers -2.500e+04
## CIP.TitleInstrumentation Technology/Technician -2.000e+03
## CIP.TitleInsurance -2.885e-12
## CIP.TitleIntercultural and International Studies -2.000e+04
## CIP.TitleIntercultural Multicultural and Diversity Studies -2.000e+04
## CIP.TitleInterdisciplinary Social Sciences -2.000e+04
## CIP.TitleInterior Architecture -2.000e+03
## CIP.TitleInterior Design -1.840e+04
## CIP.TitleIntermedia/Multimedia -2.740e+04
## CIP.TitleInternational Agriculture -1.100e+04
## CIP.TitleInternational and Comparative Education -1.500e+04
## CIP.TitleInternational Business -1.100e+04
## CIP.TitleInternational Business/Trade/Commerce -1.100e+04
## CIP.TitleInternational Economics 4.000e+03
## CIP.TitleInternational Finance 2.212e-11
## CIP.TitleInternational Global Studies -2.000e+04
## CIP.TitleInternational Marketing -9.000e+03
## CIP.TitleInternational Public Health/International Health -1.800e+04
## CIP.TitleInternational Relations -1.000e+04
## CIP.TitleInternational Relations and Affairs -1.000e+04
## CIP.TitleInvestments and Securities -2.516e-11
## CIP.TitleIranian/Persian Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleIslamic Studies -2.000e+04
## CIP.TitleItalian Language and Literature -1.700e+04
## CIP.TitleItalian Studies -1.900e+04
## CIP.TitleJapanese Language and Literature -2.000e+04
## CIP.TitleJapanese Studies -1.900e+04
## CIP.TitleJazz/Jazz Studies -2.000e+04
## CIP.TitleJewish/Judaic Studies -2.000e+04
## CIP.TitleJournalism -1.500e+04
## CIP.TitleJournalism, Other -1.500e+04
## CIP.TitleJunior High/Intermediate/Middle School Education -2.500e+04
## CIP.TitleJuvenile Corrections -1.500e+04
## CIP.TitleKhmer/Cambodian Language and Literature -2.000e+04
## CIP.TitleKindergarten/Preschool Education and Teaching -2.970e+04
## CIP.TitleKinesiology and Exercise Science -2.100e+04
## CIP.TitleKnowledge Management 7.000e+03
## CIP.TitleKorean Language and Literature -2.000e+04
## CIP.TitleKorean Studies -1.900e+04
## CIP.TitleLabor and Industrial Relations -1.100e+04
## CIP.TitleLabor Studies -1.100e+04
## CIP.TitleLand Use Planning and Management/Development -1.300e+04
## CIP.TitleLandscape Architecture -2.000e+03
## CIP.TitleLandscaping and Groundskeeping -1.100e+04
## CIP.TitleLanguage and Drama Education -2.300e+04
## CIP.TitleLanguage Interpretation and Translation -1.700e+04
## CIP.TitleLao/Laotian Language and Literature -2.000e+04
## CIP.TitleLarge Animal Food Animal and Equine Surgery and Medicine -1.500e+04
## CIP.TitleLaser and Optical Technology/Technician 2.000e+03
## CIP.TitleLatin American Studies -1.900e+04
## CIP.TitleLatin Language and Literature -1.700e+04
## CIP.TitleLatin Teacher Education -2.300e+04
## CIP.TitleLegal Assistant/Paralegal -1.700e+04
## CIP.TitleLegal Studies, General -1.700e+04
## CIP.TitleLiberal Arts -1.500e+04
## CIP.TitleLiberal Arts and Sciences Liberal Studies -1.500e+04
## CIP.TitleLiberal Arts and Sciences, General Studies and Humanities, Other -1.500e+04
## CIP.TitleLibrary Assistant/Technician -2.500e+04
## CIP.TitleLibrary Science -2.500e+04
## CIP.TitleLibrary Science, Other -2.500e+04
## CIP.TitleLibrary Science/Librarianship -2.500e+04
## CIP.TitleLicensed Practical/Vocational Nurse Training -3.000e+03
## CIP.TitleLineworker 9.410e-11
## CIP.TitleLinguistics -1.700e+04
## CIP.TitleLinguistics and Comparative Language and Literature -1.700e+04
## CIP.TitleLinguistics of ASL and Other Sign Languages -1.700e+04
## CIP.TitleLinguistics, Comparative, and Related Language Studies and Services, Other -1.700e+04
## CIP.TitleLivestock Management -1.900e+04
## CIP.TitleLocksmithing and Safe Repair -1.700e+04
## CIP.TitleLogic -2.000e+04
## CIP.TitleLogistics and Materials Management 7.450e-11
## CIP.TitleMake-Up Artist/Specialist -2.500e+04
## CIP.TitleManagement Information Systems and Services, Other 7.000e+03
## CIP.TitleManagement Information Systems and Statistics 7.000e+03
## CIP.TitleManagement Information Systems, General 7.000e+03
## CIP.TitleManagement Science and Quantitative Methods, Other 7.000e+03
## CIP.TitleManagement Science, General 7.000e+03
## CIP.TitleManufacturing Engineering 1.000e+04
## CIP.TitleManufacturing Technology/Technician 5.000e+03
## CIP.TitleMarine Biology and Biological Oceanography -1.750e+04
## CIP.TitleMarine Maintenance/Fitter and Ship Repair Technology/Technician -1.700e+04
## CIP.TitleMarine Science/Merchant Marine Officer 2.000e+03
## CIP.TitleMarine Transportation, Other 2.000e+03
## CIP.TitleMarketing -9.000e+03
## CIP.TitleMarketing, Other -9.000e+03
## CIP.TitleMarketing/Marketing Management, General -9.000e+03
## CIP.TitleMarriage and Family Therapy/Counseling -2.000e+04
## CIP.TitleMason/Masonry 3.658e-11
## CIP.TitleMass Communication Media Studies -1.700e+04
## CIP.TitleMass Media -1.700e+04
## CIP.TitleMaterials Engineering 1.300e+04
## CIP.TitleMaterials Engineering and Materials Science 1.300e+04
## CIP.TitleMaterials Science 1.300e+04
## CIP.TitleMaternal and Child Health -1.800e+04
## CIP.TitleMaternal/Child Health and Neonatal Nurse/Nursing -3.000e+03
## CIP.TitleMathematical Statistics and Probability 5.000e+03
## CIP.TitleMathematics 1.000e+03
## CIP.TitleMathematics and Computer Science 2.700e+04
## CIP.TitleMathematics and Statistics, Other 5.000e+03
## CIP.TitleMathematics Teacher Education -2.200e+04
## CIP.TitleMathematics, General 1.000e+03
## CIP.TitleMeat Cutting/Meat Cutter -2.500e+04
## CIP.TitleMechanic and Repair Technology/Technicians, Other -1.700e+04
## CIP.TitleMechanical Drafting and Mechanical Drafting CAD/CADD -2.000e+03
## CIP.TitleMechanical Engineering 1.500e+04
## CIP.TitleMechanical Engineering Related Technologies -5.000e+03
## CIP.TitleMechanical Engineering Related Technologies/Technicians, Other -5.000e+03
## CIP.TitleMechanical Engineering/Mechanical Technology/Technician -5.000e+03
## CIP.TitleMedical Assisting Services -1.000e+04
## CIP.TitleMedical Illustration and Informatics, Other -2.000e+04
## CIP.TitleMedical Illustration/Medical Illustrator -2.000e+04
## CIP.TitleMedical Informatics -2.000e+04
## CIP.TitleMedical Microbiology and Bacteriology -5.000e+03
## CIP.TitleMedical Office Management/Administration -1.500e+04
## CIP.TitleMedical Radiologic Technology/Science-Radiation Therapist -5.000e+03
## CIP.TitleMedical Technologies Technicians -5.000e+03
## CIP.TitleMedical Transcription/Transcriptionist -1.500e+04
## CIP.TitleMedical/Clinical Assistant -1.000e+04
## CIP.TitleMedication Aide -1.000e+04
## CIP.TitleMedicinal and Pharmaceutical Chemistry 4.100e+04
## CIP.TitleMedicine -1.500e+04
## CIP.TitleMedieval and Renaissance Studies -2.000e+04
## CIP.TitleMedium/Heavy Vehicle and Truck Technology/Technician -1.700e+04
## CIP.TitleMental and Social Health Services and Allied Professions, Other -2.000e+04
## CIP.TitleMental Health Counseling/Counselor -2.000e+04
## CIP.TitleMerchandising and Buying Operations -9.000e+03
## CIP.TitleMetal and Jewelry Arts -2.740e+04
## CIP.TitleMetal Building Assembly/Assembler 4.421e-11
## CIP.TitleMetallurgical Engineering 3.100e+04
## CIP.TitleMetallurgical Technology/Technician 5.000e+03
## CIP.TitleMeteorology -5.000e+03
## CIP.TitleMicrobial and Eukaryotic Genetics -1.700e+04
## CIP.TitleMicrobiological Sciences and Immunology, Other -5.000e+03
## CIP.TitleMicrobiology -5.000e+03
## CIP.TitleMicrobiology, General -5.000e+03
## CIP.TitleMiddle/Near Eastern and Semitic Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleMilitary Technologies -1.000e+03
## CIP.TitleMining and Mineral Engineering 2.700e+04
## CIP.TitleMining and Petroleum Technologies/Technicians, Other -2.000e+03
## CIP.TitleMining Technology/Technician -2.000e+03
## CIP.TitleMiscellaneous Agriculture -1.300e+04
## CIP.TitleMiscellaneous Biology -1.300e+04
## CIP.TitleMiscellaneous Business -1.200e+04
## CIP.TitleMiscellaneous Education -1.500e+04
## CIP.TitleMiscellaneous Engineering 5.000e+03
## CIP.TitleMiscellaneous Engineering Technologies -2.000e+03
## CIP.TitleMiscellaneous Fine Arts -2.000e+04
## CIP.TitleMiscellaneous Health Medical Professions -2.000e+04
## CIP.TitleMiscellaneous Psychology -2.000e+04
## CIP.TitleMiscellaneous Social Sciences -1.300e+04
## CIP.TitleMissions/Missionary Studies and Missiology -2.500e+04
## CIP.TitleMobil Crane Operation/Operator 2.000e+03
## CIP.TitleModern Greek Language and Literature -1.700e+04
## CIP.TitleMolecular Biochemistry -2.000e+04
## CIP.TitleMolecular Biology -2.000e+04
## CIP.TitleMolecular Biophysics -2.000e+04
## CIP.TitleMolecular Genetics -1.700e+04
## CIP.TitleMolecular Pharmacology -5.000e+03
## CIP.TitleMolecular Physiology -1.500e+04
## CIP.TitleMolecular Toxicology -5.000e+03
## CIP.TitleMongolian Language and Literature -2.000e+04
## CIP.TitleMontessori Teacher Education -1.500e+04
## CIP.TitleMortuary Science and Embalming/Embalmer -2.500e+04
## CIP.TitleMotorcycle Maintenance and Repair Technology/Technician -1.700e+04
## CIP.TitleMovement and Mind-Body Therapies and Education, Other -4.000e+03
## CIP.TitleMovement Therapy and Movement Education -4.000e+03
## CIP.TitleMulticultural Education -1.500e+04
## CIP.TitleMuseology/Museum Studies -2.000e+04
## CIP.TitleMusic -2.000e+04
## CIP.TitleMusic History, Literature, and Theory -2.000e+04
## CIP.TitleMusic Management and Merchandising -2.000e+04
## CIP.TitleMusic Pedagogy -2.000e+04
## CIP.TitleMusic Performance, General -2.000e+04
## CIP.TitleMusic Teacher Education -2.240e+04
## CIP.TitleMusic Theory and Composition -2.000e+04
## CIP.TitleMusic Therapy/Therapist -4.000e+03
## CIP.TitleMusic, General -2.000e+04
## CIP.TitleMusic, Other -2.000e+04
## CIP.TitleMusical Instrument Fabrication and Repair -1.700e+04
## CIP.TitleMusicology and Ethnomusicology -2.000e+04
## CIP.TitleMycology -1.300e+04
## CIP.TitleNail Technician/Specialist and Manicurist -2.500e+04
## CIP.TitleNatural Products Chemistry and Pharmacognosy 4.100e+04
## CIP.TitleNatural Recources Management and Policy, Other -1.300e+04
## CIP.TitleNatural Resource Economics -1.300e+04
## CIP.TitleNatural Resources and Conservation, Other -1.300e+04
## CIP.TitleNatural Resources Conservation and Research, Other -1.300e+04
## CIP.TitleNatural Resources Conservation, General -1.300e+04
## CIP.TitleNatural Resources Management -1.300e+04
## CIP.TitleNatural Resources Management and Policy -1.300e+04
## CIP.TitleNaturopathic Medicine/Naturopathy -2.000e+04
## CIP.TitleNaval Architecture and Marine Engineering 3.200e+04
## CIP.TitleNavy/Marine Corps JROTC ROTC -1.000e+03
## CIP.TitleNear and Middle Eastern Studies -1.900e+04
## CIP.TitleNeuroanatomy -2.000e+04
## CIP.TitleNeurobiology and Neurophysiology -1.500e+04
## CIP.TitleNeuropharmacology -5.000e+03
## CIP.TitleNon-Profit/Public/Organizational Management -7.000e+03
## CIP.TitleNorwegian Language and Literature -2.000e+04
## CIP.TitleNuclear and Industrial Radiologic Technologies/Technicians, Other -3.000e+03
## CIP.TitleNuclear and Industrial Radiology Technologies -3.000e+03
## CIP.TitleNuclear Engineering 3.000e+04
## CIP.TitleNuclear Engineering Technology/Technician -2.000e+03
## CIP.TitleNuclear Medical Technology/Technologist -5.000e+03
## CIP.TitleNuclear Physics 5.000e+03
## CIP.TitleNuclear/Nuclear Power Technology/Technician -3.000e+03
## CIP.TitleNurse Anesthetist -3.000e+03
## CIP.TitleNurse Midwife/Nursing Midwifery -3.000e+03
## CIP.TitleNurse/Nursing Assistant/Aide and Patient Care Assistant -3.000e+03
## CIP.TitleNursing -3.000e+03
## CIP.TitleNursing - Registered Nurse Training -3.000e+03
## CIP.TitleNursing Administration -3.000e+03
## CIP.TitleNursing Science -3.000e+03
## CIP.TitleNursing, Other -3.000e+03
## CIP.TitleNutrition Sciences -1.550e+04
## CIP.TitleOccupational and Environmental Health Nursing -3.000e+03
## CIP.TitleOccupational Health and Industrial Hygiene -1.800e+04
## CIP.TitleOccupational Safety and Health Technology/Technician -2.000e+03
## CIP.TitleOccupational Therapist Assistant -1.000e+04
## CIP.TitleOccupational Therapy/Therapist -4.000e+03
## CIP.TitleOcean Engineering 5.000e+03
## CIP.TitleOceanography -1.000e+04
## CIP.TitleOceanography, Chemical and Physical -1.000e+04
## CIP.TitleOffice Management and Supervision -7.000e+03
## CIP.TitleOncology and Cancer Biology -1.500e+04
## CIP.TitleOperations Management and Supervision 1.751e-11
## CIP.TitleOperations, Logistics and E-Commerce 3.400e-11
## CIP.TitleOphthalmic and Optometric Support Services and Allied Professions, Other -1.000e+04
## CIP.TitleOphthalmic Laboratory Technology/Technician -5.000e+03
## CIP.TitleOphthalmic Technician/Technologist -6.402e+03
## CIP.TitleOpticianry/Ophthalmic Dispensing Optician -1.000e+04
## CIP.TitleOptics/Optical Sciences 5.000e+03
## CIP.TitleOptometric Technician/Assistant -1.000e+04
## CIP.TitleOptometry -1.500e+04
## CIP.TitleOrganic Chemistry -6.000e+03
## CIP.TitleOrganizational Behavior Studies -1.100e+04
## CIP.TitleOrganizational Communication, General -1.500e+04
## CIP.TitleOrnamental Horticulture -1.100e+04
## CIP.TitleOrthoptics/Orthoptist -1.000e+04
## CIP.TitleOrthotist/Prosthetist -4.000e+03
## CIP.TitleOsteopathic Medicine Osteopathy -1.500e+04
## CIP.TitleOther Foreign Languages -2.000e+04
## CIP.TitlePacific Area/Pacific Rim Studies -1.900e+04
## CIP.TitlePainting -2.740e+04
## CIP.TitlePainting/Painter and Wall Coverer 8.701e-12
## CIP.TitlePaleontology -8.000e+03
## CIP.TitleParasitology -1.300e+04
## CIP.TitleParks, Recreation and Leisure Facilities Management -2.100e+04
## CIP.TitleParks, Recreation and Leisure Studies -2.100e+04
## CIP.TitleParks, Recreation, Leisure and Fitness Studies, Other -2.100e+04
## CIP.TitleParts and Warehousing Operations and Maintenance Technology/Technician -1.700e+04
## CIP.TitleParts, Warehousing, and Inventory Management Operations -1.200e+04
## CIP.TitlePastoral Counseling and Specialized Ministries -2.500e+04
## CIP.TitlePastoral Studies/Counseling -2.500e+04
## CIP.TitlePathology/Experimental Pathology -1.500e+04
## CIP.TitlePathology/Pathologist Assistant -1.000e+04
## CIP.TitlePeace Studies and Conflict Resolution -2.000e+04
## CIP.TitlePediatric Nurse/Nursing -3.000e+03
## CIP.TitlePerfusion Technology/Perfusionist -5.000e+03
## CIP.TitlePerioperative/Operating Room and Surgical Nurse/Nursing -3.000e+03
## CIP.TitlePermanent Cosmetics/Makeup and Tattooing -2.500e+04
## CIP.TitlePersonal and Culinary Services, Other -2.500e+04
## CIP.TitlePersonality Psychology -2.000e+04
## CIP.TitlePetroleum Engineering 6.000e+04
## CIP.TitlePetroleum Technology/Technician -2.000e+03
## CIP.TitlePharmaceutics and Drug Design 4.100e+04
## CIP.TitlePharmacoeconomics/Pharmaceutical Economics 4.100e+04
## CIP.TitlePharmacology -5.000e+03
## CIP.TitlePharmacology and Toxicology -5.000e+03
## CIP.TitlePharmacology and Toxicology, Other -5.000e+03
## CIP.TitlePharmacy 4.100e+04
## CIP.TitlePharmacy Administration and Pharmacy Policy and Regulatory Affairs 4.100e+04
## CIP.TitlePharmacy Technician/Assistant -1.000e+04
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration 4.100e+04
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration, Other 4.100e+04
## CIP.TitlePhilosophy -2.000e+04
## CIP.TitlePhilosophy and Religious Studies -2.000e+04
## CIP.TitlePhilosophy and Religious Studies, Other -2.000e+04
## CIP.TitlePhilosophy, Other -2.000e+04
## CIP.TitlePhlebotomy/Phlebotomist -5.000e+03
## CIP.TitlePhotobiology -1.300e+04
## CIP.TitlePhotographic and Film Video Technology/Technician and Assistant -1.500e+04
## CIP.TitlePhotography -1.800e+04
## CIP.TitlePhotojournalism -1.500e+04
## CIP.TitlePhysical and Health Education Teaching -1.660e+04
## CIP.TitlePhysical and Theoretical Chemistry -6.000e+03
## CIP.TitlePhysical Anthropology -2.200e+04
## CIP.TitlePhysical Education Teaching and Coaching -1.660e+04
## CIP.TitlePhysical Fitness, Parks, Recreation, and Leisure -2.100e+04
## CIP.TitlePhysical Science Technologies/Technicians, Other -3.000e+03
## CIP.TitlePhysical Sciences -5.000e+03
## CIP.TitlePhysical Therapist Assistant -1.000e+04
## CIP.TitlePhysical Therapy/Therapist -4.000e+03
## CIP.TitlePhysician Assistant -1.000e+04
## CIP.TitlePhysics 5.000e+03
## CIP.TitlePhysics Teacher Education -1.900e+04
## CIP.TitlePhysics, General 5.000e+03
## CIP.TitlePhysics, Other 5.000e+03
## CIP.TitlePhysiological Psychology/Psychobiology -2.000e+04
## CIP.TitlePhysiology -1.500e+04
## CIP.TitlePhysiology, General -1.500e+04
## CIP.TitlePhysiology, Pathology, and Related Sciences, Other -1.500e+04
## CIP.TitlePiano and Organ -2.000e+04
## CIP.TitlePipefitting/Pipefitter and Sprinkler Fitter -2.753e-11
## CIP.TitlePlanetary Astronomy and Science 1.500e+04
## CIP.TitlePlant Genetics -1.700e+04
## CIP.TitlePlant Molecular Biology -1.500e+04
## CIP.TitlePlant Nursery Operations and Management -1.100e+04
## CIP.TitlePlant Pathology/Phytopathology -1.500e+04
## CIP.TitlePlant Physiology -1.500e+04
## CIP.TitlePlant Protection and Integrated Pest Management -1.500e+04
## CIP.TitlePlant Science and Agronomy -1.500e+04
## CIP.TitlePlant Sciences -1.500e+04
## CIP.TitlePlant Sciences, Other -1.500e+04
## CIP.TitlePlasma and High-Temperature Physics 5.000e+03
## CIP.TitlePlastics Engineering Technology/Technician 5.000e+03
## CIP.TitlePlatemaker/Imager -1.500e+04
## CIP.TitlePlaywriting and Screenwriting -2.300e+04
## CIP.TitlePlumbing and Related Water Supply Services, Other -2.918e-12
## CIP.TitlePlumbing Technology/Plumber 2.951e-11
## CIP.TitlePodiatric Medicine Podiatry -1.500e+04
## CIP.TitlePolish Language and Literature -2.000e+04
## CIP.TitlePolish Studies -1.900e+04
## CIP.TitlePolitical Communication -1.500e+04
## CIP.TitlePolitical Science and Government -7.000e+03
## CIP.TitlePolitical Science and Government, General -7.000e+03
## CIP.TitlePolitical Science and Government, Other -7.000e+03
## CIP.TitlePolymer Chemistry -6.000e+03
## CIP.TitlePolymer Plastics Engineering 1.300e+04
## CIP.TitlePopulation Biology -1.750e+04
## CIP.TitlePortuguese Language and Literature -2.000e+04
## CIP.TitlePoultry Science -1.900e+04
## CIP.TitlePre-Dentistry Studies -1.500e+04
## CIP.TitlePre-Law and Legal Studies -1.700e+04
## CIP.TitlePre-Law Studies -1.700e+04
## CIP.TitlePre-Medicine/Pre-Medical Studies -1.500e+04
## CIP.TitlePre-Nursing Studies -3.000e+03
## CIP.TitlePre-Pharmacy Studies -1.500e+04
## CIP.TitlePre-Theology/Pre-Ministerial Studies -2.500e+04
## CIP.TitlePre-Veterinary Studies -1.500e+04
## CIP.TitlePrecision Systems Maintenance and Repair Technologies -1.700e+04
## CIP.TitlePrepress/Desktop Publishing and Digital Imaging Design -1.500e+04
## CIP.TitlePrinting Management -1.500e+04
## CIP.TitlePrinting Press Operator -1.500e+04
## CIP.TitlePrintmaking -2.740e+04
## CIP.TitlePsychiatric/Mental Health Nurse Nursing -3.000e+03
## CIP.TitlePsychiatric/Mental Health Services Technician -5.000e+03
## CIP.TitlePsychology -2.000e+04
## CIP.TitlePsychology Teacher Education -1.500e+04
## CIP.TitlePsychology, General -2.000e+04
## CIP.TitlePsychology, Other -2.000e+04
## CIP.TitlePsychometrics and Quantitative Psychology -2.000e+04
## CIP.TitlePsychopharmacology -2.000e+04
## CIP.TitlePublic Administration -9.000e+03
## CIP.TitlePublic Administration and Social Service Professions, Other -2.700e+04
## CIP.TitlePublic Finance 1.572e-11
## CIP.TitlePublic Health Education and Promotion -1.800e+04
## CIP.TitlePublic Health, General -1.800e+04
## CIP.TitlePublic Health, Other -1.800e+04
## CIP.TitlePublic Health/Community Nurse/Nursing -3.000e+03
## CIP.TitlePublic Policy -5.000e+03
## CIP.TitlePublic Policy Analysis -5.000e+03
## CIP.TitlePublic Relations, Advertising and Applied Communication, Other -1.500e+04
## CIP.TitlePublic Relations/Image Management -1.500e+04
## CIP.TitlePublic/Applied History and Archival Administration -1.500e+04
## CIP.TitlePublishing -1.700e+04
## CIP.TitlePunjabi Language and Literature -2.000e+04
## CIP.TitlePurchasing, Procurement/Acquisitions and Contracts Management -4.109e-12
## CIP.TitleQuality Control and Safety Technologies/Technicians, Other -2.000e+03
## CIP.TitleQuality Control Technology/Technician -2.000e+03
## CIP.TitleRabbinical Studies -2.500e+04
## CIP.TitleRadiation Biology/Radiobiology -1.300e+04
## CIP.TitleRadiation Protection/Health Physics Technician -5.000e+03
## CIP.TitleRadio and Television -1.700e+04
## CIP.TitleRadio and Television Broadcasting Technology/Technician -1.500e+04
## CIP.TitleRadio, Television, and Digital Communication -1.700e+04
## CIP.TitleRadiologic Technology/Science-Radiographer -5.000e+03
## CIP.TitleRange Science and Management -1.500e+04
## CIP.TitleReading Teacher Education -2.300e+04
## CIP.TitleReal Estate -1.200e+04
## CIP.TitleReceptionist -1.200e+04
## CIP.TitleRecording Arts Technology/Technician -1.500e+04
## CIP.TitleRegional Studies (US, Canadian, Foreign) -1.900e+04
## CIP.TitleRehabilitation and Therapeutic Professions, Other -4.000e+03
## CIP.TitleReligion/Religious Studies -2.000e+04
## CIP.TitleReligion/Religious Studies, Other -2.000e+04
## CIP.TitleReligious Education -2.500e+04
## CIP.TitleReligious/Sacred Music -2.500e+04
## CIP.TitleRenal/Dialysis Technologist Technician -5.000e+03
## CIP.TitleReproductive Biology -1.500e+04
## CIP.TitleResort Management -1.600e+04
## CIP.TitleRespiratory Care Therapy/Therapist -5.000e+03
## CIP.TitleRestaurant, Culinary, and Catering Management/Manager -2.500e+04
## CIP.TitleRestaurant/Food Services Management -1.600e+04
## CIP.TitleRetailing and Retail Operations -9.000e+03
## CIP.TitleRobotics Technology/Technician -2.000e+03
## CIP.TitleRomance Languages, Literatures, and Linguistics, General -1.700e+04
## CIP.TitleRomance Languages, Literatures, and Linguistics, Other -1.700e+04
## CIP.TitleRomanian Language and Literature -2.000e+04
## CIP.TitleRoofer -5.592e-12
## CIP.TitleRussian Language and Literature -2.000e+04
## CIP.TitleRussian Studies -1.900e+04
## CIP.TitleSales and Marketing Operations/Marketing and Distribution Teacher Education -1.500e+04
## CIP.TitleSales, Distribution, and Marketing Operations, General -9.000e+03
## CIP.TitleSalon/Beauty Salon Management/Manager -2.500e+04
## CIP.TitleSanskrit and Classical Indian Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleScandinavian Languages, Literatures, and Linguistics -2.000e+04
## CIP.TitleScandinavian Studies -1.900e+04
## CIP.TitleSchool Librarian/School Library Media Specialist -1.500e+04
## CIP.TitleSchool Psychology -2.500e+04
## CIP.TitleSchool Student Counseling -2.400e+04
## CIP.TitleScience Teacher Education -1.900e+04
## CIP.TitleScience Teacher Education/General Science Teacher Education -1.900e+04
## CIP.TitleScience Technologies/Technicians, Other -3.000e+03
## CIP.TitleScience, Technology and Society -2.000e+04
## CIP.TitleSculpture -2.740e+04
## CIP.TitleSecondary Education and Teaching -2.000e+04
## CIP.TitleSecondary School Administration/Principalship -7.000e+03
## CIP.TitleSecondary Teacher Education -2.000e+04
## CIP.TitleSecurities Services Administration/Management -1.500e+04
## CIP.TitleSecurity and Loss Prevention Services -1.500e+04
## CIP.TitleSecurity and Protective Services, Other -1.500e+04
## CIP.TitleSecurity System Installation, Repair, and Inspection Technology/Technician -1.700e+04
## CIP.TitleSelling Skills and Sales Operations -9.000e+03
## CIP.TitleSemitic Languages and Literatures, and Linguistics, General -2.000e+04
## CIP.TitleSerbian, Croatian, and Serbo-Croatian Languages and Literatures -2.000e+04
## CIP.TitleSign Language Interpretation and Translation -1.700e+04
## CIP.TitleSlavic Languages, Literatures, and Linguistics, General -2.000e+04
## CIP.TitleSlavic Studies -1.900e+04
## CIP.TitleSlavic, Baltic, and Albanian Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleSlovak Language and Literature -2.000e+04
## CIP.TitleSmall Business Administration/Management -1.200e+04
## CIP.TitleSmall Companion Animal Surgery and Medicine -1.500e+04
## CIP.TitleSmall Engine Mechanics and Repair Technology/Technician -1.700e+04
## CIP.TitleSocial and Philosophical Foundations of Education -2.200e+04
## CIP.TitleSocial Psychology -1.800e+04
## CIP.TitleSocial Science or History Teacher Education -2.000e+04
## CIP.TitleSocial Science Teacher Education -2.000e+04
## CIP.TitleSocial Sciences -1.500e+04
## CIP.TitleSocial Sciences, Other -1.500e+04
## CIP.TitleSocial Studies Teacher Education -2.000e+04
## CIP.TitleSocial Work -2.500e+04
## CIP.TitleSocial Work, Other -2.500e+04
## CIP.TitleSociology -1.800e+04
## CIP.TitleSoil Chemistry and Physics -2.000e+03
## CIP.TitleSoil Microbiology -2.000e+03
## CIP.TitleSoil science -2.000e+03
## CIP.TitleSoil Science and Agronomy -2.000e+03
## CIP.TitleSoil Sciences, Other -2.000e+03
## CIP.TitleSolar Energy Technology/Technician -2.000e+03
## CIP.TitleSolid State and Low-Temperature Physics 5.000e+03
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, General -2.000e+04
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleSouth Asian Studies -1.900e+04
## CIP.TitleSoutheast Asian and Australasian/Pacific Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleSoutheast Asian Languages, Literatures, and Linguistics, General -2.000e+04
## CIP.TitleSoutheast Asian Studies -1.900e+04
## CIP.TitleSpanish and Iberian Studies -1.900e+04
## CIP.TitleSpanish Language and Literature -1.700e+04
## CIP.TitleSpanish Language Teacher Education -2.300e+04
## CIP.TitleSpecial Education and Teaching, General -2.300e+04
## CIP.TitleSpecial Education and Teaching, Other -2.300e+04
## CIP.TitleSpecial Needs Education -2.300e+04
## CIP.TitleSpecial Products Marketing Operations -9.000e+03
## CIP.TitleSpecialized Merchandising, Sales, and Marketing Operations, Other -9.000e+03
## CIP.TitleSpeech-Language Pathology/Pathologist -2.300e+04
## CIP.TitleSpeech and Rhetorical Studies -2.500e+04
## CIP.TitleSpeech Teacher Education -2.300e+04
## CIP.TitleSport and Fitness Administration/Management -2.100e+04
## CIP.TitleStatistics 5.000e+03
## CIP.TitleStatistics, General 5.000e+03
## CIP.TitleStatistics, Other 5.000e+03
## CIP.TitleStructural Biology -2.000e+04
## CIP.TitleStructural Engineering 1.300e+04
## CIP.TitleStudent Counseling and Personnel Services, Other -2.400e+04
## CIP.TitleStudio Arts -2.740e+04
## CIP.TitleSubstance Abuse/Addiction Counseling -2.000e+04
## CIP.TitleSuperintendency and Educational System Administration -7.000e+03
## CIP.TitleSurgical Technology/Technologist -5.000e+03
## CIP.TitleSurveying Engineering 5.000e+03
## CIP.TitleSurveying Technology/Surveying -2.000e+03
## CIP.TitleSwedish Language and Literature -2.000e+04
## CIP.TitleSystem Administration/Administrator -1.000e+04
## CIP.TitleSystem, Networking, and LAN WAN Management/Manager -1.000e+04
## CIP.TitleSystematic Biology/Biological Systematics -1.750e+04
## CIP.TitleSystems Engineering 1.500e+04
## CIP.TitleTalmudic Studies -2.500e+04
## CIP.TitleTamil Language and Literature -2.000e+04
## CIP.TitleTaxation -1.200e+04
## CIP.TitleTaxidermy Taxidermist -1.100e+04
## CIP.TitleTeacher Assistant/Aide -2.200e+04
## CIP.TitleTeacher AssistantsAides, Other -2.200e+04
## CIP.TitleTeacher Education and Professional Development, Specific Levels and Methods, Other -2.200e+04
## CIP.TitleTeacher Education and Professional Development, Specific Subject Areas, Other -1.500e+04
## CIP.TitleTeacher Education, Multiple Levels -2.500e+04
## CIP.TitleTeacher Education: Multiple Levels -2.500e+04
## CIP.TitleTeaching English as a Second or Foreign Language/ESL Language Instructor -2.300e+04
## CIP.TitleTeaching English or French as a Second or Foreign Language, Other -2.300e+04
## CIP.TitleTeaching French as a Second or Foreign Language -2.300e+04
## CIP.TitleTechnical and Business Writing -2.500e+04
## CIP.TitleTechnical Teacher Education -1.500e+04
## CIP.TitleTechnical Theatre/Theatre Design and Technology -2.300e+04
## CIP.TitleTechnology Teacher Education/Industrial Arts Teacher Education -1.500e+04
## CIP.TitleTelecommunications Technology/Technician 2.000e+03
## CIP.TitleTextile Science -2.450e+04
## CIP.TitleTextile Sciences and Engineering 1.300e+04
## CIP.TitleThai Language and Literature -2.000e+04
## CIP.TitleTheatre Literature, History and Criticism -2.300e+04
## CIP.TitleTheatre/Theatre Arts Management -2.300e+04
## CIP.TitleTheological and Ministerial Studies, Other -2.500e+04
## CIP.TitleTheology and Religious Vocations -2.500e+04
## CIP.TitleTheology and Religious Vocations, Other -2.500e+04
## CIP.TitleTheology/Theological Studies -2.500e+04
## CIP.TitleTheoretical and Mathematical Physics 5.000e+03
## CIP.TitleTherapeutic Recreation/Recreational Therapy -4.000e+03
## CIP.TitleTibetan Language and Literature -2.000e+04
## CIP.TitleTibetan Studies -1.900e+04
## CIP.TitleTourism and Travel Services Management -1.600e+04
## CIP.TitleTourism and Travel Services Marketing Operations -9.000e+03
## CIP.TitleTourism Promotion Operations -9.000e+03
## CIP.TitleToxicology -1.300e+04
## CIP.TitleTrade and Industrial Teacher Education -1.500e+04
## CIP.TitleTraditional Chinese/Asian Medicine and Chinese Herbology -2.000e+04
## CIP.TitleTraffic, Customs, and Transportation Clerk/Technician -1.200e+04
## CIP.TitleTransportation and Highway Engineering 1.300e+04
## CIP.TitleTransportation and Materials Moving, Other 2.000e+03
## CIP.TitleTransportation Sciences and Technologies 2.000e+03
## CIP.TitleTransportation/Transportation Management 4.927e-11
## CIP.TitleTreatment Therapy Professions -4.000e+03
## CIP.TitleTruck and Bus Driver/Commercial Vehicle Operation 2.000e+03
## CIP.TitleTurf and Turfgrass Management -1.100e+04
## CIP.TitleTurkic, Ural-Altaic, Caucasian, and Central Asian Languages, Literatures, and Linguistics, Other -2.000e+04
## CIP.TitleTurkish Language and Literature -2.000e+04
## CIP.TitleUkraine Studies -1.900e+04
## CIP.TitleUkrainian Language and Literature -2.000e+04
## CIP.TitleUnited States History -1.500e+04
## CIP.TitleUral-Altaic and Central Asian Studies -1.900e+04
## CIP.TitleUrban Education and Leadership -7.000e+03
## CIP.TitleUrban Forestry -7.000e+03
## CIP.TitleUrban Studies/Affairs -1.300e+04
## CIP.TitleUrdu Language and Literature -2.000e+04
## CIP.TitleVehicle and Vehicle Parts and Accessories Marketing Operations -9.000e+03
## CIP.TitleVehicle Emissions Inspection and Maintenance Technology/Technician -1.700e+04
## CIP.TitleVehicle Maintenance and Repair Technologies, Other -1.700e+04
## CIP.TitleVeterinary Anatomy -2.000e+04
## CIP.TitleVeterinary Animal Health Technology/Technician and Veterinary Assistant -5.000e+03
## CIP.TitleVeterinary Biomedical and Clinical Sciences, Other -2.000e+04
## CIP.TitleVeterinary Infectious Diseases -2.000e+04
## CIP.TitleVeterinary Medicine -1.500e+04
## CIP.TitleVeterinary Microbiology and Immunobiology -2.000e+04
## CIP.TitleVeterinary Pathology and Pathobiology -2.000e+04
## CIP.TitleVeterinary Physiology -2.000e+04
## CIP.TitleVeterinary Preventive Medicine Epidemiology and Public Health -2.000e+04
## CIP.TitleVeterinary Sciences/Veterinary Clinical Sciences, General -2.000e+04
## CIP.TitleVeterinary Toxicology and Pharmacology -2.000e+04
## CIP.TitleVietnamese Language and Literature -2.000e+04
## CIP.TitleViolin, Viola, Guitar and Other Stringed Instruments -2.000e+04
## CIP.TitleVirology -1.300e+04
## CIP.TitleVision Science/Physiological Optics -1.500e+04
## CIP.TitleVisual and Performing Arts -2.500e+04
## CIP.TitleVisual and Performing Arts, General -2.500e+04
## CIP.TitleVisual and Performing Arts, Other -2.500e+04
## CIP.TitleVocational Rehabilitation Counseling/Counselor -4.000e+03
## CIP.TitleVoice and Opera -2.000e+04
## CIP.TitleWaldorf/Steiner Teacher Education -1.500e+04
## CIP.TitleWatchmaking and Jewelrymaking -1.700e+04
## CIP.TitleWater Quality and Wastewater Treatment Management and Recycling Technology/Technician -2.000e+03
## CIP.TitleWater Resources Engineering 1.300e+04
## CIP.TitleWater, Wetlands, and Marine Resources Management -1.300e+04
## CIP.TitleWeb Multimedia Management and Webmaster -1.000e+04
## CIP.TitleWeb Page, Digital/Multimedia and Information Resources Design -5.000e+03
## CIP.TitleWell Drilling/Driller 9.907e-11
## CIP.TitleWestern European Studies -1.900e+04
## CIP.TitleWildlife and Wildlands Science and Management -1.300e+04
## CIP.TitleWildlife Biology -1.300e+04
## CIP.TitleWomens Studies -1.900e+04
## CIP.TitleWood Science and Wood Products/Pulp and Paper Technology -7.000e+03
## CIP.TitleWord Processing -1.200e+04
## CIP.TitleWork and Family Studies -2.450e+04
## CIP.TitleYoga Teacher Training/Yoga Therapy -4.000e+03
## CIP.TitleYouth Ministry -2.500e+04
## CIP.TitleYouth Services Administration -2.500e+04
## CIP.TitleZoology -1.000e+04
## CIP.TitleZoology/Animal Biology -1.000e+04
## CIP.TitleZoology/Animal Biology, Other -1.000e+04
## Std. Error
## (Intercept) 9.638e+01
## isStemTRUE 2.577e+02
## CIP.TitleAccounting and Business/Management 1.669e+02
## CIP.TitleAccounting and Finance 1.669e+02
## CIP.TitleAccounting and Related Services, Other 1.669e+02
## CIP.TitleAccounting Technology/Technician and Bookkeeping 1.669e+02
## CIP.TitleAcoustics 5.876e+02
## CIP.TitleActing 4.454e+02
## CIP.TitleActuarial Science 1.311e+03
## CIP.TitleAcupuncture 6.595e+02
## CIP.TitleAdministration of Special Education 2.863e+03
## CIP.TitleAdministrative Assistant and Secretarial Science, General 5.753e+02
## CIP.TitleAdult and Continuing Education Administration 2.863e+03
## CIP.TitleAdult and Continuing Education and Teaching 3.948e+02
## CIP.TitleAdult Development and Aging 3.025e+02
## CIP.TitleAdult Health Nurse/Nursing 1.672e+02
## CIP.TitleAdult Literacy Tutor/Instructor 4.376e+02
## CIP.TitleAdvertising 4.315e+02
## CIP.TitleAdvertising and Public Relations 4.315e+02
## CIP.TitleAeronautical/Aerospace Engineering Technology/Technician 1.096e+03
## CIP.TitleAeronautics/Aviation/Aerospace Science and Technology, General 5.803e+02
## CIP.TitleAerospace Engineering 7.606e+02
## CIP.TitleAerospace, Aeronautical and Astronautical Engineering 7.606e+02
## CIP.TitleAesthetician/Esthetician and Skin Care Specialist 8.890e+02
## CIP.TitleAfrican-American/Black Studies 5.726e+02
## CIP.TitleAfrican Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleAfrican Studies 5.726e+02
## CIP.TitleAgribusiness/Agricultural Business Operations 5.967e+02
## CIP.TitleAgricultural and Domestic Animal Services, Other 5.967e+02
## CIP.TitleAgricultural and Extension Education Services 1.969e+03
## CIP.TitleAgricultural and Food Products Processing 5.967e+02
## CIP.TitleAgricultural and Horticultural Plant Breeding 7.014e+02
## CIP.TitleAgricultural Animal Breeding 6.284e+02
## CIP.TitleAgricultural Business and Management, General 5.967e+02
## CIP.TitleAgricultural Business and Management, Other 5.967e+02
## CIP.TitleAgricultural Business Technology 5.967e+02
## CIP.TitleAgricultural Communication/Journalism 1.969e+03
## CIP.TitleAgricultural Economics 7.043e+02
## CIP.TitleAgricultural Mechanics and Equipment/Machine Technology 5.967e+02
## CIP.TitleAgricultural Mechanization, General 5.967e+02
## CIP.TitleAgricultural Mechanization, Other 5.967e+02
## CIP.TitleAgricultural Power Machinery Operation 5.967e+02
## CIP.TitleAgricultural Production Operations 5.967e+02
## CIP.TitleAgricultural Public Services, Other 1.969e+03
## CIP.TitleAgricultural Teacher Education 3.948e+02
## CIP.TitleAgricultural/Biological Engineering and Bioengineering 1.042e+03
## CIP.TitleAgricultural/Farm Supplies Retailing and Wholesales 5.967e+02
## CIP.TitleAgriculture Production and Management 5.967e+02
## CIP.TitleAgriculture, Agriculture Operations, and Related Services, Other 5.967e+02
## CIP.TitleAgriculture, General 5.967e+02
## CIP.TitleAgronomy and Crop Sciences 7.014e+02
## CIP.TitleAir Force JROTC ROTC 2.769e+03
## CIP.TitleAir Traffic Controller 5.199e+02
## CIP.TitleAir Transportation, Other 5.199e+02
## CIP.TitleAircraft Powerplant Technology/Technician 1.453e+03
## CIP.TitleAirframe Mechanics and Aircraft Maintenance Technology/Technician 1.453e+03
## CIP.TitleAirline Flight Attendant 5.199e+02
## CIP.TitleAirline/Commercial/Professional Pilot and Flight Crew 5.199e+02
## CIP.TitleAlbanian Language and Literature 7.624e+02
## CIP.TitleAllied Health and Medical Assisting Services, Other 7.233e+02
## CIP.TitleAllied Health Diagnostic, Intervention, and Treatment Professions, Other 6.595e+02
## CIP.TitleAlternative and Complementary Medical Support Services, Other 6.595e+02
## CIP.TitleAlternative and Complementary Medicine and Medical Systems, Other 6.595e+02
## CIP.TitleAlternative Fuel Vehicle Technology/Technician 1.453e+03
## CIP.TitleAmerican Government and Politics, United States 2.311e+02
## CIP.TitleAmerican History (United States) 1.368e+03
## CIP.TitleAmerican Indian/Native American Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleAmerican Indian/Native American Studies 5.726e+02
## CIP.TitleAmerican Literature, Canadian 1.984e+02
## CIP.TitleAmerican Literature, United States 1.984e+02
## CIP.TitleAmerican Sign Language, ASL 3.862e+02
## CIP.TitleAmerican Sign Language, Other 3.862e+02
## CIP.TitleAmerican/United States Studies Civilization 5.726e+02
## CIP.TitleAnalytical Chemistry 4.278e+02
## CIP.TitleAnatomy 1.096e+03
## CIP.TitleAncient Classical Greek Language and Literature 7.624e+02
## CIP.TitleAncient Near Eastern and Biblical Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleAncient Studies/Civilization 7.704e+02
## CIP.TitleAnesthesiologist Assistant 7.233e+02
## CIP.TitleAnimal Behavior and Ethology 1.096e+03
## CIP.TitleAnimal Genetics 2.296e+03
## CIP.TitleAnimal Health 6.284e+02
## CIP.TitleAnimal Livestock Husbandry and Production 5.967e+02
## CIP.TitleAnimal Nutrition 6.284e+02
## CIP.TitleAnimal Physiology 9.095e+02
## CIP.TitleAnimal Sciences 5.732e+02
## CIP.TitleAnimal Sciences, General 6.284e+02
## CIP.TitleAnimal Sciences, Other 6.284e+02
## CIP.TitleAnimal Training 5.967e+02
## CIP.TitleAnimation, Interactive Technology, Video Graphics and Special Effects 7.795e+02
## CIP.TitleAnthropology 4.902e+02
## CIP.TitleAnthropology and Archeology 4.902e+02
## CIP.TitleAnthropology, Other 4.902e+02
## CIP.TitleApparel and Accessories Marketing Operations 1.973e+02
## CIP.TitleApparel and Textile Manufacture 3.025e+02
## CIP.TitleApparel and Textile Marketing Management 3.025e+02
## CIP.TitleApparel and Textiles, General 3.025e+02
## CIP.TitleApparel and Textiles, Other 3.025e+02
## CIP.TitleAppliance Installation and Repair Technology/Technician 1.453e+03
## CIP.TitleApplied Economics 2.300e+02
## CIP.TitleApplied Horticulture/Horticultural Business Services, Other 5.967e+02
## CIP.TitleApplied Horticulture/Horticultural Operations, General 5.967e+02
## CIP.TitleApplied Mathematics 9.698e+02
## CIP.TitleApplied Mathematics, Other 1.344e+03
## CIP.TitleAquaculture 5.967e+02
## CIP.TitleAquatic Biology/Limnology 1.096e+03
## CIP.TitleArabic Language and Literature 7.624e+02
## CIP.TitleArcheology 5.538e+02
## CIP.TitleArchitectural Drafting and Architectural CAD/CADD 7.685e+02
## CIP.TitleArchitectural Engineering 9.589e+02
## CIP.TitleArchitectural Engineering Technology/Technician 7.685e+02
## CIP.TitleArchitectural History and Criticism, General 3.485e+02
## CIP.TitleArchitectural Technology/Technician 3.485e+02
## CIP.TitleArchitecture 2.557e+02
## CIP.TitleArchitecture and Related Services, Other 3.485e+02
## CIP.TitleArea Studies, Other 5.726e+02
## CIP.TitleArea, Ethnic, and Civilization Studies 5.726e+02
## CIP.TitleArea, Ethnic, Cultural, and Gender Studies, Other 5.726e+02
## CIP.TitleArmy JROTC ROTC 2.769e+03
## CIP.TitleArt and Music Education 3.897e+02
## CIP.TitleArt History and Criticism 6.108e+02
## CIP.TitleArt History, Criticism and Conservation 6.108e+02
## CIP.TitleArt Teacher Education 3.897e+02
## CIP.TitleArt Therapy/Therapist 3.747e+02
## CIP.TitleArt/Art Studies, General 2.590e+02
## CIP.TitleArtificial Intelligence and Robotics 4.538e+02
## CIP.TitleArts Management 1.973e+03
## CIP.TitleAsian-American Studies 5.726e+02
## CIP.TitleAsian History 2.360e+02
## CIP.TitleAsian Studies