combined
Hanh Nguyen
3/29/2022
| Name | combined_target |
| Number of rows | 723 |
| Number of columns | 132 |
| _______________________ | |
| Column type frequency: | |
| character | 127 |
| factor | 4 |
| POSIXct | 1 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| LocationLatitude | 0 | 1.00 | 2 | 17 | 0 | 202 | 0 |
| LocationLongitude | 0 | 1.00 | 2 | 19 | 0 | 203 | 0 |
| Q1 | 0 | 1.00 | 2 | 16 | 0 | 83 | 0 |
| Q2 | 0 | 1.00 | 4 | 6 | 0 | 2 | 0 |
| Q4 | 0 | 1.00 | 7 | 37 | 0 | 6 | 0 |
| Q4_10_TEXT | 706 | 0.02 | 5 | 21 | 0 | 9 | 0 |
| Q5 | 0 | 1.00 | 22 | 33 | 0 | 3 | 0 |
| Q6 | 0 | 1.00 | 32 | 43 | 0 | 3 | 0 |
| Q6_5_TEXT | 142 | 0.80 | 3 | 50 | 0 | 138 | 0 |
| Q6_7_TEXT | 624 | 0.14 | 3 | 38 | 0 | 42 | 0 |
| Q6_6_TEXT | 699 | 0.03 | 3 | 28 | 0 | 16 | 0 |
| Q7 | 0 | 1.00 | 8 | 22 | 0 | 8 | 0 |
| Q15 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q8 | 0 | 1.00 | 5 | 85 | 0 | 20 | 0 |
| Q8_10_TEXT | 608 | 0.16 | 3 | 27 | 0 | 52 | 0 |
| Q31 | 140 | 0.81 | 3 | 42 | 0 | 219 | 0 |
| Q9 | 0 | 1.00 | 2 | 42 | 0 | 2 | 0 |
| Q9_1_TEXT | 199 | 0.72 | 2 | 34 | 0 | 117 | 0 |
| Q10 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q11 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q12 | 0 | 1.00 | 6 | 20 | 0 | 6 | 0 |
| Q12_6_TEXT | 708 | 0.02 | 5 | 41 | 0 | 11 | 0 |
| Q13 | 0 | 1.00 | 16 | 28 | 0 | 5 | 0 |
| Q13_5_TEXT | 719 | 0.01 | 3 | 16 | 0 | 4 | 0 |
| Q14 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q17 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q32 | 0 | 1.00 | 9 | 24 | 0 | 7 | 0 |
| Q32_7_TEXT | 609 | 0.16 | 1 | 44 | 0 | 43 | 0 |
| Q34 | 0 | 1.00 | 9 | 24 | 0 | 7 | 0 |
| Q34_7_TEXT | 626 | 0.13 | 1 | 20 | 0 | 53 | 0 |
| Q35 | 0 | 1.00 | 1 | 10 | 0 | 185 | 0 |
| Q37_1 | 0 | 1.00 | 13 | 16 | 0 | 4 | 0 |
| Q37_2 | 0 | 1.00 | 13 | 16 | 0 | 4 | 0 |
| Q37_3 | 0 | 1.00 | 13 | 16 | 0 | 4 | 0 |
| Q37_4 | 0 | 1.00 | 13 | 16 | 0 | 4 | 0 |
| Q37_5 | 0 | 1.00 | 13 | 16 | 0 | 4 | 0 |
| Q39 | 7 | 0.99 | 14 | 141 | 0 | 38 | 0 |
| Q40 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q41 | 0 | 1.00 | 6 | 13 | 0 | 4 | 0 |
| Q42 | 0 | 1.00 | 6 | 13 | 0 | 4 | 0 |
| Q48 | 0 | 1.00 | 24 | 36 | 0 | 4 | 0 |
| Q49 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q50 | 111 | 0.85 | 4 | 47 | 0 | 7 | 0 |
| Q50_5_TEXT | 703 | 0.03 | 3 | 66 | 0 | 18 | 0 |
| Q51 | 0 | 1.00 | 2 | 3 | 0 | 2 | 0 |
| Q52_1 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_2 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_3 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_4 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_5 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_6 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_7 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_8 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_9 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_10 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_11 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_12 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_13 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q52_14 | 0 | 1.00 | 5 | 25 | 0 | 4 | 0 |
| Q18_1 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_2 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_3 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_4 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_5 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_6 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_7 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_8 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_9 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_10 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_11 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_12 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_13 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_14 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_15 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_16 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_17 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_18 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_19 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_20 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_21 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_22 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_23 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_24 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_25 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_26 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_27 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_28 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_29 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_30 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_31 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_32 