S-SOMAS Instructor Report

Cody Leporini

Last compiled on 07 April, 2023

S-SOMAS Report

Overview

Background

S-SOMAS

The Research Process

Collecting Data

Analysis By Construct

Reporting Data

Using and Sharing Data

Next Steps

Demographics

Gender

Race

What is your race or origin?

This graph is in the works

Native Language

Select the language(s) in which you are fluent. Select all that apply.

assume the class is in English

Age

Class level

Which of the following best classifies you as a student?

Do we like the order of this one. Inlayed bars?

Have you successfully taken a statistics class before?

Average GPA

This graph is currenly being worked on

Pre Post plot

The problem with the GPA dual graph is that since we are categorizing gpa as a “numeric” with groups, such as a categorical variable, our formatting doesn’t quite work. we will need to reformat this graph in order to get it to plot.

Majors

Pick the field that best describes your major or intended major

This graph needs to be condensed. We should combine majors in order to get the quantitiy down. It will help the y axis be easier to read. waiting to see how we want to group them. Do we want to select only the top 5, top 10?

Items that need to be addressed

  • major questions need to be grouped to make the y axis cleaner
  • fix the x axis to percent properly
  • add national to this graph

The graph above is being worked on. The next portion is to group the majors together to make the graph smaller.

Minors

If you have a minor, pick the field that best describes your minor.

Items that need to be addressed

  • minor questions need to be grouped to make the y axis cleaner
  • add national to this graph

Lots of None responses, do we want to keep this in the data. do we want to group them. ideas are welcome for this one.

Prepost plot

Items that need to be addressed

  • Sort the values from highest to lowest
  • Fix the scaling for each of the values as it doesnt scale for the values that are possible. (Goes to 100% when no value is above 50%)
  • minor questions need to be grouped to make the y axis cleaner

Same comments as the last one

Why take

Which of the following best describes why you are taking this class? Select all that apply.

this is a second way we thought about labeling the bars. the count on the top and the percents on the bottom.

Constructs

Global

Histogram for the averages for each group of construct. Ie, The average for cost for CSUMB is centered around 5 and is skewed left.

## mapping: xintercept = ~(constructmean), colour = ~source, linetype = ~source 
## geom_vline: na.rm = FALSE
## stat_identity: na.rm = FALSE
## position_identity

Gutt

AcadSC

This is a work in progress. We are currently working on getting the questions on the top of each graph.

Likert Table

these tables can also be used with the filter for the report type.