Civilization 5.726e+02
## CIP.TitleAssistive/Augmentative Technology and Rehabilitation Engineering 3.747e+02
## CIP.TitleAstronomy 2.666e+03
## CIP.TitleAstronomy and Astrophysics 2.666e+03
## CIP.TitleAstronomy and Astrophysics, Other 2.666e+03
## CIP.TitleAstrophysics 2.666e+03
## CIP.TitleAthletic Training/Trainer 3.747e+02
## CIP.TitleAtmospheric Chemistry and Climatology 1.558e+03
## CIP.TitleAtmospheric Physics and Dynamics 1.558e+03
## CIP.TitleAtmospheric Sciences and Meteorology 1.558e+03
## CIP.TitleAtmospheric Sciences and Meteorology, General 1.558e+03
## CIP.TitleAtmospheric Sciences and Meteorology, Other 1.558e+03
## CIP.TitleAtomic/Molecular Physics 5.876e+02
## CIP.TitleAuctioneering 1.973e+02
## CIP.TitleAudiology/Audiologist and Hearing Sciences 6.709e+02
## CIP.TitleAudiology/Audiologist and Speech-Language Pathology/Pathologist 6.709e+02
## CIP.TitleAudiovisual Communications Technologies/Technicians, Other 7.357e+02
## CIP.TitleAuditing 1.669e+02
## CIP.TitleAustralian/Oceanic/Pacific Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleAutobody/Collision and Repair Technology/Technician 1.453e+03
## CIP.TitleAutomobile/Automotive Mechanics Technology Technician 1.453e+03
## CIP.TitleAutomotive Engineering Technology/Technician 1.096e+03
## CIP.TitleAviation/Airway Management and Operations 5.199e+02
## CIP.TitleAvionics Maintenance Technology/Technician 1.453e+03
## CIP.TitleAyurvedic Medicine/Ayurveda 6.595e+02
## CIP.TitleBahasa Indonesian/Bahasa Malay Languages and Literatures 7.624e+02
## CIP.TitleBaking and Pastry Arts/Baker/Pastry Chef 8.890e+02
## CIP.TitleBalkans Studies 5.726e+02
## CIP.TitleBallet 7.802e+02
## CIP.TitleBaltic Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleBaltic Studies 5.726e+02
## CIP.TitleBanking and Financial Support Services 2.231e+02
## CIP.TitleBarbering/Barber 8.890e+02
## CIP.TitleBartending/Bartender 8.890e+02
## CIP.TitleBengali Language and Literature 7.624e+02
## CIP.TitleBible/Biblical Studies 3.889e+02
## CIP.TitleBicycle Mechanics and Repair Technology/Technician 1.453e+03
## CIP.TitleBilingual and Multilingual Education 3.948e+02
## CIP.TitleBilingual, Multilingual and Multicultural Education, Other 3.948e+02
## CIP.TitleBiochemical Sciences 7.173e+02
## CIP.TitleBiochemistry 7.173e+02
## CIP.TitleBiochemistry, Biophysics and Molecular Biology, Other 7.173e+02
## CIP.TitleBiochemistry/Biophysics and Molecular Biology 7.173e+02
## CIP.TitleBioethics/Medical Ethics 6.595e+02
## CIP.TitleBioinformatics 1.096e+03
## CIP.TitleBiological and Biomedical Sciences, Other 1.096e+03
## CIP.TitleBiological Engineering 1.042e+03
## CIP.TitleBiology 3.393e+02
## CIP.TitleBiology Teacher Education 7.711e+02
## CIP.TitleBiology/Biological Sciences, General 3.393e+02
## CIP.TitleBiomathematics and Bioinformatics 1.096e+03
## CIP.TitleBiomedical Engineering 1.370e+03
## CIP.TitleBiomedical Sciences, General 3.393e+02
## CIP.TitleBiomedical Technology/Technician 7.685e+02
## CIP.TitleBiomedical/Medical Engineering 1.370e+03
## CIP.TitleBiometry Biometrics 1.096e+03
## CIP.TitleBiophysics 7.173e+02
## CIP.TitleBiopsychology 2.206e+03
## CIP.TitleBiostatistics 1.096e+03
## CIP.TitleBiotechnology 1.096e+03
## CIP.TitleBlasting/Blaster 6.060e+02
## CIP.TitleBlood Bank Technology Specialist 4.579e+02
## CIP.TitleBotany 1.554e+03
## CIP.TitleBotany/Plant Biology 1.554e+03
## CIP.TitleBotany/Plant Biology, Other 1.554e+03
## CIP.TitleBroadcast Journalism 2.972e+02
## CIP.TitleBuddhist Studies 4.122e+02
## CIP.TitleBuilding/Construction Finishing, Management, and Inspection, Other 6.060e+02
## CIP.TitleBuilding/Construction Site Management/Manager 6.060e+02
## CIP.TitleBuilding/Home/Construction Inspection/Inspector 6.060e+02
## CIP.TitleBuilding/Property Maintenance and Management 6.060e+02
## CIP.TitleBulgarian Language and Literature 7.624e+02
## CIP.TitleBurmese Language and Literature 7.624e+02
## CIP.TitleBusiness Administration and Management, General 1.410e+02
## CIP.TitleBusiness Administration, Management and Operations, Other 1.410e+02
## CIP.TitleBusiness and Personal Financial Services Marketing Operations 1.973e+02
## CIP.TitleBusiness Economics 6.685e+02
## CIP.TitleBusiness Family and Consumer Sciences/Human Sciences 3.025e+02
## CIP.TitleBusiness Machine Repair 1.453e+03
## CIP.TitleBusiness Management and Administration 1.410e+02
## CIP.TitleBusiness Operations Support and Secretarial Services, Other 5.753e+02
## CIP.TitleBusiness Statistics 5.354e+02
## CIP.TitleBusiness Teacher Education 3.948e+02
## CIP.TitleBusiness, Management, Marketing, and Related Support Services, Other 5.753e+02
## CIP.TitleBusiness/Commerce, General 1.571e+02
## CIP.TitleBusiness/Corporate Communications 5.753e+02
## CIP.TitleBusiness/Managerial Economics 6.685e+02
## CIP.TitleBusiness/Office Automation/Technology/Data Entry 5.753e+02
## CIP.TitleCAD/CADD Drafting and or Design Technology/Technician 7.685e+02
## CIP.TitleCanadian Government and Politics 2.311e+02
## CIP.TitleCanadian History 2.360e+02
## CIP.TitleCanadian Studies 5.726e+02
## CIP.TitleCardiopulmonary Technology/Technologist 4.579e+02
## CIP.TitleCardiovascular Science 9.095e+02
## CIP.TitleCardiovascular Technology/Technologist 4.579e+02
## CIP.TitleCaribbean Studies 5.726e+02
## CIP.TitleCarpentry/Carpenter 6.060e+02
## CIP.TitleCartography 6.017e+02
## CIP.TitleCatalan Language and Literature 7.624e+02
## CIP.TitleCell Biology and Anatomy 1.117e+03
## CIP.TitleCell Cellular Biology and Histology 1.117e+03
## CIP.TitleCell Physiology 9.095e+02
## CIP.TitleCell/Cellular and Molecular Biology 1.117e+03
## CIP.TitleCell/Cellular Biology and Anatomical Sciences, Other 1.117e+03
## CIP.TitleCeltic Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleCentral/Middle and Eastern European Studies 5.726e+02
## CIP.TitleCeramic Arts and Ceramics 6.460e+02
## CIP.TitleCeramic Sciences and Engineering 1.272e+03
## CIP.TitleChemical Engineering 4.045e+02
## CIP.TitleChemical Physics 4.278e+02
## CIP.TitleChemical Technology/Technician 1.671e+03
## CIP.TitleChemistry 4.278e+02
## CIP.TitleChemistry Teacher Education 7.711e+02
## CIP.TitleChemistry, General 4.278e+02
## CIP.TitleChemistry, Other 4.278e+02
## CIP.TitleChild Care and Support Services Management 3.025e+02
## CIP.TitleChild Care Provider/Assistant 3.025e+02
## CIP.TitleChild Development 3.025e+02
## CIP.TitleChinese Language and Literature 7.624e+02
## CIP.TitleChinese Studies 5.726e+02
## CIP.TitleChiropractic 5.706e+02
## CIP.TitleChiropractic Assistant Technician 7.233e+02
## CIP.TitleChristian Studies 4.122e+02
## CIP.TitleCinematography and Film/Video Production 5.068e+02
## CIP.TitleCity/Urban, Community and Regional Planning 3.485e+02
## CIP.TitleCivil Drafting and Civil Engineering CAD/CADD 7.685e+02
## CIP.TitleCivil Engineering 4.098e+02
## CIP.TitleCivil Engineering Technology/Technician 7.685e+02
## CIP.TitleCivil Engineering, General 4.098e+02
## CIP.TitleCivil Engineering, Other 4.098e+02
## CIP.TitleClassical, Ancient Mediterranean and Near Eastern Studies and Archeology 7.704e+02
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, General 3.862e+02
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, Other 3.862e+02
## CIP.TitleClinical and Industrial Drug Development 5.092e+02
## CIP.TitleClinical Child Psychology 2.083e+03
## CIP.TitleClinical Laboratory Science/Medical Technology/Technologist 5.254e+02
## CIP.TitleClinical Nurse Specialist 1.672e+02
## CIP.TitleClinical Nutrition/Nutritionist 6.595e+02
## CIP.TitleClinical Pastoral Counseling/Patient Counseling 6.595e+02
## CIP.TitleClinical Psychology 1.474e+03
## CIP.TitleClinical, Hospital, and Managed Care Pharmacy 4.391e+02
## CIP.TitleClinical/Medical Laboratory Assistant 7.233e+02
## CIP.TitleClinical/Medical Laboratory Science and Allied Professions, Other 4.579e+02
## CIP.TitleClinical/Medical Laboratory Technician 4.579e+02
## CIP.TitleClinical/Medical Social Work 6.595e+02
## CIP.TitleCognitive Psychology and Psycholinguistics 9.892e+02
## CIP.TitleCognitive Science 2.206e+03
## CIP.TitleCognitive Science and Biopsychology 2.191e+03
## CIP.TitleCollege Student Counseling and Personnel Services 3.716e+03
## CIP.TitleCommercial and Advertising Art 2.735e+02
## CIP.TitleCommercial Art and Graphic Design 2.735e+02
## CIP.TitleCommercial Fishing 5.199e+02
## CIP.TitleCommercial Photography 2.735e+02
## CIP.TitleCommonwealth Studies 5.726e+02
## CIP.TitleCommunication and Media Studies, Other 2.068e+02
## CIP.TitleCommunication Disorders Sciences and Services 6.709e+02
## CIP.TitleCommunication Disorders Sciences and Services, Other 6.709e+02
## CIP.TitleCommunication Disorders, General 6.709e+02
## CIP.TitleCommunication Studies/Speech Communication and Rhetoric 2.068e+02
## CIP.TitleCommunication Technologies 7.357e+02
## CIP.TitleCommunications 2.068e+02
## CIP.TitleCommunications Systems Installation and Repair Technology 1.453e+03
## CIP.TitleCommunications Technologies/Technicians and Support Services, Other 7.357e+02
## CIP.TitleCommunications Technology/Technician 7.357e+02
## CIP.TitleCommunity and Public Health 7.693e+02
## CIP.TitleCommunity College Education 2.863e+03
## CIP.TitleCommunity Health and Preventive Medicine 7.693e+02
## CIP.TitleCommunity Health Services/Liaison/Counseling 7.693e+02
## CIP.TitleCommunity Organization and Advocacy 6.430e+02
## CIP.TitleCommunity Psychology 9.892e+02
## CIP.TitleComparative and Laboratory Animal Medicine 5.706e+02
## CIP.TitleComparative Literature 6.674e+02
## CIP.TitleComparative Psychology 9.892e+02
## CIP.TitleComposition and Speech 7.534e+02
## CIP.TitleComputational Mathematics 1.344e+03
## CIP.TitleComputer Administration Management and Security 9.214e+02
## CIP.TitleComputer and Information Sciences, General 4.538e+02
## CIP.TitleComputer and Information Sciences, Other 4.538e+02
## CIP.TitleComputer and Information Systems-General 3.735e+02
## CIP.TitleComputer and Information Systems Security 9.568e+02
## CIP.TitleComputer Engineering 5.386e+02
## CIP.TitleComputer Engineering Technologies/Technicians, Other 7.685e+02
## CIP.TitleComputer Engineering Technology/Technician 7.685e+02
## CIP.TitleComputer Engineering, General 5.386e+02
## CIP.TitleComputer Engineering, Other 5.386e+02
## CIP.TitleComputer Graphics 1.097e+03
## CIP.TitleComputer Hardware Engineering 5.386e+02
## CIP.TitleComputer Hardware Technology/Technician 7.685e+02
## CIP.TitleComputer Installation and Repair Technology Technician 1.453e+03
## CIP.TitleComputer Networking and Telecommunications 8.048e+02
## CIP.TitleComputer Programming 1.066e+03
## CIP.TitleComputer Programming, Other 1.097e+03
## CIP.TitleComputer Programming, Specific Applications 1.097e+03
## CIP.TitleComputer Programming, Vendor/Product Certification 1.097e+03
## CIP.TitleComputer Programming/Programmer, General 1.097e+03
## CIP.TitleComputer Science 2.168e+02
## CIP.TitleComputer Software and Media Applications, Other 1.097e+03
## CIP.TitleComputer Software Engineering 5.386e+02
## CIP.TitleComputer Software Technology/Technician 7.685e+02
## CIP.TitleComputer Systems Networking and Telecommunications 8.451e+02
## CIP.TitleComputer Technology/Computer Systems Technology 7.685e+02
## CIP.TitleComputer Typography and Composition Equipment Operator 7.357e+02
## CIP.TitleComputer/Information Technology Services Administration and Management 9.568e+02
## CIP.TitleConcrete Finishing/Concrete Finisher 6.060e+02
## CIP.TitleConducting 3.591e+02
## CIP.TitleConservation Biology 8.968e+02
## CIP.TitleConstruction Engineering 8.097e+02
## CIP.TitleConstruction Engineering Technology/Technician 7.240e+02
## CIP.TitleConstruction Management 5.753e+02
## CIP.TitleConstruction Services 6.060e+02
## CIP.TitleConstruction Trades, General 6.060e+02
## CIP.TitleConstruction Trades, Other 6.060e+02
## CIP.TitleConstruction/Heavy Equipment/Earthmoving Equipment Operation 5.199e+02
## CIP.TitleConsumer Economics 3.025e+02
## CIP.TitleConsumer Merchandising/Retailing Management 3.025e+02
## CIP.TitleConsumer Services and Advocacy 3.025e+02
## CIP.TitleCooking and Related Culinary Arts, General 8.890e+02
## CIP.TitleCorrections 2.301e+02
## CIP.TitleCorrections Administration 2.301e+02
## CIP.TitleCorrections and Criminal Justice, Other 2.301e+02
## CIP.TitleCosmetology and Related Personal Grooming Arts, Other 8.890e+02
## CIP.TitleCosmetology Services and Culinary Arts 8.890e+02
## CIP.TitleCosmetology, Barber/Styling, and Nail Instructor 8.890e+02
## CIP.TitleCosmetology/Cosmetologist, General 8.890e+02
## CIP.TitleCounseling Psychology 9.729e+02
## CIP.TitleCounselor Education/School Counseling and Guidance Services 3.716e+03
## CIP.TitleCourt Reporting 1.885e+03
## CIP.TitleCourt Reporting/Court Reporter 1.885e+03
## CIP.TitleCrafts Craft Design, Folk Art and Artisanry 7.802e+02
## CIP.TitleCreative Writing 7.534e+02
## CIP.TitleCredit Management 2.231e+02
## CIP.TitleCriminal Justice and Fire Protection 2.301e+02
## CIP.TitleCriminal Justice Law Enforcement Administration 2.301e+02
## CIP.TitleCriminal Justice/Police Science 2.301e+02
## CIP.TitleCriminal Justice/Safety Studies 2.301e+02
## CIP.TitleCriminalistics and Criminal Science 2.301e+02
## CIP.TitleCriminology 4.790e+02
## CIP.TitleCritical Care Nursing 1.672e+02
## CIP.TitleCrop Production 5.967e+02
## CIP.TitleCulinary Arts and Related Services, Other 8.890e+02
## CIP.TitleCulinary Arts/Chef Training 8.890e+02
## CIP.TitleCultural Resource Management and Policy Analysis 7.704e+02
## CIP.TitleCurriculum and Instruction 1.796e+02
## CIP.TitleCustomer Service Management 1.410e+02
## CIP.TitleCustomer Service Support/Call Center/Teleservice Operation 5.753e+02
## CIP.TitleCytogenetics/Genetics/Clinical Genetics Technology/Technologist 4.579e+02
## CIP.TitleCytotechnology/Cytotechnologist 5.254e+02
## CIP.TitleCzech Language and Literature 7.624e+02
## CIP.TitleDairy Husbandry and Production 5.967e+02
## CIP.TitleDairy Science 6.284e+02
## CIP.TitleDance Therapy/Therapist 3.747e+02
## CIP.TitleDance, General 7.802e+02
## CIP.TitleDance, Other 7.802e+02
## CIP.TitleDanish Language and Literature 7.624e+02
## CIP.TitleData Entry/Microcomputer Applications, General 5.753e+02
## CIP.TitleData Entry/Microcomputer Applications, Other 5.753e+02
## CIP.TitleData Modeling/Warehousing and Database Administration 1.097e+03
## CIP.TitleDemography and Population Studies 1.446e+03
## CIP.TitleDental Assisting/Assistant 7.233e+02
## CIP.TitleDental Hygiene/Hygienist 7.233e+02
## CIP.TitleDental Laboratory Technology Technician 4.579e+02
## CIP.TitleDentistry 5.706e+02
## CIP.TitleDesign and Applied Arts, Other 2.735e+02
## CIP.TitleDesign and Visual Communications, General 2.735e+02
## CIP.TitleDevelopment Economics and International Development 2.300e+02
## CIP.TitleDevelopmental and Child Psychology 9.892e+02
## CIP.TitleDevelopmental Biology and Embryology 1.096e+03
## CIP.TitleDiagnostic Medical Sonography/Sonographer and Ultrasound Technician 4.579e+02
## CIP.TitleDiesel Mechanics Technology/Technician 1.453e+03
## CIP.TitleDietetic Technician, DTR 4.579e+02
## CIP.TitleDietetics and Clinical Nutrition Services, Other 6.595e+02
## CIP.TitleDietetics/Dietitian 6.595e+02
## CIP.TitleDietitian Assistant 7.233e+02
## CIP.TitleDigital Communication and Media Multimedia 4.819e+02
## CIP.TitleDirect Entry Midwifery 6.595e+02
## CIP.TitleDirecting and Theatrical Production 4.454e+02
## CIP.TitleDiver, Professional and Instructor 5.199e+02
## CIP.TitleDivinity/Ministry 3.889e+02
## CIP.TitleDog Pet Animal Grooming 5.967e+02
## CIP.TitleDrafting and Design Technology/Technician 7.685e+02
## CIP.TitleDrafting/Design Engineering Technologies/Technicians, Other 7.685e+02
## CIP.TitleDrama and Dance Teacher Education 4.376e+02
## CIP.TitleDrama and Dramatics/Theatre Arts, General 4.454e+02
## CIP.TitleDrama and Theater Arts 4.454e+02
## CIP.TitleDramatic/Theatre Arts and Stagecraft, Other 4.454e+02
## CIP.TitleDrawing 6.460e+02
## CIP.TitleDriver and Safety Teacher Education 3.948e+02
## CIP.TitleDrywall Installation/Drywaller 6.060e+02
## CIP.TitleDutch/Flemish Language and Literature 7.624e+02
## CIP.TitleE-Commerce/Electronic Commerce 7.663e+02
## CIP.TitleEarly Childhood Education 4.687e+02
## CIP.TitleEarly Childhood Education and Teaching 4.687e+02
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, General 7.624e+02
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleEast Asian Studies 5.726e+02
## CIP.TitleEcology 6.633e+02
## CIP.TitleEcology, Evolution, Systematics and Population Biology, Other 8.968e+02
## CIP.TitleEconometrics and Quantitative Economics 3.455e+02
## CIP.TitleEconomics 2.300e+02
## CIP.TitleEconomics, General 2.300e+02
## CIP.TitleEconomics, Other 2.300e+02
## CIP.TitleEducation 1.796e+02
## CIP.TitleEducation, Other 3.948e+02
## CIP.TitleEducation/Teaching of Individuals in Early Childhood Special Education Programs 4.797e+02
## CIP.TitleEducation/Teaching of Individuals Who are Developmentally Delayed 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Autism 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Emotional Disturbances 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Hearing Impairments Including Deafness 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Mental Retardation 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Multiple Disabilities 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Orthopedic and Other Physical Health Impairments 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Specific Learning Disabilities 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Speech or Language Impairments 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Traumatic Brain Injuries 4.797e+02
## CIP.TitleEducation/Teaching of Individuals with Vision Impairments Including Blindness 4.797e+02
## CIP.TitleEducation/Teaching of the Gifted and Talented 4.797e+02
## CIP.TitleEducational Administration and Supervision 2.863e+03
## CIP.TitleEducational Administration and Supervision, Other 2.863e+03
## CIP.TitleEducational Assessment, Evaluation, and Research, Other 3.948e+02
## CIP.TitleEducational Assessment, Testing, and Measurement 3.948e+02
## CIP.TitleEducational Evaluation and Research 4.715e+02
## CIP.TitleEducational Instructional Media Design 4.715e+02
## CIP.TitleEducational Leadership and Administration, General 2.863e+03
## CIP.TitleEducational Psychology 1.089e+03
## CIP.TitleEducational Statistics and Research Methods 4.715e+02
## CIP.TitleEducational, Instructional, and Curriculum Supervision 2.863e+03
## CIP.TitleElectrical and Electronic Engineering Technologies/Technicians, Other 6.517e+02
## CIP.TitleElectrical and Mechanic Repairs and Technologies 1.453e+03
## CIP.TitleElectrical and Power Transmission Installation/Installer, General 6.060e+02
## CIP.TitleElectrical and Power Transmission Installers, Other 6.060e+02
## CIP.TitleElectrical Engineering 3.535e+02
## CIP.TitleElectrical Engineering Technology 6.517e+02
## CIP.TitleElectrical, Electronic and Communications Engineering Technology/Technician 6.517e+02
## CIP.TitleElectrical, Electronics and Communications Engineering 3.535e+02
## CIP.TitleElectrical/Electronics Drafting and Electrical Electronics CAD/CADD 7.685e+02
## CIP.TitleElectrical/Electronics Equipment Installation and Repair, General 1.453e+03
## CIP.TitleElectrical/Electronics Maintenance and Repair Technology, Other 1.453e+03
## CIP.TitleElectrician 6.060e+02
## CIP.TitleElectrocardiograph Technology/Technician 4.579e+02
## CIP.TitleElectrolysis/Electrology and Electrolysis Technician 8.890e+02
## CIP.TitleElectromechanical and Instrumentation and Maintenance Technologies/Technicians, Other 7.685e+02
## CIP.TitleElectromechanical Technology/Electromechanical Engineering Technology 7.685e+02
## CIP.TitleElectroneurodiagnostic/Electroencephalographic Technology/Technologist 4.579e+02
## CIP.TitleElementary and Middle School Administration/Principalship 2.863e+03
## CIP.TitleElementary Education 1.793e+02
## CIP.TitleElementary Education and Teaching 1.793e+02
## CIP.TitleElementary Particle Physics 5.876e+02
## CIP.TitleEmergency Care Attendant (EMT Ambulance) 7.233e+02
## CIP.TitleEmergency Medical Technology/Technician (EMT Paramedic) 4.579e+02
## CIP.TitleEndocrinology 9.095e+02
## CIP.TitleEnergy Management and Systems Technology/Technician 7.240e+02
## CIP.TitleEngiineering Technology, General 9.798e+02
## CIP.TitleEngine Machinist 1.453e+03
## CIP.TitleEngineering-Related Technologies, Other 7.685e+02
## CIP.TitleEngineering and Industrial Management 8.818e+02
## CIP.TitleEngineering Mechanics 1.297e+03
## CIP.TitleEngineering Mechanics, Physics, and Science 1.297e+03
## CIP.TitleEngineering Physics 1.297e+03
## CIP.TitleEngineering Science 1.297e+03
## CIP.TitleEngineering Technologies 9.798e+02
## CIP.TitleEngineering Technologies/Technicians, Other 7.685e+02
## CIP.TitleEngineering, General 3.761e+02
## CIP.TitleEngineering, Other 8.097e+02
## CIP.TitleEngineering/Industrial Management 8.818e+02
## CIP.TitleEnglish Composition 7.534e+02
## CIP.TitleEnglish Language and Literature 1.984e+02
## CIP.TitleEnglish Language and Literature, General 1.984e+02
## CIP.TitleEnglish Language and Literature/Letters, Other 1.984e+02
## CIP.TitleEnglish Literature (British and Commonwealth) 1.984e+02
## CIP.TitleEnglish/Language Arts Teacher Education 4.376e+02
## CIP.TitleEntomology 8.200e+02
## CIP.TitleEntrepreneurial and Small Business Operations, Other 5.753e+02
## CIP.TitleEntrepreneurship/Entrepreneurial Studies 5.753e+02
## CIP.TitleEnvironmental Biology 8.968e+02
## CIP.TitleEnvironmental Control Technologies/Technicians, Other 7.685e+02
## CIP.TitleEnvironmental Design/Architecture 3.485e+02
## CIP.TitleEnvironmental Engineering 1.617e+03
## CIP.TitleEnvironmental Engineering Technology/Environmental Technology Technician 7.685e+02
## CIP.TitleEnvironmental Health 8.113e+02
## CIP.TitleEnvironmental Psychology 9.892e+02
## CIP.TitleEnvironmental Science 4.262e+02
## CIP.TitleEnvironmental Studies 6.223e+02
## CIP.TitleEnvironmental Toxicology 2.582e+03
## CIP.TitleEnvironmental/Environmental Health Engineering 1.617e+03
## CIP.TitleEquestrian Equine Studies 5.967e+02
## CIP.TitleEthics 4.122e+02
## CIP.TitleEthnic, Cultural Minority, and Gender Studies, Other 5.726e+02
## CIP.TitleEuropean History 2.360e+02
## CIP.TitleEuropean Studies/Civilization 5.726e+02
## CIP.TitleEvolutionary Biology 1.096e+03
## CIP.TitleExecutive Assistant/Executive Secretary 5.753e+02
## CIP.TitleExercise Physiology 9.095e+02
## CIP.TitleFacial Treatment Specialist/Facialist 8.890e+02
## CIP.TitleFacilities Planning and Management 3.025e+02
## CIP.TitleFamily and Community Services 3.025e+02
## CIP.TitleFamily and Consumer Economics and Related Services, Other 3.025e+02
## CIP.TitleFamily and Consumer Sciences 3.025e+02
## CIP.TitleFamily and Consumer Sciences/Home Economics Teacher Education 3.948e+02
## CIP.TitleFamily and Consumer Sciences/Human Sciences Business Services, Other 3.025e+02
## CIP.TitleFamily and Consumer Sciences/Human Sciences Communication 3.025e+02
## CIP.TitleFamily and Consumer Sciences/Human Sciences, General 3.025e+02
## CIP.TitleFamily and Consumer Sciences/Human Sciences, Other 3.025e+02
## CIP.TitleFamily Practice Nurse/Nurse Practitioner 1.672e+02
## CIP.TitleFamily Psychology 9.892e+02
## CIP.TitleFamily Resource Management Studies, General 3.025e+02
## CIP.TitleFamily Systems 3.025e+02
## CIP.TitleFarm/Farm and Ranch Management 5.967e+02
## CIP.TitleFashion and Fabric Consultant 3.025e+02
## CIP.TitleFashion Merchandising 1.973e+02
## CIP.TitleFashion Modeling 1.973e+02
## CIP.TitleFashion/Apparel Design 2.735e+02
## CIP.TitleFiber, Textile and Weaving Arts 6.460e+02
## CIP.TitleFilipino/Tagalog Language and Literature 7.624e+02
## CIP.TitleFilm, Video and Photographic Arts 5.068e+02
## CIP.TitleFilm/Cinema Studies 5.068e+02
## CIP.TitleFilm/Video and Photographic Arts, Other 5.068e+02
## CIP.TitleFinance 2.231e+02
## CIP.TitleFinance and Financial Management Services, Other 2.231e+02
## CIP.TitleFinance, General 2.231e+02
## CIP.TitleFinancial Planning and Services 2.231e+02
## CIP.TitleFine Arts 2.590e+02
## CIP.TitleFine Arts and Art Studies, Other 2.590e+02
## CIP.TitleFine/Studio Arts, General 6.460e+02
## CIP.TitleFinnish and Related Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleFire Protection and Safety Technology/Technician 2.301e+02
## CIP.TitleFire Protection, Other 2.301e+02
## CIP.TitleFire Science/Firefighting 2.301e+02
## CIP.TitleFire Services Administration 2.301e+02
## CIP.TitleFishing and Fisheries Sciences and Management 6.377e+02
## CIP.TitleFlight Instructor 5.199e+02
## CIP.TitleFloriculture Floristry Operations and Management 5.967e+02
## CIP.TitleFood Preparation/Professional Cooking Kitchen Assistant 8.890e+02
## CIP.TitleFood Science 8.406e+02
## CIP.TitleFood Science and Technology, Other 1.199e+03
## CIP.TitleFood Service, Waiter/Waitress, and Dining Room Management/Manager 8.890e+02
## CIP.TitleFood Technology and Processing 1.199e+03
## CIP.TitleFoods, Nutrition, and Related Services, Other 3.025e+02
## CIP.TitleFoods, Nutrition, and Wellness Studies, General 3.025e+02
## CIP.TitleFoodservice Systems Administration/Management 3.025e+02
## CIP.TitleForeign Language Teacher Education 4.376e+02
## CIP.TitleForeign Languages and Literatures, General 6.674e+02
## CIP.TitleForeign Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleForensic Psychology 9.892e+02
## CIP.TitleForensic Science and Technology 2.301e+02
## CIP.TitleForest Engineering 8.097e+02
## CIP.TitleForest Management/Forest Resources Management 6.966e+02
## CIP.TitleForest Resources Production and Management 7.428e+02
## CIP.TitleForest Sciences and Biology 7.428e+02
## CIP.TitleForest Technology Technician 6.966e+02
## CIP.TitleForestry 6.966e+02
## CIP.TitleForestry, General 7.428e+02
## CIP.TitleForestry, Other 6.966e+02
## CIP.TitleFranchising and Franchise Operations 5.753e+02
## CIP.TitleFrench Language and Literature 3.862e+02
## CIP.TitleFrench Language Teacher Education 4.376e+02
## CIP.TitleFrench Studies 5.726e+02
## CIP.TitleFrench, German, Latin and Other Common Foreign Language Studies 3.862e+02
## CIP.TitleFuneral Direction/Service 8.890e+02
## CIP.TitleFuneral Service and Mortuary Science, General 8.890e+02
## CIP.TitleFuneral Service and Mortuary Science, Other 8.890e+02
## CIP.TitleGay/Lesbian Studies 5.726e+02
## CIP.TitleGene Genetic Therapy 6.595e+02
## CIP.TitleGeneral Agriculture 5.169e+02
## CIP.TitleGeneral Business 1.571e+02
## CIP.TitleGeneral Education 1.796e+02
## CIP.TitleGeneral Engineering 3.761e+02
## CIP.TitleGeneral Medical and Health Services 5.706e+02
## CIP.TitleGeneral Merchandising, Sales and Related Marketing Operations, Other 1.973e+02
## CIP.TitleGeneral Office Occupations and Clerical Services 5.753e+02
## CIP.TitleGeneral Social Sciences 5.185e+02
## CIP.TitleGeneral Studies 2.535e+02
## CIP.TitleGenetic Counseling/Counselor 6.595e+02
## CIP.TitleGenetics 2.296e+03
## CIP.TitleGenetics, General 2.296e+03
## CIP.TitleGenetics, Other 2.296e+03
## CIP.TitleGeochemistry 2.018e+03
## CIP.TitleGeochemistry and Petrology 2.018e+03
## CIP.TitleGeography 3.905e+02
## CIP.TitleGeography Teacher Education 5.192e+02
## CIP.TitleGeography, Other 5.438e+02
## CIP.TitleGeological and Earth Sciences/Geosciences, Other 2.018e+03
## CIP.TitleGeological and Geophysical Engineering 2.314e+03
## CIP.TitleGeological Geophysical Engineering 2.314e+03
## CIP.TitleGeology and Earth Science 6.181e+02
## CIP.TitleGeology/Earth Science, General 6.181e+02
## CIP.TitleGeophysics and Seismology 2.018e+03
## CIP.TitleGeosciences 2.018e+03
## CIP.TitleGeotechnical Engineering 4.098e+02
## CIP.TitleGerman Language and Literature 3.862e+02
## CIP.TitleGerman Language Teacher Education 4.376e+02
## CIP.TitleGerman Studies 5.726e+02
## CIP.TitleGermanic Languages, Literatures, and Linguistics, General 7.624e+02
## CIP.TitleGermanic Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleGerontology 7.373e+02
## CIP.TitleGeropsychology 9.892e+02
## CIP.TitleGlazier 6.060e+02
## CIP.TitleGraphic and Printing Equipment Operator, General Production 7.357e+02
## CIP.TitleGraphic Communications, General 7.357e+02
## CIP.TitleGraphic Communications, Other 7.357e+02
## CIP.TitleGraphic Design 2.735e+02
## CIP.TitleGreenhouse Operations and Management 5.967e+02
## CIP.TitleGround Transportation, Other 5.199e+02
## CIP.TitleGunsmithing/Gunsmith 1.453e+03
## CIP.TitleHair Styling/Stylist and Hair Design 8.890e+02
## CIP.TitleHazardous Materials Information Systems Technology/Technician 7.685e+02
## CIP.TitleHealth Aide 7.233e+02
## CIP.TitleHealth Aides/Attendants/Orderlies, Other 7.233e+02
## CIP.TitleHealth and Medical Administrative Services 5.603e+02
## CIP.TitleHealth and Medical Administrative Services, Other 5.603e+02
## CIP.TitleHealth and Medical Preparatory Programs 1.013e+03
## CIP.TitleHealth and Physical Education, General 3.219e+02
## CIP.TitleHealth and Physical Education/Fitness, Other 3.219e+02
## CIP.TitleHealth Communication 4.315e+02
## CIP.TitleHealth Information/Medical Records Administration/Administrator 5.603e+02
## CIP.TitleHealth Information/Medical Records Technology/Technician 5.603e+02
## CIP.TitleHealth Medical Preparatory Programs, Other 1.013e+03
## CIP.TitleHealth Occupations Teacher Education 7.711e+02
## CIP.TitleHealth Professions and Related Clinical Science 6.595e+02
## CIP.TitleHealth Services Administration 5.603e+02
## CIP.TitleHealth Teacher Education 3.948e+02
## CIP.TitleHealth Unit Coordinator/Ward Clerk 5.603e+02
## CIP.TitleHealth Unit Manager/Ward Supervisor 5.603e+02
## CIP.TitleHealth/Health Care Administration/Management 5.603e+02
## CIP.TitleHealth/Medical Physics 8.113e+02
## CIP.TitleHealth/Medical Psychology 9.892e+02
## CIP.TitleHeating, Air Conditioning, Ventilation and Refrigeration Maintenance Technology/Technician 1.453e+03
## CIP.TitleHeavy Equipment Maintenance Technology/Technician 1.453e+03
## CIP.TitleHeavy/Industrial Equipment Maintenance Technologies, Other 1.453e+03
## CIP.TitleHebrew Language and Literature 7.624e+02
## CIP.TitleHematology Technology/Technician 4.579e+02
## CIP.TitleHigher Education/Higher Education Administration 2.863e+03
## CIP.TitleHindi Language and Literature 7.624e+02
## CIP.TitleHindu Studies 4.122e+02
## CIP.TitleHispanic-American, Puerto Rican, and Mexican-American/Chicano Studies 5.726e+02
## CIP.TitleHistologic Technician 4.579e+02
## CIP.TitleHistologic Technology/Histotechnologist 4.579e+02
## CIP.TitleHistoric Preservation and Conservation 7.704e+02
## CIP.TitleHistoric Preservation and Conservation, Other 7.704e+02
## CIP.TitleHistory 2.360e+02
## CIP.TitleHistory Teacher Education 5.192e+02
## CIP.TitleHistory, General 2.360e+02
## CIP.TitleHistory, Other 2.360e+02
## CIP.TitleHolocaust and Related Studies 7.704e+02
## CIP.TitleHome Furnishings and Equipment Installers 3.025e+02
## CIP.TitleHome Health Aide/Home Attendant 7.233e+02
## CIP.TitleHomeopathic Medicine/Homeopathy 6.595e+02
## CIP.TitleHorse Husbandry/Equine Science and Management 5.967e+02
## CIP.TitleHorticultural Science 7.014e+02
## CIP.TitleHospital and Health Care Facilities Administration/Management 5.603e+02
## CIP.TitleHospitality Administration/Management, General 4.170e+02
## CIP.TitleHospitality Administration/Management, Other 4.170e+02
## CIP.TitleHospitality and Recreation Marketing Operation 1.973e+02
## CIP.TitleHospitality Management 4.170e+02
## CIP.TitleHotel/Motel Administration Management 4.170e+02
## CIP.TitleHousing and Human Environments, General 3.025e+02
## CIP.TitleHousing and Human Environments, Other 3.025e+02
## CIP.TitleHuman Development and Family Studies 3.025e+02
## CIP.TitleHuman Development, Family Studies, and Related Services, Other 3.025e+02
## CIP.TitleHuman Nutrition 3.025e+02
## CIP.TitleHuman Resources and Personnel Management 4.310e+02
## CIP.TitleHuman Resources Development 4.310e+02
## CIP.TitleHuman Resources Management and Services, Other 4.310e+02
## CIP.TitleHuman Resources Management/Personnel Administration, General 4.310e+02
## CIP.TitleHuman Services and Community Organization 6.430e+02
## CIP.TitleHuman Services, General 6.430e+02
## CIP.TitleHuman/Medical Genetics 2.296e+03
## CIP.TitleHumanities 8.514e+02
## CIP.TitleHumanities/Humanistic Studies 8.514e+02
## CIP.TitleHungarian/Magyar Language and Literature 7.624e+02
## CIP.TitleHydraulics and Fluid Power Technology/Technician 7.685e+02
## CIP.TitleHydrology and Water Resources Science 2.018e+03
## CIP.TitleHypnotherapy/Hypnotherapist 3.747e+02
## CIP.TitleIllustration 2.735e+02
## CIP.TitleImmunology 7.454e+02
## CIP.TitleIndian/Native American Education 3.948e+02
## CIP.TitleIndustrial and Manufacturing Engineering 5.609e+02
## CIP.TitleIndustrial and Organizational Psychology 9.639e+02
## CIP.TitleIndustrial and Physical Pharmacy and Cosmetic Sciences 5.092e+02
## CIP.TitleIndustrial Design 2.735e+02
## CIP.TitleIndustrial Electronics Technology/Technician 1.453e+03
## CIP.TitleIndustrial Engineering 5.609e+02
## CIP.TitleIndustrial Mechanics and Maintenance Technology 1.453e+03
## CIP.TitleIndustrial Production Technologies 6.915e+02
## CIP.TitleIndustrial Production Technologies/Technicians, Other 6.915e+02
## CIP.TitleIndustrial Safety Technology/Technician 7.685e+02
## CIP.TitleIndustrial Technology/Technician 6.915e+02
## CIP.TitleIndustrial/Radiologic Technology/Technician 1.671e+03
## CIP.TitleInformation Resources Management/CIO Training 4.693e+02
## CIP.TitleInformation Science/Studies 7.075e+02
## CIP.TitleInformation Sciences 6.589e+02
## CIP.TitleInformation Technology 4.538e+02
## CIP.TitleInorganic Chemistry 4.278e+02
## CIP.TitleInstitutional Food Workers 8.890e+02
## CIP.TitleInstrumentation Technology/Technician 7.685e+02
## CIP.TitleInsurance 2.231e+02
## CIP.TitleIntercultural and International Studies 7.704e+02
## CIP.TitleIntercultural Multicultural and Diversity Studies 7.704e+02
## CIP.TitleInterdisciplinary Social Sciences 7.373e+02
## CIP.TitleInterior Architecture 3.485e+02
## CIP.TitleInterior Design 2.735e+02
## CIP.TitleIntermedia/Multimedia 6.460e+02
## CIP.TitleInternational Agriculture 5.967e+02
## CIP.TitleInternational and Comparative Education 3.948e+02
## CIP.TitleInternational Business 6.272e+02
## CIP.TitleInternational Business/Trade/Commerce 6.272e+02
## CIP.TitleInternational Economics 2.300e+02
## CIP.TitleInternational Finance 2.231e+02
## CIP.TitleInternational Global Studies 7.704e+02
## CIP.TitleInternational Marketing 1.973e+02
## CIP.TitleInternational Public Health/International Health 7.693e+02
## CIP.TitleInternational Relations 6.607e+02
## CIP.TitleInternational Relations and Affairs 6.607e+02
## CIP.TitleInvestments and Securities 2.231e+02
## CIP.TitleIranian/Persian Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleIslamic Studies 4.122e+02
## CIP.TitleItalian Language and Literature 3.862e+02
## CIP.TitleItalian Studies 5.726e+02
## CIP.TitleJapanese Language and Literature 7.624e+02
## CIP.TitleJapanese Studies 5.726e+02
## CIP.TitleJazz/Jazz Studies 3.591e+02
## CIP.TitleJewish/Judaic Studies 4.122e+02
## CIP.TitleJournalism 2.209e+02
## CIP.TitleJournalism, Other 2.972e+02
## CIP.TitleJunior High/Intermediate/Middle School Education 6.202e+02
## CIP.TitleJuvenile Corrections 2.301e+02
## CIP.TitleKhmer/Cambodian Language and Literature 7.624e+02
## CIP.TitleKindergarten/Preschool Education and Teaching 4.687e+02
## CIP.TitleKinesiology and Exercise Science 3.219e+02
## CIP.TitleKnowledge Management 4.693e+02
## CIP.TitleKorean Language and Literature 7.624e+02
## CIP.TitleKorean Studies 5.726e+02
## CIP.TitleLabor and Industrial Relations 4.310e+02
## CIP.TitleLabor Studies 4.310e+02
## CIP.TitleLand Use Planning and Management/Development 6.377e+02
## CIP.TitleLandscape Architecture 3.485e+02
## CIP.TitleLandscaping and Groundskeeping 5.967e+02
## CIP.TitleLanguage and Drama Education 4.376e+02
## CIP.TitleLanguage Interpretation and Translation 6.674e+02
## CIP.TitleLao/Laotian Language and Literature 7.624e+02
## CIP.TitleLarge Animal Food Animal and Equine Surgery and Medicine 5.706e+02
## CIP.TitleLaser and Optical Technology/Technician 6.517e+02
## CIP.TitleLatin American Studies 5.726e+02
## CIP.TitleLatin Language and Literature 3.862e+02
## CIP.TitleLatin Teacher Education 4.376e+02
## CIP.TitleLegal Assistant/Paralegal 7.088e+02
## CIP.TitleLegal Studies, General 7.088e+02
## CIP.TitleLiberal Arts 2.535e+02
## CIP.TitleLiberal Arts and Sciences Liberal Studies 2.535e+02
## CIP.TitleLiberal Arts and Sciences, General Studies and Humanities, Other 2.535e+02
## CIP.TitleLibrary Assistant/Technician 1.432e+03
## CIP.TitleLibrary Science 1.432e+03
## CIP.TitleLibrary Science, Other 1.432e+03
## CIP.TitleLibrary Science/Librarianship 1.432e+03
## CIP.TitleLicensed Practical/Vocational Nurse Training 1.672e+02
## CIP.TitleLineworker 6.060e+02
## CIP.TitleLinguistics 6.674e+02
## CIP.TitleLinguistics and Comparative Language and Literature 6.674e+02
## CIP.TitleLinguistics of ASL and Other Sign Languages 3.862e+02
## CIP.TitleLinguistics, Comparative, and Related Language Studies and Services, Other 6.674e+02
## CIP.TitleLivestock Management 6.284e+02
## CIP.TitleLocksmithing and Safe Repair 1.453e+03
## CIP.TitleLogic 4.122e+02
## CIP.TitleLogistics and Materials Management 7.663e+02
## CIP.TitleMake-Up Artist/Specialist 8.890e+02
## CIP.TitleManagement Information Systems and Services, Other 4.693e+02
## CIP.TitleManagement Information Systems and Statistics 4.693e+02
## CIP.TitleManagement Information Systems, General 4.693e+02
## CIP.TitleManagement Science and Quantitative Methods, Other 5.354e+02
## CIP.TitleManagement Science, General 5.354e+02
## CIP.TitleManufacturing Engineering 5.609e+02
## CIP.TitleManufacturing Technology/Technician 6.915e+02
## CIP.TitleMarine Biology and Biological Oceanography 8.968e+02
## CIP.TitleMarine Maintenance/Fitter and Ship Repair Technology/Technician 1.453e+03
## CIP.TitleMarine Science/Merchant Marine Officer 5.199e+02
## CIP.TitleMarine Transportation, Other 5.199e+02
## CIP.TitleMarketing 1.973e+02
## CIP.TitleMarketing, Other 1.973e+02
## CIP.TitleMarketing/Marketing Management, General 1.973e+02
## CIP.TitleMarriage and Family Therapy/Counseling 6.595e+02
## CIP.TitleMason/Masonry 6.060e+02
## CIP.TitleMass Communication Media Studies 4.072e+02
## CIP.TitleMass Media 4.072e+02
## CIP.TitleMaterials Engineering 1.272e+03
## CIP.TitleMaterials Engineering and Materials Science 1.272e+03
## CIP.TitleMaterials Science 1.246e+03
## CIP.TitleMaternal and Child Health 7.693e+02
## CIP.TitleMaternal/Child Health and Neonatal Nurse/Nursing 1.672e+02
## CIP.TitleMathematical Statistics and Probability 1.187e+03
## CIP.TitleMathematics 3.900e+02
## CIP.TitleMathematics and Computer Science 1.525e+03
## CIP.TitleMathematics and Statistics, Other 1.187e+03
## CIP.TitleMathematics Teacher Education 4.995e+02
## CIP.TitleMathematics, General 3.900e+02
## CIP.TitleMeat Cutting/Meat Cutter 8.890e+02
## CIP.TitleMechanic and Repair Technology/Technicians, Other 1.453e+03
## CIP.TitleMechanical Drafting and Mechanical Drafting CAD/CADD 7.685e+02
## CIP.TitleMechanical Engineering 3.227e+02
## CIP.TitleMechanical Engineering Related Technologies 1.096e+03
## CIP.TitleMechanical Engineering Related Technologies/Technicians, Other 1.096e+03
## CIP.TitleMechanical Engineering/Mechanical Technology/Technician 1.096e+03
## CIP.TitleMedical Assisting Services 7.233e+02
## CIP.TitleMedical Illustration and Informatics, Other 6.595e+02
## CIP.TitleMedical Illustration/Medical Illustrator 6.595e+02
## CIP.TitleMedical Informatics 7.081e+02
## CIP.TitleMedical Microbiology and Bacteriology 7.454e+02
## CIP.TitleMedical Office Management/Administration 5.603e+02
## CIP.TitleMedical Radiologic Technology/Science-Radiation Therapist 4.579e+02
## CIP.TitleMedical Technologies