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_33 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_34 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_35 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_36 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_37 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_38 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_39 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_40 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_41 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_42 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_43 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_44 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_45 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_46 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_47 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_48 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_49 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_50 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_51 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_52 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_53 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_54 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_55 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_56 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_57 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_58 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_59 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_60 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_61 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_62 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_63 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_64 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_65 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_66 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| Q18_67 | 0 | 1.00 | 5 | 26 | 0 | 5 | 0 |
| id | 0 | 1.00 | 5 | 5 | 0 | 720 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| year | 0 | 1 | FALSE | 2 | 202: 593, 202: 130 |
| month | 0 | 1 | FALSE | 6 | 5: 192, 4: 152, 12: 145, 11: 104 |
| semester | 0 | 1 | FALSE | 2 | Spr: 474, Fal: 249 |
| wave | 0 | 1 | FALSE | 3 | Spr: 344, Fal: 249, Spr: 130 |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| EndDate | 0 | 1 | 2021-04-20 12:26:31 | 2022-03-24 20:42:20 | 2021-11-23 15:27:58 | 723 |
Birth/Age
##
## 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39
## 107 125 138 135 66 26 31 14 13 6 7 7 7 3 4 3 1 5 1 2
## 40 41 42 43 45 46 47 55
## 1 3 1 1 4 1 1 2Gender
##
## Female Male
## 539 184COVID related anxiety - Question 37 (1 - 5) - column no 33 - 37.
Item Analysis - Reliability + Validity
##
## Reliability analysis
## Call: alpha(x = covid_anxiety)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.84 0.84 0.82 0.52 5.4 0.0092 2.9 0.78 0.57
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.83 0.84 0.86
## Duhachek 0.83 0.84 0.86
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## covid_anxiety_1 0.80 0.80 0.76 0.50 4.0 0.0122 0.0103 0.51
## covid_anxiety_2 0.81 0.81 0.78 0.52 4.3 0.0115 0.0115 0.51
## covid_anxiety_3 0.85 0.85 0.82 0.60 5.9 0.0088 0.0012 0.58
## covid_anxiety_4 0.79 0.79 0.75 0.48 3.7 0.0130 0.0094 0.49
## covid_anxiety_5 0.80 0.80 0.77 0.51 4.1 0.0120 0.0134 0.52
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## covid_anxiety_1 723 0.81 0.82 0.76 0.70 3.0 0.98
## covid_anxiety_2 723 0.79 0.79 0.72 0.65 2.9 0.98
## covid_anxiety_3 723 0.68 0.67 0.53 0.49 2.7 1.02
## covid_anxiety_4 723 0.85 0.84 0.81 0.74 2.7 1.03
## covid_anxiety_5 723 0.81 0.81 0.74 0.68 3.2 0.98
##
## Non missing response frequency for each item
## 1 2 3 4 miss
## covid_anxiety_1 0.11 0.13 0.38 0.38 0
## covid_anxiety_2 0.11 0.20 0.37 0.31 0
## covid_anxiety_3 0.15 0.23 0.34 0.28 0
## covid_anxiety_4 0.17 0.24 0.33 0.25 0
## covid_anxiety_5 0.09 0.12 0.29 0.50 0## [1] "COVID-19 related Anxiety throughout the three semester waves"## Df Sum Sq Mean Sq F value Pr(>F)
## wave 2 341 170.41 11.44 1.28e-05 ***
## Residuals 720 10723 14.89
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## [1] "COVID-19 related Anxiety trend"## [1] "Tukey"## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = covidAnxiety ~ wave, data = combined_target)
##
## $wave
## diff lwr upr p adj
## Fall 2021-Spring 2021 -1.2705006 -2.024643 -0.5163585 0.0002462
## Spring 2022-Spring 2021 -1.5383721 -2.471504 -0.6052403 0.0003464
## Spring 2022-Fall 2021 -0.2678715 -1.248609 0.7128665 0.7972438## eta.sq eta.sq.part
## wave 0.0308044 0.0308044## Group.1 x
## 1 Spring 2021 15.23837
## 2 Fall 2021 13.96787
## 3 Spring 2022 13.70000## Group.1 x
## 1 Spring 2021 3.732473
## 2 Fall 2021 3.937896
## 3 Spring 2022 4.034060
COVID VACCINATION related anxiety - Question 52 (1 - 14) - column no 47 - 60.
