Response variable (PALMS subject-level performance; OT > 0%) | Model I (OLS) | Model II (Negative binomial) | Model III (Linear mixed effects) | Model IV (Mixed effects negative binomial) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Subject-level agreement rate | # of Matching trips | Subject-level agreement rate | # of Matching trips | |||||||||
B | CI | p | IRR | CI | p | B | CI | p | IRR | CI | p | |
 |  |  |  |  |  |  | Fixed parts | |||||
(Intercept) | 20.78 | − 5.15 to 46.72 | 0.114 | 0.21 | 0.11 to 0.40 | < 0.001 | 38.38 | 10.40 to 66.36 | 0.007 | 0.38 | 0.18 to 0.80 | 0.011 |
Age | 0.07 | − 0.37 to 0.50 | 0.758 | 1 | 0.99 to 1.01 | 0.961 | 0.07 | − 0.32 to 0.47 | 0.719 | 1 | 0.99 to 1.01 | 0.907 |
Sex (ref. female) | − 3.46 | − 12.85 to 5.93 | 0.462 | 0.95 | 0.79 to 1.15 | 0.622 | − 4.56 | − 13.04 to 3.92 | 0.292 | 0.93 | 0.76 to 1.13 | 0.469 |
Race (ref. non-white) | − 7.78 | − 19.65 to 4.08 | 0.193 | 0.87 | 0.67 to 1.14 | 0.311 | − 7.73 | − 18.53 to 3.08 | 0.161 | 0.89 | 0.67 to 1.17 | 0.394 |
Education (ref. < college grad) | − 3.46 | − 15.54 to 8.61 | 0.567 | 0.95 | 0.73 to 1.24 | 0.71 | − 1.9 | − 12.78 to 8.98 | 0.732 | 0.98 | 0.75 to 1.29 | 0.909 |
Household Income (ref. ≤ $50 k) | − 2.92 | − 15.49 to 9.66 | 0.643 | 0.92 | 0.72 to 1.19 | 0.531 | − 1.93 | − 13.34 to 9.49 | 0.741 | 0.94 | 0.72 to 1.22 | 0.628 |
Children (ref. no children) | 1.51 | − 12.36 to 15.38 | 0.828 | 1.02 | 0.77 to 1.36 | 0.869 | 2 | − 10.63 to 14.63 | 0.757 | 1.02 | 0.76 to 1.37 | 0.891 |
Car ownership (ref. no car) | 15.01** | 1.61 to 28.41 | 0.029 | 1.34* | 0.99 to 1.82 | 0.057 | 16.54*** | 4.47 to 28.61 | 0.007 | 1.41** | 1.03 to 1.93 | 0.034 |
Primary travel mode (ref. transit user) | Â | Random parts | ||||||||||
Driver | 32.96*** | 16.78 to 49.14 | < 0.001 | 2.62*** | 1.74 to 3.97 | < 0.001 | σ2 = 219.324 | – | ||||
Walker | 26.87*** | 12.38 to 41.36 | < 0.001 | 2.34*** | 1.60 to 3.45 | < 0.001 | τ00 = 154.055 | τ00 = 0.138 | ||||
– | – | – | – | – | – | – | N = 3 | N = 3 | ||||
– | – | – | – | – | – | – | ICC = 0.413 | ICC = 0.056 | ||||
Observations | 57 | 57 | 57 | 57 | ||||||||
R2/adj. R2 | 0.581/0.501 | – | R2/Ω 20  = 0.578/0.577 | Deviance = 51.43 |