Technicians 4.579e+02
## CIP.TitleMedical Transcription/Transcriptionist 5.603e+02
## CIP.TitleMedical/Clinical Assistant 7.233e+02
## CIP.TitleMedication Aide 7.233e+02
## CIP.TitleMedicinal and Pharmaceutical Chemistry 5.092e+02
## CIP.TitleMedicine 5.706e+02
## CIP.TitleMedieval and Renaissance Studies 7.704e+02
## CIP.TitleMedium/Heavy Vehicle and Truck Technology/Technician 1.453e+03
## CIP.TitleMental and Social Health Services and Allied Professions, Other 6.595e+02
## CIP.TitleMental Health Counseling/Counselor 6.595e+02
## CIP.TitleMerchandising and Buying Operations 1.973e+02
## CIP.TitleMetal and Jewelry Arts 6.460e+02
## CIP.TitleMetal Building Assembly/Assembler 6.060e+02
## CIP.TitleMetallurgical Engineering 1.168e+03
## CIP.TitleMetallurgical Technology/Technician 6.915e+02
## CIP.TitleMeteorology 1.558e+03
## CIP.TitleMicrobial and Eukaryotic Genetics 2.296e+03
## CIP.TitleMicrobiological Sciences and Immunology, Other 7.454e+02
## CIP.TitleMicrobiology 7.454e+02
## CIP.TitleMicrobiology, General 7.454e+02
## CIP.TitleMiddle/Near Eastern and Semitic Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleMilitary Technologies 1.959e+03
## CIP.TitleMining and Mineral Engineering 1.270e+03
## CIP.TitleMining and Petroleum Technologies/Technicians, Other 7.685e+02
## CIP.TitleMining Technology/Technician 7.685e+02
## CIP.TitleMiscellaneous Agriculture 1.969e+03
## CIP.TitleMiscellaneous Biology 1.096e+03
## CIP.TitleMiscellaneous Business 5.753e+02
## CIP.TitleMiscellaneous Education 3.948e+02
## CIP.TitleMiscellaneous Engineering 8.097e+02
## CIP.TitleMiscellaneous Engineering Technologies 7.685e+02
## CIP.TitleMiscellaneous Fine Arts 1.973e+03
## CIP.TitleMiscellaneous Health Medical Professions 6.595e+02
## CIP.TitleMiscellaneous Psychology 9.892e+02
## CIP.TitleMiscellaneous Social Sciences 1.446e+03
## CIP.TitleMissions/Missionary Studies and Missiology 3.889e+02
## CIP.TitleMobil Crane Operation/Operator 5.199e+02
## CIP.TitleModern Greek Language and Literature 3.862e+02
## CIP.TitleMolecular Biochemistry 1.117e+03
## CIP.TitleMolecular Biology 8.135e+02
## CIP.TitleMolecular Biophysics 1.117e+03
## CIP.TitleMolecular Genetics 2.296e+03
## CIP.TitleMolecular Pharmacology 2.582e+03
## CIP.TitleMolecular Physiology 9.095e+02
## CIP.TitleMolecular Toxicology 2.582e+03
## CIP.TitleMongolian Language and Literature 7.624e+02
## CIP.TitleMontessori Teacher Education 3.948e+02
## CIP.TitleMortuary Science and Embalming/Embalmer 8.890e+02
## CIP.TitleMotorcycle Maintenance and Repair Technology/Technician 1.453e+03
## CIP.TitleMovement and Mind-Body Therapies and Education, Other 3.747e+02
## CIP.TitleMovement Therapy and Movement Education 3.747e+02
## CIP.TitleMulticultural Education 3.948e+02
## CIP.TitleMuseology/Museum Studies 7.704e+02
## CIP.TitleMusic 3.591e+02
## CIP.TitleMusic History, Literature, and Theory 3.591e+02
## CIP.TitleMusic Management and Merchandising 3.591e+02
## CIP.TitleMusic Pedagogy 3.591e+02
## CIP.TitleMusic Performance, General 3.591e+02
## CIP.TitleMusic Teacher Education 3.897e+02
## CIP.TitleMusic Theory and Composition 3.591e+02
## CIP.TitleMusic Therapy/Therapist 3.747e+02
## CIP.TitleMusic, General 3.591e+02
## CIP.TitleMusic, Other 3.591e+02
## CIP.TitleMusical Instrument Fabrication and Repair 1.453e+03
## CIP.TitleMusicology and Ethnomusicology 3.591e+02
## CIP.TitleMycology 1.096e+03
## CIP.TitleNail Technician/Specialist and Manicurist 8.890e+02
## CIP.TitleNatural Products Chemistry and Pharmacognosy 5.092e+02
## CIP.TitleNatural Recources Management and Policy, Other 6.377e+02
## CIP.TitleNatural Resource Economics 6.377e+02
## CIP.TitleNatural Resources and Conservation, Other 6.377e+02
## CIP.TitleNatural Resources Conservation and Research, Other 6.878e+02
## CIP.TitleNatural Resources Conservation, General 6.878e+02
## CIP.TitleNatural Resources Management 6.377e+02
## CIP.TitleNatural Resources Management and Policy 6.377e+02
## CIP.TitleNaturopathic Medicine/Naturopathy 6.595e+02
## CIP.TitleNaval Architecture and Marine Engineering 1.050e+03
## CIP.TitleNavy/Marine Corps JROTC ROTC 2.769e+03
## CIP.TitleNear and Middle Eastern Studies 5.726e+02
## CIP.TitleNeuroanatomy 1.087e+03
## CIP.TitleNeurobiology and Neurophysiology 8.722e+02
## CIP.TitleNeuropharmacology 2.582e+03
## CIP.TitleNon-Profit/Public/Organizational Management 1.410e+02
## CIP.TitleNorwegian Language and Literature 7.624e+02
## CIP.TitleNuclear and Industrial Radiologic Technologies/Technicians, Other 1.671e+03
## CIP.TitleNuclear and Industrial Radiology Technologies 1.671e+03
## CIP.TitleNuclear Engineering 1.326e+03
## CIP.TitleNuclear Engineering Technology/Technician 7.685e+02
## CIP.TitleNuclear Medical Technology/Technologist 4.579e+02
## CIP.TitleNuclear Physics 5.876e+02
## CIP.TitleNuclear/Nuclear Power Technology/Technician 1.671e+03
## CIP.TitleNurse Anesthetist 1.672e+02
## CIP.TitleNurse Midwife/Nursing Midwifery 1.672e+02
## CIP.TitleNurse/Nursing Assistant/Aide and Patient Care Assistant 1.672e+02
## CIP.TitleNursing 1.672e+02
## CIP.TitleNursing - Registered Nurse Training 1.672e+02
## CIP.TitleNursing Administration 1.672e+02
## CIP.TitleNursing Science 1.672e+02
## CIP.TitleNursing, Other 1.672e+02
## CIP.TitleNutrition Sciences 5.310e+02
## CIP.TitleOccupational and Environmental Health Nursing 1.672e+02
## CIP.TitleOccupational Health and Industrial Hygiene 7.693e+02
## CIP.TitleOccupational Safety and Health Technology/Technician 7.685e+02
## CIP.TitleOccupational Therapist Assistant 7.233e+02
## CIP.TitleOccupational Therapy/Therapist 3.747e+02
## CIP.TitleOcean Engineering 8.097e+02
## CIP.TitleOceanography 1.776e+03
## CIP.TitleOceanography, Chemical and Physical 1.776e+03
## CIP.TitleOffice Management and Supervision 1.410e+02
## CIP.TitleOncology and Cancer Biology 9.095e+02
## CIP.TitleOperations Management and Supervision 7.663e+02
## CIP.TitleOperations, Logistics and E-Commerce 7.663e+02
## CIP.TitleOphthalmic and Optometric Support Services and Allied Professions, Other 7.233e+02
## CIP.TitleOphthalmic Laboratory Technology/Technician 4.579e+02
## CIP.TitleOphthalmic Technician/Technologist 3.917e+02
## CIP.TitleOpticianry/Ophthalmic Dispensing Optician 7.233e+02
## CIP.TitleOptics/Optical Sciences 5.876e+02
## CIP.TitleOptometric Technician/Assistant 7.233e+02
## CIP.TitleOptometry 5.706e+02
## CIP.TitleOrganic Chemistry 4.278e+02
## CIP.TitleOrganizational Behavior Studies 4.310e+02
## CIP.TitleOrganizational Communication, General 4.315e+02
## CIP.TitleOrnamental Horticulture 5.967e+02
## CIP.TitleOrthoptics/Orthoptist 7.233e+02
## CIP.TitleOrthotist/Prosthetist 3.747e+02
## CIP.TitleOsteopathic Medicine Osteopathy 5.706e+02
## CIP.TitleOther Foreign Languages 7.624e+02
## CIP.TitlePacific Area/Pacific Rim Studies 5.726e+02
## CIP.TitlePainting 6.460e+02
## CIP.TitlePainting/Painter and Wall Coverer 6.060e+02
## CIP.TitlePaleontology 2.018e+03
## CIP.TitleParasitology 1.096e+03
## CIP.TitleParks, Recreation and Leisure Facilities Management 3.219e+02
## CIP.TitleParks, Recreation and Leisure Studies 3.219e+02
## CIP.TitleParks, Recreation, Leisure and Fitness Studies, Other 3.219e+02
## CIP.TitleParts and Warehousing Operations and Maintenance Technology/Technician 1.453e+03
## CIP.TitleParts, Warehousing, and Inventory Management Operations 5.753e+02
## CIP.TitlePastoral Counseling and Specialized Ministries 3.889e+02
## CIP.TitlePastoral Studies/Counseling 3.889e+02
## CIP.TitlePathology/Experimental Pathology 9.095e+02
## CIP.TitlePathology/Pathologist Assistant 7.233e+02
## CIP.TitlePeace Studies and Conflict Resolution 7.373e+02
## CIP.TitlePediatric Nurse/Nursing 1.672e+02
## CIP.TitlePerfusion Technology/Perfusionist 4.579e+02
## CIP.TitlePerioperative/Operating Room and Surgical Nurse/Nursing 1.672e+02
## CIP.TitlePermanent Cosmetics/Makeup and Tattooing 8.890e+02
## CIP.TitlePersonal and Culinary Services, Other 8.890e+02
## CIP.TitlePersonality Psychology 9.892e+02
## CIP.TitlePetroleum Engineering 9.579e+02
## CIP.TitlePetroleum Technology/Technician 7.685e+02
## CIP.TitlePharmaceutics and Drug Design 5.092e+02
## CIP.TitlePharmacoeconomics/Pharmaceutical Economics 5.092e+02
## CIP.TitlePharmacology 1.836e+03
## CIP.TitlePharmacology and Toxicology 2.582e+03
## CIP.TitlePharmacology and Toxicology, Other 2.582e+03
## CIP.TitlePharmacy 4.391e+02
## CIP.TitlePharmacy Administration and Pharmacy Policy and Regulatory Affairs 4.391e+02
## CIP.TitlePharmacy Technician/Assistant 7.233e+02
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration 4.391e+02
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration, Other 4.391e+02
## CIP.TitlePhilosophy 4.122e+02
## CIP.TitlePhilosophy and Religious Studies 4.122e+02
## CIP.TitlePhilosophy and Religious Studies, Other 4.122e+02
## CIP.TitlePhilosophy, Other 4.122e+02
## CIP.TitlePhlebotomy/Phlebotomist 4.579e+02
## CIP.TitlePhotobiology 1.096e+03
## CIP.TitlePhotographic and Film Video Technology/Technician and Assistant 7.357e+02
## CIP.TitlePhotography 5.068e+02
## CIP.TitlePhotojournalism 2.972e+02
## CIP.TitlePhysical and Health Education Teaching 3.559e+02
## CIP.TitlePhysical and Theoretical Chemistry 4.278e+02
## CIP.TitlePhysical Anthropology 4.902e+02
## CIP.TitlePhysical Education Teaching and Coaching 3.559e+02
## CIP.TitlePhysical Fitness, Parks, Recreation, and Leisure 3.219e+02
## CIP.TitlePhysical Science Technologies/Technicians, Other 1.671e+03
## CIP.TitlePhysical Sciences 1.394e+03
## CIP.TitlePhysical Therapist Assistant 7.233e+02
## CIP.TitlePhysical Therapy/Therapist 3.747e+02
## CIP.TitlePhysician Assistant 7.233e+02
## CIP.TitlePhysics 5.876e+02
## CIP.TitlePhysics Teacher Education 7.711e+02
## CIP.TitlePhysics, General 5.876e+02
## CIP.TitlePhysics, Other 5.876e+02
## CIP.TitlePhysiological Psychology/Psychobiology 9.892e+02
## CIP.TitlePhysiology 9.095e+02
## CIP.TitlePhysiology, General 9.095e+02
## CIP.TitlePhysiology, Pathology, and Related Sciences, Other 9.095e+02
## CIP.TitlePiano and Organ 3.591e+02
## CIP.TitlePipefitting/Pipefitter and Sprinkler Fitter 6.060e+02
## CIP.TitlePlanetary Astronomy and Science 2.666e+03
## CIP.TitlePlant Genetics 2.296e+03
## CIP.TitlePlant Molecular Biology 1.554e+03
## CIP.TitlePlant Nursery Operations and Management 5.967e+02
## CIP.TitlePlant Pathology/Phytopathology 1.554e+03
## CIP.TitlePlant Physiology 1.554e+03
## CIP.TitlePlant Protection and Integrated Pest Management 7.014e+02
## CIP.TitlePlant Science and Agronomy 6.523e+02
## CIP.TitlePlant Sciences 7.014e+02
## CIP.TitlePlant Sciences, Other 7.014e+02
## CIP.TitlePlasma and High-Temperature Physics 5.876e+02
## CIP.TitlePlastics Engineering Technology/Technician 6.915e+02
## CIP.TitlePlatemaker/Imager 7.357e+02
## CIP.TitlePlaywriting and Screenwriting 4.454e+02
## CIP.TitlePlumbing and Related Water Supply Services, Other 6.060e+02
## CIP.TitlePlumbing Technology/Plumber 6.060e+02
## CIP.TitlePodiatric Medicine Podiatry 5.706e+02
## CIP.TitlePolish Language and Literature 7.624e+02
## CIP.TitlePolish Studies 5.726e+02
## CIP.TitlePolitical Communication 4.315e+02
## CIP.TitlePolitical Science and Government 2.311e+02
## CIP.TitlePolitical Science and Government, General 2.311e+02
## CIP.TitlePolitical Science and Government, Other 2.311e+02
## CIP.TitlePolymer Chemistry 4.278e+02
## CIP.TitlePolymer Plastics Engineering 1.272e+03
## CIP.TitlePopulation Biology 8.968e+02
## CIP.TitlePortuguese Language and Literature 7.624e+02
## CIP.TitlePoultry Science 6.284e+02
## CIP.TitlePre-Dentistry Studies 1.013e+03
## CIP.TitlePre-Law and Legal Studies 7.088e+02
## CIP.TitlePre-Law Studies 7.088e+02
## CIP.TitlePre-Medicine/Pre-Medical Studies 1.013e+03
## CIP.TitlePre-Nursing Studies 1.672e+02
## CIP.TitlePre-Pharmacy Studies 1.013e+03
## CIP.TitlePre-Theology/Pre-Ministerial Studies 3.889e+02
## CIP.TitlePre-Veterinary Studies 1.013e+03
## CIP.TitlePrecision Systems Maintenance and Repair Technologies 1.453e+03
## CIP.TitlePrepress/Desktop Publishing and Digital Imaging Design 7.357e+02
## CIP.TitlePrinting Management 7.357e+02
## CIP.TitlePrinting Press Operator 7.357e+02
## CIP.TitlePrintmaking 6.460e+02
## CIP.TitlePsychiatric/Mental Health Nurse Nursing 1.672e+02
## CIP.TitlePsychiatric/Mental Health Services Technician 4.579e+02
## CIP.TitlePsychology 1.777e+02
## CIP.TitlePsychology Teacher Education 3.948e+02
## CIP.TitlePsychology, General 1.777e+02
## CIP.TitlePsychology, Other 9.892e+02
## CIP.TitlePsychometrics and Quantitative Psychology 9.892e+02
## CIP.TitlePsychopharmacology 9.892e+02
## CIP.TitlePublic Administration 5.584e+02
## CIP.TitlePublic Administration and Social Service Professions, Other 6.430e+02
## CIP.TitlePublic Finance 2.231e+02
## CIP.TitlePublic Health Education and Promotion 7.693e+02
## CIP.TitlePublic Health, General 7.693e+02
## CIP.TitlePublic Health, Other 7.693e+02
## CIP.TitlePublic Health/Community Nurse/Nursing 1.672e+02
## CIP.TitlePublic Policy 1.498e+03
## CIP.TitlePublic Policy Analysis 1.498e+03
## CIP.TitlePublic Relations, Advertising and Applied Communication, Other 4.315e+02
## CIP.TitlePublic Relations/Image Management 4.315e+02
## CIP.TitlePublic/Applied History and Archival Administration 2.360e+02
## CIP.TitlePublishing 4.072e+02
## CIP.TitlePunjabi Language and Literature 7.624e+02
## CIP.TitlePurchasing, Procurement/Acquisitions and Contracts Management 7.663e+02
## CIP.TitleQuality Control and Safety Technologies/Technicians, Other 7.685e+02
## CIP.TitleQuality Control Technology/Technician 7.685e+02
## CIP.TitleRabbinical Studies 3.889e+02
## CIP.TitleRadiation Biology/Radiobiology 1.096e+03
## CIP.TitleRadiation Protection/Health Physics Technician 4.579e+02
## CIP.TitleRadio and Television 4.072e+02
## CIP.TitleRadio and Television Broadcasting Technology/Technician 7.357e+02
## CIP.TitleRadio, Television, and Digital Communication 4.072e+02
## CIP.TitleRadiologic Technology/Science-Radiographer 4.579e+02
## CIP.TitleRange Science and Management 7.014e+02
## CIP.TitleReading Teacher Education 4.376e+02
## CIP.TitleReal Estate 5.753e+02
## CIP.TitleReceptionist 5.753e+02
## CIP.TitleRecording Arts Technology/Technician 7.357e+02
## CIP.TitleRegional Studies (US, Canadian, Foreign) 5.726e+02
## CIP.TitleRehabilitation and Therapeutic Professions, Other 3.747e+02
## CIP.TitleReligion/Religious Studies 4.122e+02
## CIP.TitleReligion/Religious Studies, Other 4.122e+02
## CIP.TitleReligious Education 3.889e+02
## CIP.TitleReligious/Sacred Music 3.889e+02
## CIP.TitleRenal/Dialysis Technologist Technician 4.579e+02
## CIP.TitleReproductive Biology 9.095e+02
## CIP.TitleResort Management 4.170e+02
## CIP.TitleRespiratory Care Therapy/Therapist 4.579e+02
## CIP.TitleRestaurant, Culinary, and Catering Management/Manager 8.890e+02
## CIP.TitleRestaurant/Food Services Management 4.170e+02
## CIP.TitleRetailing and Retail Operations 1.973e+02
## CIP.TitleRobotics Technology/Technician 7.685e+02
## CIP.TitleRomance Languages, Literatures, and Linguistics, General 3.862e+02
## CIP.TitleRomance Languages, Literatures, and Linguistics, Other 3.862e+02
## CIP.TitleRomanian Language and Literature 7.624e+02
## CIP.TitleRoofer 6.060e+02
## CIP.TitleRussian Language and Literature 7.624e+02
## CIP.TitleRussian Studies 5.726e+02
## CIP.TitleSales and Marketing Operations/Marketing and Distribution Teacher Education 3.948e+02
## CIP.TitleSales, Distribution, and Marketing Operations, General 1.973e+02
## CIP.TitleSalon/Beauty Salon Management/Manager 8.890e+02
## CIP.TitleSanskrit and Classical Indian Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleScandinavian Languages, Literatures, and Linguistics 7.624e+02
## CIP.TitleScandinavian Studies 5.726e+02
## CIP.TitleSchool Librarian/School Library Media Specialist 3.948e+02
## CIP.TitleSchool Psychology 1.537e+03
## CIP.TitleSchool Student Counseling 3.716e+03
## CIP.TitleScience Teacher Education 7.711e+02
## CIP.TitleScience Teacher Education/General Science Teacher Education 7.711e+02
## CIP.TitleScience Technologies/Technicians, Other 1.671e+03
## CIP.TitleScience, Technology and Society 7.373e+02
## CIP.TitleSculpture 6.460e+02
## CIP.TitleSecondary Education and Teaching 3.958e+02
## CIP.TitleSecondary School Administration/Principalship 2.863e+03
## CIP.TitleSecondary Teacher Education 3.958e+02
## CIP.TitleSecurities Services Administration/Management 2.301e+02
## CIP.TitleSecurity and Loss Prevention Services 2.301e+02
## CIP.TitleSecurity and Protective Services, Other 2.301e+02
## CIP.TitleSecurity System Installation, Repair, and Inspection Technology/Technician 1.453e+03
## CIP.TitleSelling Skills and Sales Operations 1.973e+02
## CIP.TitleSemitic Languages and Literatures, and Linguistics, General 7.624e+02
## CIP.TitleSerbian, Croatian, and Serbo-Croatian Languages and Literatures 7.624e+02
## CIP.TitleSign Language Interpretation and Translation 3.862e+02
## CIP.TitleSlavic Languages, Literatures, and Linguistics, General 7.624e+02
## CIP.TitleSlavic Studies 5.726e+02
## CIP.TitleSlavic, Baltic, and Albanian Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleSlovak Language and Literature 7.624e+02
## CIP.TitleSmall Business Administration/Management 5.753e+02
## CIP.TitleSmall Companion Animal Surgery and Medicine 5.706e+02
## CIP.TitleSmall Engine Mechanics and Repair Technology/Technician 1.453e+03
## CIP.TitleSocial and Philosophical Foundations of Education 1.796e+02
## CIP.TitleSocial Psychology 1.237e+03
## CIP.TitleSocial Science or History Teacher Education 5.192e+02
## CIP.TitleSocial Science Teacher Education 5.192e+02
## CIP.TitleSocial Sciences 5.185e+02
## CIP.TitleSocial Sciences, Other 5.185e+02
## CIP.TitleSocial Studies Teacher Education 5.192e+02
## CIP.TitleSocial Work 2.471e+02
## CIP.TitleSocial Work, Other 3.359e+02
## CIP.TitleSociology 1.838e+02
## CIP.TitleSoil Chemistry and Physics 2.257e+03
## CIP.TitleSoil Microbiology 2.257e+03
## CIP.TitleSoil science 2.242e+03
## CIP.TitleSoil Science and Agronomy 2.257e+03
## CIP.TitleSoil Sciences, Other 2.257e+03
## CIP.TitleSolar Energy Technology/Technician 7.240e+02
## CIP.TitleSolid State and Low-Temperature Physics 5.876e+02
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, General 7.624e+02
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleSouth Asian Studies 5.726e+02
## CIP.TitleSoutheast Asian and Australasian/Pacific Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleSoutheast Asian Languages, Literatures, and Linguistics, General 7.624e+02
## CIP.TitleSoutheast Asian Studies 5.726e+02
## CIP.TitleSpanish and Iberian Studies 5.726e+02
## CIP.TitleSpanish Language and Literature 3.862e+02
## CIP.TitleSpanish Language Teacher Education 4.376e+02
## CIP.TitleSpecial Education and Teaching, General 4.797e+02
## CIP.TitleSpecial Education and Teaching, Other 4.797e+02
## CIP.TitleSpecial Needs Education 4.797e+02
## CIP.TitleSpecial Products Marketing Operations 1.973e+02
## CIP.TitleSpecialized Merchandising, Sales, and Marketing Operations, Other 1.973e+02
## CIP.TitleSpeech-Language Pathology/Pathologist 6.709e+02
## CIP.TitleSpeech and Rhetorical Studies 7.534e+02
## CIP.TitleSpeech Teacher Education 4.376e+02
## CIP.TitleSport and Fitness Administration/Management 3.219e+02
## CIP.TitleStatistics 1.187e+03
## CIP.TitleStatistics, General 1.187e+03
## CIP.TitleStatistics, Other 1.187e+03
## CIP.TitleStructural Biology 1.117e+03
## CIP.TitleStructural Engineering 4.098e+02
## CIP.TitleStudent Counseling and Personnel Services, Other 3.716e+03
## CIP.TitleStudio Arts 6.460e+02
## CIP.TitleSubstance Abuse/Addiction Counseling 6.595e+02
## CIP.TitleSuperintendency and Educational System Administration 2.863e+03
## CIP.TitleSurgical Technology/Technologist 4.579e+02
## CIP.TitleSurveying Engineering 8.097e+02
## CIP.TitleSurveying Technology/Surveying 7.685e+02
## CIP.TitleSwedish Language and Literature 7.624e+02
## CIP.TitleSystem Administration/Administrator 9.568e+02
## CIP.TitleSystem, Networking, and LAN WAN Management/Manager 9.568e+02
## CIP.TitleSystematic Biology/Biological Systematics 8.968e+02
## CIP.TitleSystems Engineering 5.386e+02
## CIP.TitleTalmudic Studies 3.889e+02
## CIP.TitleTamil Language and Literature 7.624e+02
## CIP.TitleTaxation 5.753e+02
## CIP.TitleTaxidermy Taxidermist 5.967e+02
## CIP.TitleTeacher Assistant/Aide 1.796e+02
## CIP.TitleTeacher AssistantsAides, Other 1.796e+02
## CIP.TitleTeacher Education and Professional Development, Specific Levels and Methods, Other 1.796e+02
## CIP.TitleTeacher Education and Professional Development, Specific Subject Areas, Other 3.948e+02
## CIP.TitleTeacher Education, Multiple Levels 6.202e+02
## CIP.TitleTeacher Education: Multiple Levels 6.202e+02
## CIP.TitleTeaching English as a Second or Foreign Language/ESL Language Instructor 4.376e+02
## CIP.TitleTeaching English or French as a Second or Foreign Language, Other 4.376e+02
## CIP.TitleTeaching French as a Second or Foreign Language 4.376e+02
## CIP.TitleTechnical and Business Writing 7.534e+02
## CIP.TitleTechnical Teacher Education 3.948e+02
## CIP.TitleTechnical Theatre/Theatre Design and Technology 4.454e+02
## CIP.TitleTechnology Teacher Education/Industrial Arts Teacher Education 3.948e+02
## CIP.TitleTelecommunications Technology/Technician 6.517e+02
## CIP.TitleTextile Science 3.025e+02
## CIP.TitleTextile Sciences and Engineering 1.272e+03
## CIP.TitleThai Language and Literature 7.624e+02
## CIP.TitleTheatre Literature, History and Criticism 4.454e+02
## CIP.TitleTheatre/Theatre Arts Management 4.454e+02
## CIP.TitleTheological and Ministerial Studies, Other 3.889e+02
## CIP.TitleTheology and Religious Vocations 3.889e+02
## CIP.TitleTheology and Religious Vocations, Other 3.889e+02
## CIP.TitleTheology/Theological Studies 3.889e+02
## CIP.TitleTheoretical and Mathematical Physics 5.876e+02
## CIP.TitleTherapeutic Recreation/Recreational Therapy 3.747e+02
## CIP.TitleTibetan Language and Literature 7.624e+02
## CIP.TitleTibetan Studies 5.726e+02
## CIP.TitleTourism and Travel Services Management 4.170e+02
## CIP.TitleTourism and Travel Services Marketing Operations 1.973e+02
## CIP.TitleTourism Promotion Operations 1.973e+02
## CIP.TitleToxicology 1.096e+03
## CIP.TitleTrade and Industrial Teacher Education 3.948e+02
## CIP.TitleTraditional Chinese/Asian Medicine and Chinese Herbology 6.595e+02
## CIP.TitleTraffic, Customs, and Transportation Clerk/Technician 5.753e+02
## CIP.TitleTransportation and Highway Engineering 4.098e+02
## CIP.TitleTransportation and Materials Moving, Other 5.199e+02
## CIP.TitleTransportation Sciences and Technologies 5.199e+02
## CIP.TitleTransportation/Transportation Management 7.663e+02
## CIP.TitleTreatment Therapy Professions 3.747e+02
## CIP.TitleTruck and Bus Driver/Commercial Vehicle Operation 5.199e+02
## CIP.TitleTurf and Turfgrass Management 5.967e+02
## CIP.TitleTurkic, Ural-Altaic, Caucasian, and Central Asian Languages, Literatures, and Linguistics, Other 7.624e+02
## CIP.TitleTurkish Language and Literature 7.624e+02
## CIP.TitleUkraine Studies 5.726e+02
## CIP.TitleUkrainian Language and Literature 7.624e+02
## CIP.TitleUnited States History 1.368e+03
## CIP.TitleUral-Altaic and Central Asian Studies 5.726e+02
## CIP.TitleUrban Education and Leadership 2.863e+03
## CIP.TitleUrban Forestry 7.428e+02
## CIP.TitleUrban Studies/Affairs 1.446e+03
## CIP.TitleUrdu Language and Literature 7.624e+02
## CIP.TitleVehicle and Vehicle Parts and Accessories Marketing Operations 1.973e+02
## CIP.TitleVehicle Emissions Inspection and Maintenance Technology/Technician 1.453e+03
## CIP.TitleVehicle Maintenance and Repair Technologies, Other 1.453e+03
## CIP.TitleVeterinary Anatomy 6.595e+02
## CIP.TitleVeterinary Animal Health Technology/Technician and Veterinary Assistant 4.579e+02
## CIP.TitleVeterinary Biomedical and Clinical Sciences, Other 6.595e+02
## CIP.TitleVeterinary Infectious Diseases 6.595e+02
## CIP.TitleVeterinary Medicine 5.706e+02
## CIP.TitleVeterinary Microbiology and Immunobiology 6.595e+02
## CIP.TitleVeterinary Pathology and Pathobiology 6.595e+02
## CIP.TitleVeterinary Physiology 6.595e+02
## CIP.TitleVeterinary Preventive Medicine Epidemiology and Public Health 6.595e+02
## CIP.TitleVeterinary Sciences/Veterinary Clinical Sciences, General 6.595e+02
## CIP.TitleVeterinary Toxicology and Pharmacology 6.595e+02
## CIP.TitleVietnamese Language and Literature 7.624e+02
## CIP.TitleViolin, Viola, Guitar and Other Stringed Instruments 3.591e+02
## CIP.TitleVirology 1.096e+03
## CIP.TitleVision Science/Physiological Optics 9.095e+02
## CIP.TitleVisual and Performing Arts 7.802e+02
## CIP.TitleVisual and Performing Arts, General 7.802e+02
## CIP.TitleVisual and Performing Arts, Other 7.802e+02
## CIP.TitleVocational Rehabilitation Counseling/Counselor 3.747e+02
## CIP.TitleVoice and Opera 3.591e+02
## CIP.TitleWaldorf/Steiner Teacher Education 3.948e+02
## CIP.TitleWatchmaking and Jewelrymaking 1.453e+03
## CIP.TitleWater Quality and Wastewater Treatment Management and Recycling Technology/Technician 7.685e+02
## CIP.TitleWater Resources Engineering 4.098e+02
## CIP.TitleWater, Wetlands, and Marine Resources Management 6.878e+02
## CIP.TitleWeb Multimedia Management and Webmaster 9.568e+02
## CIP.TitleWeb Page, Digital/Multimedia and Information Resources Design 1.097e+03
## CIP.TitleWell Drilling/Driller 6.060e+02
## CIP.TitleWestern European Studies 5.726e+02
## CIP.TitleWildlife and Wildlands Science and Management 6.878e+02
## CIP.TitleWildlife Biology 1.096e+03
## CIP.TitleWomens Studies 5.726e+02
## CIP.TitleWood Science and Wood Products/Pulp and Paper Technology 7.428e+02
## CIP.TitleWord Processing 5.753e+02
## CIP.TitleWork and Family Studies 3.025e+02
## CIP.TitleYoga Teacher Training/Yoga Therapy 3.747e+02
## CIP.TitleYouth Ministry 3.889e+02
## CIP.TitleYouth Services Administration 3.359e+02
## CIP.TitleZoology 8.200e+02
## CIP.TitleZoology/Animal Biology 8.200e+02
## CIP.TitleZoology/Animal Biology, Other 8.200e+02
## t value
## (Intercept) 674.414
## isStemTRUE 0.000
## CIP.TitleAccounting and Business/Management 0.000
## CIP.TitleAccounting and Finance 0.000
## CIP.TitleAccounting and Related Services, Other 0.000
## CIP.TitleAccounting Technology/Technician and Bookkeeping 0.000
## CIP.TitleAcoustics 8.509
## CIP.TitleActing -51.640
## CIP.TitleActuarial Science 5.339
## CIP.TitleAcupuncture -30.324
## CIP.TitleAdministration of Special Education -2.445
## CIP.TitleAdministrative Assistant and Secretarial Science, General -20.858
## CIP.TitleAdult and Continuing Education Administration -2.445
## CIP.TitleAdult and Continuing Education and Teaching -37.997
## CIP.TitleAdult Development and Aging -80.991
## CIP.TitleAdult Health Nurse/Nursing -17.940
## CIP.TitleAdult Literacy Tutor/Instructor -52.564
## CIP.TitleAdvertising -34.760
## CIP.TitleAdvertising and Public Relations -34.760
## CIP.TitleAeronautical/Aerospace Engineering Technology/Technician -4.561
## CIP.TitleAeronautics/Aviation/Aerospace Science and Technology, General 3.447
## CIP.TitleAerospace Engineering 19.720
## CIP.TitleAerospace, Aeronautical and Astronautical Engineering 19.720
## CIP.TitleAesthetician/Esthetician and Skin Care Specialist -28.123
## CIP.TitleAfrican-American/Black Studies -33.180
## CIP.TitleAfrican Languages, Literatures, and Linguistics -26.233
## CIP.TitleAfrican Studies -33.180
## CIP.TitleAgribusiness/Agricultural Business Operations -18.435
## CIP.TitleAgricultural and Domestic Animal Services, Other -18.435
## CIP.TitleAgricultural and Extension Education Services -6.603
## CIP.TitleAgricultural and Food Products Processing -18.435
## CIP.TitleAgricultural and Horticultural Plant Breeding -21.385
## CIP.TitleAgricultural Animal Breeding -30.234
## CIP.TitleAgricultural Business and Management, General -18.435
## CIP.TitleAgricultural Business and Management, Other -18.435
## CIP.TitleAgricultural Business Technology -18.435
## CIP.TitleAgricultural Communication/Journalism -6.603
## CIP.TitleAgricultural Economics -2.840
## CIP.TitleAgricultural Mechanics and Equipment/Machine Technology -18.435
## CIP.TitleAgricultural Mechanization, General -18.435
## CIP.TitleAgricultural Mechanization, Other -18.435
## CIP.TitleAgricultural Power Machinery Operation -18.435
## CIP.TitleAgricultural Production Operations -18.435
## CIP.TitleAgricultural Public Services, Other -6.603
## CIP.TitleAgricultural Teacher Education -37.997
## CIP.TitleAgricultural/Biological Engineering and Bioengineering -2.880
## CIP.TitleAgricultural/Farm Supplies Retailing and Wholesales -18.435
## CIP.TitleAgriculture Production and Management -18.435
## CIP.TitleAgriculture, Agriculture Operations, and Related Services, Other -18.435
## CIP.TitleAgriculture, General -18.435
## CIP.TitleAgronomy and Crop Sciences -21.385
## CIP.TitleAir Force JROTC ROTC -0.361
## CIP.TitleAir Traffic Controller 3.847
## CIP.TitleAir Transportation, Other 3.847
## CIP.TitleAircraft Powerplant Technology/Technician -11.700
## CIP.TitleAirframe Mechanics and Aircraft Maintenance Technology/Technician -11.700
## CIP.TitleAirline Flight Attendant 3.847
## CIP.TitleAirline/Commercial/Professional Pilot and Flight Crew 3.847
## CIP.TitleAlbanian Language and Literature -26.233
## CIP.TitleAllied Health and Medical Assisting Services, Other -13.825
## CIP.TitleAllied Health Diagnostic, Intervention, and Treatment Professions, Other -30.324
## CIP.TitleAlternative and Complementary Medical Support Services, Other -30.324
## CIP.TitleAlternative and Complementary Medicine and Medical Systems, Other -30.324
## CIP.TitleAlternative Fuel Vehicle Technology/Technician -11.700
## CIP.TitleAmerican Government and Politics, United States -30.285
## CIP.TitleAmerican History (United States) -10.963
## CIP.TitleAmerican Indian/Native American Languages, Literatures, and Linguistics -26.233
## CIP.TitleAmerican Indian/Native American Studies -33.180
## CIP.TitleAmerican Literature, Canadian -75.592
## CIP.TitleAmerican Literature, United States -75.592
## CIP.TitleAmerican Sign Language, ASL -44.019
## CIP.TitleAmerican Sign Language, Other -44.019
## CIP.TitleAmerican/United States Studies Civilization -33.180
## CIP.TitleAnalytical Chemistry -14.025
## CIP.TitleAnatomy -11.865
## CIP.TitleAncient Classical Greek Language and Literature -26.233
## CIP.TitleAncient Near Eastern and Biblical Languages, Literatures, and Linguistics -26.233
## CIP.TitleAncient Studies/Civilization -25.961
## CIP.TitleAnesthesiologist Assistant -13.825
## CIP.TitleAnimal Behavior and Ethology -11.865
## CIP.TitleAnimal Genetics -7.404
## CIP.TitleAnimal Health -30.234
## CIP.TitleAnimal Livestock Husbandry and Production -18.435
## CIP.TitleAnimal Nutrition -30.234
## CIP.TitleAnimal Physiology -16.492
## CIP.TitleAnimal Sciences -33.150
## CIP.TitleAnimal Sciences, General -30.234
## CIP.TitleAnimal Sciences, Other -30.234
## CIP.TitleAnimal Training -18.435
## CIP.TitleAnimation, Interactive Technology, Video Graphics and Special Effects -19.243
## CIP.TitleAnthropology -44.879
## CIP.TitleAnthropology and Archeology -44.879
## CIP.TitleAnthropology, Other -44.879
## CIP.TitleApparel and Accessories Marketing Operations -45.606
## CIP.TitleApparel and Textile Manufacture -80.991
## CIP.TitleApparel and Textile Marketing Management -80.991
## CIP.TitleApparel and Textiles, General -80.991
## CIP.TitleApparel and Textiles, Other -80.991
## CIP.TitleAppliance Installation and Repair Technology/Technician -11.700
## CIP.TitleApplied Economics 17.388
## CIP.TitleApplied Horticulture/Horticultural Business Services, Other -18.435
## CIP.TitleApplied Horticulture/Horticultural Operations, General -18.435
## CIP.TitleApplied Mathematics 5.156
## CIP.TitleApplied Mathematics, Other 3.721
## CIP.TitleAquaculture -18.435
## CIP.TitleAquatic Biology/Limnology -11.865
## CIP.TitleArabic Language and Literature -26.233
## CIP.TitleArcheology -39.723
## CIP.TitleArchitectural Drafting and Architectural CAD/CADD -2.602
## CIP.TitleArchitectural Engineering 13.557
## CIP.TitleArchitectural Engineering Technology/Technician -2.602
## CIP.TitleArchitectural History and Criticism, General -5.739
## CIP.TitleArchitectural Technology/Technician -5.739
## CIP.TitleArchitecture -7.822
## CIP.TitleArchitecture and Related Services, Other -5.739
## CIP.TitleArea Studies, Other -33.180
## CIP.TitleArea, Ethnic, and Civilization Studies -33.180
## CIP.TitleArea, Ethnic, Cultural, and Gender Studies, Other -33.180
## CIP.TitleArmy JROTC ROTC -0.361
## CIP.TitleArt and Music Education -57.483
## CIP.TitleArt History and Criticism -33.561
## CIP.TitleArt History, Criticism and Conservation -33.561
## CIP.TitleArt Teacher Education -57.483
## CIP.TitleArt Therapy/Therapist -10.676
## CIP.TitleArt/Art Studies, General -77.220
## CIP.TitleArtificial Intelligence and Robotics 0.000
## CIP.TitleArts Management -10.136
## CIP.TitleAsian-American Studies -33.180
## CIP.TitleAsian History -63.568
## CIP.TitleAsian Studies Civilization -33.180
## CIP.TitleAssistive/Augmentative Technology and Rehabilitation Engineering -10.676
## CIP.TitleAstronomy 5.626
## CIP.TitleAstronomy and Astrophysics 5.626
## CIP.TitleAstronomy and Astrophysics, Other 5.626
## CIP.TitleAstrophysics 5.626
## CIP.TitleAthletic Training/Trainer -10.676
## CIP.TitleAtmospheric Chemistry and Climatology -3.209
## CIP.TitleAtmospheric Physics and Dynamics -3.209
## CIP.TitleAtmospheric Sciences and Meteorology -3.209
## CIP.TitleAtmospheric Sciences and Meteorology, General -3.209
## CIP.TitleAtmospheric Sciences and Meteorology, Other -3.209
## CIP.TitleAtomic/Molecular Physics 8.509
## CIP.TitleAuctioneering -45.606
## CIP.TitleAudiology/Audiologist and Hearing Sciences -34.281
## CIP.TitleAudiology/Audiologist and Speech-Language Pathology/Pathologist -34.281
## CIP.TitleAudiovisual Communications Technologies/Technicians, Other -20.389
## CIP.TitleAuditing 0.000
## CIP.TitleAustralian/Oceanic/Pacific Languages, Literatures, and Linguistics -26.233
## CIP.TitleAutobody/Collision and Repair Technology/Technician -11.700
## CIP.TitleAutomobile/Automotive Mechanics Technology Technician -11.700
## CIP.TitleAutomotive Engineering Technology/Technician -4.561
## CIP.TitleAviation/Airway Management and Operations 3.847
## CIP.TitleAvionics Maintenance Technology/Technician -11.700
## CIP.TitleAyurvedic Medicine/Ayurveda -30.324
## CIP.TitleBahasa Indonesian/Bahasa Malay Languages and Literatures -26.233
## CIP.TitleBaking and Pastry Arts/Baker/Pastry Chef -28.123
## CIP.TitleBalkans Studies -33.180
## CIP.TitleBallet -32.042
## CIP.TitleBaltic Languages, Literatures, and Linguistics -26.233
## CIP.TitleBaltic Studies -33.180
## CIP.TitleBanking and Financial Support Services 0.000
## CIP.TitleBarbering/Barber -28.123
## CIP.TitleBartending/Bartender -28.123
## CIP.TitleBengali Language and Literature -26.233
## CIP.TitleBible/Biblical Studies -64.285
## CIP.TitleBicycle Mechanics and Repair Technology/Technician -11.700
## CIP.TitleBilingual and Multilingual Education -37.997
## CIP.TitleBilingual, Multilingual and Multicultural Education, Other -37.997
## CIP.TitleBiochemical Sciences -16.729
## CIP.TitleBiochemistry -16.729
## CIP.TitleBiochemistry, Biophysics and Molecular Biology, Other -16.729
## CIP.TitleBiochemistry/Biophysics and Molecular Biology -16.729
## CIP.TitleBioethics/Medical Ethics -30.324
## CIP.TitleBioinformatics -11.865
## CIP.TitleBiological and Biomedical Sciences, Other -11.865
## CIP.TitleBiological Engineering -2.880
## CIP.TitleBiology -41.266
## CIP.TitleBiology Teacher Education -24.641
## CIP.TitleBiology/Biological Sciences, General -41.266
## CIP.TitleBiomathematics and Bioinformatics -11.865
## CIP.TitleBiomedical Engineering 0.000
## CIP.TitleBiomedical Sciences, General -41.266
## CIP.TitleBiomedical Technology/Technician -2.602
## CIP.TitleBiomedical/Medical Engineering 0.000
## CIP.TitleBiometry Biometrics -11.865
## CIP.TitleBiophysics -16.729
## CIP.TitleBiopsychology -5.439
## CIP.TitleBiostatistics -11.865
## CIP.TitleBiotechnology -11.865
## CIP.TitleBlasting/Blaster 0.000
## CIP.TitleBlood Bank Technology Specialist -10.920
## CIP.TitleBotany -9.654
## CIP.TitleBotany/Plant Biology -9.654
## CIP.TitleBotany/Plant Biology, Other -9.654
## CIP.TitleBroadcast Journalism -50.465
## CIP.TitleBuddhist Studies -48.517
## CIP.TitleBuilding/Construction Finishing, Management, and Inspection, Other 0.000
## CIP.TitleBuilding/Construction Site Management/Manager 0.000
## CIP.TitleBuilding/Home/Construction Inspection/Inspector 0.000
## CIP.TitleBuilding/Property Maintenance and Management 0.000
## CIP.TitleBulgarian Language and Literature -26.233
## CIP.TitleBurmese Language and Literature -26.233
## CIP.TitleBusiness Administration and Management, General -49.657
## CIP.TitleBusiness Administration, Management and Operations, Other -49.657
## CIP.TitleBusiness and Personal Financial Services Marketing Operations -45.606
## CIP.TitleBusiness Economics 0.000
## CIP.TitleBusiness Family and Consumer Sciences/Human Sciences -80.991
## CIP.TitleBusiness Machine Repair -11.700
## CIP.TitleBusiness Management and Administration -49.657
## CIP.TitleBusiness Operations Support and Secretarial Services, Other -20.858
## CIP.TitleBusiness Statistics 13.073
## CIP.TitleBusiness Teacher Education -37.997
## CIP.TitleBusiness, Management, Marketing, and Related Support Services, Other -20.858
## CIP.TitleBusiness/Commerce, General -31.832
## CIP.TitleBusiness/Corporate Communications -20.858
## CIP.TitleBusiness/Managerial Economics 0.000
## CIP.TitleBusiness/Office Automation/Technology/Data Entry -20.858
## CIP.TitleCAD/CADD Drafting and or Design Technology/Technician -2.602
## CIP.TitleCanadian Government and Politics -30.285
## CIP.TitleCanadian History -63.568
## CIP.TitleCanadian Studies -33.180
## CIP.TitleCardiopulmonary Technology/Technologist -10.920
## CIP.TitleCardiovascular Science -16.492
## CIP.TitleCardiovascular Technology/Technologist -10.920
## CIP.TitleCaribbean Studies -33.180
## CIP.TitleCarpentry/Carpenter 0.000
## CIP.TitleCartography -18.280
## CIP.TitleCatalan Language and Literature -26.233
## CIP.TitleCell Biology and Anatomy -17.903
## CIP.TitleCell Cellular Biology and Histology -17.903
## CIP.TitleCell Physiology -16.492
## CIP.TitleCell/Cellular and Molecular Biology -17.903
## CIP.TitleCell/Cellular Biology and Anatomical Sciences, Other -17.903
## CIP.TitleCeltic Languages, Literatures, and Linguistics -26.233
## CIP.TitleCentral/Middle and Eastern European Studies -33.180
## CIP.TitleCeramic Arts and Ceramics -42.414
## CIP.TitleCeramic Sciences and Engineering 10.220
## CIP.TitleChemical Engineering 51.918
## CIP.TitleChemical Physics -14.025
## CIP.TitleChemical Technology/Technician -1.795
## CIP.TitleChemistry -14.025
## CIP.TitleChemistry Teacher Education -24.641
## CIP.TitleChemistry, General -14.025
## CIP.TitleChemistry, Other -14.025
## CIP.TitleChild Care and Support Services Management -80.991
## CIP.TitleChild Care Provider/Assistant -80.991
## CIP.TitleChild Development -80.991
## CIP.TitleChinese Language and Literature -26.233
## CIP.TitleChinese Studies -33.180
## CIP.TitleChiropractic -26.289
## CIP.TitleChiropractic Assistant Technician -13.825
## CIP.TitleChristian Studies -48.517
## CIP.TitleCinematography and Film/Video Production -35.515
## CIP.TitleCity/Urban, Community and Regional Planning -5.739
## CIP.TitleCivil Drafting and Civil Engineering CAD/CADD -2.602
## CIP.TitleCivil Engineering 31.726
## CIP.TitleCivil Engineering Technology/Technician -2.602
## CIP.TitleCivil Engineering, General 31.726
## CIP.TitleCivil Engineering, Other 31.726
## CIP.TitleClassical, Ancient Mediterranean and Near Eastern Studies and Archeology -25.961
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, General -44.019
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, Other -44.019
