Table 3. Post-hoc linear regression model evaluating associations between behavioral intentions (total score, subscores, voting, and protest) and additional covariates.
Total Score (R2 = 0.35) | Personal Score (R2 = 0.32) | Social Score (R2 = 0.29) | Voting (R2 = 0.16) | Protest (R2 = 0.15) | Transportation (R2 = 0.04) | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Effect | Mean Estimate | SE | P | Mean Estimate | SE | P | Mean Estimate | SE | P | Mean Estimate | SE | P | Mean Estimate | SE | P | Mean Estimate | SE | P |
Scenario 2 v. 1 | -0.17 | 0.05 | <0.001 | -0.15 | 0.05 | 0.003 | -0.22 | 0.06 | <0.001 | -0.33 | 0.12 | 0.006 | -0.11 | 0.04 | 0.012 | 0.10 | 0.11 | 0.374 |
Scenario 3 v. 1 | 0.32 | 0.05 | <0.001 | 0.28 | 0.05 | <0.001 | 0.38 | 0.06 | <0.001 | 0.39 | 0.12 | 0.001 | 0.11 | 0.04 | 0.011 | -0.06 | 0.11 | 0.592 |
Scenario 3 v. 2 | 0.50 | 0.05 | <0.001 | 0.44 | 0.05 | <0.001 | 0.60 | 0.06 | <0.001 | 0.73 | 0.12 | <0.001 | 0.22 | 0.04 | <0.001 | -0.16 | 0.11 | 0.156 |
Age (+1y) | 0.00 | 0.00 | 0.792 | 0.00 | 0.00 | 0.596 | 0.00 | 0.00 | 0.199 | 0.01 | 0.00 | 0.091 | 0.00 | 0.00 | 0.408 | 0.00 | 0.00 | 0.277 |
Gender (Ref = Male) | 0.130 | 0.105 | 0.213 | 0.534 | 0.788 | 0.248 | ||||||||||||
Female | -0.06 | 0.04 | 0.163 | -0.08 | 0.04 | 0.047 | -0.01 | 0.05 | 0.798 | -0.13 | 0.10 | 0.191 | 0.03 | 0.04 | 0.348 | 0.10 | 0.09 | 0.275 |
Prefer to self-describe | -0.38 | 0.25 | 0.121 | -0.29 | 0.25 | 0.243 | -0.55 | 0.32 | 0.088 | -0.27 | 0.60 | 0.651 | 0.09 | 0.21 | 0.688 | -0.46 | 0.56 | 0.411 |
Prefer not to say | -0.54 | 0.38 | 0.157 | -0.49 | 0.38 | 0.203 | -0.63 | 0.49 | 0.202 | -0.67 | 0.93 | 0.473 | -0.07 | 0.33 | 0.836 | -1.16 | 0.86 | 0.178 |
Race/Ethnicity (Ref = White) | 0.725 | 0.176 | 0.798 | 0.957 | 0.798 | 0.787 | ||||||||||||
Hispanic | -0.07 | 0.07 | 0.346 | -0.10 | 0.08 | 0.208 | -0.03 | 0.10 | 0.773 | -0.20 | 0.18 | 0.281 | 0.04 | 0.07 | 0.546 | 0.11 | 0.17 | 0.511 |
Black or African American | 0.05 | 0.08 | 0.554 | 0.11 | 0.08 | 0.192 | -0.05 | 0.10 | 0.602 | -0.05 | 0.19 | 0.783 | 0.01 | 0.07 | 0.919 | 0.00 | 0.18 | 0.986 |
Asian | 0.00 | 0.07 | 0.963 | -0.07 | 0.07 | 0.322 | 0.14 | 0.10 | 0.147 | -0.15 | 0.18 | 0.397 | 0.02 | 0.06 | 0.716 | 0.15 | 0.17 | 0.384 |
Native Hawaiian or Pacific Islander | 0.84 | 0.69 | 0.220 | 1.35 | 0.69 | 0.052 | -0.04 | 0.89 | 0.961 | -0.43 | 1.67 | 0.797 | 0.10 | 0.60 | 0.864 | -0.83 | 1.55 | 0.593 |