varname bottom mean top sd
acadsc_post 4.877082 4.870473 4.863864 0.7206149
acadsc_pre 4.983601 4.977394 4.971186 0.6768302
attainment_post 5.047629 5.038189 5.028750 1.0292032
attainment_pre 5.113639 5.105072 5.096505 0.9341093
cost_post 4.539620 4.533774 4.527929 0.6374078
cost_pre 4.550188 4.545141 4.540093 0.5503365
difficulty_post 4.044184 4.036088 4.027992 0.8827293
difficulty_pre 4.027220 4.020042 4.012864 0.7826693
difficultyme_post 4.012724 4.004733 3.996741 0.8713759
difficultyme_pre 3.989844 3.982605 3.975367 0.7892319
expectancy_post 5.165846 5.157261 5.148675 0.9361384
expectancy_pre 4.961329 4.953408 4.945487 0.8636900
gbeliefs_post NA NaN NA NA
gbeliefs_pre NA NaN NA NA
global_post NA NaN NA NA
global_pre NA NaN NA NA
goals_post 4.016495 4.006336 3.996177 1.1076620
goals_pre 3.854538 3.845135 3.835732 1.0252169
intenj_post 4.323077 4.317080 4.311083 0.6538697
intenj_pre 4.487228 4.482058 4.476887 0.5637848
utility_post 4.501774 4.495324 4.488875 0.7032566
utility_pre 4.547077 4.541702 4.536327 0.5860088
varname bottom mean top sd
acad_sc_1_post 3.468320 3.462674 3.457029 1.507794
acad_sc_1_pre 3.418761 3.413374 3.407987 1.438851
acad_sc_10_post 5.200125 5.195242 5.190359 1.304134
acad_sc_10_pre 5.472427 5.467848 5.463270 1.222822
acad_sc_4_post 5.227427 5.222496 5.217565 1.316947
acad_sc_4_pre 5.523570 5.518987 5.514405 1.223925
acad_sc_5_post 5.075559 5.071370 5.067181 1.118875
acad_sc_5_pre 5.141341 5.137354 5.133368 1.064782
acad_sc_6_post 5.115499 5.110747 5.105994 1.269204
acad_sc_6_pre 5.157759 5.153066 5.148374 1.253347
acad_sc_7_post 5.214783 5.210353 5.205923 1.183129
acad_sc_7_pre 5.387416 5.383173 5.378930 1.133198
acad_sc_9_post 4.848903 4.843443 4.837982 1.458504
acad_sc_9_pre 4.772431 4.766971 4.761510 1.458465
attain_3_post 4.990292 4.985222 4.980151 1.354178
attain_3_pre 5.002107 4.997471 4.992835 1.238099
attain_4_post 5.019741 5.014778 5.009816 1.325353
attain_4_pre 5.070588 5.065790 5.060991 1.281504
attain_5_post 5.123921 5.119048 5.114174 1.301582
attain_5_pre 5.243159 5.238602 5.234045 1.217089
attain_6_post 4.466969 4.461034 4.455098 1.585261
attain_6_pre 4.554383 4.548632 4.542881 1.535990
attain_7_post 5.416386 5.411813 5.407240 1.221479
attain_7_pre 5.521441 5.516962 5.512483 1.196326
attain_8_post 5.323533 5.318853 5.314172 1.250091
attain_8_pre 5.450179 5.446021 5.441864 1.110411
attain_9_post 4.945031 4.940066 4.935100 1.326249
attain_9_pre 4.909912 4.905098 4.900285 1.285537
cost_1_post 4.513275 4.508224 4.503172 1.349262
cost_1_pre 4.341729 4.337045 4.332360 1.251132
cost_10_post 5.082865 5.078125 5.073385 1.266075
cost_10_pre 5.242536 5.238360 5.234184 1.115309
cost_2_post 4.038836 4.033607 4.028378 1.396592
cost_2_pre 3.778272 3.773394 3.768516 1.302924
cost_3_post 4.259528 4.253903 4.248278 1.502340
cost_3_pre 4.410794 4.405761 4.400727 1.344422
cost_4_post 4.689350 4.684167 4.678985 1.384112
cost_4_pre 4.768536 4.763931 4.759327 1.229802
cost_5_post 4.969661 4.964754 4.959847 1.310488
cost_5_pre 5.104537 5.100304 5.096071 1.130631
cost_6_post 4.827058 4.822131 4.817205 1.315773
cost_6_pre 4.893484 4.889114 4.884744 1.167075
cost_7_post 3.674035 3.668036 3.662037 1.602292
cost_7_pre 3.454608 3.449062 3.443517 1.481141
cost_9_post 4.787105 4.782072 4.777040 1.344169
cost_9_pre 4.954268 4.949924 4.945580 1.160248
difficulty_3_me_post 4.029841 4.023809 4.017778 1.610950
difficulty_3_me_pre 4.078676 4.073381 4.068085 1.414278
difficulty_3_post 4.207845 4.201970 4.196096 1.569092
difficulty_3_pre 4.211938 4.206792 4.201645 1.374505
difficulty_4_post 3.924776 3.918852 3.912929 1.582038
difficulty_4_pre 3.961684 3.956434 3.951183 1.402383
difficulty_6_me_post 3.908800 3.903120 3.897440 1.516973
difficulty_6_me_pre 3.910593 3.905364 3.900136 1.396434
difficulty_6_post 4.063916 4.058244 4.052573 1.514805
difficulty_6_pre 4.062786 4.057692 4.052599 1.360458
difficulty_7_me_post 4.068125 4.062449 4.056772 1.516156