## CIP.TitleClinical and Industrial Drug Development 80.520
## CIP.TitleClinical Child Psychology -9.604
## CIP.TitleClinical Laboratory Science/Medical Technology/Technologist -9.516
## CIP.TitleClinical Nurse Specialist -17.940
## CIP.TitleClinical Nutrition/Nutritionist -30.324
## CIP.TitleClinical Pastoral Counseling/Patient Counseling -30.324
## CIP.TitleClinical Psychology -13.567
## CIP.TitleClinical, Hospital, and Managed Care Pharmacy 93.365
## CIP.TitleClinical/Medical Laboratory Assistant -13.825
## CIP.TitleClinical/Medical Laboratory Science and Allied Professions, Other -10.920
## CIP.TitleClinical/Medical Laboratory Technician -10.920
## CIP.TitleClinical/Medical Social Work -30.324
## CIP.TitleCognitive Psychology and Psycholinguistics -20.218
## CIP.TitleCognitive Science -5.439
## CIP.TitleCognitive Science and Biopsychology -5.477
## CIP.TitleCollege Student Counseling and Personnel Services -6.459
## CIP.TitleCommercial and Advertising Art -67.282
## CIP.TitleCommercial Art and Graphic Design -67.282
## CIP.TitleCommercial Fishing 3.847
## CIP.TitleCommercial Photography -67.282
## CIP.TitleCommonwealth Studies -33.180
## CIP.TitleCommunication and Media Studies, Other -72.542
## CIP.TitleCommunication Disorders Sciences and Services -34.281
## CIP.TitleCommunication Disorders Sciences and Services, Other -34.281
## CIP.TitleCommunication Disorders, General -34.281
## CIP.TitleCommunication Studies/Speech Communication and Rhetoric -72.542
## CIP.TitleCommunication Technologies -20.389
## CIP.TitleCommunications -72.542
## CIP.TitleCommunications Systems Installation and Repair Technology -11.700
## CIP.TitleCommunications Technologies/Technicians and Support Services, Other -20.389
## CIP.TitleCommunications Technology/Technician -20.389
## CIP.TitleCommunity and Public Health -23.397
## CIP.TitleCommunity College Education -2.445
## CIP.TitleCommunity Health and Preventive Medicine -23.397
## CIP.TitleCommunity Health Services/Liaison/Counseling -23.397
## CIP.TitleCommunity Organization and Advocacy -41.991
## CIP.TitleCommunity Psychology -20.218
## CIP.TitleComparative and Laboratory Animal Medicine -26.289
## CIP.TitleComparative Literature -25.472
## CIP.TitleComparative Psychology -20.218
## CIP.TitleComposition and Speech -33.185
## CIP.TitleComputational Mathematics 3.721
## CIP.TitleComputer Administration Management and Security -10.853
## CIP.TitleComputer and Information Sciences, General 0.000
## CIP.TitleComputer and Information Sciences, Other 0.000
## CIP.TitleComputer and Information Systems-General 0.000
## CIP.TitleComputer and Information Systems Security -10.451
## CIP.TitleComputer Engineering 27.848
## CIP.TitleComputer Engineering Technologies/Technicians, Other -2.602
## CIP.TitleComputer Engineering Technology/Technician -2.602
## CIP.TitleComputer Engineering, General 27.848
## CIP.TitleComputer Engineering, Other 27.848
## CIP.TitleComputer Graphics -4.558
## CIP.TitleComputer Hardware Engineering 27.848
## CIP.TitleComputer Hardware Technology/Technician -2.602
## CIP.TitleComputer Installation and Repair Technology Technician -11.700
## CIP.TitleComputer Networking and Telecommunications -12.425
## CIP.TitleComputer Programming -4.690
## CIP.TitleComputer Programming, Other -4.558
## CIP.TitleComputer Programming, Specific Applications -4.558
## CIP.TitleComputer Programming, Vendor/Product Certification -4.558
## CIP.TitleComputer Programming/Programmer, General -4.558
## CIP.TitleComputer Science 59.967
## CIP.TitleComputer Software and Media Applications, Other -4.558
## CIP.TitleComputer Software Engineering 27.848
## CIP.TitleComputer Software Technology/Technician -2.602
## CIP.TitleComputer Systems Networking and Telecommunications -11.833
## CIP.TitleComputer Technology/Computer Systems Technology -2.602
## CIP.TitleComputer Typography and Composition Equipment Operator -20.389
## CIP.TitleComputer/Information Technology Services Administration and Management -10.451
## CIP.TitleConcrete Finishing/Concrete Finisher 0.000
## CIP.TitleConducting -55.698
## CIP.TitleConservation Biology -19.513
## CIP.TitleConstruction Engineering 6.175
## CIP.TitleConstruction Engineering Technology/Technician -2.762
## CIP.TitleConstruction Management -20.858
## CIP.TitleConstruction Services 0.000
## CIP.TitleConstruction Trades, General 0.000
## CIP.TitleConstruction Trades, Other 0.000
## CIP.TitleConstruction/Heavy Equipment/Earthmoving Equipment Operation 3.847
## CIP.TitleConsumer Economics -80.991
## CIP.TitleConsumer Merchandising/Retailing Management -80.991
## CIP.TitleConsumer Services and Advocacy -80.991
## CIP.TitleCooking and Related Culinary Arts, General -28.123
## CIP.TitleCorrections -65.189
## CIP.TitleCorrections Administration -65.189
## CIP.TitleCorrections and Criminal Justice, Other -65.189
## CIP.TitleCosmetology and Related Personal Grooming Arts, Other -28.123
## CIP.TitleCosmetology Services and Culinary Arts -28.123
## CIP.TitleCosmetology, Barber/Styling, and Nail Instructor -28.123
## CIP.TitleCosmetology/Cosmetologist, General -28.123
## CIP.TitleCounseling Psychology -26.724
## CIP.TitleCounselor Education/School Counseling and Guidance Services -6.459
## CIP.TitleCourt Reporting -7.959
## CIP.TitleCourt Reporting/Court Reporter -7.959
## CIP.TitleCrafts Craft Design, Folk Art and Artisanry -32.042
## CIP.TitleCreative Writing -33.185
## CIP.TitleCredit Management 0.000
## CIP.TitleCriminal Justice and Fire Protection -65.189
## CIP.TitleCriminal Justice Law Enforcement Administration -65.189
## CIP.TitleCriminal Justice/Police Science -65.189
## CIP.TitleCriminal Justice/Safety Studies -65.189
## CIP.TitleCriminalistics and Criminal Science -65.189
## CIP.TitleCriminology -33.406
## CIP.TitleCritical Care Nursing -17.940
## CIP.TitleCrop Production -18.435
## CIP.TitleCulinary Arts and Related Services, Other -28.123
## CIP.TitleCulinary Arts/Chef Training -28.123
## CIP.TitleCultural Resource Management and Policy Analysis -25.961
## CIP.TitleCurriculum and Instruction -122.484
## CIP.TitleCustomer Service Management -49.657
## CIP.TitleCustomer Service Support/Call Center/Teleservice Operation -20.858
## CIP.TitleCytogenetics/Genetics/Clinical Genetics Technology/Technologist -10.920
## CIP.TitleCytotechnology/Cytotechnologist -9.516
## CIP.TitleCzech Language and Literature -26.233
## CIP.TitleDairy Husbandry and Production -18.435
## CIP.TitleDairy Science -30.234
## CIP.TitleDance Therapy/Therapist -10.676
## CIP.TitleDance, General -32.042
## CIP.TitleDance, Other -32.042
## CIP.TitleDanish Language and Literature -26.233
## CIP.TitleData Entry/Microcomputer Applications, General -20.858
## CIP.TitleData Entry/Microcomputer Applications, Other -20.858
## CIP.TitleData Modeling/Warehousing and Database Administration -4.558
## CIP.TitleDemography and Population Studies -8.991
## CIP.TitleDental Assisting/Assistant -13.825
## CIP.TitleDental Hygiene/Hygienist -13.825
## CIP.TitleDental Laboratory Technology Technician -10.920
## CIP.TitleDentistry -26.289
## CIP.TitleDesign and Applied Arts, Other -67.282
## CIP.TitleDesign and Visual Communications, General -67.282
## CIP.TitleDevelopment Economics and International Development 17.388
## CIP.TitleDevelopmental and Child Psychology -20.218
## CIP.TitleDevelopmental Biology and Embryology -11.865
## CIP.TitleDiagnostic Medical Sonography/Sonographer and Ultrasound Technician -10.920
## CIP.TitleDiesel Mechanics Technology/Technician -11.700
## CIP.TitleDietetic Technician, DTR -10.920
## CIP.TitleDietetics and Clinical Nutrition Services, Other -30.324
## CIP.TitleDietetics/Dietitian -30.324
## CIP.TitleDietitian Assistant -13.825
## CIP.TitleDigital Communication and Media Multimedia -35.278
## CIP.TitleDirect Entry Midwifery -30.324
## CIP.TitleDirecting and Theatrical Production -51.640
## CIP.TitleDiver, Professional and Instructor 3.847
## CIP.TitleDivinity/Ministry -64.285
## CIP.TitleDog Pet Animal Grooming -18.435
## CIP.TitleDrafting and Design Technology/Technician -2.602
## CIP.TitleDrafting/Design Engineering Technologies/Technicians, Other -2.602
## CIP.TitleDrama and Dance Teacher Education -52.564
## CIP.TitleDrama and Dramatics/Theatre Arts, General -51.640
## CIP.TitleDrama and Theater Arts -51.640
## CIP.TitleDramatic/Theatre Arts and Stagecraft, Other -51.640
## CIP.TitleDrawing -42.414
## CIP.TitleDriver and Safety Teacher Education -37.997
## CIP.TitleDrywall Installation/Drywaller 0.000
## CIP.TitleDutch/Flemish Language and Literature -26.233
## CIP.TitleE-Commerce/Electronic Commerce 0.000
## CIP.TitleEarly Childhood Education -63.361
## CIP.TitleEarly Childhood Education and Teaching -63.361
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, General -26.233
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleEast Asian Studies -33.180
## CIP.TitleEcology -26.382
## CIP.TitleEcology, Evolution, Systematics and Population Biology, Other -19.513
## CIP.TitleEconometrics and Quantitative Economics 11.578
## CIP.TitleEconomics 17.388
## CIP.TitleEconomics, General 17.388
## CIP.TitleEconomics, Other 17.388
## CIP.TitleEducation -122.484
## CIP.TitleEducation, Other -37.997
## CIP.TitleEducation/Teaching of Individuals in Early Childhood Special Education Programs -47.947
## CIP.TitleEducation/Teaching of Individuals Who are Developmentally Delayed -47.947
## CIP.TitleEducation/Teaching of Individuals with Autism -47.947
## CIP.TitleEducation/Teaching of Individuals with Emotional Disturbances -47.947
## CIP.TitleEducation/Teaching of Individuals with Hearing Impairments Including Deafness -47.947
## CIP.TitleEducation/Teaching of Individuals with Mental Retardation -47.947
## CIP.TitleEducation/Teaching of Individuals with Multiple Disabilities -47.947
## CIP.TitleEducation/Teaching of Individuals with Orthopedic and Other Physical Health Impairments -47.947
## CIP.TitleEducation/Teaching of Individuals with Specific Learning Disabilities -47.947
## CIP.TitleEducation/Teaching of Individuals with Speech or Language Impairments -47.947
## CIP.TitleEducation/Teaching of Individuals with Traumatic Brain Injuries -47.947
## CIP.TitleEducation/Teaching of Individuals with Vision Impairments Including Blindness -47.947
## CIP.TitleEducation/Teaching of the Gifted and Talented -47.947
## CIP.TitleEducational Administration and Supervision -2.445
## CIP.TitleEducational Administration and Supervision, Other -2.445
## CIP.TitleEducational Assessment, Evaluation, and Research, Other -37.997
## CIP.TitleEducational Assessment, Testing, and Measurement -37.997
## CIP.TitleEducational Evaluation and Research -31.816
## CIP.TitleEducational Instructional Media Design -31.816
## CIP.TitleEducational Leadership and Administration, General -2.445
## CIP.TitleEducational Psychology -22.953
## CIP.TitleEducational Statistics and Research Methods -31.816
## CIP.TitleEducational, Instructional, and Curriculum Supervision -2.445
## CIP.TitleElectrical and Electronic Engineering Technologies/Technicians, Other 3.069
## CIP.TitleElectrical and Mechanic Repairs and Technologies -11.700
## CIP.TitleElectrical and Power Transmission Installation/Installer, General 0.000
## CIP.TitleElectrical and Power Transmission Installers, Other 0.000
## CIP.TitleElectrical Engineering 65.071
## CIP.TitleElectrical Engineering Technology 3.069
## CIP.TitleElectrical, Electronic and Communications Engineering Technology/Technician 3.069
## CIP.TitleElectrical, Electronics and Communications Engineering 65.071
## CIP.TitleElectrical/Electronics Drafting and Electrical Electronics CAD/CADD -2.602
## CIP.TitleElectrical/Electronics Equipment Installation and Repair, General -11.700
## CIP.TitleElectrical/Electronics Maintenance and Repair Technology, Other -11.700
## CIP.TitleElectrician 0.000
## CIP.TitleElectrocardiograph Technology/Technician -10.920
## CIP.TitleElectrolysis/Electrology and Electrolysis Technician -28.123
## CIP.TitleElectromechanical and Instrumentation and Maintenance Technologies/Technicians, Other -2.602
## CIP.TitleElectromechanical Technology/Electromechanical Engineering Technology -2.602
## CIP.TitleElectroneurodiagnostic/Electroencephalographic Technology/Technologist -10.920
## CIP.TitleElementary and Middle School Administration/Principalship -2.445
## CIP.TitleElementary Education -139.455
## CIP.TitleElementary Education and Teaching -139.455
## CIP.TitleElementary Particle Physics 8.509
## CIP.TitleEmergency Care Attendant (EMT Ambulance) -13.825
## CIP.TitleEmergency Medical Technology/Technician (EMT Paramedic) -10.920
## CIP.TitleEndocrinology -16.492
## CIP.TitleEnergy Management and Systems Technology/Technician -2.762
## CIP.TitleEngiineering Technology, General -2.041
## CIP.TitleEngine Machinist -11.700
## CIP.TitleEngineering-Related Technologies, Other -2.602
## CIP.TitleEngineering and Industrial Management 10.207
## CIP.TitleEngineering Mechanics 0.000
## CIP.TitleEngineering Mechanics, Physics, and Science 0.000
## CIP.TitleEngineering Physics 0.000
## CIP.TitleEngineering Science 0.000
## CIP.TitleEngineering Technologies -2.041
## CIP.TitleEngineering Technologies/Technicians, Other -2.602
## CIP.TitleEngineering, General 26.591
## CIP.TitleEngineering, Other 6.175
## CIP.TitleEngineering/Industrial Management 10.207
## CIP.TitleEnglish Composition -33.185
## CIP.TitleEnglish Language and Literature -75.592
## CIP.TitleEnglish Language and Literature, General -75.592
## CIP.TitleEnglish Language and Literature/Letters, Other -75.592
## CIP.TitleEnglish Literature (British and Commonwealth) -75.592
## CIP.TitleEnglish/Language Arts Teacher Education -52.564
## CIP.TitleEntomology -12.195
## CIP.TitleEntrepreneurial and Small Business Operations, Other -20.858
## CIP.TitleEntrepreneurship/Entrepreneurial Studies -20.858
## CIP.TitleEnvironmental Biology -19.513
## CIP.TitleEnvironmental Control Technologies/Technicians, Other -2.602
## CIP.TitleEnvironmental Design/Architecture -5.739
## CIP.TitleEnvironmental Engineering 3.092
## CIP.TitleEnvironmental Engineering Technology/Environmental Technology Technician -2.602
## CIP.TitleEnvironmental Health -22.185
## CIP.TitleEnvironmental Psychology -20.218
## CIP.TitleEnvironmental Science -30.501
## CIP.TitleEnvironmental Studies -20.891
## CIP.TitleEnvironmental Toxicology -1.936
## CIP.TitleEnvironmental/Environmental Health Engineering 3.092
## CIP.TitleEquestrian Equine Studies -18.435
## CIP.TitleEthics -48.517
## CIP.TitleEthnic, Cultural Minority, and Gender Studies, Other -33.180
## CIP.TitleEuropean History -63.568
## CIP.TitleEuropean Studies/Civilization -33.180
## CIP.TitleEvolutionary Biology -11.865
## CIP.TitleExecutive Assistant/Executive Secretary -20.858
## CIP.TitleExercise Physiology -16.492
## CIP.TitleFacial Treatment Specialist/Facialist -28.123
## CIP.TitleFacilities Planning and Management -80.991
## CIP.TitleFamily and Community Services -80.991
## CIP.TitleFamily and Consumer Economics and Related Services, Other -80.991
## CIP.TitleFamily and Consumer Sciences -80.991
## CIP.TitleFamily and Consumer Sciences/Home Economics Teacher Education -37.997
## CIP.TitleFamily and Consumer Sciences/Human Sciences Business Services, Other -80.991
## CIP.TitleFamily and Consumer Sciences/Human Sciences Communication -80.991
## CIP.TitleFamily and Consumer Sciences/Human Sciences, General -80.991
## CIP.TitleFamily and Consumer Sciences/Human Sciences, Other -80.991
## CIP.TitleFamily Practice Nurse/Nurse Practitioner -17.940
## CIP.TitleFamily Psychology -20.218
## CIP.TitleFamily Resource Management Studies, General -80.991
## CIP.TitleFamily Systems -80.991
## CIP.TitleFarm/Farm and Ranch Management -18.435
## CIP.TitleFashion and Fabric Consultant -80.991
## CIP.TitleFashion Merchandising -45.606
## CIP.TitleFashion Modeling -45.606
## CIP.TitleFashion/Apparel Design -67.282
## CIP.TitleFiber, Textile and Weaving Arts -42.414
## CIP.TitleFilipino/Tagalog Language and Literature -26.233
## CIP.TitleFilm, Video and Photographic Arts -35.515
## CIP.TitleFilm/Cinema Studies -35.515
## CIP.TitleFilm/Video and Photographic Arts, Other -35.515
## CIP.TitleFinance 0.000
## CIP.TitleFinance and Financial Management Services, Other 0.000
## CIP.TitleFinance, General 0.000
## CIP.TitleFinancial Planning and Services 0.000
## CIP.TitleFine Arts -77.220
## CIP.TitleFine Arts and Art Studies, Other -77.220
## CIP.TitleFine/Studio Arts, General -42.414
## CIP.TitleFinnish and Related Languages, Literatures, and Linguistics -26.233
## CIP.TitleFire Protection and Safety Technology/Technician -65.189
## CIP.TitleFire Protection, Other -65.189
## CIP.TitleFire Science/Firefighting -65.189
## CIP.TitleFire Services Administration -65.189
## CIP.TitleFishing and Fisheries Sciences and Management -20.386
## CIP.TitleFlight Instructor 3.847
## CIP.TitleFloriculture Floristry Operations and Management -18.435
## CIP.TitleFood Preparation/Professional Cooking Kitchen Assistant -28.123
## CIP.TitleFood Science -3.569
## CIP.TitleFood Science and Technology, Other -2.503
## CIP.TitleFood Service, Waiter/Waitress, and Dining Room Management/Manager -28.123
## CIP.TitleFood Technology and Processing -2.503
## CIP.TitleFoods, Nutrition, and Related Services, Other -80.991
## CIP.TitleFoods, Nutrition, and Wellness Studies, General -80.991
## CIP.TitleFoodservice Systems Administration/Management -80.991
## CIP.TitleForeign Language Teacher Education -52.564
## CIP.TitleForeign Languages and Literatures, General -25.472
## CIP.TitleForeign Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleForensic Psychology -20.218
## CIP.TitleForensic Science and Technology -65.189
## CIP.TitleForest Engineering 6.175
## CIP.TitleForest Management/Forest Resources Management -10.049
## CIP.TitleForest Resources Production and Management -9.424
## CIP.TitleForest Sciences and Biology -9.424
## CIP.TitleForest Technology Technician -10.049
## CIP.TitleForestry -10.049
## CIP.TitleForestry, General -9.424
## CIP.TitleForestry, Other -10.049
## CIP.TitleFranchising and Franchise Operations -20.858
## CIP.TitleFrench Language and Literature -44.019
## CIP.TitleFrench Language Teacher Education -52.564
## CIP.TitleFrench Studies -33.180
## CIP.TitleFrench, German, Latin and Other Common Foreign Language Studies -44.019
## CIP.TitleFuneral Direction/Service -28.123
## CIP.TitleFuneral Service and Mortuary Science, General -28.123
## CIP.TitleFuneral Service and Mortuary Science, Other -28.123
## CIP.TitleGay/Lesbian Studies -33.180
## CIP.TitleGene Genetic Therapy -30.324
## CIP.TitleGeneral Agriculture -29.017
## CIP.TitleGeneral Business -31.832
## CIP.TitleGeneral Education -122.484
## CIP.TitleGeneral Engineering 26.591
## CIP.TitleGeneral Medical and Health Services -26.289
## CIP.TitleGeneral Merchandising, Sales and Related Marketing Operations, Other -45.606
## CIP.TitleGeneral Office Occupations and Clerical Services -20.858
## CIP.TitleGeneral Social Sciences -28.931
## CIP.TitleGeneral Studies -59.169
## CIP.TitleGenetic Counseling/Counselor -30.324
## CIP.TitleGenetics -7.404
## CIP.TitleGenetics, General -7.404
## CIP.TitleGenetics, Other -7.404
## CIP.TitleGeochemistry -3.963
## CIP.TitleGeochemistry and Petrology -3.963
## CIP.TitleGeography -28.170
## CIP.TitleGeography Teacher Education -38.524
## CIP.TitleGeography, Other -20.230
## CIP.TitleGeological and Earth Sciences/Geosciences, Other -3.963
## CIP.TitleGeological and Geophysical Engineering 8.645
## CIP.TitleGeological Geophysical Engineering 8.645
## CIP.TitleGeology and Earth Science 0.000
## CIP.TitleGeology/Earth Science, General 0.000
## CIP.TitleGeophysics and Seismology -3.963
## CIP.TitleGeosciences -3.963
## CIP.TitleGeotechnical Engineering 31.726
## CIP.TitleGerman Language and Literature -44.019
## CIP.TitleGerman Language Teacher Education -52.564
## CIP.TitleGerman Studies -33.180
## CIP.TitleGermanic Languages, Literatures, and Linguistics, General -26.233
## CIP.TitleGermanic Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleGerontology -27.128
## CIP.TitleGeropsychology -20.218
## CIP.TitleGlazier 0.000
## CIP.TitleGraphic and Printing Equipment Operator, General Production -20.389
## CIP.TitleGraphic Communications, General -20.389
## CIP.TitleGraphic Communications, Other -20.389
## CIP.TitleGraphic Design -67.282
## CIP.TitleGreenhouse Operations and Management -18.435
## CIP.TitleGround Transportation, Other 3.847
## CIP.TitleGunsmithing/Gunsmith -11.700
## CIP.TitleHair Styling/Stylist and Hair Design -28.123
## CIP.TitleHazardous Materials Information Systems Technology/Technician -2.602
## CIP.TitleHealth Aide -13.825
## CIP.TitleHealth Aides/Attendants/Orderlies, Other -13.825
## CIP.TitleHealth and Medical Administrative Services -26.772
## CIP.TitleHealth and Medical Administrative Services, Other -26.772
## CIP.TitleHealth and Medical Preparatory Programs -14.809
## CIP.TitleHealth and Physical Education, General -65.237
## CIP.TitleHealth and Physical Education/Fitness, Other -65.237
## CIP.TitleHealth Communication -34.760
## CIP.TitleHealth Information/Medical Records Administration/Administrator -26.772
## CIP.TitleHealth Information/Medical Records Technology/Technician -26.772
## CIP.TitleHealth Medical Preparatory Programs, Other -14.809
## CIP.TitleHealth Occupations Teacher Education -24.641
## CIP.TitleHealth Professions and Related Clinical Science -30.324
## CIP.TitleHealth Services Administration -26.772
## CIP.TitleHealth Teacher Education -37.997
## CIP.TitleHealth Unit Coordinator/Ward Clerk -26.772
## CIP.TitleHealth Unit Manager/Ward Supervisor -26.772
## CIP.TitleHealth/Health Care Administration/Management -26.772
## CIP.TitleHealth/Medical Physics -22.185
## CIP.TitleHealth/Medical Psychology -20.218
## CIP.TitleHeating, Air Conditioning, Ventilation and Refrigeration Maintenance Technology/Technician -11.700
## CIP.TitleHeavy Equipment Maintenance Technology/Technician -11.700
## CIP.TitleHeavy/Industrial Equipment Maintenance Technologies, Other -11.700
## CIP.TitleHebrew Language and Literature -26.233
## CIP.TitleHematology Technology/Technician -10.920
## CIP.TitleHigher Education/Higher Education Administration -2.445
## CIP.TitleHindi Language and Literature -26.233
## CIP.TitleHindu Studies -48.517
## CIP.TitleHispanic-American, Puerto Rican, and Mexican-American/Chicano Studies -33.180
## CIP.TitleHistologic Technician -10.920
## CIP.TitleHistologic Technology/Histotechnologist -10.920
## CIP.TitleHistoric Preservation and Conservation -25.961
## CIP.TitleHistoric Preservation and Conservation, Other -25.961
## CIP.TitleHistory -63.568
## CIP.TitleHistory Teacher Education -38.524
## CIP.TitleHistory, General -63.568
## CIP.TitleHistory, Other -63.568
## CIP.TitleHolocaust and Related Studies -25.961
## CIP.TitleHome Furnishings and Equipment Installers -80.991
## CIP.TitleHome Health Aide/Home Attendant -13.825
## CIP.TitleHomeopathic Medicine/Homeopathy -30.324
## CIP.TitleHorse Husbandry/Equine Science and Management -18.435
## CIP.TitleHorticultural Science -21.385
## CIP.TitleHospital and Health Care Facilities Administration/Management -26.772
## CIP.TitleHospitality Administration/Management, General -38.373
## CIP.TitleHospitality Administration/Management, Other -38.373
## CIP.TitleHospitality and Recreation Marketing Operation -45.606
## CIP.TitleHospitality Management -38.373
## CIP.TitleHotel/Motel Administration Management -38.373
## CIP.TitleHousing and Human Environments, General -80.991
## CIP.TitleHousing and Human Environments, Other -80.991
## CIP.TitleHuman Development and Family Studies -80.991
## CIP.TitleHuman Development, Family Studies, and Related Services, Other -80.991
## CIP.TitleHuman Nutrition -80.991
## CIP.TitleHuman Resources and Personnel Management -25.520
## CIP.TitleHuman Resources Development -25.520
## CIP.TitleHuman Resources Management and Services, Other -25.520
## CIP.TitleHuman Resources Management/Personnel Administration, General -25.520
## CIP.TitleHuman Services and Community Organization -41.991
## CIP.TitleHuman Services, General -41.991
## CIP.TitleHuman/Medical Genetics -7.404
## CIP.TitleHumanities -21.493
## CIP.TitleHumanities/Humanistic Studies -21.493
## CIP.TitleHungarian/Magyar Language and Literature -26.233
## CIP.TitleHydraulics and Fluid Power Technology/Technician -2.602
## CIP.TitleHydrology and Water Resources Science -3.963
## CIP.TitleHypnotherapy/Hypnotherapist -10.676
## CIP.TitleIllustration -67.282
## CIP.TitleImmunology -6.708
## CIP.TitleIndian/Native American Education -37.997
## CIP.TitleIndustrial and Manufacturing Engineering 17.828
## CIP.TitleIndustrial and Organizational Psychology -3.112
## CIP.TitleIndustrial and Physical Pharmacy and Cosmetic Sciences 80.520
## CIP.TitleIndustrial Design -67.282
## CIP.TitleIndustrial Electronics Technology/Technician -11.700
## CIP.TitleIndustrial Engineering 17.828
## CIP.TitleIndustrial Mechanics and Maintenance Technology -11.700
## CIP.TitleIndustrial Production Technologies 7.231
## CIP.TitleIndustrial Production Technologies/Technicians, Other 7.231
## CIP.TitleIndustrial Safety Technology/Technician -2.602
## CIP.TitleIndustrial Technology/Technician 7.231
## CIP.TitleIndustrial/Radiologic Technology/Technician -1.795
## CIP.TitleInformation Resources Management/CIO Training 14.915
## CIP.TitleInformation Science/Studies 4.240
## CIP.TitleInformation Sciences 4.553
## CIP.TitleInformation Technology 0.000
## CIP.TitleInorganic Chemistry -14.025
## CIP.TitleInstitutional Food Workers -28.123
## CIP.TitleInstrumentation Technology/Technician -2.602
## CIP.TitleInsurance 0.000
## CIP.TitleIntercultural and International Studies -25.961
## CIP.TitleIntercultural Multicultural and Diversity Studies -25.961
## CIP.TitleInterdisciplinary Social Sciences -27.128
## CIP.TitleInterior Architecture -5.739
## CIP.TitleInterior Design -67.282
## CIP.TitleIntermedia/Multimedia -42.414
## CIP.TitleInternational Agriculture -18.435
## CIP.TitleInternational and Comparative Education -37.997
## CIP.TitleInternational Business -17.539
## CIP.TitleInternational Business/Trade/Commerce -17.539
## CIP.TitleInternational Economics 17.388
## CIP.TitleInternational Finance 0.000
## CIP.TitleInternational Global Studies -25.961
## CIP.TitleInternational Marketing -45.606
## CIP.TitleInternational Public Health/International Health -23.397
## CIP.TitleInternational Relations -15.136
## CIP.TitleInternational Relations and Affairs -15.136
## CIP.TitleInvestments and Securities 0.000
## CIP.TitleIranian/Persian Languages, Literatures, and Linguistics -26.233
## CIP.TitleIslamic Studies -48.517
## CIP.TitleItalian Language and Literature -44.019
## CIP.TitleItalian Studies -33.180
## CIP.TitleJapanese Language and Literature -26.233
## CIP.TitleJapanese Studies -33.180
## CIP.TitleJazz/Jazz Studies -55.698
## CIP.TitleJewish/Judaic Studies -48.517
## CIP.TitleJournalism -67.889
## CIP.TitleJournalism, Other -50.465
## CIP.TitleJunior High/Intermediate/Middle School Education -40.311
## CIP.TitleJuvenile Corrections -65.189
## CIP.TitleKhmer/Cambodian Language and Literature -26.233
## CIP.TitleKindergarten/Preschool Education and Teaching -63.361
## CIP.TitleKinesiology and Exercise Science -65.237
## CIP.TitleKnowledge Management 14.915
## CIP.TitleKorean Language and Literature -26.233
## CIP.TitleKorean Studies -33.180
## CIP.TitleLabor and Industrial Relations -25.520
## CIP.TitleLabor Studies -25.520
## CIP.TitleLand Use Planning and Management/Development -20.386
## CIP.TitleLandscape Architecture -5.739
## CIP.TitleLandscaping and Groundskeeping -18.435
## CIP.TitleLanguage and Drama Education -52.564
## CIP.TitleLanguage Interpretation and Translation -25.472
## CIP.TitleLao/Laotian Language and Literature -26.233
## CIP.TitleLarge Animal Food Animal and Equine Surgery and Medicine -26.289
## CIP.TitleLaser and Optical Technology/Technician 3.069
## CIP.TitleLatin American Studies -33.180
## CIP.TitleLatin Language and Literature -44.019
## CIP.TitleLatin Teacher Education -52.564
## CIP.TitleLegal Assistant/Paralegal -23.985
## CIP.TitleLegal Studies, General -23.985
## CIP.TitleLiberal Arts -59.169
## CIP.TitleLiberal Arts and Sciences Liberal Studies -59.169
## CIP.TitleLiberal Arts and Sciences, General Studies and Humanities, Other -59.169
## CIP.TitleLibrary Assistant/Technician -17.458
## CIP.TitleLibrary Science -17.458
## CIP.TitleLibrary Science, Other -17.458
## CIP.TitleLibrary Science/Librarianship -17.458
## CIP.TitleLicensed Practical/Vocational Nurse Training -17.940
## CIP.TitleLineworker 0.000
## CIP.TitleLinguistics -25.472
## CIP.TitleLinguistics and Comparative Language and Literature -25.472
## CIP.TitleLinguistics of ASL and Other Sign Languages -44.019
## CIP.TitleLinguistics, Comparative, and Related Language Studies and Services, Other -25.472
## CIP.TitleLivestock Management -30.234
## CIP.TitleLocksmithing and Safe Repair -11.700
## CIP.TitleLogic -48.517
## CIP.TitleLogistics and Materials Management 0.000
## CIP.TitleMake-Up Artist/Specialist -28.123
## CIP.TitleManagement Information Systems and Services, Other 14.915
## CIP.TitleManagement Information Systems and Statistics 14.915
## CIP.TitleManagement Information Systems, General 14.915
## CIP.TitleManagement Science and Quantitative Methods, Other 13.073
## CIP.TitleManagement Science, General 13.073
## CIP.TitleManufacturing Engineering 17.828
## CIP.TitleManufacturing Technology/Technician 7.231
## CIP.TitleMarine Biology and Biological Oceanography -19.513
## CIP.TitleMarine Maintenance/Fitter and Ship Repair Technology/Technician -11.700
## CIP.TitleMarine Science/Merchant Marine Officer 3.847
## CIP.TitleMarine Transportation, Other 3.847
## CIP.TitleMarketing -45.606
## CIP.TitleMarketing, Other -45.606
## CIP.TitleMarketing/Marketing Management, General -45.606
## CIP.TitleMarriage and Family Therapy/Counseling -30.324
## CIP.TitleMason/Masonry 0.000
## CIP.TitleMass Communication Media Studies -41.751
## CIP.TitleMass Media -41.751
## CIP.TitleMaterials Engineering 10.220
## CIP.TitleMaterials Engineering and Materials Science 10.220
## CIP.TitleMaterials Science 10.436
## CIP.TitleMaternal and Child Health -23.397
## CIP.TitleMaternal/Child Health and Neonatal Nurse/Nursing -17.940
## CIP.TitleMathematical Statistics and Probability 4.213
## CIP.TitleMathematics 2.564
## CIP.TitleMathematics and Computer Science 17.702
## CIP.TitleMathematics and Statistics, Other 4.213
## CIP.TitleMathematics Teacher Education -44.045
## CIP.TitleMathematics, General 2.564
## CIP.TitleMeat Cutting/Meat Cutter -28.123
## CIP.TitleMechanic and Repair Technology/Technicians, Other -11.700
## CIP.TitleMechanical Drafting and Mechanical Drafting CAD/CADD -2.602
## CIP.TitleMechanical Engineering 46.482
## CIP.TitleMechanical Engineering Related Technologies -4.561
## CIP.TitleMechanical Engineering Related Technologies/Technicians, Other -4.561
## CIP.TitleMechanical Engineering/Mechanical Technology/Technician -4.561
## CIP.TitleMedical Assisting Services -13.825
## CIP.TitleMedical Illustration and Informatics, Other -30.324
## CIP.TitleMedical Illustration/Medical Illustrator -30.324
## CIP.TitleMedical Informatics -28.244
## CIP.TitleMedical Microbiology and Bacteriology -6.708
## CIP.TitleMedical Office Management/Administration -26.772
## CIP.TitleMedical Radiologic Technology/Science-Radiation Therapist -10.920
## CIP.TitleMedical Technologies Technicians -10.920
## CIP.TitleMedical Transcription/Transcriptionist -26.772
## CIP.TitleMedical/Clinical Assistant -13.825
## CIP.TitleMedication Aide -13.825
## CIP.TitleMedicinal and Pharmaceutical Chemistry 80.520
## CIP.TitleMedicine -26.289
## CIP.TitleMedieval and Renaissance Studies -25.961
## CIP.TitleMedium/Heavy Vehicle and Truck Technology/Technician -11.700
## CIP.TitleMental and Social Health Services and Allied Professions, Other -30.324
## CIP.TitleMental Health Counseling/Counselor -30.324
## CIP.TitleMerchandising and Buying Operations -45.606
## CIP.TitleMetal and Jewelry Arts -42.414
## CIP.TitleMetal Building Assembly/Assembler 0.000
## CIP.TitleMetallurgical Engineering 26.533
## CIP.TitleMetallurgical Technology/Technician 7.231
## CIP.TitleMeteorology -3.209
## CIP.TitleMicrobial and Eukaryotic Genetics -7.404
## CIP.TitleMicrobiological Sciences and Immunology, Other -6.708
## CIP.TitleMicrobiology -6.708
## CIP.TitleMicrobiology, General -6.708
## CIP.TitleMiddle/Near Eastern and Semitic Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleMilitary Technologies -0.510
## CIP.TitleMining and Mineral Engineering 21.254
## CIP.TitleMining and Petroleum Technologies/Technicians, Other -2.602
## CIP.TitleMining Technology/Technician -2.602
## CIP.TitleMiscellaneous Agriculture -6.603
## CIP.TitleMiscellaneous Biology -11.865
## CIP.TitleMiscellaneous Business -20.858
## CIP.TitleMiscellaneous Education -37.997
## CIP.TitleMiscellaneous Engineering 6.175
## CIP.TitleMiscellaneous Engineering Technologies -2.602
## CIP.TitleMiscellaneous Fine Arts -10.136
## CIP.TitleMiscellaneous Health Medical Professions -30.324
## CIP.TitleMiscellaneous Psychology -20.218
## CIP.TitleMiscellaneous Social Sciences -8.991
## CIP.TitleMissions/Missionary Studies and Missiology -64.285
## CIP.TitleMobil Crane Operation/Operator 3.847
## CIP.TitleModern Greek Language and Literature -44.019
## CIP.TitleMolecular Biochemistry -17.903
## CIP.TitleMolecular Biology -24.584
## CIP.TitleMolecular Biophysics -17.903
## CIP.TitleMolecular Genetics -7.404
## CIP.TitleMolecular Pharmacology -1.936
## CIP.TitleMolecular Physiology -16.492
## CIP.TitleMolecular Toxicology -1.936
## CIP.TitleMongolian Language and Literature -26.233
## CIP.TitleMontessori Teacher Education -37.997
## CIP.TitleMortuary Science and Embalming/Embalmer -28.123
## CIP.TitleMotorcycle Maintenance and Repair Technology/Technician -11.700
## CIP.TitleMovement and Mind-Body Therapies and Education, Other -10.676
## CIP.TitleMovement Therapy and Movement Education -10.676
## CIP.TitleMulticultural Education -37.997
## CIP.TitleMuseology/Museum Studies -25.961
## CIP.TitleMusic -55.698
## CIP.TitleMusic History, Literature, and Theory -55.698
## CIP.TitleMusic Management and Merchandising -55.698
## CIP.TitleMusic Pedagogy -55.698
## CIP.TitleMusic Performance, General -55.698
## CIP.TitleMusic Teacher Education -57.483
## CIP.TitleMusic Theory and Composition -55.698
## CIP.TitleMusic Therapy/Therapist -10.676
## CIP.TitleMusic, General -55.698
## CIP.TitleMusic, Other -55.698
## CIP.TitleMusical Instrument Fabrication and Repair -11.700
## CIP.TitleMusicology and Ethnomusicology -55.698
## CIP.TitleMycology -11.865
## CIP.TitleNail Technician/Specialist and Manicurist -28.123
## CIP.TitleNatural Products Chemistry and Pharmacognosy 80.520
## CIP.TitleNatural Recources Management and Policy, Other -20.386
## CIP.TitleNatural Resource Economics -20.386
## CIP.TitleNatural Resources and Conservation, Other -20.386
## CIP.TitleNatural Resources Conservation and Research, Other -18.901
## CIP.TitleNatural Resources Conservation, General -18.901
## CIP.TitleNatural Resources Management -20.386
## CIP.TitleNatural Resources Management and Policy -20.386
## CIP.TitleNaturopathic Medicine/Naturopathy -30.324
## CIP.TitleNaval Architecture and Marine Engineering 30.474
## CIP.TitleNavy/Marine Corps JROTC ROTC -0.361
## CIP.TitleNear and Middle Eastern Studies -33.180
## CIP.TitleNeuroanatomy -18.399
## CIP.TitleNeurobiology and Neurophysiology -17.197
## CIP.TitleNeuropharmacology -1.936
## CIP.TitleNon-Profit/Public/Organizational Management -49.657
## CIP.TitleNorwegian Language and Literature -26.233
## CIP.TitleNuclear and Industrial Radiologic Technologies/Technicians, Other -1.795
## CIP.TitleNuclear and Industrial Radiology Technologies -1.795
## CIP.TitleNuclear Engineering 22.628
## CIP.TitleNuclear Engineering Technology/Technician -2.602
## CIP.TitleNuclear Medical Technology/Technologist -10.920
## CIP.TitleNuclear Physics 8.509
## CIP.TitleNuclear/Nuclear Power Technology/Technician -1.795
## CIP.TitleNurse Anesthetist -17.940
## CIP.TitleNurse Midwife/Nursing Midwifery -17.940
## CIP.TitleNurse/Nursing Assistant/Aide and Patient Care Assistant -17.940
## CIP.TitleNursing -17.940
## CIP.TitleNursing - Registered Nurse Training -17.940
## CIP.TitleNursing Administration -17.940
## CIP.TitleNursing Science -17.940
## CIP.TitleNursing, Other -17.940
## CIP.TitleNutrition Sciences -29.188
## CIP.TitleOccupational and Environmental Health Nursing -17.940
## CIP.TitleOccupational Health and Industrial Hygiene -23.397
## CIP.TitleOccupational Safety and Health Technology/Technician -2.602
## CIP.TitleOccupational Therapist Assistant -13.825
## CIP.TitleOccupational Therapy/Therapist -10.676
## CIP.TitleOcean Engineering 6.175
## CIP.TitleOceanography -5.632
## CIP.TitleOceanography, Chemical and Physical -5.632
## CIP.TitleOffice Management and Supervision -49.657
## CIP.TitleOncology and Cancer Biology -16.492
## CIP.TitleOperations Management and Supervision 0.000
## CIP.TitleOperations, Logistics and E-Commerce 0.000
## CIP.TitleOphthalmic and Optometric Support Services and Allied Professions, Other -13.825
## CIP.TitleOphthalmic Laboratory Technology/Technician -10.920
## CIP.TitleOphthalmic Technician/Technologist -16.345
## CIP.TitleOpticianry/Ophthalmic Dispensing Optician -13.825
## CIP.TitleOptics/Optical Sciences 8.509
## CIP.TitleOptometric Technician/Assistant -13.825
## CIP.TitleOptometry -26.289
## CIP.TitleOrganic Chemistry -14.025
## CIP.TitleOrganizational Behavior Studies -25.520
## CIP.TitleOrganizational Communication, General -34.760
## CIP.TitleOrnamental Horticulture -18.435
## CIP.TitleOrthoptics/Orthoptist -13.825
## CIP.TitleOrthotist/Prosthetist -10.676
## CIP.TitleOsteopathic Medicine Osteopathy -26.289
## CIP.TitleOther Foreign Languages -26.233
## CIP.TitlePacific Area/Pacific Rim Studies -33.180
## CIP.TitlePainting -42.414
## CIP.TitlePainting/Painter and Wall Coverer 0.000
## CIP.TitlePaleontology -3.963
## CIP.TitleParasitology -11.865
## CIP.TitleParks, Recreation and Leisure Facilities Management -65.237
## CIP.TitleParks, Recreation and Leisure Studies -65.237
## CIP.TitleParks, Recreation, Leisure and Fitness Studies, Other -65.237
## CIP.TitleParts and Warehousing Operations and Maintenance Technology/Technician -11.700
## CIP.TitleParts, Warehousing, and Inventory Management Operations -20.858
## CIP.TitlePastoral Counseling and Specialized Ministries -64.285
## CIP.TitlePastoral Studies/Counseling -64.285
## CIP.TitlePathology/Experimental Pathology -16.492
## CIP.TitlePathology/Pathologist Assistant -13.825
## CIP.TitlePeace Studies and Conflict Resolution -27.128
## CIP.TitlePediatric Nurse/Nursing -17.940
## CIP.TitlePerfusion Technology/Perfusionist -10.920
## CIP.TitlePerioperative/Operating Room and Surgical Nurse/Nursing -17.940
## CIP.TitlePermanent Cosmetics/Makeup and Tattooing -28.123
## CIP.TitlePersonal and Culinary Services, Other -28.123
## CIP.TitlePersonality Psychology -20.218
## CIP.TitlePetroleum Engineering 62.635
## CIP.TitlePetroleum Technology/Technician -2.602
## CIP.TitlePharmaceutics and Drug Design 80.520
## CIP.TitlePharmacoeconomics/Pharmaceutical Economics 80.520
## CIP.TitlePharmacology -2.723
## CIP.TitlePharmacology and Toxicology -1.936
## CIP.TitlePharmacology and Toxicology, Other -1.936
## CIP.TitlePharmacy 93.365
## CIP.TitlePharmacy Administration and Pharmacy Policy and Regulatory Affairs 93.365
## CIP.TitlePharmacy Technician/Assistant -13.825
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration 93.365
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration, Other 93.365