Item Analysis - Reliability + Validity
## [1] "COVID-19 vaccine related Anxiety throughout the three semester waves"## Df Sum Sq Mean Sq F value Pr(>F)
## wave 2 858 428.9 12.79 3.47e-06 ***
## Residuals 720 24142 33.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## [1] "COVID-19 Vaccine related Anxiety trend"## [1] "Tukey"## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = covidVaccine ~ wave, data = combined_target)
##
## $wave
## diff lwr upr p adj
## Fall 2021-Spring 2021 -2.2165289 -3.348075 -1.0849825 0.0000148
## Spring 2022-Spring 2021 -2.1097943 -3.509904 -0.7096842 0.0012417
## Spring 2022-Fall 2021 0.1067346 -1.364806 1.5782750 0.9841300## eta.sq eta.sq.part
## wave 0.0308044 0.0308044## Group.1 x
## 1 Spring 2021 25.14826
## 2 Fall 2021 22.93173
## 3 Spring 2022 23.03846## Group.1 x
## 1 Spring 2021 5.988677
## 2 Fall 2021 5.803864
## 3 Spring 2022 5.198992
View(combined_target)
##
## 1st year undergraduate 2nd year undergraduate 3rd year undergraduate
## 194 166 206
## 4th year undergraduate 5th year undergraduate 6th year undergraduate
## 106 23 8
## Graduate Non-degree seeking
## 14 6##
## American Indian or Alaska Native Asian
## 16 257
## Black or African American Hispanic/Latino
## 187 52
## Native Hawaiian or Pacific Islander Two or More Races
## 6 37
## White
## 122SACQ - Question 18 (1 - 67) - column no 61 - 127.
- Academic Adjustment: 3, 5, 6, 10, 13, 17, 19, 21, 23, 25, 27, 29,
32, 36, 39, 41, 43, 44, 50, 52, 54, 58, 62, 66.
- Social Adjustment: 1, 4, 8, 9, 14, 16, 18, 22, 26, 29, 33, 37, 42,
46, 48, 51, 56, 57, 63, 65.
- Personal Emotional Adjustment: 2, 7, 11, 12, 20, 24, 28, 31, 35, 38,
40, 45, 49, 55, 64.
- Institutional Attachment: 1, 4, 15, 16, 26, 34, 36, 42, 47, 56, 57, 59, 60, 61, 65.