American Indian or Alaskan Native | -0.34 | 0.28 | 0.226 | -0.34 | 0.29 | 0.238 | -0.35 | 0.37 | 0.335 | -0.28 | 0.69 | 0.688 | 0.06 | 0.25 | 0.804 | -0.39 | 0.64 | 0.541 |
Some other race, ethnicity, or origin | 0.06 | 0.26 | 0.817 | 0.13 | 0.26 | 0.618 | -0.06 | 0.34 | 0.852 | 0.06 | 0.64 | 0.926 | 0.13 | 0.23 | 0.557 | 0.52 | 0.59 | 0.379 |
Prefer not to say | 0.03 | 0.24 | 0.894 | 0.05 | 0.24 | 0.841 | 0.00 | 0.30 | 0.991 | 0.17 | 0.57 | 0.760 | 0.37 | 0.20 | 0.074 | 0.68 | 0.53 | 0.205 |
Political Affiliation (Ref = Republican) | 0.082 | 0.364 | 0.014 | 0.437 | 0.135 | 0.551 | ||||||||||||
Democrat | -0.10 | 0.06 | 0.089 | -0.07 | 0.06 | 0.199 | -0.14 | 0.07 | 0.061 | -0.10 | 0.14 | 0.452 | 0.00 | 0.05 | 0.958 | -0.13 | 0.13 | 0.287 |
Independent | 0.00 | 0.06 | 0.960 | -0.02 | 0.06 | 0.737 | 0.04 | 0.07 | 0.572 | -0.18 | 0.14 | 0.199 | 0.08 | 0.05 | 0.113 | -0.11 | 0.13 | 0.389 |
Education (Ref = 8th grade or less) | 0.234 | 0.233 | 0.423 | 0.208 | 0.848 | 0.573 | ||||||||||||
Some high school, but did not graduate | 0.69 | 0.73 | 0.348 | 0.39 | 0.74 | 0.602 | 1.22 | 0.95 | 0.199 | 1.21 | 1.78 | 0.497 | 0.49 | 0.64 | 0.445 | 0.95 | 1.66 | 0.568 |
High school graduate or GED | 0.53 | 0.69 | 0.445 | 0.26 | 0.70 | 0.705 | 0.99 | 0.90 | 0.268 | 1.03 | 1.68 | 0.542 | 0.45 | 0.60 | 0.458 | 0.47 | 1.57 | 0.762 |
Some college or 2-year degree | 0.66 | 0.69 | 0.339 | 0.39 | 0.70 | 0.579 | 1.14 | 0.90 | 0.202 | 1.27 | 1.68 | 0.449 | 0.40 | 0.60 | 0.504 | 0.64 | 1.57 | 0.684 |
4-year college degree | 0.61 | 0.69 | 0.376 | 0.33 | 0.70 | 0.639 | 1.11 | 0.90 | 0.214 | 1.33 | 1.68 | 0.428 | 0.40 | 0.60 | 0.503 | 0.76 | 1.57 | 0.628 |
More than 4-year college degree | 0.70 | 0.69 | 0.312 | 0.44 | 0.70 | 0.533 | 1.17 | 0.90 | 0.193 | 1.50 | 1.68 | 0.372 | 0.45 | 0.60 | 0.457 | 0.65 | 1.57 | 0.679 |
Health Status (Ref = "Excellent") | 0.037 | 0.028 | 0.033 | 0.026 | 0.947 | 0.801 | ||||||||||||
Very good | -0.13 | 0.06 | 0.037 | -0.06 | 0.06 | 0.330 | -0.25 | 0.08 | 0.002 | -0.46 | 0.15 | 0.002 | 0.03 | 0.05 | 0.613 | -0.04 | 0.14 | 0.759 |
Good | -0.15 | 0.07 | 0.021 | -0.11 | 0.07 | 0.104 | -0.23 | 0.08 | 0.007 | -0.37 | 0.16 | 0.018 | 0.03 | 0.06 | 0.649 | 0.09 | 0.15 | 0.557 |
Fair | -0.09 | 0.09 | 0.307 | -0.03 | 0.09 | 0.739 | -0.20 | 0.11 | 0.086 | -0.44 | 0.21 | 0.040 | -0.01 | 0.08 | 0.897 | -0.04 | 0.20 | 0.845 |
Poor | -0.45 | 0.17 | 0.008 | -0.52 | 0.17 | 0.003 | -0.33 | 0.22 | 0.135 | -0.81 | 0.42 | 0.051 | -0.04 | 0.15 | 0.782 | 0.15 | 0.39 | 0.697 |