## CIP.TitlePhilosophy -48.517
## CIP.TitlePhilosophy and Religious Studies -48.517
## CIP.TitlePhilosophy and Religious Studies, Other -48.517
## CIP.TitlePhilosophy, Other -48.517
## CIP.TitlePhlebotomy/Phlebotomist -10.920
## CIP.TitlePhotobiology -11.865
## CIP.TitlePhotographic and Film Video Technology/Technician and Assistant -20.389
## CIP.TitlePhotography -35.515
## CIP.TitlePhotojournalism -50.465
## CIP.TitlePhysical and Health Education Teaching -46.646
## CIP.TitlePhysical and Theoretical Chemistry -14.025
## CIP.TitlePhysical Anthropology -44.879
## CIP.TitlePhysical Education Teaching and Coaching -46.646
## CIP.TitlePhysical Fitness, Parks, Recreation, and Leisure -65.237
## CIP.TitlePhysical Science Technologies/Technicians, Other -1.795
## CIP.TitlePhysical Sciences -3.588
## CIP.TitlePhysical Therapist Assistant -13.825
## CIP.TitlePhysical Therapy/Therapist -10.676
## CIP.TitlePhysician Assistant -13.825
## CIP.TitlePhysics 8.509
## CIP.TitlePhysics Teacher Education -24.641
## CIP.TitlePhysics, General 8.509
## CIP.TitlePhysics, Other 8.509
## CIP.TitlePhysiological Psychology/Psychobiology -20.218
## CIP.TitlePhysiology -16.492
## CIP.TitlePhysiology, General -16.492
## CIP.TitlePhysiology, Pathology, and Related Sciences, Other -16.492
## CIP.TitlePiano and Organ -55.698
## CIP.TitlePipefitting/Pipefitter and Sprinkler Fitter 0.000
## CIP.TitlePlanetary Astronomy and Science 5.626
## CIP.TitlePlant Genetics -7.404
## CIP.TitlePlant Molecular Biology -9.654
## CIP.TitlePlant Nursery Operations and Management -18.435
## CIP.TitlePlant Pathology/Phytopathology -9.654
## CIP.TitlePlant Physiology -9.654
## CIP.TitlePlant Protection and Integrated Pest Management -21.385
## CIP.TitlePlant Science and Agronomy -22.994
## CIP.TitlePlant Sciences -21.385
## CIP.TitlePlant Sciences, Other -21.385
## CIP.TitlePlasma and High-Temperature Physics 8.509
## CIP.TitlePlastics Engineering Technology/Technician 7.231
## CIP.TitlePlatemaker/Imager -20.389
## CIP.TitlePlaywriting and Screenwriting -51.640
## CIP.TitlePlumbing and Related Water Supply Services, Other 0.000
## CIP.TitlePlumbing Technology/Plumber 0.000
## CIP.TitlePodiatric Medicine Podiatry -26.289
## CIP.TitlePolish Language and Literature -26.233
## CIP.TitlePolish Studies -33.180
## CIP.TitlePolitical Communication -34.760
## CIP.TitlePolitical Science and Government -30.285
## CIP.TitlePolitical Science and Government, General -30.285
## CIP.TitlePolitical Science and Government, Other -30.285
## CIP.TitlePolymer Chemistry -14.025
## CIP.TitlePolymer Plastics Engineering 10.220
## CIP.TitlePopulation Biology -19.513
## CIP.TitlePortuguese Language and Literature -26.233
## CIP.TitlePoultry Science -30.234
## CIP.TitlePre-Dentistry Studies -14.809
## CIP.TitlePre-Law and Legal Studies -23.985
## CIP.TitlePre-Law Studies -23.985
## CIP.TitlePre-Medicine/Pre-Medical Studies -14.809
## CIP.TitlePre-Nursing Studies -17.940
## CIP.TitlePre-Pharmacy Studies -14.809
## CIP.TitlePre-Theology/Pre-Ministerial Studies -64.285
## CIP.TitlePre-Veterinary Studies -14.809
## CIP.TitlePrecision Systems Maintenance and Repair Technologies -11.700
## CIP.TitlePrepress/Desktop Publishing and Digital Imaging Design -20.389
## CIP.TitlePrinting Management -20.389
## CIP.TitlePrinting Press Operator -20.389
## CIP.TitlePrintmaking -42.414
## CIP.TitlePsychiatric/Mental Health Nurse Nursing -17.940
## CIP.TitlePsychiatric/Mental Health Services Technician -10.920
## CIP.TitlePsychology -112.576
## CIP.TitlePsychology Teacher Education -37.997
## CIP.TitlePsychology, General -112.576
## CIP.TitlePsychology, Other -20.218
## CIP.TitlePsychometrics and Quantitative Psychology -20.218
## CIP.TitlePsychopharmacology -20.218
## CIP.TitlePublic Administration -16.118
## CIP.TitlePublic Administration and Social Service Professions, Other -41.991
## CIP.TitlePublic Finance 0.000
## CIP.TitlePublic Health Education and Promotion -23.397
## CIP.TitlePublic Health, General -23.397
## CIP.TitlePublic Health, Other -23.397
## CIP.TitlePublic Health/Community Nurse/Nursing -17.940
## CIP.TitlePublic Policy -3.337
## CIP.TitlePublic Policy Analysis -3.337
## CIP.TitlePublic Relations, Advertising and Applied Communication, Other -34.760
## CIP.TitlePublic Relations/Image Management -34.760
## CIP.TitlePublic/Applied History and Archival Administration -63.568
## CIP.TitlePublishing -41.751
## CIP.TitlePunjabi Language and Literature -26.233
## CIP.TitlePurchasing, Procurement/Acquisitions and Contracts Management 0.000
## CIP.TitleQuality Control and Safety Technologies/Technicians, Other -2.602
## CIP.TitleQuality Control Technology/Technician -2.602
## CIP.TitleRabbinical Studies -64.285
## CIP.TitleRadiation Biology/Radiobiology -11.865
## CIP.TitleRadiation Protection/Health Physics Technician -10.920
## CIP.TitleRadio and Television -41.751
## CIP.TitleRadio and Television Broadcasting Technology/Technician -20.389
## CIP.TitleRadio, Television, and Digital Communication -41.751
## CIP.TitleRadiologic Technology/Science-Radiographer -10.920
## CIP.TitleRange Science and Management -21.385
## CIP.TitleReading Teacher Education -52.564
## CIP.TitleReal Estate -20.858
## CIP.TitleReceptionist -20.858
## CIP.TitleRecording Arts Technology/Technician -20.389
## CIP.TitleRegional Studies (US, Canadian, Foreign) -33.180
## CIP.TitleRehabilitation and Therapeutic Professions, Other -10.676
## CIP.TitleReligion/Religious Studies -48.517
## CIP.TitleReligion/Religious Studies, Other -48.517
## CIP.TitleReligious Education -64.285
## CIP.TitleReligious/Sacred Music -64.285
## CIP.TitleRenal/Dialysis Technologist Technician -10.920
## CIP.TitleReproductive Biology -16.492
## CIP.TitleResort Management -38.373
## CIP.TitleRespiratory Care Therapy/Therapist -10.920
## CIP.TitleRestaurant, Culinary, and Catering Management/Manager -28.123
## CIP.TitleRestaurant/Food Services Management -38.373
## CIP.TitleRetailing and Retail Operations -45.606
## CIP.TitleRobotics Technology/Technician -2.602
## CIP.TitleRomance Languages, Literatures, and Linguistics, General -44.019
## CIP.TitleRomance Languages, Literatures, and Linguistics, Other -44.019
## CIP.TitleRomanian Language and Literature -26.233
## CIP.TitleRoofer 0.000
## CIP.TitleRussian Language and Literature -26.233
## CIP.TitleRussian Studies -33.180
## CIP.TitleSales and Marketing Operations/Marketing and Distribution Teacher Education -37.997
## CIP.TitleSales, Distribution, and Marketing Operations, General -45.606
## CIP.TitleSalon/Beauty Salon Management/Manager -28.123
## CIP.TitleSanskrit and Classical Indian Languages, Literatures, and Linguistics -26.233
## CIP.TitleScandinavian Languages, Literatures, and Linguistics -26.233
## CIP.TitleScandinavian Studies -33.180
## CIP.TitleSchool Librarian/School Library Media Specialist -37.997
## CIP.TitleSchool Psychology -16.262
## CIP.TitleSchool Student Counseling -6.459
## CIP.TitleScience Teacher Education -24.641
## CIP.TitleScience Teacher Education/General Science Teacher Education -24.641
## CIP.TitleScience Technologies/Technicians, Other -1.795
## CIP.TitleScience, Technology and Society -27.128
## CIP.TitleSculpture -42.414
## CIP.TitleSecondary Education and Teaching -50.527
## CIP.TitleSecondary School Administration/Principalship -2.445
## CIP.TitleSecondary Teacher Education -50.527
## CIP.TitleSecurities Services Administration/Management -65.189
## CIP.TitleSecurity and Loss Prevention Services -65.189
## CIP.TitleSecurity and Protective Services, Other -65.189
## CIP.TitleSecurity System Installation, Repair, and Inspection Technology/Technician -11.700
## CIP.TitleSelling Skills and Sales Operations -45.606
## CIP.TitleSemitic Languages and Literatures, and Linguistics, General -26.233
## CIP.TitleSerbian, Croatian, and Serbo-Croatian Languages and Literatures -26.233
## CIP.TitleSign Language Interpretation and Translation -44.019
## CIP.TitleSlavic Languages, Literatures, and Linguistics, General -26.233
## CIP.TitleSlavic Studies -33.180
## CIP.TitleSlavic, Baltic, and Albanian Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleSlovak Language and Literature -26.233
## CIP.TitleSmall Business Administration/Management -20.858
## CIP.TitleSmall Companion Animal Surgery and Medicine -26.289
## CIP.TitleSmall Engine Mechanics and Repair Technology/Technician -11.700
## CIP.TitleSocial and Philosophical Foundations of Education -122.484
## CIP.TitleSocial Psychology -14.554
## CIP.TitleSocial Science or History Teacher Education -38.524
## CIP.TitleSocial Science Teacher Education -38.524
## CIP.TitleSocial Sciences -28.931
## CIP.TitleSocial Sciences, Other -28.931
## CIP.TitleSocial Studies Teacher Education -38.524
## CIP.TitleSocial Work -101.162
## CIP.TitleSocial Work, Other -74.418
## CIP.TitleSociology -97.921
## CIP.TitleSoil Chemistry and Physics -0.886
## CIP.TitleSoil Microbiology -0.886
## CIP.TitleSoil science -0.892
## CIP.TitleSoil Science and Agronomy -0.886
## CIP.TitleSoil Sciences, Other -0.886
## CIP.TitleSolar Energy Technology/Technician -2.762
## CIP.TitleSolid State and Low-Temperature Physics 8.509
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, General -26.233
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleSouth Asian Studies -33.180
## CIP.TitleSoutheast Asian and Australasian/Pacific Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleSoutheast Asian Languages, Literatures, and Linguistics, General -26.233
## CIP.TitleSoutheast Asian Studies -33.180
## CIP.TitleSpanish and Iberian Studies -33.180
## CIP.TitleSpanish Language and Literature -44.019
## CIP.TitleSpanish Language Teacher Education -52.564
## CIP.TitleSpecial Education and Teaching, General -47.947
## CIP.TitleSpecial Education and Teaching, Other -47.947
## CIP.TitleSpecial Needs Education -47.947
## CIP.TitleSpecial Products Marketing Operations -45.606
## CIP.TitleSpecialized Merchandising, Sales, and Marketing Operations, Other -45.606
## CIP.TitleSpeech-Language Pathology/Pathologist -34.281
## CIP.TitleSpeech and Rhetorical Studies -33.185
## CIP.TitleSpeech Teacher Education -52.564
## CIP.TitleSport and Fitness Administration/Management -65.237
## CIP.TitleStatistics 4.213
## CIP.TitleStatistics, General 4.213
## CIP.TitleStatistics, Other 4.213
## CIP.TitleStructural Biology -17.903
## CIP.TitleStructural Engineering 31.726
## CIP.TitleStudent Counseling and Personnel Services, Other -6.459
## CIP.TitleStudio Arts -42.414
## CIP.TitleSubstance Abuse/Addiction Counseling -30.324
## CIP.TitleSuperintendency and Educational System Administration -2.445
## CIP.TitleSurgical Technology/Technologist -10.920
## CIP.TitleSurveying Engineering 6.175
## CIP.TitleSurveying Technology/Surveying -2.602
## CIP.TitleSwedish Language and Literature -26.233
## CIP.TitleSystem Administration/Administrator -10.451
## CIP.TitleSystem, Networking, and LAN WAN Management/Manager -10.451
## CIP.TitleSystematic Biology/Biological Systematics -19.513
## CIP.TitleSystems Engineering 27.848
## CIP.TitleTalmudic Studies -64.285
## CIP.TitleTamil Language and Literature -26.233
## CIP.TitleTaxation -20.858
## CIP.TitleTaxidermy Taxidermist -18.435
## CIP.TitleTeacher Assistant/Aide -122.484
## CIP.TitleTeacher AssistantsAides, Other -122.484
## CIP.TitleTeacher Education and Professional Development, Specific Levels and Methods, Other -122.484
## CIP.TitleTeacher Education and Professional Development, Specific Subject Areas, Other -37.997
## CIP.TitleTeacher Education, Multiple Levels -40.311
## CIP.TitleTeacher Education: Multiple Levels -40.311
## CIP.TitleTeaching English as a Second or Foreign Language/ESL Language Instructor -52.564
## CIP.TitleTeaching English or French as a Second or Foreign Language, Other -52.564
## CIP.TitleTeaching French as a Second or Foreign Language -52.564
## CIP.TitleTechnical and Business Writing -33.185
## CIP.TitleTechnical Teacher Education -37.997
## CIP.TitleTechnical Theatre/Theatre Design and Technology -51.640
## CIP.TitleTechnology Teacher Education/Industrial Arts Teacher Education -37.997
## CIP.TitleTelecommunications Technology/Technician 3.069
## CIP.TitleTextile Science -80.991
## CIP.TitleTextile Sciences and Engineering 10.220
## CIP.TitleThai Language and Literature -26.233
## CIP.TitleTheatre Literature, History and Criticism -51.640
## CIP.TitleTheatre/Theatre Arts Management -51.640
## CIP.TitleTheological and Ministerial Studies, Other -64.285
## CIP.TitleTheology and Religious Vocations -64.285
## CIP.TitleTheology and Religious Vocations, Other -64.285
## CIP.TitleTheology/Theological Studies -64.285
## CIP.TitleTheoretical and Mathematical Physics 8.509
## CIP.TitleTherapeutic Recreation/Recreational Therapy -10.676
## CIP.TitleTibetan Language and Literature -26.233
## CIP.TitleTibetan Studies -33.180
## CIP.TitleTourism and Travel Services Management -38.373
## CIP.TitleTourism and Travel Services Marketing Operations -45.606
## CIP.TitleTourism Promotion Operations -45.606
## CIP.TitleToxicology -11.865
## CIP.TitleTrade and Industrial Teacher Education -37.997
## CIP.TitleTraditional Chinese/Asian Medicine and Chinese Herbology -30.324
## CIP.TitleTraffic, Customs, and Transportation Clerk/Technician -20.858
## CIP.TitleTransportation and Highway Engineering 31.726
## CIP.TitleTransportation and Materials Moving, Other 3.847
## CIP.TitleTransportation Sciences and Technologies 3.847
## CIP.TitleTransportation/Transportation Management 0.000
## CIP.TitleTreatment Therapy Professions -10.676
## CIP.TitleTruck and Bus Driver/Commercial Vehicle Operation 3.847
## CIP.TitleTurf and Turfgrass Management -18.435
## CIP.TitleTurkic, Ural-Altaic, Caucasian, and Central Asian Languages, Literatures, and Linguistics, Other -26.233
## CIP.TitleTurkish Language and Literature -26.233
## CIP.TitleUkraine Studies -33.180
## CIP.TitleUkrainian Language and Literature -26.233
## CIP.TitleUnited States History -10.963
## CIP.TitleUral-Altaic and Central Asian Studies -33.180
## CIP.TitleUrban Education and Leadership -2.445
## CIP.TitleUrban Forestry -9.424
## CIP.TitleUrban Studies/Affairs -8.991
## CIP.TitleUrdu Language and Literature -26.233
## CIP.TitleVehicle and Vehicle Parts and Accessories Marketing Operations -45.606
## CIP.TitleVehicle Emissions Inspection and Maintenance Technology/Technician -11.700
## CIP.TitleVehicle Maintenance and Repair Technologies, Other -11.700
## CIP.TitleVeterinary Anatomy -30.324
## CIP.TitleVeterinary Animal Health Technology/Technician and Veterinary Assistant -10.920
## CIP.TitleVeterinary Biomedical and Clinical Sciences, Other -30.324
## CIP.TitleVeterinary Infectious Diseases -30.324
## CIP.TitleVeterinary Medicine -26.289
## CIP.TitleVeterinary Microbiology and Immunobiology -30.324
## CIP.TitleVeterinary Pathology and Pathobiology -30.324
## CIP.TitleVeterinary Physiology -30.324
## CIP.TitleVeterinary Preventive Medicine Epidemiology and Public Health -30.324
## CIP.TitleVeterinary Sciences/Veterinary Clinical Sciences, General -30.324
## CIP.TitleVeterinary Toxicology and Pharmacology -30.324
## CIP.TitleVietnamese Language and Literature -26.233
## CIP.TitleViolin, Viola, Guitar and Other Stringed Instruments -55.698
## CIP.TitleVirology -11.865
## CIP.TitleVision Science/Physiological Optics -16.492
## CIP.TitleVisual and Performing Arts -32.042
## CIP.TitleVisual and Performing Arts, General -32.042
## CIP.TitleVisual and Performing Arts, Other -32.042
## CIP.TitleVocational Rehabilitation Counseling/Counselor -10.676
## CIP.TitleVoice and Opera -55.698
## CIP.TitleWaldorf/Steiner Teacher Education -37.997
## CIP.TitleWatchmaking and Jewelrymaking -11.700
## CIP.TitleWater Quality and Wastewater Treatment Management and Recycling Technology/Technician -2.602
## CIP.TitleWater Resources Engineering 31.726
## CIP.TitleWater, Wetlands, and Marine Resources Management -18.901
## CIP.TitleWeb Multimedia Management and Webmaster -10.451
## CIP.TitleWeb Page, Digital/Multimedia and Information Resources Design -4.558
## CIP.TitleWell Drilling/Driller 0.000
## CIP.TitleWestern European Studies -33.180
## CIP.TitleWildlife and Wildlands Science and Management -18.901
## CIP.TitleWildlife Biology -11.865
## CIP.TitleWomens Studies -33.180
## CIP.TitleWood Science and Wood Products/Pulp and Paper Technology -9.424
## CIP.TitleWord Processing -20.858
## CIP.TitleWork and Family Studies -80.991
## CIP.TitleYoga Teacher Training/Yoga Therapy -10.676
## CIP.TitleYouth Ministry -64.285
## CIP.TitleYouth Services Administration -74.418
## CIP.TitleZoology -12.195
## CIP.TitleZoology/Animal Biology -12.195
## CIP.TitleZoology/Animal Biology, Other -12.195
## Pr(>|t|)
## (Intercept) < 2e-16
## isStemTRUE 1.000000
## CIP.TitleAccounting and Business/Management 1.000000
## CIP.TitleAccounting and Finance 1.000000
## CIP.TitleAccounting and Related Services, Other 1.000000
## CIP.TitleAccounting Technology/Technician and Bookkeeping 1.000000
## CIP.TitleAcoustics 4.85e-10
## CIP.TitleActing < 2e-16
## CIP.TitleActuarial Science 5.74e-06
## CIP.TitleAcupuncture < 2e-16
## CIP.TitleAdministration of Special Education 0.019664
## CIP.TitleAdministrative Assistant and Secretarial Science, General < 2e-16
## CIP.TitleAdult and Continuing Education Administration 0.019664
## CIP.TitleAdult and Continuing Education and Teaching < 2e-16
## CIP.TitleAdult Development and Aging < 2e-16
## CIP.TitleAdult Health Nurse/Nursing < 2e-16
## CIP.TitleAdult Literacy Tutor/Instructor < 2e-16
## CIP.TitleAdvertising < 2e-16
## CIP.TitleAdvertising and Public Relations < 2e-16
## CIP.TitleAeronautical/Aerospace Engineering Technology/Technician 6.00e-05
## CIP.TitleAeronautics/Aviation/Aerospace Science and Technology, General 0.001494
## CIP.TitleAerospace Engineering < 2e-16
## CIP.TitleAerospace, Aeronautical and Astronautical Engineering < 2e-16
## CIP.TitleAesthetician/Esthetician and Skin Care Specialist < 2e-16
## CIP.TitleAfrican-American/Black Studies < 2e-16
## CIP.TitleAfrican Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleAfrican Studies < 2e-16
## CIP.TitleAgribusiness/Agricultural Business Operations < 2e-16
## CIP.TitleAgricultural and Domestic Animal Services, Other < 2e-16
## CIP.TitleAgricultural and Extension Education Services 1.25e-07
## CIP.TitleAgricultural and Food Products Processing < 2e-16
## CIP.TitleAgricultural and Horticultural Plant Breeding < 2e-16
## CIP.TitleAgricultural Animal Breeding < 2e-16
## CIP.TitleAgricultural Business and Management, General < 2e-16
## CIP.TitleAgricultural Business and Management, Other < 2e-16
## CIP.TitleAgricultural Business Technology < 2e-16
## CIP.TitleAgricultural Communication/Journalism 1.25e-07
## CIP.TitleAgricultural Economics 0.007472
## CIP.TitleAgricultural Mechanics and Equipment/Machine Technology < 2e-16
## CIP.TitleAgricultural Mechanization, General < 2e-16
## CIP.TitleAgricultural Mechanization, Other < 2e-16
## CIP.TitleAgricultural Power Machinery Operation < 2e-16
## CIP.TitleAgricultural Production Operations < 2e-16
## CIP.TitleAgricultural Public Services, Other 1.25e-07
## CIP.TitleAgricultural Teacher Education < 2e-16
## CIP.TitleAgricultural/Biological Engineering and Bioengineering 0.006744
## CIP.TitleAgricultural/Farm Supplies Retailing and Wholesales < 2e-16
## CIP.TitleAgriculture Production and Management < 2e-16
## CIP.TitleAgriculture, Agriculture Operations, and Related Services, Other < 2e-16
## CIP.TitleAgriculture, General < 2e-16
## CIP.TitleAgronomy and Crop Sciences < 2e-16
## CIP.TitleAir Force JROTC ROTC 0.720206
## CIP.TitleAir Traffic Controller 0.000485
## CIP.TitleAir Transportation, Other 0.000485
## CIP.TitleAircraft Powerplant Technology/Technician 1.20e-13
## CIP.TitleAirframe Mechanics and Aircraft Maintenance Technology/Technician 1.20e-13
## CIP.TitleAirline Flight Attendant 0.000485
## CIP.TitleAirline/Commercial/Professional Pilot and Flight Crew 0.000485
## CIP.TitleAlbanian Language and Literature < 2e-16
## CIP.TitleAllied Health and Medical Assisting Services, Other 9.58e-16
## CIP.TitleAllied Health Diagnostic, Intervention, and Treatment Professions, Other < 2e-16
## CIP.TitleAlternative and Complementary Medical Support Services, Other < 2e-16
## CIP.TitleAlternative and Complementary Medicine and Medical Systems, Other < 2e-16
## CIP.TitleAlternative Fuel Vehicle Technology/Technician 1.20e-13
## CIP.TitleAmerican Government and Politics, United States < 2e-16
## CIP.TitleAmerican History (United States) 7.24e-13
## CIP.TitleAmerican Indian/Native American Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleAmerican Indian/Native American Studies < 2e-16
## CIP.TitleAmerican Literature, Canadian < 2e-16
## CIP.TitleAmerican Literature, United States < 2e-16
## CIP.TitleAmerican Sign Language, ASL < 2e-16
## CIP.TitleAmerican Sign Language, Other < 2e-16
## CIP.TitleAmerican/United States Studies Civilization < 2e-16
## CIP.TitleAnalytical Chemistry 6.24e-16
## CIP.TitleAnatomy 8.06e-14
## CIP.TitleAncient Classical Greek Language and Literature < 2e-16
## CIP.TitleAncient Near Eastern and Biblical Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleAncient Studies/Civilization < 2e-16
## CIP.TitleAnesthesiologist Assistant 9.58e-16
## CIP.TitleAnimal Behavior and Ethology 8.06e-14
## CIP.TitleAnimal Genetics 1.16e-08
## CIP.TitleAnimal Health < 2e-16
## CIP.TitleAnimal Livestock Husbandry and Production < 2e-16
## CIP.TitleAnimal Nutrition < 2e-16
## CIP.TitleAnimal Physiology < 2e-16
## CIP.TitleAnimal Sciences < 2e-16
## CIP.TitleAnimal Sciences, General < 2e-16
## CIP.TitleAnimal Sciences, Other < 2e-16
## CIP.TitleAnimal Training < 2e-16
## CIP.TitleAnimation, Interactive Technology, Video Graphics and Special Effects < 2e-16
## CIP.TitleAnthropology < 2e-16
## CIP.TitleAnthropology and Archeology < 2e-16
## CIP.TitleAnthropology, Other < 2e-16
## CIP.TitleApparel and Accessories Marketing Operations < 2e-16
## CIP.TitleApparel and Textile Manufacture < 2e-16
## CIP.TitleApparel and Textile Marketing Management < 2e-16
## CIP.TitleApparel and Textiles, General < 2e-16
## CIP.TitleApparel and Textiles, Other < 2e-16
## CIP.TitleAppliance Installation and Repair Technology/Technician 1.20e-13
## CIP.TitleApplied Economics < 2e-16
## CIP.TitleApplied Horticulture/Horticultural Business Services, Other < 2e-16
## CIP.TitleApplied Horticulture/Horticultural Operations, General < 2e-16
## CIP.TitleApplied Mathematics 1.00e-05
## CIP.TitleApplied Mathematics, Other 0.000693
## CIP.TitleAquaculture < 2e-16
## CIP.TitleAquatic Biology/Limnology 8.06e-14
## CIP.TitleArabic Language and Literature < 2e-16
## CIP.TitleArcheology < 2e-16
## CIP.TitleArchitectural Drafting and Architectural CAD/CADD 0.013483
## CIP.TitleArchitectural Engineering 1.71e-15
## CIP.TitleArchitectural Engineering Technology/Technician 0.013483
## CIP.TitleArchitectural History and Criticism, General 1.71e-06
## CIP.TitleArchitectural Technology/Technician 1.71e-06
## CIP.TitleArchitecture 3.43e-09
## CIP.TitleArchitecture and Related Services, Other 1.71e-06
## CIP.TitleArea Studies, Other < 2e-16
## CIP.TitleArea, Ethnic, and Civilization Studies < 2e-16
## CIP.TitleArea, Ethnic, Cultural, and Gender Studies, Other < 2e-16
## CIP.TitleArmy JROTC ROTC 0.720206
## CIP.TitleArt and Music Education < 2e-16
## CIP.TitleArt History and Criticism < 2e-16
## CIP.TitleArt History, Criticism and Conservation < 2e-16
## CIP.TitleArt Teacher Education < 2e-16
## CIP.TitleArt Therapy/Therapist 1.49e-12
## CIP.TitleArt/Art Studies, General < 2e-16
## CIP.TitleArtificial Intelligence and Robotics 1.000000
## CIP.TitleArts Management 5.94e-12
## CIP.TitleAsian-American Studies < 2e-16
## CIP.TitleAsian History < 2e-16
## CIP.TitleAsian Studies Civilization < 2e-16
## CIP.TitleAssistive/Augmentative Technology and Rehabilitation Engineering 1.49e-12
## CIP.TitleAstronomy 2.40e-06
## CIP.TitleAstronomy and Astrophysics 2.40e-06
## CIP.TitleAstronomy and Astrophysics, Other 2.40e-06
## CIP.TitleAstrophysics 2.40e-06
## CIP.TitleAthletic Training/Trainer 1.49e-12
## CIP.TitleAtmospheric Chemistry and Climatology 0.002852
## CIP.TitleAtmospheric Physics and Dynamics 0.002852
## CIP.TitleAtmospheric Sciences and Meteorology 0.002852
## CIP.TitleAtmospheric Sciences and Meteorology, General 0.002852
## CIP.TitleAtmospheric Sciences and Meteorology, Other 0.002852
## CIP.TitleAtomic/Molecular Physics 4.85e-10
## CIP.TitleAuctioneering < 2e-16
## CIP.TitleAudiology/Audiologist and Hearing Sciences < 2e-16
## CIP.TitleAudiology/Audiologist and Speech-Language Pathology/Pathologist < 2e-16
## CIP.TitleAudiovisual Communications Technologies/Technicians, Other < 2e-16
## CIP.TitleAuditing 1.000000
## CIP.TitleAustralian/Oceanic/Pacific Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleAutobody/Collision and Repair Technology/Technician 1.20e-13
## CIP.TitleAutomobile/Automotive Mechanics Technology Technician 1.20e-13
## CIP.TitleAutomotive Engineering Technology/Technician 6.00e-05
## CIP.TitleAviation/Airway Management and Operations 0.000485
## CIP.TitleAvionics Maintenance Technology/Technician 1.20e-13
## CIP.TitleAyurvedic Medicine/Ayurveda < 2e-16
## CIP.TitleBahasa Indonesian/Bahasa Malay Languages and Literatures < 2e-16
## CIP.TitleBaking and Pastry Arts/Baker/Pastry Chef < 2e-16
## CIP.TitleBalkans Studies < 2e-16
## CIP.TitleBallet < 2e-16
## CIP.TitleBaltic Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleBaltic Studies < 2e-16
## CIP.TitleBanking and Financial Support Services 1.000000
## CIP.TitleBarbering/Barber < 2e-16
## CIP.TitleBartending/Bartender < 2e-16
## CIP.TitleBengali Language and Literature < 2e-16
## CIP.TitleBible/Biblical Studies < 2e-16
## CIP.TitleBicycle Mechanics and Repair Technology/Technician 1.20e-13
## CIP.TitleBilingual and Multilingual Education < 2e-16
## CIP.TitleBilingual, Multilingual and Multicultural Education, Other < 2e-16
## CIP.TitleBiochemical Sciences < 2e-16
## CIP.TitleBiochemistry < 2e-16
## CIP.TitleBiochemistry, Biophysics and Molecular Biology, Other < 2e-16
## CIP.TitleBiochemistry/Biophysics and Molecular Biology < 2e-16
## CIP.TitleBioethics/Medical Ethics < 2e-16
## CIP.TitleBioinformatics 8.06e-14
## CIP.TitleBiological and Biomedical Sciences, Other 8.06e-14
## CIP.TitleBiological Engineering 0.006744
## CIP.TitleBiology < 2e-16
## CIP.TitleBiology Teacher Education < 2e-16
## CIP.TitleBiology/Biological Sciences, General < 2e-16
## CIP.TitleBiomathematics and Bioinformatics 8.06e-14
## CIP.TitleBiomedical Engineering 1.000000
## CIP.TitleBiomedical Sciences, General < 2e-16
## CIP.TitleBiomedical Technology/Technician 0.013483
## CIP.TitleBiomedical/Medical Engineering 1.000000
## CIP.TitleBiometry Biometrics 8.06e-14
## CIP.TitleBiophysics < 2e-16
## CIP.TitleBiopsychology 4.24e-06
## CIP.TitleBiostatistics 8.06e-14
## CIP.TitleBiotechnology 8.06e-14
## CIP.TitleBlasting/Blaster 1.000000
## CIP.TitleBlood Bank Technology Specialist 8.06e-13
## CIP.TitleBotany 2.11e-11
## CIP.TitleBotany/Plant Biology 2.11e-11
## CIP.TitleBotany/Plant Biology, Other 2.11e-11
## CIP.TitleBroadcast Journalism < 2e-16
## CIP.TitleBuddhist Studies < 2e-16
## CIP.TitleBuilding/Construction Finishing, Management, and Inspection, Other 1.000000
## CIP.TitleBuilding/Construction Site Management/Manager 1.000000
## CIP.TitleBuilding/Home/Construction Inspection/Inspector 1.000000
## CIP.TitleBuilding/Property Maintenance and Management 1.000000
## CIP.TitleBulgarian Language and Literature < 2e-16
## CIP.TitleBurmese Language and Literature < 2e-16
## CIP.TitleBusiness Administration and Management, General < 2e-16
## CIP.TitleBusiness Administration, Management and Operations, Other < 2e-16
## CIP.TitleBusiness and Personal Financial Services Marketing Operations < 2e-16
## CIP.TitleBusiness Economics 1.000000
## CIP.TitleBusiness Family and Consumer Sciences/Human Sciences < 2e-16
## CIP.TitleBusiness Machine Repair 1.20e-13
## CIP.TitleBusiness Management and Administration < 2e-16
## CIP.TitleBusiness Operations Support and Secretarial Services, Other < 2e-16
## CIP.TitleBusiness Statistics 4.97e-15
## CIP.TitleBusiness Teacher Education < 2e-16
## CIP.TitleBusiness, Management, Marketing, and Related Support Services, Other < 2e-16
## CIP.TitleBusiness/Commerce, General < 2e-16
## CIP.TitleBusiness/Corporate Communications < 2e-16
## CIP.TitleBusiness/Managerial Economics 1.000000
## CIP.TitleBusiness/Office Automation/Technology/Data Entry < 2e-16
## CIP.TitleCAD/CADD Drafting and or Design Technology/Technician 0.013483
## CIP.TitleCanadian Government and Politics < 2e-16
## CIP.TitleCanadian History < 2e-16
## CIP.TitleCanadian Studies < 2e-16
## CIP.TitleCardiopulmonary Technology/Technologist 8.06e-13
## CIP.TitleCardiovascular Science < 2e-16
## CIP.TitleCardiovascular Technology/Technologist 8.06e-13
## CIP.TitleCaribbean Studies < 2e-16
## CIP.TitleCarpentry/Carpenter 1.000000
## CIP.TitleCartography < 2e-16
## CIP.TitleCatalan Language and Literature < 2e-16
## CIP.TitleCell Biology and Anatomy < 2e-16
## CIP.TitleCell Cellular Biology and Histology < 2e-16
## CIP.TitleCell Physiology < 2e-16
## CIP.TitleCell/Cellular and Molecular Biology < 2e-16
## CIP.TitleCell/Cellular Biology and Anatomical Sciences, Other < 2e-16
## CIP.TitleCeltic Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleCentral/Middle and Eastern European Studies < 2e-16
## CIP.TitleCeramic Arts and Ceramics < 2e-16
## CIP.TitleCeramic Sciences and Engineering 4.79e-12
## CIP.TitleChemical Engineering < 2e-16
## CIP.TitleChemical Physics 6.24e-16
## CIP.TitleChemical Technology/Technician 0.081263
## CIP.TitleChemistry 6.24e-16
## CIP.TitleChemistry Teacher Education < 2e-16
## CIP.TitleChemistry, General 6.24e-16
## CIP.TitleChemistry, Other 6.24e-16
## CIP.TitleChild Care and Support Services Management < 2e-16
## CIP.TitleChild Care Provider/Assistant < 2e-16
## CIP.TitleChild Development < 2e-16
## CIP.TitleChinese Language and Literature < 2e-16
## CIP.TitleChinese Studies < 2e-16
## CIP.TitleChiropractic < 2e-16
## CIP.TitleChiropractic Assistant Technician 9.58e-16
## CIP.TitleChristian Studies < 2e-16
## CIP.TitleCinematography and Film/Video Production < 2e-16
## CIP.TitleCity/Urban, Community and Regional Planning 1.71e-06
## CIP.TitleCivil Drafting and Civil Engineering CAD/CADD 0.013483
## CIP.TitleCivil Engineering < 2e-16
## CIP.TitleCivil Engineering Technology/Technician 0.013483
## CIP.TitleCivil Engineering, General < 2e-16
## CIP.TitleCivil Engineering, Other < 2e-16
## CIP.TitleClassical, Ancient Mediterranean and Near Eastern Studies and Archeology < 2e-16
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleClinical and Industrial Drug Development < 2e-16
## CIP.TitleClinical Child Psychology 2.42e-11
## CIP.TitleClinical Laboratory Science/Medical Technology/Technologist 3.05e-11
## CIP.TitleClinical Nurse Specialist < 2e-16
## CIP.TitleClinical Nutrition/Nutritionist < 2e-16
## CIP.TitleClinical Pastoral Counseling/Patient Counseling < 2e-16
## CIP.TitleClinical Psychology 1.67e-15
## CIP.TitleClinical, Hospital, and Managed Care Pharmacy < 2e-16
## CIP.TitleClinical/Medical Laboratory Assistant 9.58e-16
## CIP.TitleClinical/Medical Laboratory Science and Allied Professions, Other 8.06e-13
## CIP.TitleClinical/Medical Laboratory Technician 8.06e-13
## CIP.TitleClinical/Medical Social Work < 2e-16
## CIP.TitleCognitive Psychology and Psycholinguistics < 2e-16
## CIP.TitleCognitive Science 4.24e-06
## CIP.TitleCognitive Science and Biopsychology 3.78e-06
## CIP.TitleCollege Student Counseling and Personnel Services 1.93e-07
## CIP.TitleCommercial and Advertising Art < 2e-16
## CIP.TitleCommercial Art and Graphic Design < 2e-16
## CIP.TitleCommercial Fishing 0.000485
## CIP.TitleCommercial Photography < 2e-16
## CIP.TitleCommonwealth Studies < 2e-16
## CIP.TitleCommunication and Media Studies, Other < 2e-16
## CIP.TitleCommunication Disorders Sciences and Services < 2e-16
## CIP.TitleCommunication Disorders Sciences and Services, Other < 2e-16
## CIP.TitleCommunication Disorders, General < 2e-16
## CIP.TitleCommunication Studies/Speech Communication and Rhetoric < 2e-16
## CIP.TitleCommunication Technologies < 2e-16
## CIP.TitleCommunications < 2e-16
## CIP.TitleCommunications Systems Installation and Repair Technology 1.20e-13
## CIP.TitleCommunications Technologies/Technicians and Support Services, Other < 2e-16
## CIP.TitleCommunications Technology/Technician < 2e-16
## CIP.TitleCommunity and Public Health < 2e-16
## CIP.TitleCommunity College Education 0.019664
## CIP.TitleCommunity Health and Preventive Medicine < 2e-16
## CIP.TitleCommunity Health Services/Liaison/Counseling < 2e-16
## CIP.TitleCommunity Organization and Advocacy < 2e-16
## CIP.TitleCommunity Psychology < 2e-16
## CIP.TitleComparative and Laboratory Animal Medicine < 2e-16
## CIP.TitleComparative Literature < 2e-16
## CIP.TitleComparative Psychology < 2e-16
## CIP.TitleComposition and Speech < 2e-16
## CIP.TitleComputational Mathematics 0.000693
## CIP.TitleComputer Administration Management and Security 9.55e-13
## CIP.TitleComputer and Information Sciences, General 1.000000
## CIP.TitleComputer and Information Sciences, Other 1.000000
## CIP.TitleComputer and Information Systems-General 1.000000
## CIP.TitleComputer and Information Systems Security 2.64e-12
## CIP.TitleComputer Engineering < 2e-16
## CIP.TitleComputer Engineering Technologies/Technicians, Other 0.013483
## CIP.TitleComputer Engineering Technology/Technician 0.013483
## CIP.TitleComputer Engineering, General < 2e-16
## CIP.TitleComputer Engineering, Other < 2e-16
## CIP.TitleComputer Graphics 6.04e-05
## CIP.TitleComputer Hardware Engineering < 2e-16
## CIP.TitleComputer Hardware Technology/Technician 0.013483
## CIP.TitleComputer Installation and Repair Technology Technician 1.20e-13
## CIP.TitleComputer Networking and Telecommunications 2.17e-14
## CIP.TitleComputer Programming 4.08e-05
## CIP.TitleComputer Programming, Other 6.04e-05
## CIP.TitleComputer Programming, Specific Applications 6.04e-05
## CIP.TitleComputer Programming, Vendor/Product Certification 6.04e-05
## CIP.TitleComputer Programming/Programmer, General 6.04e-05
## CIP.TitleComputer Science < 2e-16
## CIP.TitleComputer Software and Media Applications, Other 6.04e-05
## CIP.TitleComputer Software Engineering < 2e-16
## CIP.TitleComputer Software Technology/Technician 0.013483
## CIP.TitleComputer Systems Networking and Telecommunications 8.70e-14
## CIP.TitleComputer Technology/Computer Systems Technology 0.013483
## CIP.TitleComputer Typography and Composition Equipment Operator < 2e-16
## CIP.TitleComputer/Information Technology Services Administration and Management 2.64e-12
## CIP.TitleConcrete Finishing/Concrete Finisher 1.000000
## CIP.TitleConducting < 2e-16
## CIP.TitleConservation Biology < 2e-16
## CIP.TitleConstruction Engineering 4.54e-07
## CIP.TitleConstruction Engineering Technology/Technician 0.009082
## CIP.TitleConstruction Management < 2e-16
## CIP.TitleConstruction Services 1.000000
## CIP.TitleConstruction Trades, General 1.000000
## CIP.TitleConstruction Trades, Other 1.000000
## CIP.TitleConstruction/Heavy Equipment/Earthmoving Equipment Operation 0.000485
## CIP.TitleConsumer Economics < 2e-16
## CIP.TitleConsumer Merchandising/Retailing Management < 2e-16
## CIP.TitleConsumer Services and Advocacy < 2e-16
## CIP.TitleCooking and Related Culinary Arts, General < 2e-16
## CIP.TitleCorrections < 2e-16
## CIP.TitleCorrections Administration < 2e-16
## CIP.TitleCorrections and Criminal Justice, Other < 2e-16
## CIP.TitleCosmetology and Related Personal Grooming Arts, Other < 2e-16
## CIP.TitleCosmetology Services and Culinary Arts < 2e-16
## CIP.TitleCosmetology, Barber/Styling, and Nail Instructor < 2e-16
## CIP.TitleCosmetology/Cosmetologist, General < 2e-16
## CIP.TitleCounseling Psychology < 2e-16
## CIP.TitleCounselor Education/School Counseling and Guidance Services 1.93e-07
## CIP.TitleCourt Reporting 2.31e-09
## CIP.TitleCourt Reporting/Court Reporter 2.31e-09
## CIP.TitleCrafts Craft Design, Folk Art and Artisanry < 2e-16
## CIP.TitleCreative Writing < 2e-16
## CIP.TitleCredit Management 1.000000
## CIP.TitleCriminal Justice and Fire Protection < 2e-16
## CIP.TitleCriminal Justice Law Enforcement Administration < 2e-16
## CIP.TitleCriminal Justice/Police Science < 2e-16
## CIP.TitleCriminal Justice/Safety Studies < 2e-16
## CIP.TitleCriminalistics and Criminal Science < 2e-16
## CIP.TitleCriminology < 2e-16
## CIP.TitleCritical Care Nursing < 2e-16
## CIP.TitleCrop Production < 2e-16
## CIP.TitleCulinary Arts and Related Services, Other < 2e-16
## CIP.TitleCulinary Arts/Chef Training < 2e-16
## CIP.TitleCultural Resource Management and Policy Analysis < 2e-16
## CIP.TitleCurriculum and Instruction < 2e-16
## CIP.TitleCustomer Service Management < 2e-16
## CIP.TitleCustomer Service Support/Call Center/Teleservice Operation < 2e-16
## CIP.TitleCytogenetics/Genetics/Clinical Genetics Technology/Technologist 8.06e-13
## CIP.TitleCytotechnology/Cytotechnologist 3.05e-11
## CIP.TitleCzech Language and Literature < 2e-16
## CIP.TitleDairy Husbandry and Production < 2e-16
## CIP.TitleDairy Science < 2e-16
## CIP.TitleDance Therapy/Therapist 1.49e-12
## CIP.TitleDance, General < 2e-16
## CIP.TitleDance, Other < 2e-16
## CIP.TitleDanish Language and Literature < 2e-16
## CIP.TitleData Entry/Microcomputer Applications, General < 2e-16
## CIP.TitleData Entry/Microcomputer Applications, Other < 2e-16
## CIP.TitleData Modeling/Warehousing and Database Administration 6.04e-05
## CIP.TitleDemography and Population Studies 1.27e-10
## CIP.TitleDental Assisting/Assistant 9.58e-16
## CIP.TitleDental Hygiene/Hygienist 9.58e-16
## CIP.TitleDental Laboratory Technology Technician 8.06e-13
## CIP.TitleDentistry < 2e-16
## CIP.TitleDesign and Applied Arts, Other < 2e-16
## CIP.TitleDesign and Visual Communications, General < 2e-16
## CIP.TitleDevelopment Economics and International Development < 2e-16
## CIP.TitleDevelopmental and Child Psychology < 2e-16
## CIP.TitleDevelopmental Biology and Embryology 8.06e-14
## CIP.TitleDiagnostic Medical Sonography/Sonographer and Ultrasound Technician 8.06e-13
## CIP.TitleDiesel Mechanics Technology/Technician 1.20e-13
## CIP.TitleDietetic Technician, DTR 8.06e-13
## CIP.TitleDietetics and Clinical Nutrition Services, Other < 2e-16
## CIP.TitleDietetics/Dietitian < 2e-16
## CIP.TitleDietitian Assistant 9.58e-16
## CIP.TitleDigital Communication and Media Multimedia < 2e-16
## CIP.TitleDirect Entry Midwifery < 2e-16
## CIP.TitleDirecting and Theatrical Production < 2e-16
## CIP.TitleDiver, Professional and Instructor 0.000485
## CIP.TitleDivinity/Ministry < 2e-16
## CIP.TitleDog Pet Animal Grooming < 2e-16
## CIP.TitleDrafting and Design Technology/Technician 0.013483
## CIP.TitleDrafting/Design Engineering Technologies/Technicians, Other 0.013483
## CIP.TitleDrama and Dance Teacher Education < 2e-16
## CIP.TitleDrama and Dramatics/Theatre Arts, General < 2e-16
## CIP.TitleDrama and Theater Arts < 2e-16
## CIP.TitleDramatic/Theatre Arts and Stagecraft, Other < 2e-16
## CIP.TitleDrawing < 2e-16
## CIP.TitleDriver and Safety Teacher Education < 2e-16
## CIP.TitleDrywall Installation/Drywaller 1.000000
## CIP.TitleDutch/Flemish Language and Literature < 2e-16
## CIP.TitleE-Commerce/Electronic Commerce 1.000000
## CIP.TitleEarly Childhood Education < 2e-16
## CIP.TitleEarly Childhood Education and Teaching < 2e-16
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleEast Asian Studies < 2e-16