## [1] "SACQ throughout the three semester waves"## Df Sum Sq Mean Sq F value Pr(>F)
## wave 2 2163 1082 0.63 0.533
## Residuals 720 1235571 1716## [1] "SACQ trend"## [1] "Tukey"## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = SACQ ~ wave, data = combined_target)
##
## $wave
## diff lwr upr p adj
## Fall 2021-Spring 2021 -2.371369 -10.46641 5.723668 0.7705834
## Spring 2022-Spring 2021 -4.555367 -14.57170 5.460964 0.5342186
## Spring 2022-Fall 2021 -2.183998 -12.71134 8.343342 0.8773988## eta.sq eta.sq.part
## wave 0.001747804 0.001747804## Group.1 x
## 1 Spring 2021 356.4477
## 2 Fall 2021 354.0763
## 3 Spring 2022 351.8923## Group.1 x
## 1 Spring 2021 39.32206
## 2 Fall 2021 44.00768
## 3 Spring 2022 41.75607
## [1] "SACQ Correlation Plot"
Mediation Model: SACQ - General COVID Anxiety - Vaccination Anxiety
Note:
- Covid Anxiety = IV
- Covid Vaccination Anxiety = Mediator
- Student Adjustment to College = DV
## [1] "Pairs of Scatter Plot"
## [1] "Correlation Plot"
Effect of General Covid Anxiety on Student Adjustment to
College - VERY SIGNIFICANT
Note: test for effect of IV on DV
##
## Call:
## lm(formula = SACQ ~ covidAnxiety, data = df_model)
##
## Residuals:
## Min 1Q Median 3Q Max
## -268.992 -20.992 -1.443 19.989 232.479
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 303.8352 5.5892 54.361 <2e-16 ***
## covidAnxiety 3.5098 0.3716 9.446 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 39.09 on 721 degrees of freedom
## Multiple R-squared: 0.1101, Adjusted R-squared: 0.1089
## F-statistic: 89.22 on 1 and 721 DF, p-value: < 2.2e-16Effect of General Covid Anxiety on Vaccination Anxiety - VERY
SIGNIFICANT
Note: test for effect of IV on Mediator
##
## Call:
## lm(formula = covidVaccine ~ covidAnxiety, data = df_model)
##
## Residuals:
## Min 1Q Median 3Q Max
## -16.0011 -3.9070 -0.7188 3.3754 18.0930
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 16.05985 0.78431 20.48 <2e-16 ***
## covidAnxiety 0.54706 0.05214 10.49 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5.485 on 721 degrees of freedom
## Multiple R-squared: 0.1325, Adjusted R-squared: 0.1313
## F-statistic: 110.1 on 1 and 721 DF, p-value: < 2.2e-16Effect of Vaccination Anxiety on SACQ- VERY
SIGNIFICANT
Note: test for effect of Mediator on DV
##
## Call:
## lm(formula = SACQ ~ covidVaccine, data = df_model)
##
## Residuals:
## Min 1Q Median 3Q Max
## -259.270 -19.212 -1.799 20.524 236.878
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 300.4492 6.1319 48.998 <2e-16 ***
## covidVaccine 2.2646 0.2481 9.128 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 39.23 on 721 degrees of freedom
## Multiple R-squared: 0.1036, Adjusted R-squared: 0.1023
## F-statistic: 83.31 on 1 and 721 DF, p-value: < 2.2e-16Effect of General Covid Anxiety and Vaccination Anxiety on
SACQ - VERY SIGNIFICANT
Note: test for effect of IV and Mediator on DV
## [1] "Multiple Linear Regression Result"##
## Call:
## lm(formula = SACQ ~ covidAnxiety + covidVaccine, data = df_model)
##
## Residuals:
## Min 1Q Median 3Q Max
## -264.40 -19.05 -0.80 19.36 228.33
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 277.6444 6.8472 40.549 < 2e-16 ***
## covidAnxiety 2.6176 0.3886 6.736 3.34e-11 ***
## covidVaccine 1.6308 0.2585 6.308 4.93e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 38.07 on 720 degrees of freedom
## Multiple R-squared: 0.1567, Adjusted R-squared: 0.1544
## F-statistic: 66.91 on 2 and 720 DF, p-value: < 2.2e-16## [1] "Mediation Result"##
## Causal Mediation Analysis
##
## Nonparametric Bootstrap Confidence Intervals with the Percentile Method
##
## Estimate 95% CI Lower 95% CI Upper p-value
## ACME 0.892 0.507 1.32 <2e-16 ***
## ADE 2.618 1.798 3.46 <2e-16 ***
## Total Effect 3.510 2.703 4.35 <2e-16 ***
## Prop. Mediated 0.254 0.145 0.38 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Sample Size Used: 723
##
##
## Simulations: 10000Prediction Plot
Mediation Plot