CFPB Score (+1) | 0.00 | 0.00 | 0.635 | 0.00 | 0.00 | 0.431 | 0.00 | 0.00 | 0.947 | 0.00 | 0.00 | 0.555 | 0.00 | 0.00 | 0.342 | 0.00 | 0.00 | 0.975 |
Construct Score (+1) | -0.12 | 0.01 | <0.001 | -0.11 | 0.01 | <0.001 | -0.12 | 0.01 | <0.001 | -0.16 | 0.01 | <0.001 | -0.06 | 0.01 | <0.001 | -0.07 | 0.01 | <0.001 |
Description (Ref = Metro) | 0.025 | 0.082 | 0.022 | 0.562 | 0.220 | 0.747 | ||||||||||||
Nonmetro—metro adjacent | 0.21 | 0.08 | 0.007 | 0.17 | 0.08 | 0.029 | 0.28 | 0.10 | 0.006 | 0.20 | 0.19 | 0.309 | 0.11 | 0.07 | 0.109 | 0.00 | 0.18 | 0.986 |
Nonmetro—not metro adjacent | 0.06 | 0.10 | 0.534 | 0.07 | 0.10 | 0.516 | 0.06 | 0.13 | 0.661 | 0.11 | 0.25 | 0.670 | 0.07 | 0.09 | 0.419 | -0.17 | 0.23 | 0.448 |
Household Risk (Ref = Yes) | 0.110 | 0.113 | 0.190 | 0.476 | 0.884 | 0.336 | ||||||||||||
No | 0.09 | 0.05 | 0.054 | 0.07 | 0.05 | 0.132 | 0.13 | 0.06 | 0.040 | -0.14 | 0.12 | 0.226 | 0.00 | 0.04 | 0.927 | 0.18 | 0.11 | 0.089 |
Do not know | 0.36 | 0.27 | 0.179 | 0.48 | 0.27 | 0.078 | 0.16 | 0.35 | 0.646 | 0.56 | 0.65 | 0.393 | -0.09 | 0.23 | 0.686 | -0.22 | 0.61 | 0.721 |
Prefer not to say | 0.43 | 0.34 | 0.210 | 0.43 | 0.34 | 0.206 | 0.42 | 0.44 | 0.345 | -0.16 | 0.83 | 0.842 | -0.21 | 0.30 | 0.479 | 0.46 | 0.77 | 0.553 |
Residence (Ref = House/condo/townhouse) | 0.200 | 0.097 | 0.684 | 0.182 | 0.589 | 0.609 | ||||||||||||
Apartment/assisted living facility/dormitory | -0.09 | 0.05 | 0.078 | -0.11 | 0.05 | 0.033 | -0.06 | 0.07 | 0.393 | -0.20 | 0.12 | 0.108 | -0.04 | 0.04 | 0.411 | 0.11 | 0.11 | 0.322 |
Other | -0.09 | 0.22 | 0.674 | -0.11 | 0.23 | 0.619 | -0.06 | 0.29 | 0.827 | -0.54 | 0.54 | 0.317 | -0.13 | 0.19 | 0.506 | 0.08 | 0.51 | 0.878 |
Post-hoc linear regression analysis, which includes additional covariates (health status, zip code density, CFPB, and composite TPB score) compared to the pre-specified multivariable model. Mean estimate refers to mean absolute estimate difference compared to the reference group, and SE refers to Standard Error. Statistically significant differences were shown through bolded p-values. CFPB refers to Consumer Finance Protection Bureau’s (CFPB) financial well-being score. Construct score refers to the composite TPB score. R2 refers to the amount of variance within the dependent variable that is explained by the independent variables in the regression model.