## CIP.TitleEcology < 2e-16
## CIP.TitleEcology, Evolution, Systematics and Population Biology, Other < 2e-16
## CIP.TitleEconometrics and Quantitative Economics 1.60e-13
## CIP.TitleEconomics < 2e-16
## CIP.TitleEconomics, General < 2e-16
## CIP.TitleEconomics, Other < 2e-16
## CIP.TitleEducation < 2e-16
## CIP.TitleEducation, Other < 2e-16
## CIP.TitleEducation/Teaching of Individuals in Early Childhood Special Education Programs < 2e-16
## CIP.TitleEducation/Teaching of Individuals Who are Developmentally Delayed < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Autism < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Emotional Disturbances < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Hearing Impairments Including Deafness < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Mental Retardation < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Multiple Disabilities < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Orthopedic and Other Physical Health Impairments < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Specific Learning Disabilities < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Speech or Language Impairments < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Traumatic Brain Injuries < 2e-16
## CIP.TitleEducation/Teaching of Individuals with Vision Impairments Including Blindness < 2e-16
## CIP.TitleEducation/Teaching of the Gifted and Talented < 2e-16
## CIP.TitleEducational Administration and Supervision 0.019664
## CIP.TitleEducational Administration and Supervision, Other 0.019664
## CIP.TitleEducational Assessment, Evaluation, and Research, Other < 2e-16
## CIP.TitleEducational Assessment, Testing, and Measurement < 2e-16
## CIP.TitleEducational Evaluation and Research < 2e-16
## CIP.TitleEducational Instructional Media Design < 2e-16
## CIP.TitleEducational Leadership and Administration, General 0.019664
## CIP.TitleEducational Psychology < 2e-16
## CIP.TitleEducational Statistics and Research Methods < 2e-16
## CIP.TitleEducational, Instructional, and Curriculum Supervision 0.019664
## CIP.TitleElectrical and Electronic Engineering Technologies/Technicians, Other 0.004135
## CIP.TitleElectrical and Mechanic Repairs and Technologies 1.20e-13
## CIP.TitleElectrical and Power Transmission Installation/Installer, General 1.000000
## CIP.TitleElectrical and Power Transmission Installers, Other 1.000000
## CIP.TitleElectrical Engineering < 2e-16
## CIP.TitleElectrical Engineering Technology 0.004135
## CIP.TitleElectrical, Electronic and Communications Engineering Technology/Technician 0.004135
## CIP.TitleElectrical, Electronics and Communications Engineering < 2e-16
## CIP.TitleElectrical/Electronics Drafting and Electrical Electronics CAD/CADD 0.013483
## CIP.TitleElectrical/Electronics Equipment Installation and Repair, General 1.20e-13
## CIP.TitleElectrical/Electronics Maintenance and Repair Technology, Other 1.20e-13
## CIP.TitleElectrician 1.000000
## CIP.TitleElectrocardiograph Technology/Technician 8.06e-13
## CIP.TitleElectrolysis/Electrology and Electrolysis Technician < 2e-16
## CIP.TitleElectromechanical and Instrumentation and Maintenance Technologies/Technicians, Other 0.013483
## CIP.TitleElectromechanical Technology/Electromechanical Engineering Technology 0.013483
## CIP.TitleElectroneurodiagnostic/Electroencephalographic Technology/Technologist 8.06e-13
## CIP.TitleElementary and Middle School Administration/Principalship 0.019664
## CIP.TitleElementary Education < 2e-16
## CIP.TitleElementary Education and Teaching < 2e-16
## CIP.TitleElementary Particle Physics 4.85e-10
## CIP.TitleEmergency Care Attendant (EMT Ambulance) 9.58e-16
## CIP.TitleEmergency Medical Technology/Technician (EMT Paramedic) 8.06e-13
## CIP.TitleEndocrinology < 2e-16
## CIP.TitleEnergy Management and Systems Technology/Technician 0.009082
## CIP.TitleEngiineering Technology, General 0.048819
## CIP.TitleEngine Machinist 1.20e-13
## CIP.TitleEngineering-Related Technologies, Other 0.013483
## CIP.TitleEngineering and Industrial Management 4.95e-12
## CIP.TitleEngineering Mechanics 1.000000
## CIP.TitleEngineering Mechanics, Physics, and Science 1.000000
## CIP.TitleEngineering Physics 1.000000
## CIP.TitleEngineering Science 1.000000
## CIP.TitleEngineering Technologies 0.048819
## CIP.TitleEngineering Technologies/Technicians, Other 0.013483
## CIP.TitleEngineering, General < 2e-16
## CIP.TitleEngineering, Other 4.54e-07
## CIP.TitleEngineering/Industrial Management 4.95e-12
## CIP.TitleEnglish Composition < 2e-16
## CIP.TitleEnglish Language and Literature < 2e-16
## CIP.TitleEnglish Language and Literature, General < 2e-16
## CIP.TitleEnglish Language and Literature/Letters, Other < 2e-16
## CIP.TitleEnglish Literature (British and Commonwealth) < 2e-16
## CIP.TitleEnglish/Language Arts Teacher Education < 2e-16
## CIP.TitleEntomology 3.70e-14
## CIP.TitleEntrepreneurial and Small Business Operations, Other < 2e-16
## CIP.TitleEntrepreneurship/Entrepreneurial Studies < 2e-16
## CIP.TitleEnvironmental Biology < 2e-16
## CIP.TitleEnvironmental Control Technologies/Technicians, Other 0.013483
## CIP.TitleEnvironmental Design/Architecture 1.71e-06
## CIP.TitleEnvironmental Engineering 0.003891
## CIP.TitleEnvironmental Engineering Technology/Environmental Technology Technician 0.013483
## CIP.TitleEnvironmental Health < 2e-16
## CIP.TitleEnvironmental Psychology < 2e-16
## CIP.TitleEnvironmental Science < 2e-16
## CIP.TitleEnvironmental Studies < 2e-16
## CIP.TitleEnvironmental Toxicology 0.060919
## CIP.TitleEnvironmental/Environmental Health Engineering 0.003891
## CIP.TitleEquestrian Equine Studies < 2e-16
## CIP.TitleEthics < 2e-16
## CIP.TitleEthnic, Cultural Minority, and Gender Studies, Other < 2e-16
## CIP.TitleEuropean History < 2e-16
## CIP.TitleEuropean Studies/Civilization < 2e-16
## CIP.TitleEvolutionary Biology 8.06e-14
## CIP.TitleExecutive Assistant/Executive Secretary < 2e-16
## CIP.TitleExercise Physiology < 2e-16
## CIP.TitleFacial Treatment Specialist/Facialist < 2e-16
## CIP.TitleFacilities Planning and Management < 2e-16
## CIP.TitleFamily and Community Services < 2e-16
## CIP.TitleFamily and Consumer Economics and Related Services, Other < 2e-16
## CIP.TitleFamily and Consumer Sciences < 2e-16
## CIP.TitleFamily and Consumer Sciences/Home Economics Teacher Education < 2e-16
## CIP.TitleFamily and Consumer Sciences/Human Sciences Business Services, Other < 2e-16
## CIP.TitleFamily and Consumer Sciences/Human Sciences Communication < 2e-16
## CIP.TitleFamily and Consumer Sciences/Human Sciences, General < 2e-16
## CIP.TitleFamily and Consumer Sciences/Human Sciences, Other < 2e-16
## CIP.TitleFamily Practice Nurse/Nurse Practitioner < 2e-16
## CIP.TitleFamily Psychology < 2e-16
## CIP.TitleFamily Resource Management Studies, General < 2e-16
## CIP.TitleFamily Systems < 2e-16
## CIP.TitleFarm/Farm and Ranch Management < 2e-16
## CIP.TitleFashion and Fabric Consultant < 2e-16
## CIP.TitleFashion Merchandising < 2e-16
## CIP.TitleFashion Modeling < 2e-16
## CIP.TitleFashion/Apparel Design < 2e-16
## CIP.TitleFiber, Textile and Weaving Arts < 2e-16
## CIP.TitleFilipino/Tagalog Language and Literature < 2e-16
## CIP.TitleFilm, Video and Photographic Arts < 2e-16
## CIP.TitleFilm/Cinema Studies < 2e-16
## CIP.TitleFilm/Video and Photographic Arts, Other < 2e-16
## CIP.TitleFinance 1.000000
## CIP.TitleFinance and Financial Management Services, Other 1.000000
## CIP.TitleFinance, General 1.000000
## CIP.TitleFinancial Planning and Services 1.000000
## CIP.TitleFine Arts < 2e-16
## CIP.TitleFine Arts and Art Studies, Other < 2e-16
## CIP.TitleFine/Studio Arts, General < 2e-16
## CIP.TitleFinnish and Related Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleFire Protection and Safety Technology/Technician < 2e-16
## CIP.TitleFire Protection, Other < 2e-16
## CIP.TitleFire Science/Firefighting < 2e-16
## CIP.TitleFire Services Administration < 2e-16
## CIP.TitleFishing and Fisheries Sciences and Management < 2e-16
## CIP.TitleFlight Instructor 0.000485
## CIP.TitleFloriculture Floristry Operations and Management < 2e-16
## CIP.TitleFood Preparation/Professional Cooking Kitchen Assistant < 2e-16
## CIP.TitleFood Science 0.001064
## CIP.TitleFood Science and Technology, Other 0.017153
## CIP.TitleFood Service, Waiter/Waitress, and Dining Room Management/Manager < 2e-16
## CIP.TitleFood Technology and Processing 0.017153
## CIP.TitleFoods, Nutrition, and Related Services, Other < 2e-16
## CIP.TitleFoods, Nutrition, and Wellness Studies, General < 2e-16
## CIP.TitleFoodservice Systems Administration/Management < 2e-16
## CIP.TitleForeign Language Teacher Education < 2e-16
## CIP.TitleForeign Languages and Literatures, General < 2e-16
## CIP.TitleForeign Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleForensic Psychology < 2e-16
## CIP.TitleForensic Science and Technology < 2e-16
## CIP.TitleForest Engineering 4.54e-07
## CIP.TitleForest Management/Forest Resources Management 7.46e-12
## CIP.TitleForest Resources Production and Management 3.91e-11
## CIP.TitleForest Sciences and Biology 3.91e-11
## CIP.TitleForest Technology Technician 7.46e-12
## CIP.TitleForestry 7.46e-12
## CIP.TitleForestry, General 3.91e-11
## CIP.TitleForestry, Other 7.46e-12
## CIP.TitleFranchising and Franchise Operations < 2e-16
## CIP.TitleFrench Language and Literature < 2e-16
## CIP.TitleFrench Language Teacher Education < 2e-16
## CIP.TitleFrench Studies < 2e-16
## CIP.TitleFrench, German, Latin and Other Common Foreign Language Studies < 2e-16
## CIP.TitleFuneral Direction/Service < 2e-16
## CIP.TitleFuneral Service and Mortuary Science, General < 2e-16
## CIP.TitleFuneral Service and Mortuary Science, Other < 2e-16
## CIP.TitleGay/Lesbian Studies < 2e-16
## CIP.TitleGene Genetic Therapy < 2e-16
## CIP.TitleGeneral Agriculture < 2e-16
## CIP.TitleGeneral Business < 2e-16
## CIP.TitleGeneral Education < 2e-16
## CIP.TitleGeneral Engineering < 2e-16
## CIP.TitleGeneral Medical and Health Services < 2e-16
## CIP.TitleGeneral Merchandising, Sales and Related Marketing Operations, Other < 2e-16
## CIP.TitleGeneral Office Occupations and Clerical Services < 2e-16
## CIP.TitleGeneral Social Sciences < 2e-16
## CIP.TitleGeneral Studies < 2e-16
## CIP.TitleGenetic Counseling/Counselor < 2e-16
## CIP.TitleGenetics 1.16e-08
## CIP.TitleGenetics, General 1.16e-08
## CIP.TitleGenetics, Other 1.16e-08
## CIP.TitleGeochemistry 0.000347
## CIP.TitleGeochemistry and Petrology 0.000347
## CIP.TitleGeography < 2e-16
## CIP.TitleGeography Teacher Education < 2e-16
## CIP.TitleGeography, Other < 2e-16
## CIP.TitleGeological and Earth Sciences/Geosciences, Other 0.000347
## CIP.TitleGeological and Geophysical Engineering 3.31e-10
## CIP.TitleGeological Geophysical Engineering 3.31e-10
## CIP.TitleGeology and Earth Science 1.000000
## CIP.TitleGeology/Earth Science, General 1.000000
## CIP.TitleGeophysics and Seismology 0.000347
## CIP.TitleGeosciences 0.000347
## CIP.TitleGeotechnical Engineering < 2e-16
## CIP.TitleGerman Language and Literature < 2e-16
## CIP.TitleGerman Language Teacher Education < 2e-16
## CIP.TitleGerman Studies < 2e-16
## CIP.TitleGermanic Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleGermanic Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleGerontology < 2e-16
## CIP.TitleGeropsychology < 2e-16
## CIP.TitleGlazier 1.000000
## CIP.TitleGraphic and Printing Equipment Operator, General Production < 2e-16
## CIP.TitleGraphic Communications, General < 2e-16
## CIP.TitleGraphic Communications, Other < 2e-16
## CIP.TitleGraphic Design < 2e-16
## CIP.TitleGreenhouse Operations and Management < 2e-16
## CIP.TitleGround Transportation, Other 0.000485
## CIP.TitleGunsmithing/Gunsmith 1.20e-13
## CIP.TitleHair Styling/Stylist and Hair Design < 2e-16
## CIP.TitleHazardous Materials Information Systems Technology/Technician 0.013483
## CIP.TitleHealth Aide 9.58e-16
## CIP.TitleHealth Aides/Attendants/Orderlies, Other 9.58e-16
## CIP.TitleHealth and Medical Administrative Services < 2e-16
## CIP.TitleHealth and Medical Administrative Services, Other < 2e-16
## CIP.TitleHealth and Medical Preparatory Programs < 2e-16
## CIP.TitleHealth and Physical Education, General < 2e-16
## CIP.TitleHealth and Physical Education/Fitness, Other < 2e-16
## CIP.TitleHealth Communication < 2e-16
## CIP.TitleHealth Information/Medical Records Administration/Administrator < 2e-16
## CIP.TitleHealth Information/Medical Records Technology/Technician < 2e-16
## CIP.TitleHealth Medical Preparatory Programs, Other < 2e-16
## CIP.TitleHealth Occupations Teacher Education < 2e-16
## CIP.TitleHealth Professions and Related Clinical Science < 2e-16
## CIP.TitleHealth Services Administration < 2e-16
## CIP.TitleHealth Teacher Education < 2e-16
## CIP.TitleHealth Unit Coordinator/Ward Clerk < 2e-16
## CIP.TitleHealth Unit Manager/Ward Supervisor < 2e-16
## CIP.TitleHealth/Health Care Administration/Management < 2e-16
## CIP.TitleHealth/Medical Physics < 2e-16
## CIP.TitleHealth/Medical Psychology < 2e-16
## CIP.TitleHeating, Air Conditioning, Ventilation and Refrigeration Maintenance Technology/Technician 1.20e-13
## CIP.TitleHeavy Equipment Maintenance Technology/Technician 1.20e-13
## CIP.TitleHeavy/Industrial Equipment Maintenance Technologies, Other 1.20e-13
## CIP.TitleHebrew Language and Literature < 2e-16
## CIP.TitleHematology Technology/Technician 8.06e-13
## CIP.TitleHigher Education/Higher Education Administration 0.019664
## CIP.TitleHindi Language and Literature < 2e-16
## CIP.TitleHindu Studies < 2e-16
## CIP.TitleHispanic-American, Puerto Rican, and Mexican-American/Chicano Studies < 2e-16
## CIP.TitleHistologic Technician 8.06e-13
## CIP.TitleHistologic Technology/Histotechnologist 8.06e-13
## CIP.TitleHistoric Preservation and Conservation < 2e-16
## CIP.TitleHistoric Preservation and Conservation, Other < 2e-16
## CIP.TitleHistory < 2e-16
## CIP.TitleHistory Teacher Education < 2e-16
## CIP.TitleHistory, General < 2e-16
## CIP.TitleHistory, Other < 2e-16
## CIP.TitleHolocaust and Related Studies < 2e-16
## CIP.TitleHome Furnishings and Equipment Installers < 2e-16
## CIP.TitleHome Health Aide/Home Attendant 9.58e-16
## CIP.TitleHomeopathic Medicine/Homeopathy < 2e-16
## CIP.TitleHorse Husbandry/Equine Science and Management < 2e-16
## CIP.TitleHorticultural Science < 2e-16
## CIP.TitleHospital and Health Care Facilities Administration/Management < 2e-16
## CIP.TitleHospitality Administration/Management, General < 2e-16
## CIP.TitleHospitality Administration/Management, Other < 2e-16
## CIP.TitleHospitality and Recreation Marketing Operation < 2e-16
## CIP.TitleHospitality Management < 2e-16
## CIP.TitleHotel/Motel Administration Management < 2e-16
## CIP.TitleHousing and Human Environments, General < 2e-16
## CIP.TitleHousing and Human Environments, Other < 2e-16
## CIP.TitleHuman Development and Family Studies < 2e-16
## CIP.TitleHuman Development, Family Studies, and Related Services, Other < 2e-16
## CIP.TitleHuman Nutrition < 2e-16
## CIP.TitleHuman Resources and Personnel Management < 2e-16
## CIP.TitleHuman Resources Development < 2e-16
## CIP.TitleHuman Resources Management and Services, Other < 2e-16
## CIP.TitleHuman Resources Management/Personnel Administration, General < 2e-16
## CIP.TitleHuman Services and Community Organization < 2e-16
## CIP.TitleHuman Services, General < 2e-16
## CIP.TitleHuman/Medical Genetics 1.16e-08
## CIP.TitleHumanities < 2e-16
## CIP.TitleHumanities/Humanistic Studies < 2e-16
## CIP.TitleHungarian/Magyar Language and Literature < 2e-16
## CIP.TitleHydraulics and Fluid Power Technology/Technician 0.013483
## CIP.TitleHydrology and Water Resources Science 0.000347
## CIP.TitleHypnotherapy/Hypnotherapist 1.49e-12
## CIP.TitleIllustration < 2e-16
## CIP.TitleImmunology 9.13e-08
## CIP.TitleIndian/Native American Education < 2e-16
## CIP.TitleIndustrial and Manufacturing Engineering < 2e-16
## CIP.TitleIndustrial and Organizational Psychology 0.003685
## CIP.TitleIndustrial and Physical Pharmacy and Cosmetic Sciences < 2e-16
## CIP.TitleIndustrial Design < 2e-16
## CIP.TitleIndustrial Electronics Technology/Technician 1.20e-13
## CIP.TitleIndustrial Engineering < 2e-16
## CIP.TitleIndustrial Mechanics and Maintenance Technology 1.20e-13
## CIP.TitleIndustrial Production Technologies 1.93e-08
## CIP.TitleIndustrial Production Technologies/Technicians, Other 1.93e-08
## CIP.TitleIndustrial Safety Technology/Technician 0.013483
## CIP.TitleIndustrial Technology/Technician 1.93e-08
## CIP.TitleIndustrial/Radiologic Technology/Technician 0.081263
## CIP.TitleInformation Resources Management/CIO Training < 2e-16
## CIP.TitleInformation Science/Studies 0.000155
## CIP.TitleInformation Sciences 6.14e-05
## CIP.TitleInformation Technology 1.000000
## CIP.TitleInorganic Chemistry 6.24e-16
## CIP.TitleInstitutional Food Workers < 2e-16
## CIP.TitleInstrumentation Technology/Technician 0.013483
## CIP.TitleInsurance 1.000000
## CIP.TitleIntercultural and International Studies < 2e-16
## CIP.TitleIntercultural Multicultural and Diversity Studies < 2e-16
## CIP.TitleInterdisciplinary Social Sciences < 2e-16
## CIP.TitleInterior Architecture 1.71e-06
## CIP.TitleInterior Design < 2e-16
## CIP.TitleIntermedia/Multimedia < 2e-16
## CIP.TitleInternational Agriculture < 2e-16
## CIP.TitleInternational and Comparative Education < 2e-16
## CIP.TitleInternational Business < 2e-16
## CIP.TitleInternational Business/Trade/Commerce < 2e-16
## CIP.TitleInternational Economics < 2e-16
## CIP.TitleInternational Finance 1.000000
## CIP.TitleInternational Global Studies < 2e-16
## CIP.TitleInternational Marketing < 2e-16
## CIP.TitleInternational Public Health/International Health < 2e-16
## CIP.TitleInternational Relations < 2e-16
## CIP.TitleInternational Relations and Affairs < 2e-16
## CIP.TitleInvestments and Securities 1.000000
## CIP.TitleIranian/Persian Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleIslamic Studies < 2e-16
## CIP.TitleItalian Language and Literature < 2e-16
## CIP.TitleItalian Studies < 2e-16
## CIP.TitleJapanese Language and Literature < 2e-16
## CIP.TitleJapanese Studies < 2e-16
## CIP.TitleJazz/Jazz Studies < 2e-16
## CIP.TitleJewish/Judaic Studies < 2e-16
## CIP.TitleJournalism < 2e-16
## CIP.TitleJournalism, Other < 2e-16
## CIP.TitleJunior High/Intermediate/Middle School Education < 2e-16
## CIP.TitleJuvenile Corrections < 2e-16
## CIP.TitleKhmer/Cambodian Language and Literature < 2e-16
## CIP.TitleKindergarten/Preschool Education and Teaching < 2e-16
## CIP.TitleKinesiology and Exercise Science < 2e-16
## CIP.TitleKnowledge Management < 2e-16
## CIP.TitleKorean Language and Literature < 2e-16
## CIP.TitleKorean Studies < 2e-16
## CIP.TitleLabor and Industrial Relations < 2e-16
## CIP.TitleLabor Studies < 2e-16
## CIP.TitleLand Use Planning and Management/Development < 2e-16
## CIP.TitleLandscape Architecture 1.71e-06
## CIP.TitleLandscaping and Groundskeeping < 2e-16
## CIP.TitleLanguage and Drama Education < 2e-16
## CIP.TitleLanguage Interpretation and Translation < 2e-16
## CIP.TitleLao/Laotian Language and Literature < 2e-16
## CIP.TitleLarge Animal Food Animal and Equine Surgery and Medicine < 2e-16
## CIP.TitleLaser and Optical Technology/Technician 0.004135
## CIP.TitleLatin American Studies < 2e-16
## CIP.TitleLatin Language and Literature < 2e-16
## CIP.TitleLatin Teacher Education < 2e-16
## CIP.TitleLegal Assistant/Paralegal < 2e-16
## CIP.TitleLegal Studies, General < 2e-16
## CIP.TitleLiberal Arts < 2e-16
## CIP.TitleLiberal Arts and Sciences Liberal Studies < 2e-16
## CIP.TitleLiberal Arts and Sciences, General Studies and Humanities, Other < 2e-16
## CIP.TitleLibrary Assistant/Technician < 2e-16
## CIP.TitleLibrary Science < 2e-16
## CIP.TitleLibrary Science, Other < 2e-16
## CIP.TitleLibrary Science/Librarianship < 2e-16
## CIP.TitleLicensed Practical/Vocational Nurse Training < 2e-16
## CIP.TitleLineworker 1.000000
## CIP.TitleLinguistics < 2e-16
## CIP.TitleLinguistics and Comparative Language and Literature < 2e-16
## CIP.TitleLinguistics of ASL and Other Sign Languages < 2e-16
## CIP.TitleLinguistics, Comparative, and Related Language Studies and Services, Other < 2e-16
## CIP.TitleLivestock Management < 2e-16
## CIP.TitleLocksmithing and Safe Repair 1.20e-13
## CIP.TitleLogic < 2e-16
## CIP.TitleLogistics and Materials Management 1.000000
## CIP.TitleMake-Up Artist/Specialist < 2e-16
## CIP.TitleManagement Information Systems and Services, Other < 2e-16
## CIP.TitleManagement Information Systems and Statistics < 2e-16
## CIP.TitleManagement Information Systems, General < 2e-16
## CIP.TitleManagement Science and Quantitative Methods, Other 4.97e-15
## CIP.TitleManagement Science, General 4.97e-15
## CIP.TitleManufacturing Engineering < 2e-16
## CIP.TitleManufacturing Technology/Technician 1.93e-08
## CIP.TitleMarine Biology and Biological Oceanography < 2e-16
## CIP.TitleMarine Maintenance/Fitter and Ship Repair Technology/Technician 1.20e-13
## CIP.TitleMarine Science/Merchant Marine Officer 0.000485
## CIP.TitleMarine Transportation, Other 0.000485
## CIP.TitleMarketing < 2e-16
## CIP.TitleMarketing, Other < 2e-16
## CIP.TitleMarketing/Marketing Management, General < 2e-16
## CIP.TitleMarriage and Family Therapy/Counseling < 2e-16
## CIP.TitleMason/Masonry 1.000000
## CIP.TitleMass Communication Media Studies < 2e-16
## CIP.TitleMass Media < 2e-16
## CIP.TitleMaterials Engineering 4.79e-12
## CIP.TitleMaterials Engineering and Materials Science 4.79e-12
## CIP.TitleMaterials Science 2.74e-12
## CIP.TitleMaternal and Child Health < 2e-16
## CIP.TitleMaternal/Child Health and Neonatal Nurse/Nursing < 2e-16
## CIP.TitleMathematical Statistics and Probability 0.000168
## CIP.TitleMathematics 0.014793
## CIP.TitleMathematics and Computer Science < 2e-16
## CIP.TitleMathematics and Statistics, Other 0.000168
## CIP.TitleMathematics Teacher Education < 2e-16
## CIP.TitleMathematics, General 0.014793
## CIP.TitleMeat Cutting/Meat Cutter < 2e-16
## CIP.TitleMechanic and Repair Technology/Technicians, Other 1.20e-13
## CIP.TitleMechanical Drafting and Mechanical Drafting CAD/CADD 0.013483
## CIP.TitleMechanical Engineering < 2e-16
## CIP.TitleMechanical Engineering Related Technologies 6.00e-05
## CIP.TitleMechanical Engineering Related Technologies/Technicians, Other 6.00e-05
## CIP.TitleMechanical Engineering/Mechanical Technology/Technician 6.00e-05
## CIP.TitleMedical Assisting Services 9.58e-16
## CIP.TitleMedical Illustration and Informatics, Other < 2e-16
## CIP.TitleMedical Illustration/Medical Illustrator < 2e-16
## CIP.TitleMedical Informatics < 2e-16
## CIP.TitleMedical Microbiology and Bacteriology 9.13e-08
## CIP.TitleMedical Office Management/Administration < 2e-16
## CIP.TitleMedical Radiologic Technology/Science-Radiation Therapist 8.06e-13
## CIP.TitleMedical Technologies Technicians 8.06e-13
## CIP.TitleMedical Transcription/Transcriptionist < 2e-16
## CIP.TitleMedical/Clinical Assistant 9.58e-16
## CIP.TitleMedication Aide 9.58e-16
## CIP.TitleMedicinal and Pharmaceutical Chemistry < 2e-16
## CIP.TitleMedicine < 2e-16
## CIP.TitleMedieval and Renaissance Studies < 2e-16
## CIP.TitleMedium/Heavy Vehicle and Truck Technology/Technician 1.20e-13
## CIP.TitleMental and Social Health Services and Allied Professions, Other < 2e-16
## CIP.TitleMental Health Counseling/Counselor < 2e-16
## CIP.TitleMerchandising and Buying Operations < 2e-16
## CIP.TitleMetal and Jewelry Arts < 2e-16
## CIP.TitleMetal Building Assembly/Assembler 1.000000
## CIP.TitleMetallurgical Engineering < 2e-16
## CIP.TitleMetallurgical Technology/Technician 1.93e-08
## CIP.TitleMeteorology 0.002852
## CIP.TitleMicrobial and Eukaryotic Genetics 1.16e-08
## CIP.TitleMicrobiological Sciences and Immunology, Other 9.13e-08
## CIP.TitleMicrobiology 9.13e-08
## CIP.TitleMicrobiology, General 9.13e-08
## CIP.TitleMiddle/Near Eastern and Semitic Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleMilitary Technologies 0.613014
## CIP.TitleMining and Mineral Engineering < 2e-16
## CIP.TitleMining and Petroleum Technologies/Technicians, Other 0.013483
## CIP.TitleMining Technology/Technician 0.013483
## CIP.TitleMiscellaneous Agriculture 1.25e-07
## CIP.TitleMiscellaneous Biology 8.06e-14
## CIP.TitleMiscellaneous Business < 2e-16
## CIP.TitleMiscellaneous Education < 2e-16
## CIP.TitleMiscellaneous Engineering 4.54e-07
## CIP.TitleMiscellaneous Engineering Technologies 0.013483
## CIP.TitleMiscellaneous Fine Arts 5.94e-12
## CIP.TitleMiscellaneous Health Medical Professions < 2e-16
## CIP.TitleMiscellaneous Psychology < 2e-16
## CIP.TitleMiscellaneous Social Sciences 1.27e-10
## CIP.TitleMissions/Missionary Studies and Missiology < 2e-16
## CIP.TitleMobil Crane Operation/Operator 0.000485
## CIP.TitleModern Greek Language and Literature < 2e-16
## CIP.TitleMolecular Biochemistry < 2e-16
## CIP.TitleMolecular Biology < 2e-16
## CIP.TitleMolecular Biophysics < 2e-16
## CIP.TitleMolecular Genetics 1.16e-08
## CIP.TitleMolecular Pharmacology 0.060919
## CIP.TitleMolecular Physiology < 2e-16
## CIP.TitleMolecular Toxicology 0.060919
## CIP.TitleMongolian Language and Literature < 2e-16
## CIP.TitleMontessori Teacher Education < 2e-16
## CIP.TitleMortuary Science and Embalming/Embalmer < 2e-16
## CIP.TitleMotorcycle Maintenance and Repair Technology/Technician 1.20e-13
## CIP.TitleMovement and Mind-Body Therapies and Education, Other 1.49e-12
## CIP.TitleMovement Therapy and Movement Education 1.49e-12
## CIP.TitleMulticultural Education < 2e-16
## CIP.TitleMuseology/Museum Studies < 2e-16
## CIP.TitleMusic < 2e-16
## CIP.TitleMusic History, Literature, and Theory < 2e-16
## CIP.TitleMusic Management and Merchandising < 2e-16
## CIP.TitleMusic Pedagogy < 2e-16
## CIP.TitleMusic Performance, General < 2e-16
## CIP.TitleMusic Teacher Education < 2e-16
## CIP.TitleMusic Theory and Composition < 2e-16
## CIP.TitleMusic Therapy/Therapist 1.49e-12
## CIP.TitleMusic, General < 2e-16
## CIP.TitleMusic, Other < 2e-16
## CIP.TitleMusical Instrument Fabrication and Repair 1.20e-13
## CIP.TitleMusicology and Ethnomusicology < 2e-16
## CIP.TitleMycology 8.06e-14
## CIP.TitleNail Technician/Specialist and Manicurist < 2e-16
## CIP.TitleNatural Products Chemistry and Pharmacognosy < 2e-16
## CIP.TitleNatural Recources Management and Policy, Other < 2e-16
## CIP.TitleNatural Resource Economics < 2e-16
## CIP.TitleNatural Resources and Conservation, Other < 2e-16
## CIP.TitleNatural Resources Conservation and Research, Other < 2e-16
## CIP.TitleNatural Resources Conservation, General < 2e-16
## CIP.TitleNatural Resources Management < 2e-16
## CIP.TitleNatural Resources Management and Policy < 2e-16
## CIP.TitleNaturopathic Medicine/Naturopathy < 2e-16
## CIP.TitleNaval Architecture and Marine Engineering < 2e-16
## CIP.TitleNavy/Marine Corps JROTC ROTC 0.720206
## CIP.TitleNear and Middle Eastern Studies < 2e-16
## CIP.TitleNeuroanatomy < 2e-16
## CIP.TitleNeurobiology and Neurophysiology < 2e-16
## CIP.TitleNeuropharmacology 0.060919
## CIP.TitleNon-Profit/Public/Organizational Management < 2e-16
## CIP.TitleNorwegian Language and Literature < 2e-16
## CIP.TitleNuclear and Industrial Radiologic Technologies/Technicians, Other 0.081263
## CIP.TitleNuclear and Industrial Radiology Technologies 0.081263
## CIP.TitleNuclear Engineering < 2e-16
## CIP.TitleNuclear Engineering Technology/Technician 0.013483
## CIP.TitleNuclear Medical Technology/Technologist 8.06e-13
## CIP.TitleNuclear Physics 4.85e-10
## CIP.TitleNuclear/Nuclear Power Technology/Technician 0.081263
## CIP.TitleNurse Anesthetist < 2e-16
## CIP.TitleNurse Midwife/Nursing Midwifery < 2e-16
## CIP.TitleNurse/Nursing Assistant/Aide and Patient Care Assistant < 2e-16
## CIP.TitleNursing < 2e-16
## CIP.TitleNursing - Registered Nurse Training < 2e-16
## CIP.TitleNursing Administration < 2e-16
## CIP.TitleNursing Science < 2e-16
## CIP.TitleNursing, Other < 2e-16
## CIP.TitleNutrition Sciences < 2e-16
## CIP.TitleOccupational and Environmental Health Nursing < 2e-16
## CIP.TitleOccupational Health and Industrial Hygiene < 2e-16
## CIP.TitleOccupational Safety and Health Technology/Technician 0.013483
## CIP.TitleOccupational Therapist Assistant 9.58e-16
## CIP.TitleOccupational Therapy/Therapist 1.49e-12
## CIP.TitleOcean Engineering 4.54e-07
## CIP.TitleOceanography 2.36e-06
## CIP.TitleOceanography, Chemical and Physical 2.36e-06
## CIP.TitleOffice Management and Supervision < 2e-16
## CIP.TitleOncology and Cancer Biology < 2e-16
## CIP.TitleOperations Management and Supervision 1.000000
## CIP.TitleOperations, Logistics and E-Commerce 1.000000
## CIP.TitleOphthalmic and Optometric Support Services and Allied Professions, Other 9.58e-16
## CIP.TitleOphthalmic Laboratory Technology/Technician 8.06e-13
## CIP.TitleOphthalmic Technician/Technologist < 2e-16
## CIP.TitleOpticianry/Ophthalmic Dispensing Optician 9.58e-16
## CIP.TitleOptics/Optical Sciences 4.85e-10
## CIP.TitleOptometric Technician/Assistant 9.58e-16
## CIP.TitleOptometry < 2e-16
## CIP.TitleOrganic Chemistry 6.24e-16
## CIP.TitleOrganizational Behavior Studies < 2e-16
## CIP.TitleOrganizational Communication, General < 2e-16
## CIP.TitleOrnamental Horticulture < 2e-16
## CIP.TitleOrthoptics/Orthoptist 9.58e-16
## CIP.TitleOrthotist/Prosthetist 1.49e-12
## CIP.TitleOsteopathic Medicine Osteopathy < 2e-16
## CIP.TitleOther Foreign Languages < 2e-16
## CIP.TitlePacific Area/Pacific Rim Studies < 2e-16
## CIP.TitlePainting < 2e-16
## CIP.TitlePainting/Painter and Wall Coverer 1.000000
## CIP.TitlePaleontology 0.000347
## CIP.TitleParasitology 8.06e-14
## CIP.TitleParks, Recreation and Leisure Facilities Management < 2e-16
## CIP.TitleParks, Recreation and Leisure Studies < 2e-16
## CIP.TitleParks, Recreation, Leisure and Fitness Studies, Other < 2e-16
## CIP.TitleParts and Warehousing Operations and Maintenance Technology/Technician 1.20e-13
## CIP.TitleParts, Warehousing, and Inventory Management Operations < 2e-16
## CIP.TitlePastoral Counseling and Specialized Ministries < 2e-16
## CIP.TitlePastoral Studies/Counseling < 2e-16
## CIP.TitlePathology/Experimental Pathology < 2e-16
## CIP.TitlePathology/Pathologist Assistant 9.58e-16
## CIP.TitlePeace Studies and Conflict Resolution < 2e-16
## CIP.TitlePediatric Nurse/Nursing < 2e-16
## CIP.TitlePerfusion Technology/Perfusionist 8.06e-13
## CIP.TitlePerioperative/Operating Room and Surgical Nurse/Nursing < 2e-16
## CIP.TitlePermanent Cosmetics/Makeup and Tattooing < 2e-16
## CIP.TitlePersonal and Culinary Services, Other < 2e-16
## CIP.TitlePersonality Psychology < 2e-16
## CIP.TitlePetroleum Engineering < 2e-16
## CIP.TitlePetroleum Technology/Technician 0.013483
## CIP.TitlePharmaceutics and Drug Design < 2e-16
## CIP.TitlePharmacoeconomics/Pharmaceutical Economics < 2e-16
## CIP.TitlePharmacology 0.010016
## CIP.TitlePharmacology and Toxicology 0.060919
## CIP.TitlePharmacology and Toxicology, Other 0.060919
## CIP.TitlePharmacy < 2e-16
## CIP.TitlePharmacy Administration and Pharmacy Policy and Regulatory Affairs < 2e-16
## CIP.TitlePharmacy Technician/Assistant 9.58e-16
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration < 2e-16
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration, Other < 2e-16
## CIP.TitlePhilosophy < 2e-16
## CIP.TitlePhilosophy and Religious Studies < 2e-16
## CIP.TitlePhilosophy and Religious Studies, Other < 2e-16
## CIP.TitlePhilosophy, Other < 2e-16
## CIP.TitlePhlebotomy/Phlebotomist 8.06e-13
## CIP.TitlePhotobiology 8.06e-14
## CIP.TitlePhotographic and Film Video Technology/Technician and Assistant < 2e-16
## CIP.TitlePhotography < 2e-16
## CIP.TitlePhotojournalism < 2e-16
## CIP.TitlePhysical and Health Education Teaching < 2e-16
## CIP.TitlePhysical and Theoretical Chemistry 6.24e-16
## CIP.TitlePhysical Anthropology < 2e-16
## CIP.TitlePhysical Education Teaching and Coaching < 2e-16
## CIP.TitlePhysical Fitness, Parks, Recreation, and Leisure < 2e-16
## CIP.TitlePhysical Science Technologies/Technicians, Other 0.081263
## CIP.TitlePhysical Sciences 0.001009
## CIP.TitlePhysical Therapist Assistant 9.58e-16
## CIP.TitlePhysical Therapy/Therapist 1.49e-12
## CIP.TitlePhysician Assistant 9.58e-16
## CIP.TitlePhysics 4.85e-10
## CIP.TitlePhysics Teacher Education < 2e-16
## CIP.TitlePhysics, General 4.85e-10
## CIP.TitlePhysics, Other 4.85e-10
## CIP.TitlePhysiological Psychology/Psychobiology < 2e-16
## CIP.TitlePhysiology < 2e-16
## CIP.TitlePhysiology, General < 2e-16
## CIP.TitlePhysiology, Pathology, and Related Sciences, Other < 2e-16
## CIP.TitlePiano and Organ < 2e-16
## CIP.TitlePipefitting/Pipefitter and Sprinkler Fitter 1.000000
## CIP.TitlePlanetary Astronomy and Science 2.40e-06
## CIP.TitlePlant Genetics 1.16e-08
## CIP.TitlePlant Molecular Biology 2.11e-11
## CIP.TitlePlant Nursery Operations and Management < 2e-16
## CIP.TitlePlant Pathology/Phytopathology 2.11e-11
## CIP.TitlePlant Physiology 2.11e-11
## CIP.TitlePlant Protection and Integrated Pest Management < 2e-16
## CIP.TitlePlant Science and Agronomy < 2e-16
## CIP.TitlePlant Sciences < 2e-16
## CIP.TitlePlant Sciences, Other < 2e-16
## CIP.TitlePlasma and High-Temperature Physics 4.85e-10
## CIP.TitlePlastics Engineering Technology/Technician 1.93e-08
## CIP.TitlePlatemaker/Imager < 2e-16
## CIP.TitlePlaywriting and Screenwriting < 2e-16
## CIP.TitlePlumbing and Related Water Supply Services, Other 1.000000
## CIP.TitlePlumbing Technology/Plumber 1.000000
## CIP.TitlePodiatric Medicine Podiatry < 2e-16
## CIP.TitlePolish Language and Literature < 2e-16
## CIP.TitlePolish Studies < 2e-16
## CIP.TitlePolitical Communication < 2e-16
## CIP.TitlePolitical Science and Government < 2e-16
## CIP.TitlePolitical Science and Government, General < 2e-16
## CIP.TitlePolitical Science and Government, Other < 2e-16
## CIP.TitlePolymer Chemistry 6.24e-16
## CIP.TitlePolymer Plastics Engineering 4.79e-12
## CIP.TitlePopulation Biology < 2e-16
## CIP.TitlePortuguese Language and Literature < 2e-16
## CIP.TitlePoultry Science < 2e-16
## CIP.TitlePre-Dentistry Studies < 2e-16
## CIP.TitlePre-Law and Legal Studies < 2e-16
## CIP.TitlePre-Law Studies < 2e-16
## CIP.TitlePre-Medicine/Pre-Medical Studies < 2e-16
## CIP.TitlePre-Nursing Studies < 2e-16
## CIP.TitlePre-Pharmacy Studies < 2e-16
## CIP.TitlePre-Theology/Pre-Ministerial Studies < 2e-16
## CIP.TitlePre-Veterinary Studies < 2e-16
## CIP.TitlePrecision Systems Maintenance and Repair Technologies 1.20e-13
## CIP.TitlePrepress/Desktop Publishing and Digital Imaging Design < 2e-16
## CIP.TitlePrinting Management < 2e-16
## CIP.TitlePrinting Press Operator < 2e-16
## CIP.TitlePrintmaking < 2e-16
## CIP.TitlePsychiatric/Mental Health Nurse Nursing < 2e-16
## CIP.TitlePsychiatric/Mental Health Services Technician 8.06e-13
## CIP.TitlePsychology < 2e-16
## CIP.TitlePsychology Teacher Education < 2e-16
## CIP.TitlePsychology, General < 2e-16
## CIP.TitlePsychology, Other < 2e-16
## CIP.TitlePsychometrics and Quantitative Psychology < 2e-16
## CIP.TitlePsychopharmacology < 2e-16
## CIP.TitlePublic Administration < 2e-16
## CIP.TitlePublic Administration and Social Service Professions, Other < 2e-16
## CIP.TitlePublic Finance 1.000000
## CIP.TitlePublic Health Education and Promotion < 2e-16
## CIP.TitlePublic Health, General < 2e-16
## CIP.TitlePublic Health, Other < 2e-16
## CIP.TitlePublic Health/Community Nurse/Nursing < 2e-16
## CIP.TitlePublic Policy 0.002018
## CIP.TitlePublic Policy Analysis 0.002018
## CIP.TitlePublic Relations, Advertising and Applied Communication, Other < 2e-16
## CIP.TitlePublic Relations/Image Management < 2e-16
## CIP.TitlePublic/Applied History and Archival Administration < 2e-16
## CIP.TitlePublishing < 2e-16
## CIP.TitlePunjabi Language and Literature < 2e-16
## CIP.TitlePurchasing, Procurement/Acquisitions and Contracts Management 1.000000
## CIP.TitleQuality Control and Safety Technologies/Technicians, Other 0.013483
## CIP.TitleQuality Control Technology/Technician 0.013483
## CIP.TitleRabbinical Studies < 2e-16
## CIP.TitleRadiation Biology/Radiobiology 8.06e-14
## CIP.TitleRadiation Protection/Health Physics Technician 8.06e-13
## CIP.TitleRadio and Television < 2e-16
## CIP.TitleRadio and Television Broadcasting Technology/Technician < 2e-16
## CIP.TitleRadio, Television, and Digital Communication < 2e-16
## CIP.TitleRadiologic Technology/Science-Radiographer 8.06e-13
## CIP.TitleRange Science and Management < 2e-16
## CIP.TitleReading Teacher Education < 2e-16
## CIP.TitleReal Estate < 2e-16
## CIP.TitleReceptionist < 2e-16
## CIP.TitleRecording Arts Technology/Technician < 2e-16
## CIP.TitleRegional Studies (US, Canadian, Foreign) < 2e-16
## CIP.TitleRehabilitation and Therapeutic Professions, Other 1.49e-12
## CIP.TitleReligion/Religious Studies < 2e-16
## CIP.TitleReligion/Religious Studies, Other < 2e-16
## CIP.TitleReligious Education < 2e-16
## CIP.TitleReligious/Sacred Music < 2e-16
## CIP.TitleRenal/Dialysis Technologist Technician 8.06e-13
## CIP.TitleReproductive Biology < 2e-16
## CIP.TitleResort Management < 2e-16
## CIP.TitleRespiratory Care Therapy/Therapist 8.06e-13
## CIP.TitleRestaurant, Culinary, and Catering Management/Manager < 2e-16
## CIP.TitleRestaurant/Food Services Management < 2e-16
## CIP.TitleRetailing and Retail Operations < 2e-16
## CIP.TitleRobotics Technology/Technician 0.013483
## CIP.TitleRomance Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleRomance Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleRomanian Language and Literature < 2e-16
## CIP.TitleRoofer 1.000000
## CIP.TitleRussian Language and Literature < 2e-16
## CIP.TitleRussian Studies < 2e-16
## CIP.TitleSales and Marketing Operations/Marketing and Distribution Teacher Education < 2e-16
## CIP.TitleSales, Distribution, and Marketing Operations, General < 2e-16
## CIP.TitleSalon/Beauty Salon Management/Manager < 2e-16
## CIP.TitleSanskrit and Classical Indian Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleScandinavian Languages, Literatures, and Linguistics < 2e-16
## CIP.TitleScandinavian Studies < 2e-16
## CIP.TitleSchool Librarian/School Library Media Specialist < 2e-16
## CIP.TitleSchool Psychology < 2e-16
## CIP.TitleSchool Student Counseling 1.93e-07
## CIP.TitleScience Teacher Education < 2e-16
## CIP.TitleScience Teacher Education/General Science Teacher Education < 2e-16
## CIP.TitleScience Technologies/Technicians, Other 0.081263
## CIP.TitleScience, Technology and Society < 2e-16
## CIP.TitleSculpture < 2e-16
## CIP.TitleSecondary Education and Teaching < 2e-16
## CIP.TitleSecondary School Administration/Principalship 0.019664
## CIP.TitleSecondary Teacher Education < 2e-16
## CIP.TitleSecurities Services Administration/Management < 2e-16
## CIP.TitleSecurity and Loss Prevention Services < 2e-16
## CIP.TitleSecurity and Protective Services, Other < 2e-16
## CIP.TitleSecurity System Installation, Repair, and Inspection Technology/Technician 1.20e-13
## CIP.TitleSelling Skills and Sales Operations < 2e-16
## CIP.TitleSemitic Languages and Literatures, and Linguistics, General < 2e-16
## CIP.TitleSerbian, Croatian, and Serbo-Croatian Languages and Literatures < 2e-16
## CIP.TitleSign Language Interpretation and Translation < 2e-16
## CIP.TitleSlavic Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleSlavic Studies < 2e-16
## CIP.TitleSlavic, Baltic, and Albanian Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleSlovak Language and Literature < 2e-16
## CIP.TitleSmall Business Administration/Management < 2e-16
## CIP.TitleSmall Companion Animal Surgery and Medicine < 2e-16
## CIP.TitleSmall Engine Mechanics and Repair Technology/Technician 1.20e-13
## CIP.TitleSocial and Philosophical Foundations of Education < 2e-16
## CIP.TitleSocial Psychology < 2e-16
## CIP.TitleSocial Science or History Teacher Education < 2e-16
## CIP.TitleSocial Science Teacher Education < 2e-16
## CIP.TitleSocial Sciences < 2e-16
## CIP.TitleSocial Sciences, Other < 2e-16
## CIP.TitleSocial Studies Teacher Education < 2e-16
## CIP.TitleSocial Work < 2e-16
## CIP.TitleSocial Work, Other < 2e-16
## CIP.TitleSociology < 2e-16
## CIP.TitleSoil Chemistry and Physics 0.381623
## CIP.TitleSoil Microbiology 0.381623
## CIP.TitleSoil science 0.378530
## CIP.TitleSoil Science and Agronomy 0.381623
## CIP.TitleSoil Sciences, Other 0.381623
## CIP.TitleSolar Energy Technology/Technician 0.009082
## CIP.TitleSolid State and Low-Temperature Physics 4.85e-10
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleSouth Asian Studies < 2e-16
## CIP.TitleSoutheast Asian and Australasian/Pacific Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleSoutheast Asian Languages, Literatures, and Linguistics, General < 2e-16