difficulty_7_me_pre 3.901256 3.896307 3.891359 1.321678
difficulty_7_post 3.962036 3.956450 3.950864 1.491944
difficulty_7_pre 3.770489 3.765688 3.760888 1.282109
difficulty_8_me_post 4.037164 4.031199 4.025234 1.593128
difficulty_8_me_pre 4.061028 4.055668 4.050308 1.431628
difficulty_8_post 4.201533 4.195563 4.189593 1.594464
difficulty_8_pre 4.299772 4.294566 4.289359 1.390508
expectancy_1_post 4.842373 4.837438 4.832504 1.317917
expectancy_1_pre 4.400417 4.395549 4.390681 1.300242
expectancy_2_post 5.141537 5.137335 5.133134 1.122191
expectancy_2_pre 4.988331 4.984328 4.980324 1.069302
expectancy_3_post 5.307952 5.303777 5.299601 1.115220
expectancy_3_pre 5.041073 5.037000 5.032926 1.087990
expectancy_4_post 5.230463 5.225966 5.221468 1.201308
expectancy_4_pre 4.997598 4.992915 4.988232 1.250802
expectancy_6_post 5.284849 5.280687 5.276525 1.111596
expectancy_6_pre 5.361276 5.357468 5.353661 1.016985
g_beliefs_1_post 3.193585 3.188216 3.182847 1.433971
g_beliefs_1_pre 3.113338 3.108367 3.103396 1.327718
g_beliefs_2_post 5.026460 5.021259 5.016059 1.388946
g_beliefs_2_pre 5.033664 5.028759 5.023854 1.309955
g_beliefs_3_post 2.530357 2.525756 2.521156 1.228727
g_beliefs_3_pre 2.518742 2.514372 2.510003 1.167016
global_1_post 4.740916 4.735582 4.730249 1.424477
global_1_pre 4.978322 4.973300 4.968278 1.341337
global_2_post 4.648473 4.643500 4.638526 1.328452
global_2_pre 4.556322 4.551411 4.546501 1.311487
global_3_post 4.192847 4.187398 4.181949 1.455337
global_3_pre 4.340535 4.335350 4.330166 1.384648
global_4_post 4.875893 4.870704 4.865514 1.386010
global_4_pre 4.879995 4.875063 4.870131 1.317342
global_5_post 3.563797 3.557283 3.550769 1.739715
global_5_pre 3.665532 3.659274 3.653016 1.671401
goals_1_post 3.711251 3.705496 3.699742 1.536975
goals_1_pre 3.498452 3.492893 3.487334 1.484711
goals_10_post 4.354704 4.349467 4.344229 1.398782
goals_10_pre 4.231952 4.226950 4.221949 1.335758
goals_4_post 3.312773 3.306557 3.300342 1.660067
goals_4_pre 3.013980 3.008097 3.002214 1.571240
goals_6_post 4.437830 4.432787 4.427744 1.346916
goals_6_pre 4.300397 4.295397 4.290397 1.335343
goals_7_post 3.818443 3.812654 3.806865 1.546240
goals_7_pre 3.676154 3.670380 3.664606 1.542117
goals_9_post 4.439543 4.434210 4.428878 1.424286
goals_9_pre 4.387646 4.382472 4.377298 1.381992
int_enj_1_post 4.408475 4.402789 4.397103 1.518693
int_enj_1_pre 4.889901 4.885063 4.880226 1.291957
int_enj_2_post 3.916961 3.911330 3.905699 1.503877
int_enj_2_pre 3.872587 3.867580 3.862573 1.337176
int_enj_3_post 4.512037 4.506557 4.501078 1.463515
int_enj_3_pre 4.551523 4.546559 4.541595 1.325832
int_enj_6_post 4.613123 4.607875 4.602628 1.401549
int_enj_6_pre 4.873473 4.868661 4.863850 1.285083
int_enj_7_post 4.764870 4.759442 4.754013 1.449936
int_enj_7_pre 5.075095 5.070309 5.065522 1.278368
int_enj_8_post 3.729543 3.723684 3.717825 1.564829
int_enj_8_pre 3.646315 3.641376 3.636437 1.319186
utility_1_post 4.456741 4.451189 4.445638 1.482754
utility_1_pre 4.496442 4.491148 4.485854 1.413873
utility_2_post 4.832585 4.827445 4.822304 1.372834
utility_2_pre 4.916010 4.911437 4.906865 1.221226
utility_3_post 4.757763 4.752256 4.746749 1.470895
utility_3_pre 4.914527 4.909413 4.904299 1.365911
utility_4_post 5.046846 5.041803 5.036761 1.346727
utility_4_pre 5.138220 5.133536 5.128851 1.251062
utility_5_post 3.347322 3.341523 3.335724 1.548819
utility_5_pre 3.154964 3.149646 3.144328 1.420228
utility_6_post 2.805702 2.800000 2.794298 1.522918
utility_6_pre 2.630875 2.625506 2.620137 1.433924
utility_7_post 5.082292 5.077112 5.071933 1.383325
utility_7_pre 5.258315 5.253799 5.249284 1.206051
utility_8_post 5.158347 5.153530 5.148713 1.286517
utility_8_pre 5.331975 5.327769 5.323563 1.123364
utility_9_post 5.024582 5.019704 5.014827 1.302777
utility_9_pre 5.082411 5.077935 5.073460 1.195349

Attain

Cost

Difficulty

Expectancy

Goals

Int Enj

Utility

Comments