## CIP.TitleSoutheast Asian Studies < 2e-16
## CIP.TitleSpanish and Iberian Studies < 2e-16
## CIP.TitleSpanish Language and Literature < 2e-16
## CIP.TitleSpanish Language Teacher Education < 2e-16
## CIP.TitleSpecial Education and Teaching, General < 2e-16
## CIP.TitleSpecial Education and Teaching, Other < 2e-16
## CIP.TitleSpecial Needs Education < 2e-16
## CIP.TitleSpecial Products Marketing Operations < 2e-16
## CIP.TitleSpecialized Merchandising, Sales, and Marketing Operations, Other < 2e-16
## CIP.TitleSpeech-Language Pathology/Pathologist < 2e-16
## CIP.TitleSpeech and Rhetorical Studies < 2e-16
## CIP.TitleSpeech Teacher Education < 2e-16
## CIP.TitleSport and Fitness Administration/Management < 2e-16
## CIP.TitleStatistics 0.000168
## CIP.TitleStatistics, General 0.000168
## CIP.TitleStatistics, Other 0.000168
## CIP.TitleStructural Biology < 2e-16
## CIP.TitleStructural Engineering < 2e-16
## CIP.TitleStudent Counseling and Personnel Services, Other 1.93e-07
## CIP.TitleStudio Arts < 2e-16
## CIP.TitleSubstance Abuse/Addiction Counseling < 2e-16
## CIP.TitleSuperintendency and Educational System Administration 0.019664
## CIP.TitleSurgical Technology/Technologist 8.06e-13
## CIP.TitleSurveying Engineering 4.54e-07
## CIP.TitleSurveying Technology/Surveying 0.013483
## CIP.TitleSwedish Language and Literature < 2e-16
## CIP.TitleSystem Administration/Administrator 2.64e-12
## CIP.TitleSystem, Networking, and LAN WAN Management/Manager 2.64e-12
## CIP.TitleSystematic Biology/Biological Systematics < 2e-16
## CIP.TitleSystems Engineering < 2e-16
## CIP.TitleTalmudic Studies < 2e-16
## CIP.TitleTamil Language and Literature < 2e-16
## CIP.TitleTaxation < 2e-16
## CIP.TitleTaxidermy Taxidermist < 2e-16
## CIP.TitleTeacher Assistant/Aide < 2e-16
## CIP.TitleTeacher AssistantsAides, Other < 2e-16
## CIP.TitleTeacher Education and Professional Development, Specific Levels and Methods, Other < 2e-16
## CIP.TitleTeacher Education and Professional Development, Specific Subject Areas, Other < 2e-16
## CIP.TitleTeacher Education, Multiple Levels < 2e-16
## CIP.TitleTeacher Education: Multiple Levels < 2e-16
## CIP.TitleTeaching English as a Second or Foreign Language/ESL Language Instructor < 2e-16
## CIP.TitleTeaching English or French as a Second or Foreign Language, Other < 2e-16
## CIP.TitleTeaching French as a Second or Foreign Language < 2e-16
## CIP.TitleTechnical and Business Writing < 2e-16
## CIP.TitleTechnical Teacher Education < 2e-16
## CIP.TitleTechnical Theatre/Theatre Design and Technology < 2e-16
## CIP.TitleTechnology Teacher Education/Industrial Arts Teacher Education < 2e-16
## CIP.TitleTelecommunications Technology/Technician 0.004135
## CIP.TitleTextile Science < 2e-16
## CIP.TitleTextile Sciences and Engineering 4.79e-12
## CIP.TitleThai Language and Literature < 2e-16
## CIP.TitleTheatre Literature, History and Criticism < 2e-16
## CIP.TitleTheatre/Theatre Arts Management < 2e-16
## CIP.TitleTheological and Ministerial Studies, Other < 2e-16
## CIP.TitleTheology and Religious Vocations < 2e-16
## CIP.TitleTheology and Religious Vocations, Other < 2e-16
## CIP.TitleTheology/Theological Studies < 2e-16
## CIP.TitleTheoretical and Mathematical Physics 4.85e-10
## CIP.TitleTherapeutic Recreation/Recreational Therapy 1.49e-12
## CIP.TitleTibetan Language and Literature < 2e-16
## CIP.TitleTibetan Studies < 2e-16
## CIP.TitleTourism and Travel Services Management < 2e-16
## CIP.TitleTourism and Travel Services Marketing Operations < 2e-16
## CIP.TitleTourism Promotion Operations < 2e-16
## CIP.TitleToxicology 8.06e-14
## CIP.TitleTrade and Industrial Teacher Education < 2e-16
## CIP.TitleTraditional Chinese/Asian Medicine and Chinese Herbology < 2e-16
## CIP.TitleTraffic, Customs, and Transportation Clerk/Technician < 2e-16
## CIP.TitleTransportation and Highway Engineering < 2e-16
## CIP.TitleTransportation and Materials Moving, Other 0.000485
## CIP.TitleTransportation Sciences and Technologies 0.000485
## CIP.TitleTransportation/Transportation Management 1.000000
## CIP.TitleTreatment Therapy Professions 1.49e-12
## CIP.TitleTruck and Bus Driver/Commercial Vehicle Operation 0.000485
## CIP.TitleTurf and Turfgrass Management < 2e-16
## CIP.TitleTurkic, Ural-Altaic, Caucasian, and Central Asian Languages, Literatures, and Linguistics, Other < 2e-16
## CIP.TitleTurkish Language and Literature < 2e-16
## CIP.TitleUkraine Studies < 2e-16
## CIP.TitleUkrainian Language and Literature < 2e-16
## CIP.TitleUnited States History 7.24e-13
## CIP.TitleUral-Altaic and Central Asian Studies < 2e-16
## CIP.TitleUrban Education and Leadership 0.019664
## CIP.TitleUrban Forestry 3.91e-11
## CIP.TitleUrban Studies/Affairs 1.27e-10
## CIP.TitleUrdu Language and Literature < 2e-16
## CIP.TitleVehicle and Vehicle Parts and Accessories Marketing Operations < 2e-16
## CIP.TitleVehicle Emissions Inspection and Maintenance Technology/Technician 1.20e-13
## CIP.TitleVehicle Maintenance and Repair Technologies, Other 1.20e-13
## CIP.TitleVeterinary Anatomy < 2e-16
## CIP.TitleVeterinary Animal Health Technology/Technician and Veterinary Assistant 8.06e-13
## CIP.TitleVeterinary Biomedical and Clinical Sciences, Other < 2e-16
## CIP.TitleVeterinary Infectious Diseases < 2e-16
## CIP.TitleVeterinary Medicine < 2e-16
## CIP.TitleVeterinary Microbiology and Immunobiology < 2e-16
## CIP.TitleVeterinary Pathology and Pathobiology < 2e-16
## CIP.TitleVeterinary Physiology < 2e-16
## CIP.TitleVeterinary Preventive Medicine Epidemiology and Public Health < 2e-16
## CIP.TitleVeterinary Sciences/Veterinary Clinical Sciences, General < 2e-16
## CIP.TitleVeterinary Toxicology and Pharmacology < 2e-16
## CIP.TitleVietnamese Language and Literature < 2e-16
## CIP.TitleViolin, Viola, Guitar and Other Stringed Instruments < 2e-16
## CIP.TitleVirology 8.06e-14
## CIP.TitleVision Science/Physiological Optics < 2e-16
## CIP.TitleVisual and Performing Arts < 2e-16
## CIP.TitleVisual and Performing Arts, General < 2e-16
## CIP.TitleVisual and Performing Arts, Other < 2e-16
## CIP.TitleVocational Rehabilitation Counseling/Counselor 1.49e-12
## CIP.TitleVoice and Opera < 2e-16
## CIP.TitleWaldorf/Steiner Teacher Education < 2e-16
## CIP.TitleWatchmaking and Jewelrymaking 1.20e-13
## CIP.TitleWater Quality and Wastewater Treatment Management and Recycling Technology/Technician 0.013483
## CIP.TitleWater Resources Engineering < 2e-16
## CIP.TitleWater, Wetlands, and Marine Resources Management < 2e-16
## CIP.TitleWeb Multimedia Management and Webmaster 2.64e-12
## CIP.TitleWeb Page, Digital/Multimedia and Information Resources Design 6.04e-05
## CIP.TitleWell Drilling/Driller 1.000000
## CIP.TitleWestern European Studies < 2e-16
## CIP.TitleWildlife and Wildlands Science and Management < 2e-16
## CIP.TitleWildlife Biology 8.06e-14
## CIP.TitleWomens Studies < 2e-16
## CIP.TitleWood Science and Wood Products/Pulp and Paper Technology 3.91e-11
## CIP.TitleWord Processing < 2e-16
## CIP.TitleWork and Family Studies < 2e-16
## CIP.TitleYoga Teacher Training/Yoga Therapy 1.49e-12
## CIP.TitleYouth Ministry < 2e-16
## CIP.TitleYouth Services Administration < 2e-16
## CIP.TitleZoology 3.70e-14
## CIP.TitleZoology/Animal Biology 3.70e-14
## CIP.TitleZoology/Animal Biology, Other 3.70e-14
##
## (Intercept) ***
## isStemTRUE
## CIP.TitleAccounting and Business/Management
## CIP.TitleAccounting and Finance
## CIP.TitleAccounting and Related Services, Other
## CIP.TitleAccounting Technology/Technician and Bookkeeping
## CIP.TitleAcoustics ***
## CIP.TitleActing ***
## CIP.TitleActuarial Science ***
## CIP.TitleAcupuncture ***
## CIP.TitleAdministration of Special Education *
## CIP.TitleAdministrative Assistant and Secretarial Science, General ***
## CIP.TitleAdult and Continuing Education Administration *
## CIP.TitleAdult and Continuing Education and Teaching ***
## CIP.TitleAdult Development and Aging ***
## CIP.TitleAdult Health Nurse/Nursing ***
## CIP.TitleAdult Literacy Tutor/Instructor ***
## CIP.TitleAdvertising ***
## CIP.TitleAdvertising and Public Relations ***
## CIP.TitleAeronautical/Aerospace Engineering Technology/Technician ***
## CIP.TitleAeronautics/Aviation/Aerospace Science and Technology, General **
## CIP.TitleAerospace Engineering ***
## CIP.TitleAerospace, Aeronautical and Astronautical Engineering ***
## CIP.TitleAesthetician/Esthetician and Skin Care Specialist ***
## CIP.TitleAfrican-American/Black Studies ***
## CIP.TitleAfrican Languages, Literatures, and Linguistics ***
## CIP.TitleAfrican Studies ***
## CIP.TitleAgribusiness/Agricultural Business Operations ***
## CIP.TitleAgricultural and Domestic Animal Services, Other ***
## CIP.TitleAgricultural and Extension Education Services ***
## CIP.TitleAgricultural and Food Products Processing ***
## CIP.TitleAgricultural and Horticultural Plant Breeding ***
## CIP.TitleAgricultural Animal Breeding ***
## CIP.TitleAgricultural Business and Management, General ***
## CIP.TitleAgricultural Business and Management, Other ***
## CIP.TitleAgricultural Business Technology ***
## CIP.TitleAgricultural Communication/Journalism ***
## CIP.TitleAgricultural Economics **
## CIP.TitleAgricultural Mechanics and Equipment/Machine Technology ***
## CIP.TitleAgricultural Mechanization, General ***
## CIP.TitleAgricultural Mechanization, Other ***
## CIP.TitleAgricultural Power Machinery Operation ***
## CIP.TitleAgricultural Production Operations ***
## CIP.TitleAgricultural Public Services, Other ***
## CIP.TitleAgricultural Teacher Education ***
## CIP.TitleAgricultural/Biological Engineering and Bioengineering **
## CIP.TitleAgricultural/Farm Supplies Retailing and Wholesales ***
## CIP.TitleAgriculture Production and Management ***
## CIP.TitleAgriculture, Agriculture Operations, and Related Services, Other ***
## CIP.TitleAgriculture, General ***
## CIP.TitleAgronomy and Crop Sciences ***
## CIP.TitleAir Force JROTC ROTC
## CIP.TitleAir Traffic Controller ***
## CIP.TitleAir Transportation, Other ***
## CIP.TitleAircraft Powerplant Technology/Technician ***
## CIP.TitleAirframe Mechanics and Aircraft Maintenance Technology/Technician ***
## CIP.TitleAirline Flight Attendant ***
## CIP.TitleAirline/Commercial/Professional Pilot and Flight Crew ***
## CIP.TitleAlbanian Language and Literature ***
## CIP.TitleAllied Health and Medical Assisting Services, Other ***
## CIP.TitleAllied Health Diagnostic, Intervention, and Treatment Professions, Other ***
## CIP.TitleAlternative and Complementary Medical Support Services, Other ***
## CIP.TitleAlternative and Complementary Medicine and Medical Systems, Other ***
## CIP.TitleAlternative Fuel Vehicle Technology/Technician ***
## CIP.TitleAmerican Government and Politics, United States ***
## CIP.TitleAmerican History (United States) ***
## CIP.TitleAmerican Indian/Native American Languages, Literatures, and Linguistics ***
## CIP.TitleAmerican Indian/Native American Studies ***
## CIP.TitleAmerican Literature, Canadian ***
## CIP.TitleAmerican Literature, United States ***
## CIP.TitleAmerican Sign Language, ASL ***
## CIP.TitleAmerican Sign Language, Other ***
## CIP.TitleAmerican/United States Studies Civilization ***
## CIP.TitleAnalytical Chemistry ***
## CIP.TitleAnatomy ***
## CIP.TitleAncient Classical Greek Language and Literature ***
## CIP.TitleAncient Near Eastern and Biblical Languages, Literatures, and Linguistics ***
## CIP.TitleAncient Studies/Civilization ***
## CIP.TitleAnesthesiologist Assistant ***
## CIP.TitleAnimal Behavior and Ethology ***
## CIP.TitleAnimal Genetics ***
## CIP.TitleAnimal Health ***
## CIP.TitleAnimal Livestock Husbandry and Production ***
## CIP.TitleAnimal Nutrition ***
## CIP.TitleAnimal Physiology ***
## CIP.TitleAnimal Sciences ***
## CIP.TitleAnimal Sciences, General ***
## CIP.TitleAnimal Sciences, Other ***
## CIP.TitleAnimal Training ***
## CIP.TitleAnimation, Interactive Technology, Video Graphics and Special Effects ***
## CIP.TitleAnthropology ***
## CIP.TitleAnthropology and Archeology ***
## CIP.TitleAnthropology, Other ***
## CIP.TitleApparel and Accessories Marketing Operations ***
## CIP.TitleApparel and Textile Manufacture ***
## CIP.TitleApparel and Textile Marketing Management ***
## CIP.TitleApparel and Textiles, General ***
## CIP.TitleApparel and Textiles, Other ***
## CIP.TitleAppliance Installation and Repair Technology/Technician ***
## CIP.TitleApplied Economics ***
## CIP.TitleApplied Horticulture/Horticultural Business Services, Other ***
## CIP.TitleApplied Horticulture/Horticultural Operations, General ***
## CIP.TitleApplied Mathematics ***
## CIP.TitleApplied Mathematics, Other ***
## CIP.TitleAquaculture ***
## CIP.TitleAquatic Biology/Limnology ***
## CIP.TitleArabic Language and Literature ***
## CIP.TitleArcheology ***
## CIP.TitleArchitectural Drafting and Architectural CAD/CADD *
## CIP.TitleArchitectural Engineering ***
## CIP.TitleArchitectural Engineering Technology/Technician *
## CIP.TitleArchitectural History and Criticism, General ***
## CIP.TitleArchitectural Technology/Technician ***
## CIP.TitleArchitecture ***
## CIP.TitleArchitecture and Related Services, Other ***
## CIP.TitleArea Studies, Other ***
## CIP.TitleArea, Ethnic, and Civilization Studies ***
## CIP.TitleArea, Ethnic, Cultural, and Gender Studies, Other ***
## CIP.TitleArmy JROTC ROTC
## CIP.TitleArt and Music Education ***
## CIP.TitleArt History and Criticism ***
## CIP.TitleArt History, Criticism and Conservation ***
## CIP.TitleArt Teacher Education ***
## CIP.TitleArt Therapy/Therapist ***
## CIP.TitleArt/Art Studies, General ***
## CIP.TitleArtificial Intelligence and Robotics
## CIP.TitleArts Management ***
## CIP.TitleAsian-American Studies ***
## CIP.TitleAsian History ***
## CIP.TitleAsian Studies Civilization ***
## CIP.TitleAssistive/Augmentative Technology and Rehabilitation Engineering ***
## CIP.TitleAstronomy ***
## CIP.TitleAstronomy and Astrophysics ***
## CIP.TitleAstronomy and Astrophysics, Other ***
## CIP.TitleAstrophysics ***
## CIP.TitleAthletic Training/Trainer ***
## CIP.TitleAtmospheric Chemistry and Climatology **
## CIP.TitleAtmospheric Physics and Dynamics **
## CIP.TitleAtmospheric Sciences and Meteorology **
## CIP.TitleAtmospheric Sciences and Meteorology, General **
## CIP.TitleAtmospheric Sciences and Meteorology, Other **
## CIP.TitleAtomic/Molecular Physics ***
## CIP.TitleAuctioneering ***
## CIP.TitleAudiology/Audiologist and Hearing Sciences ***
## CIP.TitleAudiology/Audiologist and Speech-Language Pathology/Pathologist ***
## CIP.TitleAudiovisual Communications Technologies/Technicians, Other ***
## CIP.TitleAuditing
## CIP.TitleAustralian/Oceanic/Pacific Languages, Literatures, and Linguistics ***
## CIP.TitleAutobody/Collision and Repair Technology/Technician ***
## CIP.TitleAutomobile/Automotive Mechanics Technology Technician ***
## CIP.TitleAutomotive Engineering Technology/Technician ***
## CIP.TitleAviation/Airway Management and Operations ***
## CIP.TitleAvionics Maintenance Technology/Technician ***
## CIP.TitleAyurvedic Medicine/Ayurveda ***
## CIP.TitleBahasa Indonesian/Bahasa Malay Languages and Literatures ***
## CIP.TitleBaking and Pastry Arts/Baker/Pastry Chef ***
## CIP.TitleBalkans Studies ***
## CIP.TitleBallet ***
## CIP.TitleBaltic Languages, Literatures, and Linguistics ***
## CIP.TitleBaltic Studies ***
## CIP.TitleBanking and Financial Support Services
## CIP.TitleBarbering/Barber ***
## CIP.TitleBartending/Bartender ***
## CIP.TitleBengali Language and Literature ***
## CIP.TitleBible/Biblical Studies ***
## CIP.TitleBicycle Mechanics and Repair Technology/Technician ***
## CIP.TitleBilingual and Multilingual Education ***
## CIP.TitleBilingual, Multilingual and Multicultural Education, Other ***
## CIP.TitleBiochemical Sciences ***
## CIP.TitleBiochemistry ***
## CIP.TitleBiochemistry, Biophysics and Molecular Biology, Other ***
## CIP.TitleBiochemistry/Biophysics and Molecular Biology ***
## CIP.TitleBioethics/Medical Ethics ***
## CIP.TitleBioinformatics ***
## CIP.TitleBiological and Biomedical Sciences, Other ***
## CIP.TitleBiological Engineering **
## CIP.TitleBiology ***
## CIP.TitleBiology Teacher Education ***
## CIP.TitleBiology/Biological Sciences, General ***
## CIP.TitleBiomathematics and Bioinformatics ***
## CIP.TitleBiomedical Engineering
## CIP.TitleBiomedical Sciences, General ***
## CIP.TitleBiomedical Technology/Technician *
## CIP.TitleBiomedical/Medical Engineering
## CIP.TitleBiometry Biometrics ***
## CIP.TitleBiophysics ***
## CIP.TitleBiopsychology ***
## CIP.TitleBiostatistics ***
## CIP.TitleBiotechnology ***
## CIP.TitleBlasting/Blaster
## CIP.TitleBlood Bank Technology Specialist ***
## CIP.TitleBotany ***
## CIP.TitleBotany/Plant Biology ***
## CIP.TitleBotany/Plant Biology, Other ***
## CIP.TitleBroadcast Journalism ***
## CIP.TitleBuddhist Studies ***
## CIP.TitleBuilding/Construction Finishing, Management, and Inspection, Other
## CIP.TitleBuilding/Construction Site Management/Manager
## CIP.TitleBuilding/Home/Construction Inspection/Inspector
## CIP.TitleBuilding/Property Maintenance and Management
## CIP.TitleBulgarian Language and Literature ***
## CIP.TitleBurmese Language and Literature ***
## CIP.TitleBusiness Administration and Management, General ***
## CIP.TitleBusiness Administration, Management and Operations, Other ***
## CIP.TitleBusiness and Personal Financial Services Marketing Operations ***
## CIP.TitleBusiness Economics
## CIP.TitleBusiness Family and Consumer Sciences/Human Sciences ***
## CIP.TitleBusiness Machine Repair ***
## CIP.TitleBusiness Management and Administration ***
## CIP.TitleBusiness Operations Support and Secretarial Services, Other ***
## CIP.TitleBusiness Statistics ***
## CIP.TitleBusiness Teacher Education ***
## CIP.TitleBusiness, Management, Marketing, and Related Support Services, Other ***
## CIP.TitleBusiness/Commerce, General ***
## CIP.TitleBusiness/Corporate Communications ***
## CIP.TitleBusiness/Managerial Economics
## CIP.TitleBusiness/Office Automation/Technology/Data Entry ***
## CIP.TitleCAD/CADD Drafting and or Design Technology/Technician *
## CIP.TitleCanadian Government and Politics ***
## CIP.TitleCanadian History ***
## CIP.TitleCanadian Studies ***
## CIP.TitleCardiopulmonary Technology/Technologist ***
## CIP.TitleCardiovascular Science ***
## CIP.TitleCardiovascular Technology/Technologist ***
## CIP.TitleCaribbean Studies ***
## CIP.TitleCarpentry/Carpenter
## CIP.TitleCartography ***
## CIP.TitleCatalan Language and Literature ***
## CIP.TitleCell Biology and Anatomy ***
## CIP.TitleCell Cellular Biology and Histology ***
## CIP.TitleCell Physiology ***
## CIP.TitleCell/Cellular and Molecular Biology ***
## CIP.TitleCell/Cellular Biology and Anatomical Sciences, Other ***
## CIP.TitleCeltic Languages, Literatures, and Linguistics ***
## CIP.TitleCentral/Middle and Eastern European Studies ***
## CIP.TitleCeramic Arts and Ceramics ***
## CIP.TitleCeramic Sciences and Engineering ***
## CIP.TitleChemical Engineering ***
## CIP.TitleChemical Physics ***
## CIP.TitleChemical Technology/Technician .
## CIP.TitleChemistry ***
## CIP.TitleChemistry Teacher Education ***
## CIP.TitleChemistry, General ***
## CIP.TitleChemistry, Other ***
## CIP.TitleChild Care and Support Services Management ***
## CIP.TitleChild Care Provider/Assistant ***
## CIP.TitleChild Development ***
## CIP.TitleChinese Language and Literature ***
## CIP.TitleChinese Studies ***
## CIP.TitleChiropractic ***
## CIP.TitleChiropractic Assistant Technician ***
## CIP.TitleChristian Studies ***
## CIP.TitleCinematography and Film/Video Production ***
## CIP.TitleCity/Urban, Community and Regional Planning ***
## CIP.TitleCivil Drafting and Civil Engineering CAD/CADD *
## CIP.TitleCivil Engineering ***
## CIP.TitleCivil Engineering Technology/Technician *
## CIP.TitleCivil Engineering, General ***
## CIP.TitleCivil Engineering, Other ***
## CIP.TitleClassical, Ancient Mediterranean and Near Eastern Studies and Archeology ***
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, General ***
## CIP.TitleClassics and Classical Languages, Literatures, and Linguistics, Other ***
## CIP.TitleClinical and Industrial Drug Development ***
## CIP.TitleClinical Child Psychology ***
## CIP.TitleClinical Laboratory Science/Medical Technology/Technologist ***
## CIP.TitleClinical Nurse Specialist ***
## CIP.TitleClinical Nutrition/Nutritionist ***
## CIP.TitleClinical Pastoral Counseling/Patient Counseling ***
## CIP.TitleClinical Psychology ***
## CIP.TitleClinical, Hospital, and Managed Care Pharmacy ***
## CIP.TitleClinical/Medical Laboratory Assistant ***
## CIP.TitleClinical/Medical Laboratory Science and Allied Professions, Other ***
## CIP.TitleClinical/Medical Laboratory Technician ***
## CIP.TitleClinical/Medical Social Work ***
## CIP.TitleCognitive Psychology and Psycholinguistics ***
## CIP.TitleCognitive Science ***
## CIP.TitleCognitive Science and Biopsychology ***
## CIP.TitleCollege Student Counseling and Personnel Services ***
## CIP.TitleCommercial and Advertising Art ***
## CIP.TitleCommercial Art and Graphic Design ***
## CIP.TitleCommercial Fishing ***
## CIP.TitleCommercial Photography ***
## CIP.TitleCommonwealth Studies ***
## CIP.TitleCommunication and Media Studies, Other ***
## CIP.TitleCommunication Disorders Sciences and Services ***
## CIP.TitleCommunication Disorders Sciences and Services, Other ***
## CIP.TitleCommunication Disorders, General ***
## CIP.TitleCommunication Studies/Speech Communication and Rhetoric ***
## CIP.TitleCommunication Technologies ***
## CIP.TitleCommunications ***
## CIP.TitleCommunications Systems Installation and Repair Technology ***
## CIP.TitleCommunications Technologies/Technicians and Support Services, Other ***
## CIP.TitleCommunications Technology/Technician ***
## CIP.TitleCommunity and Public Health ***
## CIP.TitleCommunity College Education *
## CIP.TitleCommunity Health and Preventive Medicine ***
## CIP.TitleCommunity Health Services/Liaison/Counseling ***
## CIP.TitleCommunity Organization and Advocacy ***
## CIP.TitleCommunity Psychology ***
## CIP.TitleComparative and Laboratory Animal Medicine ***
## CIP.TitleComparative Literature ***
## CIP.TitleComparative Psychology ***
## CIP.TitleComposition and Speech ***
## CIP.TitleComputational Mathematics ***
## CIP.TitleComputer Administration Management and Security ***
## CIP.TitleComputer and Information Sciences, General
## CIP.TitleComputer and Information Sciences, Other
## CIP.TitleComputer and Information Systems-General
## CIP.TitleComputer and Information Systems Security ***
## CIP.TitleComputer Engineering ***
## CIP.TitleComputer Engineering Technologies/Technicians, Other *
## CIP.TitleComputer Engineering Technology/Technician *
## CIP.TitleComputer Engineering, General ***
## CIP.TitleComputer Engineering, Other ***
## CIP.TitleComputer Graphics ***
## CIP.TitleComputer Hardware Engineering ***
## CIP.TitleComputer Hardware Technology/Technician *
## CIP.TitleComputer Installation and Repair Technology Technician ***
## CIP.TitleComputer Networking and Telecommunications ***
## CIP.TitleComputer Programming ***
## CIP.TitleComputer Programming, Other ***
## CIP.TitleComputer Programming, Specific Applications ***
## CIP.TitleComputer Programming, Vendor/Product Certification ***
## CIP.TitleComputer Programming/Programmer, General ***
## CIP.TitleComputer Science ***
## CIP.TitleComputer Software and Media Applications, Other ***
## CIP.TitleComputer Software Engineering ***
## CIP.TitleComputer Software Technology/Technician *
## CIP.TitleComputer Systems Networking and Telecommunications ***
## CIP.TitleComputer Technology/Computer Systems Technology *
## CIP.TitleComputer Typography and Composition Equipment Operator ***
## CIP.TitleComputer/Information Technology Services Administration and Management ***
## CIP.TitleConcrete Finishing/Concrete Finisher
## CIP.TitleConducting ***
## CIP.TitleConservation Biology ***
## CIP.TitleConstruction Engineering ***
## CIP.TitleConstruction Engineering Technology/Technician **
## CIP.TitleConstruction Management ***
## CIP.TitleConstruction Services
## CIP.TitleConstruction Trades, General
## CIP.TitleConstruction Trades, Other
## CIP.TitleConstruction/Heavy Equipment/Earthmoving Equipment Operation ***
## CIP.TitleConsumer Economics ***
## CIP.TitleConsumer Merchandising/Retailing Management ***
## CIP.TitleConsumer Services and Advocacy ***
## CIP.TitleCooking and Related Culinary Arts, General ***
## CIP.TitleCorrections ***
## CIP.TitleCorrections Administration ***
## CIP.TitleCorrections and Criminal Justice, Other ***
## CIP.TitleCosmetology and Related Personal Grooming Arts, Other ***
## CIP.TitleCosmetology Services and Culinary Arts ***
## CIP.TitleCosmetology, Barber/Styling, and Nail Instructor ***
## CIP.TitleCosmetology/Cosmetologist, General ***
## CIP.TitleCounseling Psychology ***
## CIP.TitleCounselor Education/School Counseling and Guidance Services ***
## CIP.TitleCourt Reporting ***
## CIP.TitleCourt Reporting/Court Reporter ***
## CIP.TitleCrafts Craft Design, Folk Art and Artisanry ***
## CIP.TitleCreative Writing ***
## CIP.TitleCredit Management
## CIP.TitleCriminal Justice and Fire Protection ***
## CIP.TitleCriminal Justice Law Enforcement Administration ***
## CIP.TitleCriminal Justice/Police Science ***
## CIP.TitleCriminal Justice/Safety Studies ***
## CIP.TitleCriminalistics and Criminal Science ***
## CIP.TitleCriminology ***
## CIP.TitleCritical Care Nursing ***
## CIP.TitleCrop Production ***
## CIP.TitleCulinary Arts and Related Services, Other ***
## CIP.TitleCulinary Arts/Chef Training ***
## CIP.TitleCultural Resource Management and Policy Analysis ***
## CIP.TitleCurriculum and Instruction ***
## CIP.TitleCustomer Service Management ***
## CIP.TitleCustomer Service Support/Call Center/Teleservice Operation ***
## CIP.TitleCytogenetics/Genetics/Clinical Genetics Technology/Technologist ***
## CIP.TitleCytotechnology/Cytotechnologist ***
## CIP.TitleCzech Language and Literature ***
## CIP.TitleDairy Husbandry and Production ***
## CIP.TitleDairy Science ***
## CIP.TitleDance Therapy/Therapist ***
## CIP.TitleDance, General ***
## CIP.TitleDance, Other ***
## CIP.TitleDanish Language and Literature ***
## CIP.TitleData Entry/Microcomputer Applications, General ***
## CIP.TitleData Entry/Microcomputer Applications, Other ***
## CIP.TitleData Modeling/Warehousing and Database Administration ***
## CIP.TitleDemography and Population Studies ***
## CIP.TitleDental Assisting/Assistant ***
## CIP.TitleDental Hygiene/Hygienist ***
## CIP.TitleDental Laboratory Technology Technician ***
## CIP.TitleDentistry ***
## CIP.TitleDesign and Applied Arts, Other ***
## CIP.TitleDesign and Visual Communications, General ***
## CIP.TitleDevelopment Economics and International Development ***
## CIP.TitleDevelopmental and Child Psychology ***
## CIP.TitleDevelopmental Biology and Embryology ***
## CIP.TitleDiagnostic Medical Sonography/Sonographer and Ultrasound Technician ***
## CIP.TitleDiesel Mechanics Technology/Technician ***
## CIP.TitleDietetic Technician, DTR ***
## CIP.TitleDietetics and Clinical Nutrition Services, Other ***
## CIP.TitleDietetics/Dietitian ***
## CIP.TitleDietitian Assistant ***
## CIP.TitleDigital Communication and Media Multimedia ***
## CIP.TitleDirect Entry Midwifery ***
## CIP.TitleDirecting and Theatrical Production ***
## CIP.TitleDiver, Professional and Instructor ***
## CIP.TitleDivinity/Ministry ***
## CIP.TitleDog Pet Animal Grooming ***
## CIP.TitleDrafting and Design Technology/Technician *
## CIP.TitleDrafting/Design Engineering Technologies/Technicians, Other *
## CIP.TitleDrama and Dance Teacher Education ***
## CIP.TitleDrama and Dramatics/Theatre Arts, General ***
## CIP.TitleDrama and Theater Arts ***
## CIP.TitleDramatic/Theatre Arts and Stagecraft, Other ***
## CIP.TitleDrawing ***
## CIP.TitleDriver and Safety Teacher Education ***
## CIP.TitleDrywall Installation/Drywaller
## CIP.TitleDutch/Flemish Language and Literature ***
## CIP.TitleE-Commerce/Electronic Commerce
## CIP.TitleEarly Childhood Education ***
## CIP.TitleEarly Childhood Education and Teaching ***
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, General ***
## CIP.TitleEast Asian Languages, Literatures, and Linguistics, Other ***
## CIP.TitleEast Asian Studies ***
## CIP.TitleEcology ***
## CIP.TitleEcology, Evolution, Systematics and Population Biology, Other ***
## CIP.TitleEconometrics and Quantitative Economics ***
## CIP.TitleEconomics ***
## CIP.TitleEconomics, General ***
## CIP.TitleEconomics, Other ***
## CIP.TitleEducation ***
## CIP.TitleEducation, Other ***
## CIP.TitleEducation/Teaching of Individuals in Early Childhood Special Education Programs ***
## CIP.TitleEducation/Teaching of Individuals Who are Developmentally Delayed ***
## CIP.TitleEducation/Teaching of Individuals with Autism ***
## CIP.TitleEducation/Teaching of Individuals with Emotional Disturbances ***
## CIP.TitleEducation/Teaching of Individuals with Hearing Impairments Including Deafness ***
## CIP.TitleEducation/Teaching of Individuals with Mental Retardation ***
## CIP.TitleEducation/Teaching of Individuals with Multiple Disabilities ***
## CIP.TitleEducation/Teaching of Individuals with Orthopedic and Other Physical Health Impairments ***
## CIP.TitleEducation/Teaching of Individuals with Specific Learning Disabilities ***
## CIP.TitleEducation/Teaching of Individuals with Speech or Language Impairments ***
## CIP.TitleEducation/Teaching of Individuals with Traumatic Brain Injuries ***
## CIP.TitleEducation/Teaching of Individuals with Vision Impairments Including Blindness ***
## CIP.TitleEducation/Teaching of the Gifted and Talented ***
## CIP.TitleEducational Administration and Supervision *
## CIP.TitleEducational Administration and Supervision, Other *
## CIP.TitleEducational Assessment, Evaluation, and Research, Other ***
## CIP.TitleEducational Assessment, Testing, and Measurement ***
## CIP.TitleEducational Evaluation and Research ***
## CIP.TitleEducational Instructional Media Design ***
## CIP.TitleEducational Leadership and Administration, General *
## CIP.TitleEducational Psychology ***
## CIP.TitleEducational Statistics and Research Methods ***
## CIP.TitleEducational, Instructional, and Curriculum Supervision *
## CIP.TitleElectrical and Electronic Engineering Technologies/Technicians, Other **
## CIP.TitleElectrical and Mechanic Repairs and Technologies ***
## CIP.TitleElectrical and Power Transmission Installation/Installer, General
## CIP.TitleElectrical and Power Transmission Installers, Other
## CIP.TitleElectrical Engineering ***
## CIP.TitleElectrical Engineering Technology **
## CIP.TitleElectrical, Electronic and Communications Engineering Technology/Technician **
## CIP.TitleElectrical, Electronics and Communications Engineering ***
## CIP.TitleElectrical/Electronics Drafting and Electrical Electronics CAD/CADD *
## CIP.TitleElectrical/Electronics Equipment Installation and Repair, General ***
## CIP.TitleElectrical/Electronics Maintenance and Repair Technology, Other ***
## CIP.TitleElectrician
## CIP.TitleElectrocardiograph Technology/Technician ***
## CIP.TitleElectrolysis/Electrology and Electrolysis Technician ***
## CIP.TitleElectromechanical and Instrumentation and Maintenance Technologies/Technicians, Other *
## CIP.TitleElectromechanical Technology/Electromechanical Engineering Technology *
## CIP.TitleElectroneurodiagnostic/Electroencephalographic Technology/Technologist ***
## CIP.TitleElementary and Middle School Administration/Principalship *
## CIP.TitleElementary Education ***
## CIP.TitleElementary Education and Teaching ***
## CIP.TitleElementary Particle Physics ***
## CIP.TitleEmergency Care Attendant (EMT Ambulance) ***
## CIP.TitleEmergency Medical Technology/Technician (EMT Paramedic) ***
## CIP.TitleEndocrinology ***
## CIP.TitleEnergy Management and Systems Technology/Technician **
## CIP.TitleEngiineering Technology, General *
## CIP.TitleEngine Machinist ***
## CIP.TitleEngineering-Related Technologies, Other *
## CIP.TitleEngineering and Industrial Management ***
## CIP.TitleEngineering Mechanics
## CIP.TitleEngineering Mechanics, Physics, and Science
## CIP.TitleEngineering Physics
## CIP.TitleEngineering Science
## CIP.TitleEngineering Technologies *
## CIP.TitleEngineering Technologies/Technicians, Other *
## CIP.TitleEngineering, General ***
## CIP.TitleEngineering, Other ***
## CIP.TitleEngineering/Industrial Management ***
## CIP.TitleEnglish Composition ***
## CIP.TitleEnglish Language and Literature ***
## CIP.TitleEnglish Language and Literature, General ***
## CIP.TitleEnglish Language and Literature/Letters, Other ***
## CIP.TitleEnglish Literature (British and Commonwealth) ***
## CIP.TitleEnglish/Language Arts Teacher Education ***
## CIP.TitleEntomology ***
## CIP.TitleEntrepreneurial and Small Business Operations, Other ***
## CIP.TitleEntrepreneurship/Entrepreneurial Studies ***
## CIP.TitleEnvironmental Biology ***
## CIP.TitleEnvironmental Control Technologies/Technicians, Other *
## CIP.TitleEnvironmental Design/Architecture ***
## CIP.TitleEnvironmental Engineering **
## CIP.TitleEnvironmental Engineering Technology/Environmental Technology Technician *
## CIP.TitleEnvironmental Health ***
## CIP.TitleEnvironmental Psychology ***
## CIP.TitleEnvironmental Science ***
## CIP.TitleEnvironmental Studies ***
## CIP.TitleEnvironmental Toxicology .
## CIP.TitleEnvironmental/Environmental Health Engineering **
## CIP.TitleEquestrian Equine Studies ***
## CIP.TitleEthics ***
## CIP.TitleEthnic, Cultural Minority, and Gender Studies, Other ***
## CIP.TitleEuropean History ***
## CIP.TitleEuropean Studies/Civilization ***
## CIP.TitleEvolutionary Biology ***
## CIP.TitleExecutive Assistant/Executive Secretary ***
## CIP.TitleExercise Physiology ***
## CIP.TitleFacial Treatment Specialist/Facialist ***
## CIP.TitleFacilities Planning and Management ***
## CIP.TitleFamily and Community Services ***
## CIP.TitleFamily and Consumer Economics and Related Services, Other ***
## CIP.TitleFamily and Consumer Sciences ***
## CIP.TitleFamily and Consumer Sciences/Home Economics Teacher Education ***
## CIP.TitleFamily and Consumer Sciences/Human Sciences Business Services, Other ***
## CIP.TitleFamily and Consumer Sciences/Human Sciences Communication ***
## CIP.TitleFamily and Consumer Sciences/Human Sciences, General ***
## CIP.TitleFamily and Consumer Sciences/Human Sciences, Other ***
## CIP.TitleFamily Practice Nurse/Nurse Practitioner ***
## CIP.TitleFamily Psychology ***
## CIP.TitleFamily Resource Management Studies, General ***
## CIP.TitleFamily Systems ***
## CIP.TitleFarm/Farm and Ranch Management ***
## CIP.TitleFashion and Fabric Consultant ***
## CIP.TitleFashion Merchandising ***
## CIP.TitleFashion Modeling ***
## CIP.TitleFashion/Apparel Design ***
## CIP.TitleFiber, Textile and Weaving Arts ***
## CIP.TitleFilipino/Tagalog Language and Literature ***
## CIP.TitleFilm, Video and Photographic Arts ***
## CIP.TitleFilm/Cinema Studies ***
## CIP.TitleFilm/Video and Photographic Arts, Other ***
## CIP.TitleFinance
## CIP.TitleFinance and Financial Management Services, Other
## CIP.TitleFinance, General
## CIP.TitleFinancial Planning and Services
## CIP.TitleFine Arts ***
## CIP.TitleFine Arts and Art Studies, Other ***
## CIP.TitleFine/Studio Arts, General ***
## CIP.TitleFinnish and Related Languages, Literatures, and Linguistics ***
## CIP.TitleFire Protection and Safety Technology/Technician ***
## CIP.TitleFire Protection, Other ***
## CIP.TitleFire Science/Firefighting ***
## CIP.TitleFire Services Administration ***
## CIP.TitleFishing and Fisheries Sciences and Management ***
## CIP.TitleFlight Instructor ***
## CIP.TitleFloriculture Floristry Operations and Management ***
## CIP.TitleFood Preparation/Professional Cooking Kitchen Assistant ***
## CIP.TitleFood Science **
## CIP.TitleFood Science and Technology, Other *
## CIP.TitleFood Service, Waiter/Waitress, and Dining Room Management/Manager ***
## CIP.TitleFood Technology and Processing *
## CIP.TitleFoods, Nutrition, and Related Services, Other ***
## CIP.TitleFoods, Nutrition, and Wellness Studies, General ***
## CIP.TitleFoodservice Systems Administration/Management ***
## CIP.TitleForeign Language Teacher Education ***
## CIP.TitleForeign Languages and Literatures, General ***
## CIP.TitleForeign Languages, Literatures, and Linguistics, Other ***
## CIP.TitleForensic Psychology ***
## CIP.TitleForensic Science and Technology ***
## CIP.TitleForest Engineering ***
## CIP.TitleForest Management/Forest Resources Management ***
## CIP.TitleForest Resources Production and Management ***
## CIP.TitleForest Sciences and Biology ***
## CIP.TitleForest Technology Technician ***
## CIP.TitleForestry ***
## CIP.TitleForestry, General ***
## CIP.TitleForestry, Other ***
## CIP.TitleFranchising and Franchise Operations ***
## CIP.TitleFrench Language and Literature ***
## CIP.TitleFrench Language Teacher Education ***
## CIP.TitleFrench Studies ***
## CIP.TitleFrench, German, Latin and Other Common Foreign Language Studies ***
## CIP.TitleFuneral Direction/Service ***
## CIP.TitleFuneral Service and Mortuary Science, General ***
## CIP.TitleFuneral Service and Mortuary Science, Other ***
## CIP.TitleGay/Lesbian Studies ***
## CIP.TitleGene Genetic Therapy ***
## CIP.TitleGeneral Agriculture ***
## CIP.TitleGeneral Business ***
## CIP.TitleGeneral Education ***
## CIP.TitleGeneral Engineering ***
## CIP.TitleGeneral Medical and Health Services ***
## CIP.TitleGeneral Merchandising, Sales and Related Marketing Operations, Other ***
## CIP.TitleGeneral Office Occupations and Clerical Services ***
## CIP.TitleGeneral Social Sciences ***
## CIP.TitleGeneral Studies ***
## CIP.TitleGenetic Counseling/Counselor ***
## CIP.TitleGenetics ***
## CIP.TitleGenetics, General ***
## CIP.TitleGenetics, Other ***
## CIP.TitleGeochemistry ***
## CIP.TitleGeochemistry and Petrology ***
## CIP.TitleGeography ***
## CIP.TitleGeography Teacher Education ***
## CIP.TitleGeography, Other ***
## CIP.TitleGeological and Earth Sciences/Geosciences, Other ***
## CIP.TitleGeological and Geophysical Engineering ***
## CIP.TitleGeological Geophysical Engineering ***
## CIP.TitleGeology and Earth Science
## CIP.TitleGeology/Earth Science, General
## CIP.TitleGeophysics and Seismology ***
## CIP.TitleGeosciences ***
## CIP.TitleGeotechnical Engineering ***
## CIP.TitleGerman Language and Literature ***
## CIP.TitleGerman Language Teacher Education ***
## CIP.TitleGerman Studies ***
## CIP.TitleGermanic Languages, Literatures, and Linguistics, General ***
## CIP.TitleGermanic Languages, Literatures, and Linguistics, Other ***
## CIP.TitleGerontology ***
## CIP.TitleGeropsychology ***
## CIP.TitleGlazier
## CIP.TitleGraphic and Printing Equipment Operator, General Production ***
## CIP.TitleGraphic Communications, General ***
## CIP.TitleGraphic Communications, Other ***
## CIP.TitleGraphic Design ***
## CIP.TitleGreenhouse Operations and Management ***
## CIP.TitleGround Transportation, Other ***
## CIP.TitleGunsmithing/Gunsmith ***
## CIP.TitleHair Styling/Stylist and Hair Design ***
## CIP.TitleHazardous Materials Information Systems Technology/Technician *
## CIP.TitleHealth Aide ***
## CIP.TitleHealth Aides/Attendants/Orderlies, Other ***
## CIP.TitleHealth and Medical Administrative Services ***
## CIP.TitleHealth and Medical Administrative Services, Other ***
## CIP.TitleHealth and Medical Preparatory Programs ***
## CIP.TitleHealth and Physical Education, General ***
## CIP.TitleHealth and Physical Education/Fitness, Other ***
## CIP.TitleHealth Communication ***
## CIP.TitleHealth Information/Medical Records Administration/Administrator ***
## CIP.TitleHealth Information/Medical Records Technology/Technician ***
## CIP.TitleHealth Medical Preparatory Programs, Other ***
## CIP.TitleHealth Occupations Teacher Education ***
## CIP.TitleHealth Professions and Related Clinical Science ***
## CIP.TitleHealth Services Administration ***
## CIP.TitleHealth Teacher Education ***
## CIP.TitleHealth Unit Coordinator/Ward Clerk ***
## CIP.TitleHealth Unit Manager/Ward Supervisor ***
## CIP.TitleHealth/Health Care Administration/Management ***
## CIP.TitleHealth/Medical Physics ***
## CIP.TitleHealth/Medical Psychology ***
## CIP.TitleHeating, Air Conditioning, Ventilation and Refrigeration Maintenance Technology/Technician ***
## CIP.TitleHeavy Equipment Maintenance Technology/Technician ***
## CIP.TitleHeavy/Industrial Equipment Maintenance Technologies, Other ***
## CIP.TitleHebrew Language and Literature ***
## CIP.TitleHematology Technology/Technician ***
## CIP.TitleHigher Education/Higher Education Administration *
## CIP.TitleHindi Language and Literature ***
## CIP.TitleHindu Studies ***
## CIP.TitleHispanic-American, Puerto Rican, and Mexican-American/Chicano Studies ***
## CIP.TitleHistologic Technician ***
## CIP.TitleHistologic Technology/Histotechnologist ***
## CIP.TitleHistoric Preservation and Conservation ***
## CIP.TitleHistoric Preservation and Conservation, Other ***
## CIP.TitleHistory ***
## CIP.TitleHistory Teacher Education ***
## CIP.TitleHistory, General ***
## CIP.TitleHistory, Other ***
## CIP.TitleHolocaust and Related Studies ***
## CIP.TitleHome Furnishings and Equipment Installers ***
## CIP.TitleHome Health Aide/Home Attendant ***
## CIP.TitleHomeopathic Medicine/Homeopathy ***
## CIP.TitleHorse Husbandry/Equine Science and Management ***
## CIP.TitleHorticultural Science ***
## CIP.TitleHospital and Health Care Facilities Administration/Management ***
## CIP.TitleHospitality Administration/Management, General ***
## CIP.TitleHospitality Administration/Management, Other ***
## CIP.TitleHospitality and Recreation Marketing Operation ***
## CIP.TitleHospitality Management ***
## CIP.TitleHotel/Motel Administration Management ***
## CIP.TitleHousing and Human Environments, General ***
## CIP.TitleHousing and Human Environments, Other ***
## CIP.TitleHuman Development and Family Studies ***
## CIP.TitleHuman Development, Family Studies, and Related Services, Other ***
## CIP.TitleHuman Nutrition ***
## CIP.TitleHuman Resources and Personnel Management ***
## CIP.TitleHuman Resources Development ***
## CIP.TitleHuman Resources Management and Services, Other ***
## CIP.TitleHuman Resources Management/Personnel Administration, General ***
## CIP.TitleHuman Services and Community Organization ***
## CIP.TitleHuman Services, General ***
## CIP.TitleHuman/Medical Genetics ***
## CIP.TitleHumanities ***
## CIP.TitleHumanities/Humanistic Studies ***
## CIP.TitleHungarian/Magyar Language and Literature ***
## CIP.TitleHydraulics and Fluid Power Technology/Technician *
## CIP.TitleHydrology and Water Resources Science ***
## CIP.TitleHypnotherapy/Hypnotherapist ***
## CIP.TitleIllustration ***
## CIP.TitleImmunology ***
## CIP.TitleIndian/Native American Education ***
## CIP.TitleIndustrial and Manufacturing Engineering ***
## CIP.TitleIndustrial and Organizational Psychology **
## CIP.TitleIndustrial and Physical Pharmacy and Cosmetic Sciences ***
## CIP.TitleIndustrial Design ***
## CIP.TitleIndustrial Electronics Technology/Technician ***
## CIP.TitleIndustrial Engineering ***
## CIP.TitleIndustrial Mechanics and Maintenance Technology ***
## CIP.TitleIndustrial Production Technologies ***
## CIP.TitleIndustrial Production Technologies/Technicians, Other ***
## CIP.TitleIndustrial Safety Technology/Technician *
## CIP.TitleIndustrial Technology/Technician ***
## CIP.TitleIndustrial/Radiologic Technology/Technician .
## CIP.TitleInformation Resources Management/CIO Training ***
## CIP.TitleInformation Science/Studies ***
## CIP.TitleInformation Sciences ***
## CIP.TitleInformation Technology
## CIP.TitleInorganic Chemistry ***
## CIP.TitleInstitutional Food Workers ***
## CIP.TitleInstrumentation Technology/Technician *
## CIP.TitleInsurance
## CIP.TitleIntercultural and International Studies ***
## CIP.TitleIntercultural Multicultural and Diversity Studies ***
## CIP.TitleInterdisciplinary Social Sciences ***
## CIP.TitleInterior Architecture ***
## CIP.TitleInterior Design ***
## CIP.TitleIntermedia/Multimedia ***
## CIP.TitleInternational Agriculture ***
## CIP.TitleInternational and Comparative Education ***
## CIP.TitleInternational Business ***
## CIP.TitleInternational Business/Trade/Commerce ***
## CIP.TitleInternational Economics ***
## CIP.TitleInternational Finance
## CIP.TitleInternational Global Studies ***
## CIP.TitleInternational Marketing ***
## CIP.TitleInternational Public Health/International Health ***
## CIP.TitleInternational Relations ***
## CIP.TitleInternational Relations and Affairs ***
## CIP.TitleInvestments and Securities
## CIP.TitleIranian/Persian Languages, Literatures, and Linguistics ***
## CIP.TitleIslamic Studies ***
## CIP.TitleItalian Language and Literature ***
## CIP.TitleItalian Studies ***
## CIP.TitleJapanese Language and Literature ***
## CIP.TitleJapanese Studies ***
## CIP.TitleJazz/Jazz Studies ***
## CIP.TitleJewish/Judaic Studies ***
## CIP.TitleJournalism ***
## CIP.TitleJournalism, Other ***
## CIP.TitleJunior High/Intermediate/Middle School Education ***
## CIP.TitleJuvenile Corrections ***
## CIP.TitleKhmer/Cambodian Language and Literature ***
## CIP.TitleKindergarten/Preschool Education and Teaching ***
## CIP.TitleKinesiology and Exercise Science ***
## CIP.TitleKnowledge Management ***
## CIP.TitleKorean Language and Literature ***
## CIP.TitleKorean Studies ***
## CIP.TitleLabor and Industrial Relations ***
## CIP.TitleLabor Studies ***
## CIP.TitleLand Use Planning and Management/Development ***
## CIP.TitleLandscape Architecture ***
## CIP.TitleLandscaping and Groundskeeping ***
## CIP.TitleLanguage and Drama Education ***
## CIP.TitleLanguage Interpretation and Translation ***
## CIP.TitleLao/Laotian Language and Literature ***
## CIP.TitleLarge Animal Food Animal and Equine Surgery and Medicine ***
## CIP.TitleLaser and Optical Technology/Technician **
## CIP.TitleLatin American Studies ***
## CIP.TitleLatin Language and Literature ***
## CIP.TitleLatin Teacher Education ***
## CIP.TitleLegal Assistant/Paralegal ***
## CIP.TitleLegal Studies, General ***
## CIP.TitleLiberal Arts ***
## CIP.TitleLiberal Arts and Sciences Liberal Studies ***
## CIP.TitleLiberal Arts and Sciences, General Studies and Humanities, Other ***
## CIP.TitleLibrary Assistant/Technician ***
## CIP.TitleLibrary Science ***
## CIP.TitleLibrary Science, Other ***
## CIP.TitleLibrary Science/Librarianship ***
## CIP.TitleLicensed Practical/Vocational Nurse Training ***
## CIP.TitleLineworker
## CIP.TitleLinguistics ***
## CIP.TitleLinguistics and Comparative Language and Literature ***
## CIP.TitleLinguistics of ASL and Other Sign Languages ***
## CIP.TitleLinguistics, Comparative, and Related Language Studies and Services, Other ***
## CIP.TitleLivestock Management ***
## CIP.TitleLocksmithing and Safe Repair ***
## CIP.TitleLogic ***
## CIP.TitleLogistics and Materials Management
## CIP.TitleMake-Up Artist/Specialist ***
## CIP.TitleManagement Information Systems and Services, Other ***
## CIP.TitleManagement Information Systems and Statistics ***
## CIP.TitleManagement Information Systems, General ***
## CIP.TitleManagement Science and Quantitative Methods, Other ***
## CIP.TitleManagement Science, General ***
## CIP.TitleManufacturing Engineering ***
## CIP.TitleManufacturing Technology/Technician ***
## CIP.TitleMarine Biology and Biological Oceanography ***
## CIP.TitleMarine Maintenance/Fitter and Ship Repair Technology/Technician ***
## CIP.TitleMarine Science/Merchant Marine Officer ***
## CIP.TitleMarine Transportation, Other ***
## CIP.TitleMarketing ***
## CIP.TitleMarketing, Other ***
## CIP.TitleMarketing/Marketing Management, General ***
## CIP.TitleMarriage and Family Therapy/Counseling ***
## CIP.TitleMason/Masonry
## CIP.TitleMass Communication Media Studies ***
## CIP.TitleMass Media ***
## CIP.TitleMaterials Engineering ***
## CIP.TitleMaterials Engineering and Materials Science ***
## CIP.TitleMaterials Science ***
## CIP.TitleMaternal and Child Health ***
## CIP.TitleMaternal/Child Health and Neonatal Nurse/Nursing ***
## CIP.TitleMathematical Statistics and Probability ***
## CIP.TitleMathematics *
## CIP.TitleMathematics and Computer Science ***
## CIP.TitleMathematics and Statistics, Other ***
## CIP.TitleMathematics Teacher Education ***
## CIP.TitleMathematics, General *
## CIP.TitleMeat Cutting/Meat Cutter ***
## CIP.TitleMechanic and Repair Technology/Technicians, Other ***
## CIP.TitleMechanical Drafting and Mechanical Drafting CAD/CADD *
## CIP.TitleMechanical Engineering ***
## CIP.TitleMechanical Engineering Related Technologies ***
## CIP.TitleMechanical Engineering Related Technologies/Technicians, Other ***
## CIP.TitleMechanical Engineering/Mechanical Technology/Technician ***
## CIP.TitleMedical Assisting Services ***
## CIP.TitleMedical Illustration and Informatics, Other ***
## CIP.TitleMedical Illustration/Medical Illustrator ***
## CIP.TitleMedical Informatics ***
## CIP.TitleMedical Microbiology and Bacteriology ***
## CIP.TitleMedical Office Management/Administration ***
## CIP.TitleMedical Radiologic Technology/Science-Radiation Therapist ***
## CIP.TitleMedical Technologies Technicians ***
## CIP.TitleMedical Transcription/Transcriptionist ***
## CIP.TitleMedical/Clinical Assistant ***
## CIP.TitleMedication Aide ***
## CIP.TitleMedicinal and Pharmaceutical Chemistry ***
## CIP.TitleMedicine ***
## CIP.TitleMedieval and Renaissance Studies ***
## CIP.TitleMedium/Heavy Vehicle and Truck Technology/Technician ***
## CIP.TitleMental and Social Health Services and Allied Professions, Other ***
## CIP.TitleMental Health Counseling/Counselor ***
## CIP.TitleMerchandising and Buying Operations ***
## CIP.TitleMetal and Jewelry Arts ***
## CIP.TitleMetal Building Assembly/Assembler
## CIP.TitleMetallurgical Engineering ***
## CIP.TitleMetallurgical Technology/Technician ***
## CIP.TitleMeteorology **
## CIP.TitleMicrobial and Eukaryotic Genetics ***
## CIP.TitleMicrobiological Sciences and Immunology, Other ***
## CIP.TitleMicrobiology ***
## CIP.TitleMicrobiology, General ***
## CIP.TitleMiddle/Near Eastern and Semitic Languages, Literatures, and Linguistics, Other ***
## CIP.TitleMilitary Technologies
## CIP.TitleMining and Mineral Engineering ***
## CIP.TitleMining and Petroleum Technologies/Technicians, Other *
## CIP.TitleMining Technology/Technician *
## CIP.TitleMiscellaneous Agriculture ***
## CIP.TitleMiscellaneous Biology ***
## CIP.TitleMiscellaneous Business ***
## CIP.TitleMiscellaneous Education ***
## CIP.TitleMiscellaneous Engineering ***
## CIP.TitleMiscellaneous Engineering Technologies *
## CIP.TitleMiscellaneous Fine Arts ***
## CIP.TitleMiscellaneous Health Medical Professions ***
## CIP.TitleMiscellaneous Psychology ***
## CIP.TitleMiscellaneous Social Sciences ***
## CIP.TitleMissions/Missionary Studies and Missiology ***
## CIP.TitleMobil Crane Operation/Operator ***
## CIP.TitleModern Greek Language and Literature ***
## CIP.TitleMolecular Biochemistry ***
## CIP.TitleMolecular Biology ***
## CIP.TitleMolecular Biophysics ***
## CIP.TitleMolecular Genetics ***
## CIP.TitleMolecular Pharmacology .
## CIP.TitleMolecular Physiology ***
## CIP.TitleMolecular Toxicology .
## CIP.TitleMongolian Language and Literature ***
## CIP.TitleMontessori Teacher Education ***
## CIP.TitleMortuary Science and Embalming/Embalmer ***
## CIP.TitleMotorcycle Maintenance and Repair Technology/Technician ***
## CIP.TitleMovement and Mind-Body Therapies and Education, Other ***
## CIP.TitleMovement Therapy and Movement Education ***
## CIP.TitleMulticultural Education ***
## CIP.TitleMuseology/Museum Studies ***
## CIP.TitleMusic ***
## CIP.TitleMusic History, Literature, and Theory ***
## CIP.TitleMusic Management and Merchandising ***
## CIP.TitleMusic Pedagogy ***
## CIP.TitleMusic Performance, General ***
## CIP.TitleMusic Teacher Education ***
## CIP.TitleMusic Theory and Composition ***
## CIP.TitleMusic Therapy/Therapist ***
## CIP.TitleMusic, General ***
## CIP.TitleMusic, Other ***
## CIP.TitleMusical Instrument Fabrication and Repair ***
## CIP.TitleMusicology and Ethnomusicology ***
## CIP.TitleMycology ***
## CIP.TitleNail Technician/Specialist and Manicurist ***
## CIP.TitleNatural Products Chemistry and Pharmacognosy ***
## CIP.TitleNatural Recources Management and Policy, Other ***
## CIP.TitleNatural Resource Economics ***
## CIP.TitleNatural Resources and Conservation, Other ***
## CIP.TitleNatural Resources Conservation and Research, Other ***
## CIP.TitleNatural Resources Conservation, General ***
## CIP.TitleNatural Resources Management ***
## CIP.TitleNatural Resources Management and Policy ***
## CIP.TitleNaturopathic Medicine/Naturopathy ***
## CIP.TitleNaval Architecture and Marine Engineering ***
## CIP.TitleNavy/Marine Corps JROTC ROTC
## CIP.TitleNear and Middle Eastern Studies ***
## CIP.TitleNeuroanatomy ***
## CIP.TitleNeurobiology and Neurophysiology ***
## CIP.TitleNeuropharmacology .
## CIP.TitleNon-Profit/Public/Organizational Management ***
## CIP.TitleNorwegian Language and Literature ***
## CIP.TitleNuclear and Industrial Radiologic Technologies/Technicians, Other .
## CIP.TitleNuclear and Industrial Radiology Technologies .
## CIP.TitleNuclear Engineering ***
## CIP.TitleNuclear Engineering Technology/Technician *
## CIP.TitleNuclear Medical Technology/Technologist ***
## CIP.TitleNuclear Physics ***
## CIP.TitleNuclear/Nuclear Power Technology/Technician .
## CIP.TitleNurse Anesthetist ***
## CIP.TitleNurse Midwife/Nursing Midwifery ***
## CIP.TitleNurse/Nursing Assistant/Aide and Patient Care Assistant ***
## CIP.TitleNursing ***
## CIP.TitleNursing - Registered Nurse Training ***
## CIP.TitleNursing Administration ***
## CIP.TitleNursing Science ***
## CIP.TitleNursing, Other ***
## CIP.TitleNutrition Sciences ***
## CIP.TitleOccupational and Environmental Health Nursing ***
## CIP.TitleOccupational Health and Industrial Hygiene ***
## CIP.TitleOccupational Safety and Health Technology/Technician *
## CIP.TitleOccupational Therapist Assistant ***
## CIP.TitleOccupational Therapy/Therapist ***
## CIP.TitleOcean Engineering ***
## CIP.TitleOceanography ***
## CIP.TitleOceanography, Chemical and Physical ***
## CIP.TitleOffice Management and Supervision ***
## CIP.TitleOncology and Cancer Biology ***
## CIP.TitleOperations Management and Supervision
## CIP.TitleOperations, Logistics and E-Commerce
## CIP.TitleOphthalmic and Optometric Support Services and Allied Professions, Other ***
## CIP.TitleOphthalmic Laboratory Technology/Technician ***
## CIP.TitleOphthalmic Technician/Technologist ***
## CIP.TitleOpticianry/Ophthalmic Dispensing Optician ***
## CIP.TitleOptics/Optical Sciences ***
## CIP.TitleOptometric Technician/Assistant ***
## CIP.TitleOptometry ***
## CIP.TitleOrganic Chemistry ***
## CIP.TitleOrganizational Behavior Studies ***
## CIP.TitleOrganizational Communication, General ***
## CIP.TitleOrnamental Horticulture ***
## CIP.TitleOrthoptics/Orthoptist ***
## CIP.TitleOrthotist/Prosthetist ***
## CIP.TitleOsteopathic Medicine Osteopathy ***
## CIP.TitleOther Foreign Languages ***
## CIP.TitlePacific Area/Pacific Rim Studies ***
## CIP.TitlePainting ***
## CIP.TitlePainting/Painter and Wall Coverer
## CIP.TitlePaleontology ***
## CIP.TitleParasitology ***
## CIP.TitleParks, Recreation and Leisure Facilities Management ***
## CIP.TitleParks, Recreation and Leisure Studies ***
## CIP.TitleParks, Recreation, Leisure and Fitness Studies, Other ***
## CIP.TitleParts and Warehousing Operations and Maintenance Technology/Technician ***
## CIP.TitleParts, Warehousing, and Inventory Management Operations ***
## CIP.TitlePastoral Counseling and Specialized Ministries ***
## CIP.TitlePastoral Studies/Counseling ***
## CIP.TitlePathology/Experimental Pathology ***
## CIP.TitlePathology/Pathologist Assistant ***
## CIP.TitlePeace Studies and Conflict Resolution ***
## CIP.TitlePediatric Nurse/Nursing ***
## CIP.TitlePerfusion Technology/Perfusionist ***
## CIP.TitlePerioperative/Operating Room and Surgical Nurse/Nursing ***
## CIP.TitlePermanent Cosmetics/Makeup and Tattooing ***
## CIP.TitlePersonal and Culinary Services, Other ***
## CIP.TitlePersonality Psychology ***
## CIP.TitlePetroleum Engineering ***
## CIP.TitlePetroleum Technology/Technician *
## CIP.TitlePharmaceutics and Drug Design ***
## CIP.TitlePharmacoeconomics/Pharmaceutical Economics ***
## CIP.TitlePharmacology *
## CIP.TitlePharmacology and Toxicology .
## CIP.TitlePharmacology and Toxicology, Other .
## CIP.TitlePharmacy ***
## CIP.TitlePharmacy Administration and Pharmacy Policy and Regulatory Affairs ***
## CIP.TitlePharmacy Technician/Assistant ***
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration ***
## CIP.TitlePharmacy, Pharmaceutical Sciences, and Administration, Other ***
## CIP.TitlePhilosophy ***
## CIP.TitlePhilosophy and Religious Studies ***
## CIP.TitlePhilosophy and Religious Studies, Other ***
## CIP.TitlePhilosophy, Other ***
## CIP.TitlePhlebotomy/Phlebotomist ***
## CIP.TitlePhotobiology ***
## CIP.TitlePhotographic and Film Video Technology/Technician and Assistant ***
## CIP.TitlePhotography ***
## CIP.TitlePhotojournalism ***
## CIP.TitlePhysical and Health Education Teaching ***
## CIP.TitlePhysical and Theoretical Chemistry ***
## CIP.TitlePhysical Anthropology ***
## CIP.TitlePhysical Education Teaching and Coaching ***
## CIP.TitlePhysical Fitness, Parks, Recreation, and Leisure ***
## CIP.TitlePhysical Science Technologies/Technicians, Other .
## CIP.TitlePhysical Sciences **
## CIP.TitlePhysical Therapist Assistant ***
## CIP.TitlePhysical Therapy/Therapist ***
## CIP.TitlePhysician Assistant ***
## CIP.TitlePhysics ***
## CIP.TitlePhysics Teacher Education ***
## CIP.TitlePhysics, General ***
## CIP.TitlePhysics, Other ***
## CIP.TitlePhysiological Psychology/Psychobiology ***
## CIP.TitlePhysiology ***
## CIP.TitlePhysiology, General ***
## CIP.TitlePhysiology, Pathology, and Related Sciences, Other ***
## CIP.TitlePiano and Organ ***
## CIP.TitlePipefitting/Pipefitter and Sprinkler Fitter
## CIP.TitlePlanetary Astronomy and Science ***
## CIP.TitlePlant Genetics ***
## CIP.TitlePlant Molecular Biology ***
## CIP.TitlePlant Nursery Operations and Management ***
## CIP.TitlePlant Pathology/Phytopathology ***
## CIP.TitlePlant Physiology ***
## CIP.TitlePlant Protection and Integrated Pest Management ***
## CIP.TitlePlant Science and Agronomy ***
## CIP.TitlePlant Sciences ***
## CIP.TitlePlant Sciences, Other ***
## CIP.TitlePlasma and High-Temperature Physics ***
## CIP.TitlePlastics Engineering Technology/Technician ***
## CIP.TitlePlatemaker/Imager ***
## CIP.TitlePlaywriting and Screenwriting ***
## CIP.TitlePlumbing and Related Water Supply Services, Other
## CIP.TitlePlumbing Technology/Plumber
## CIP.TitlePodiatric Medicine Podiatry ***
## CIP.TitlePolish Language and Literature ***
## CIP.TitlePolish Studies ***
## CIP.TitlePolitical Communication ***
## CIP.TitlePolitical Science and Government ***
## CIP.TitlePolitical Science and Government, General ***
## CIP.TitlePolitical Science and Government, Other ***
## CIP.TitlePolymer Chemistry ***
## CIP.TitlePolymer Plastics Engineering ***
## CIP.TitlePopulation Biology ***
## CIP.TitlePortuguese Language and Literature ***
## CIP.TitlePoultry Science ***
## CIP.TitlePre-Dentistry Studies ***
## CIP.TitlePre-Law and Legal Studies ***
## CIP.TitlePre-Law Studies ***
## CIP.TitlePre-Medicine/Pre-Medical Studies ***
## CIP.TitlePre-Nursing Studies ***
## CIP.TitlePre-Pharmacy Studies ***
## CIP.TitlePre-Theology/Pre-Ministerial Studies ***
## CIP.TitlePre-Veterinary Studies ***
## CIP.TitlePrecision Systems Maintenance and Repair Technologies ***
## CIP.TitlePrepress/Desktop Publishing and Digital Imaging Design ***
## CIP.TitlePrinting Management ***
## CIP.TitlePrinting Press Operator ***
## CIP.TitlePrintmaking ***
## CIP.TitlePsychiatric/Mental Health Nurse Nursing ***
## CIP.TitlePsychiatric/Mental Health Services Technician ***
## CIP.TitlePsychology ***
## CIP.TitlePsychology Teacher Education ***
## CIP.TitlePsychology, General ***
## CIP.TitlePsychology, Other ***
## CIP.TitlePsychometrics and Quantitative Psychology ***
## CIP.TitlePsychopharmacology ***
## CIP.TitlePublic Administration ***
## CIP.TitlePublic Administration and Social Service Professions, Other ***
## CIP.TitlePublic Finance
## CIP.TitlePublic Health Education and Promotion ***
## CIP.TitlePublic Health, General ***
## CIP.TitlePublic Health, Other ***
## CIP.TitlePublic Health/Community Nurse/Nursing ***
## CIP.TitlePublic Policy **
## CIP.TitlePublic Policy Analysis **
## CIP.TitlePublic Relations, Advertising and Applied Communication, Other ***
## CIP.TitlePublic Relations/Image Management ***
## CIP.TitlePublic/Applied History and Archival Administration ***
## CIP.TitlePublishing ***
## CIP.TitlePunjabi Language and Literature ***
## CIP.TitlePurchasing, Procurement/Acquisitions and Contracts Management
## CIP.TitleQuality Control and Safety Technologies/Technicians, Other *
## CIP.TitleQuality Control Technology/Technician *
## CIP.TitleRabbinical Studies ***
## CIP.TitleRadiation Biology/Radiobiology ***
## CIP.TitleRadiation Protection/Health Physics Technician ***
## CIP.TitleRadio and Television ***
## CIP.TitleRadio and Television Broadcasting Technology/Technician ***
## CIP.TitleRadio, Television, and Digital Communication ***
## CIP.TitleRadiologic Technology/Science-Radiographer ***
## CIP.TitleRange Science and Management ***
## CIP.TitleReading Teacher Education ***
## CIP.TitleReal Estate ***
## CIP.TitleReceptionist ***
## CIP.TitleRecording Arts Technology/Technician ***
## CIP.TitleRegional Studies (US, Canadian, Foreign) ***
## CIP.TitleRehabilitation and Therapeutic Professions, Other ***
## CIP.TitleReligion/Religious Studies ***
## CIP.TitleReligion/Religious Studies, Other ***
## CIP.TitleReligious Education ***
## CIP.TitleReligious/Sacred Music ***
## CIP.TitleRenal/Dialysis Technologist Technician ***
## CIP.TitleReproductive Biology ***
## CIP.TitleResort Management ***
## CIP.TitleRespiratory Care Therapy/Therapist ***
## CIP.TitleRestaurant, Culinary, and Catering Management/Manager ***
## CIP.TitleRestaurant/Food Services Management ***
## CIP.TitleRetailing and Retail Operations ***
## CIP.TitleRobotics Technology/Technician *
## CIP.TitleRomance Languages, Literatures, and Linguistics, General ***
## CIP.TitleRomance Languages, Literatures, and Linguistics, Other ***
## CIP.TitleRomanian Language and Literature ***
## CIP.TitleRoofer
## CIP.TitleRussian Language and Literature ***
## CIP.TitleRussian Studies ***
## CIP.TitleSales and Marketing Operations/Marketing and Distribution Teacher Education ***
## CIP.TitleSales, Distribution, and Marketing Operations, General ***
## CIP.TitleSalon/Beauty Salon Management/Manager ***
## CIP.TitleSanskrit and Classical Indian Languages, Literatures, and Linguistics ***
## CIP.TitleScandinavian Languages, Literatures, and Linguistics ***
## CIP.TitleScandinavian Studies ***
## CIP.TitleSchool Librarian/School Library Media Specialist ***
## CIP.TitleSchool Psychology ***
## CIP.TitleSchool Student Counseling ***
## CIP.TitleScience Teacher Education ***
## CIP.TitleScience Teacher Education/General Science Teacher Education ***
## CIP.TitleScience Technologies/Technicians, Other .
## CIP.TitleScience, Technology and Society ***
## CIP.TitleSculpture ***
## CIP.TitleSecondary Education and Teaching ***
## CIP.TitleSecondary School Administration/Principalship *
## CIP.TitleSecondary Teacher Education ***
## CIP.TitleSecurities Services Administration/Management ***
## CIP.TitleSecurity and Loss Prevention Services ***
## CIP.TitleSecurity and Protective Services, Other ***
## CIP.TitleSecurity System Installation, Repair, and Inspection Technology/Technician ***
## CIP.TitleSelling Skills and Sales Operations ***
## CIP.TitleSemitic Languages and Literatures, and Linguistics, General ***
## CIP.TitleSerbian, Croatian, and Serbo-Croatian Languages and Literatures ***
## CIP.TitleSign Language Interpretation and Translation ***
## CIP.TitleSlavic Languages, Literatures, and Linguistics, General ***
## CIP.TitleSlavic Studies ***
## CIP.TitleSlavic, Baltic, and Albanian Languages, Literatures, and Linguistics, Other ***
## CIP.TitleSlovak Language and Literature ***
## CIP.TitleSmall Business Administration/Management ***
## CIP.TitleSmall Companion Animal Surgery and Medicine ***
## CIP.TitleSmall Engine Mechanics and Repair Technology/Technician ***
## CIP.TitleSocial and Philosophical Foundations of Education ***
## CIP.TitleSocial Psychology ***
## CIP.TitleSocial Science or History Teacher Education ***
## CIP.TitleSocial Science Teacher Education ***
## CIP.TitleSocial Sciences ***
## CIP.TitleSocial Sciences, Other ***
## CIP.TitleSocial Studies Teacher Education ***
## CIP.TitleSocial Work ***
## CIP.TitleSocial Work, Other ***
## CIP.TitleSociology ***
## CIP.TitleSoil Chemistry and Physics
## CIP.TitleSoil Microbiology
## CIP.TitleSoil science
## CIP.TitleSoil Science and Agronomy
## CIP.TitleSoil Sciences, Other
## CIP.TitleSolar Energy Technology/Technician **
## CIP.TitleSolid State and Low-Temperature Physics ***
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, General ***
## CIP.TitleSouth Asian Languages, Literatures, and Linguistics, Other ***
## CIP.TitleSouth Asian Studies ***
## CIP.TitleSoutheast Asian and Australasian/Pacific Languages, Literatures, and Linguistics, Other ***
## CIP.TitleSoutheast Asian Languages, Literatures, and Linguistics, General ***
## CIP.TitleSoutheast Asian Studies ***
## CIP.TitleSpanish and Iberian Studies ***
## CIP.TitleSpanish Language and Literature ***
## CIP.TitleSpanish Language Teacher Education ***
## CIP.TitleSpecial Education and Teaching, General ***
## CIP.TitleSpecial Education and Teaching, Other ***
## CIP.TitleSpecial Needs Education ***
## CIP.TitleSpecial Products Marketing Operations ***
## CIP.TitleSpecialized Merchandising, Sales, and Marketing Operations, Other ***
## CIP.TitleSpeech-Language Pathology/Pathologist ***
## CIP.TitleSpeech and Rhetorical Studies ***
## CIP.TitleSpeech Teacher Education ***
## CIP.TitleSport and Fitness Administration/Management ***
## CIP.TitleStatistics ***
## CIP.TitleStatistics, General ***
## CIP.TitleStatistics, Other ***
## CIP.TitleStructural Biology ***
## CIP.TitleStructural Engineering ***
## CIP.TitleStudent Counseling and Personnel Services, Other ***
## CIP.TitleStudio Arts ***
## CIP.TitleSubstance Abuse/Addiction Counseling ***
## CIP.TitleSuperintendency and Educational System Administration *
## CIP.TitleSurgical Technology/Technologist ***
## CIP.TitleSurveying Engineering ***
## CIP.TitleSurveying Technology/Surveying *
## CIP.TitleSwedish Language and Literature ***
## CIP.TitleSystem Administration/Administrator ***
## CIP.TitleSystem, Networking, and LAN WAN Management/Manager ***
## CIP.TitleSystematic Biology/Biological Systematics ***
## CIP.TitleSystems Engineering ***
## CIP.TitleTalmudic Studies ***
## CIP.TitleTamil Language and Literature ***
## CIP.TitleTaxation ***
## CIP.TitleTaxidermy Taxidermist ***
## CIP.TitleTeacher Assistant/Aide ***
## CIP.TitleTeacher AssistantsAides, Other ***
## CIP.TitleTeacher Education and Professional Development, Specific Levels and Methods, Other ***
## CIP.TitleTeacher Education and Professional Development, Specific Subject Areas, Other ***
## CIP.TitleTeacher Education, Multiple Levels ***
## CIP.TitleTeacher Education: Multiple Levels ***
## CIP.TitleTeaching English as a Second or Foreign Language/ESL Language Instructor ***
## CIP.TitleTeaching English or French as a Second or Foreign Language, Other ***
## CIP.TitleTeaching French as a Second or Foreign Language ***
## CIP.TitleTechnical and Business Writing ***
## CIP.TitleTechnical Teacher Education ***
## CIP.TitleTechnical Theatre/Theatre Design and Technology ***
## CIP.TitleTechnology Teacher Education/Industrial Arts Teacher Education ***
## CIP.TitleTelecommunications Technology/Technician **
## CIP.TitleTextile Science ***
## CIP.TitleTextile Sciences and Engineering ***
## CIP.TitleThai Language and Literature ***
## CIP.TitleTheatre Literature, History and Criticism ***
## CIP.TitleTheatre/Theatre Arts Management ***
## CIP.TitleTheological and Ministerial Studies, Other ***
## CIP.TitleTheology and Religious Vocations ***
## CIP.TitleTheology and Religious Vocations, Other ***
## CIP.TitleTheology/Theological Studies ***
## CIP.TitleTheoretical and Mathematical Physics ***
## CIP.TitleTherapeutic Recreation/Recreational Therapy ***
## CIP.TitleTibetan Language and Literature ***
## CIP.TitleTibetan Studies ***
## CIP.TitleTourism and Travel Services Management ***
## CIP.TitleTourism and Travel Services Marketing Operations ***
## CIP.TitleTourism Promotion Operations ***
## CIP.TitleToxicology ***
## CIP.TitleTrade and Industrial Teacher Education ***
## CIP.TitleTraditional Chinese/Asian Medicine and Chinese Herbology ***
## CIP.TitleTraffic, Customs, and Transportation Clerk/Technician ***
## CIP.TitleTransportation and Highway Engineering ***
## CIP.TitleTransportation and Materials Moving, Other ***
## CIP.TitleTransportation Sciences and Technologies ***
## CIP.TitleTransportation/Transportation Management
## CIP.TitleTreatment Therapy Professions ***
## CIP.TitleTruck and Bus Driver/Commercial Vehicle Operation ***
## CIP.TitleTurf and Turfgrass Management ***
## CIP.TitleTurkic, Ural-Altaic, Caucasian, and Central Asian Languages, Literatures, and Linguistics, Other ***
## CIP.TitleTurkish Language and Literature ***
## CIP.TitleUkraine Studies ***
## CIP.TitleUkrainian Language and Literature ***
## CIP.TitleUnited States History ***
## CIP.TitleUral-Altaic and Central Asian Studies ***
## CIP.TitleUrban Education and Leadership *
## CIP.TitleUrban Forestry ***
## CIP.TitleUrban Studies/Affairs ***
## CIP.TitleUrdu Language and Literature ***
## CIP.TitleVehicle and Vehicle Parts and Accessories Marketing Operations ***
## CIP.TitleVehicle Emissions Inspection and Maintenance Technology/Technician ***
## CIP.TitleVehicle Maintenance and Repair Technologies, Other ***
## CIP.TitleVeterinary Anatomy ***
## CIP.TitleVeterinary Animal Health Technology/Technician and Veterinary Assistant ***
## CIP.TitleVeterinary Biomedical and Clinical Sciences, Other ***
## CIP.TitleVeterinary Infectious Diseases ***
## CIP.TitleVeterinary Medicine ***
## CIP.TitleVeterinary Microbiology and Immunobiology ***
## CIP.TitleVeterinary Pathology and Pathobiology ***
## CIP.TitleVeterinary Physiology ***
## CIP.TitleVeterinary Preventive Medicine Epidemiology and Public Health ***
## CIP.TitleVeterinary Sciences/Veterinary Clinical Sciences, General ***
## CIP.TitleVeterinary Toxicology and Pharmacology ***
## CIP.TitleVietnamese Language and Literature ***
## CIP.TitleViolin, Viola, Guitar and Other Stringed Instruments ***
## CIP.TitleVirology ***
## CIP.TitleVision Science/Physiological Optics ***
## CIP.TitleVisual and Performing Arts ***
## CIP.TitleVisual and Performing Arts, General ***
## CIP.TitleVisual and Performing Arts, Other ***
## CIP.TitleVocational Rehabilitation Counseling/Counselor ***
## CIP.TitleVoice and Opera ***
## CIP.TitleWaldorf/Steiner Teacher Education ***
## CIP.TitleWatchmaking and Jewelrymaking ***
## CIP.TitleWater Quality and Wastewater Treatment Management and Recycling Technology/Technician *
## CIP.TitleWater Resources Engineering ***
## CIP.TitleWater, Wetlands, and Marine Resources Management ***
## CIP.TitleWeb Multimedia Management and Webmaster ***
## CIP.TitleWeb Page, Digital/Multimedia and Information Resources Design ***
## CIP.TitleWell Drilling/Driller
## CIP.TitleWestern European Studies ***
## CIP.TitleWildlife and Wildlands Science and Management ***
## CIP.TitleWildlife Biology ***
## CIP.TitleWomens Studies ***
## CIP.TitleWood Science and Wood Products/Pulp and Paper Technology ***
## CIP.TitleWord Processing ***
## CIP.TitleWork and Family Studies ***
## CIP.TitleYoga Teacher Training/Yoga Therapy ***
## CIP.TitleYouth Ministry ***
## CIP.TitleYouth Services Administration ***
## CIP.TitleZoology ***
## CIP.TitleZoology/Animal Biology ***
## CIP.TitleZoology/Animal Biology, Other ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 181800 on 35 degrees of freedom
## (4 observations deleted due to missingness)
## Multiple R-squared: 1, Adjusted R-squared: 0.9986
## F-statistic: 760.3 on 1305 and 35 DF, p-value: < 2.2e-16Looking at this data, it has a fantastic fit as the r squared value is 1, indicating that IsStem Parameter & the CIP.Title indicates a significant portion of the variation of the median salary.
However, just from a practical perspective, this regression doesn’t tell us much more than having stem has some degree of impact on salary.
Looking into the residuals:
ggplot(data = stem_salary_multi, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, linetype = "dashed") +
xlab("Predicted Value") +
ylab("Residuals")
ggplot(data = stem_salary_multi, aes(x = .resid)) +
geom_histogram(binwidth = 10) +
xlab("Residuals") +
xlim(-25, 25)## Warning: Removed 2 rows containing non-finite values (stat_bin).
ggplot(data = stem_salary_multi, aes(sample = .resid)) +
stat_qq() +
ylim(-4,4)## Warning: Removed 2 rows containing missing values (geom_point).
They are entirely flat, which simply tells me I’ve created a one hot encoder. Since I only have 1 value assigned for each Major, it just built up a very nice & very long linear equation that simply assigns each Major a coefficient that correctly calculates their given salary each time it is run.
Let’s try a better approach where we look at the CIP 2 digit code, which is indicative of a family of majors, (I.E Engineering rather than Electrical Engineering, Computer Engineering and Medical Engineering)
Our Last Linear Regression
stem_salary_multi <- lm(Median ~ isStem + DigitCIP, data = augmented_data, weights=augmented_data$Total)
summary(stem_salary_multi)##
## Call:
## lm(formula = Median ~ isStem + DigitCIP, data = augmented_data,
## weights = augmented_data$Total)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -10222499 -850957 0 237291 19026635
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 50032.61 1184.35 42.245 < 2e-16 ***
## isStemTRUE 7828.28 1000.66 7.823 1.06e-14 ***
## DigitCIP10 -521.88 2869.45 -0.182 0.855710
## DigitCIP11 13416.59 1780.31 7.536 9.03e-14 ***
## DigitCIP12 -10032.61 2675.92 -3.749 0.000185 ***
## DigitCIP13 -6092.47 1279.22 -4.763 2.12e-06 ***
## DigitCIP14 21842.03 1614.42 13.529 < 2e-16 ***
## DigitCIP15 7106.39 1887.24 3.765 0.000174 ***
## DigitCIP16 -3450.18 1517.42 -2.274 0.023145 *
## DigitCIP19 -9532.61 1379.09 -6.912 7.45e-12 ***
## DigitCIP22 -1902.49 5019.40 -0.379 0.704730
## DigitCIP23 -462.43 1547.05 -0.299 0.765057
## DigitCIP24 -154.68 2033.51 -0.076 0.939378
## DigitCIP25 -10032.61 10332.06 -0.971 0.331720
## DigitCIP26 -6419.44 1749.63 -3.669 0.000253 ***
## DigitCIP27 8891.31 2868.77 3.099 0.001981 **
## DigitCIP28 13967.39 22989.75 0.608 0.543593
## DigitCIP29 13967.39 28144.13 0.496 0.619780
## DigitCIP3 227.06 2242.61 0.101 0.919369
## DigitCIP30 -4305.11 2821.58 -1.526 0.127307
## DigitCIP31 -6032.61 1958.79 -3.080 0.002115 **
## DigitCIP38 -5032.61 1988.38 -2.531 0.011491 *
## DigitCIP39 -10032.61 1832.00 -5.476 5.21e-08 ***
## DigitCIP4 12967.39 1993.86 6.504 1.11e-10 ***
## DigitCIP40 4777.49 1825.26 2.617 0.008962 **
## DigitCIP41 4139.11 9052.88 0.457 0.647593
## DigitCIP42 -4968.77 1810.67 -2.744 0.006150 **
## DigitCIP43 -32.61 1390.26 -0.023 0.981290
## DigitCIP44 -9065.49 2306.17 -3.931 8.91e-05 ***
## DigitCIP45 9413.89 1384.35 6.800 1.59e-11 ***
## DigitCIP46 14967.39 2116.96 7.070 2.52e-12 ***
## DigitCIP47 -2032.61 3714.85 -0.547 0.584363
## DigitCIP49 16506.90 2131.18 7.745 1.90e-14 ***
## DigitCIP5 -4032.61 1723.02 -2.340 0.019412 *
## DigitCIP50 -5265.74 1371.50 -3.839 0.000129 ***
## DigitCIP51 11131.64 1229.66 9.053 < 2e-16 ***
## DigitCIP52 9311.49 1221.88 7.621 4.84e-14 ***
## DigitCIP54 -32.61 1661.67 -0.020 0.984345
## DigitCIP9 -581.59 1510.64 -0.385 0.700301
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2612000 on 1302 degrees of freedom
## (4 observations deleted due to missingness)
## Multiple R-squared: 0.7291, Adjusted R-squared: 0.7212
## F-statistic: 92.23 on 38 and 1302 DF, p-value: < 2.2e-16Looking at this, the R-square statistic is looking a lot more reasonable as its not perfect. In addition, the low p-value indicates this linear model appears to be statistically significant.
Let’s look at the residuals next
ggplot(data = stem_salary_multi, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, linetype = "dashed") +
xlab("Predicted Value") +
ylab("Residuals")
ggplot(data = stem_salary_multi, aes(x = .resid)) +
geom_histogram(binwidth = 10000) +
xlab("Residuals") 
ggplot(data = stem_salary_multi, aes(sample = .resid)) +
stat_qq() 
Looking at this, it looks fairly reasonable.
Firstly, let’s look at the requirements for a simple linear regression.
There are 4 key parts to analyze if a regression is reasonable:
- Independence-For this set, it is assumed to be independent.
- There is a linear relationship, which is demonstrated in the scatter plot above.
- There is constant variance, which is shown by the uniform spread of residuals.
- There is a normality of Residuals across a reasonable range, which is not exactly demonstrated by the chart above. This chart can be described by a Q-Q plot with heavy tails, which indicates this data has extreme values. This is further demonstrated in the residuals chart as there are two buckets populated with extreme values.
Conclusion
Practically, we currently have three distinct models; a linear regression, a weighted linear regression and a multiple linear regression.
For the basic linear regression, the results indicated an correlation between a STEM major and a higher salary, indicated by the R-squared value, coupled with the coefficient for IsStem in the model. Upon closer inspection, introducing the 2 Digit CIP code concept which groups together degrees in similar areas, creates a clear linkage between a STEM based degree, and a higher salary, especially with the 0.72 R-squared value.
In conclusion, having a STEM major contributes to having a higher salary in both your specific 2 Digit CIP area, as well as broadly through the data set.
In regards to limits of analysis, this is focused entirely at United States degree holders, who’s majors are capable to be classified into PUMS or CIP. This does not look into any non-degree holders, people with non-traditional jobs, or people who are working outside their major. It simply looks at Salary and Major, and draws conclusions.
This set is important to look into because the United States is attempting foster STEM growth from early childhood education through terminal degrees, because STEM jobs spur innovation and technological development.
In terms of next steps for processing this data, linear regression is not the best option for creating this model, logistical regression will probably yield a better fit, as it is targeted more towards categorical data.
In terms of next steps for data acquisition, modernizing the data set would make a significant impact as it is slightly older. In addition, the classification of STEM majors has changed since this data’s release, so it may be interesting to explore what is now considered a stem major, and how that has affected salary.