The Full Model The Final Model
Covariate Estimate (95% CI) p-value Estimate (95% CI) p-value
(Intercept) 3.50 (2.60, 4.40) <0.001 3.39 (2.87, 3.92) <0.001
Primary Mode: Bike (vs. Car) 0.87 (0.71, 1.03) <0.001 0.87 (0.71, 1.03) <0.001
Primary Mode: Bus (vs. Car) -0.05 (-0.22, 0.12) 0.583 -0.05 (-0.22, 0.12) 0.588
Primary Mode: In Vehicle (vs. Car) 0.05 (-0.11, 0.20) 0.573 0.05 (-0.11, 0.20) 0.573
Primary Mode: Other (vs. Car) 0.19 (-0.13, 0.51) 0.244 0.19 (-0.13, 0.51) 0.243
Primary Mode: Rail (vs. Car) 0.11 (-0.12, 0.34) 0.352 0.11 (-0.12, 0.34) 0.349
Primary Mode: Walk (vs. Car) 0.60 (0.50, 0.69) <0.001 0.60 (0.50, 0.69) <0.001
Trip Purpose: Eat Out (vs. Home) 0.18 (0.07, 0.29) 0.001 0.18 (0.07, 0.29) 0.001
Trip Purpose: Education (vs. Home) -0.11 (-0.28, 0.05) 0.171 -0.12 (-0.28, 0.05) 0.168
Trip Purpose: Leisure (vs. Home) 0.27 (0.18, 0.35) <0.001 0.27 (0.18, 0.35) <0.001
Trip Purpose: Other (vs. Home) -0.09 (-0.21, 0.02) 0.111 -0.09 (-0.21, 0.02) 0.107
Trip Purpose: Personal Business (vs. Home) -0.03 (-0.12, 0.05) 0.456 -0.03 (-0.12, 0.05) 0.461
Trip Purpose: Shop (vs. Home) -0.02 (-0.10, 0.07) 0.684 -0.02 (-0.10, 0.07) 0.696
Trip Purpose: Work (vs. Home) -0.06 (-0.15, 0.03) 0.166 -0.06 (-0.15, 0.03) 0.167
Weekday (vs. Weekend) -0.18 (-0.24, -0.12) <0.001 -0.18 (-0.24, -0.12) <0.001
Start Time: 0:00–6:00 (vs. 6:00–9:00) -0.16 (-0.30, -0.02) 0.025 -0.16 (-0.30, -0.02) 0.027
Start Time: 9:00–16:00 (vs. 6:00–9:00) 0.02 (-0.06, 0.09) 0.637 0.02 (-0.06, 0.09) 0.633
Start Time: 16:00–19:00 (vs. 6:00–9:00) 0.02 (-0.07, 0.11) 0.693 0.02 (-0.07, 0.11) 0.690
Start Time: 19:00–0:00 (vs. 6:00–9:00) -0.16 (-0.28, -0.05) 0.005 -0.16 (-0.28, -0.05) 0.005
Trip Duration: 5–15 min (vs. < 5 min) 0.04 (-0.04, 0.11) 0.388 0.03 (-0.05, 0.11) 0.395
Trip Duration: 15–30 min (vs. < 5 min) 0.14 (0.04, 0.25) 0.009 0.14 (0.04, 0.25) 0.009
Trip Duration: 30–60 min (vs. < 5 min) 0.06 (-0.08, 0.20) 0.377 0.06 (-0.08, 0.20) 0.383
Trip Duration: > 60 min (vs. < 5 min) 0.11 (-0.10, 0.31) 0.311 0.11 (-0.10, 0.31) 0.312
Trip Distance: 1–3 mi (vs. < 1 mi) 0.02 (-0.07, 0.11) 0.610 0.02 (-0.07, 0.11) 0.612
Trip Distance: 3–10 mi (vs. < 1 mi) -0.01 (-0.11, 0.10) 0.907 -0.01 (-0.11, 0.10) 0.902
Trip Distance: > 10 mi (vs. < 1 mi) -0.16 (-0.30, -0.02) 0.026 -0.16 (-0.30, -0.02) 0.026
Trip Companion: Family 0.30 (0.19, 0.41) <0.001 0.30 (0.20, 0.41) <0.001
Trip Companion: Friends 0.51 (0.41, 0.61) <0.001 0.51 (0.41, 0.61) <0.001
Trip Companion: Children 0.32 (0.22, 0.41) <0.001 0.32 (0.23, 0.42) <0.001
Trip Companion: Spouse 0.23 (0.15, 0.32) <0.001 0.23 (0.14, 0.31) <0.001
Trip Companion: Boss/Coworker 0.07 (-0.11, 0.26) 0.442 0.07 (-0.12, 0.26) 0.456
Trip Companion: Neighbors 0.34 (0.16, 0.52) <0.001 0.34 (0.16, 0.52) <0.001
Activity During Trip: Work -0.02 (-0.24, 0.20) 0.831 -0.02 (-0.24, 0.20) 0.854
Activity During Trip: Reading -0.16 (-0.41, 0.09) 0.207 -0.16 (-0.41, 0.09) 0.207
Activity During Trip: Listen to Music 0.15 (0.09, 0.22) <0.001 0.16 (0.09, 0.22) <0.001
Activity During Trip : Relax 0.16 (0.09, 0.23) <0.001 0.16 (0.09, 0.23) <0.001
Activity During Trip: Talk 0.31 (0.24, 0.38) <0.001 0.31 (0.24, 0.38) <0.001
Male (vs. Female) 0.29 (-0.03, 0.60) 0.076 0.32 (0.02, 0.62) 0.037
Brooklyn Center (vs. Blaine) -0.47 (-1.03, 0.08) 0.095 -0.51 (-1.04, 0.02) 0.060
Near North (vs. Blaine) -0.53 (-1.13, 0.07) 0.084 -0.57 (-1.14, 0.00) 0.050
Phillips (vs. Blaine) -0.36 (-0.90, 0.18) 0.194 -0.43 (-0.94, 0.09) 0.103
Prospect Park (vs. Blaine) -0.32 (-0.85, 0.20) 0.227 -0.42 (-0.92, 0.07) 0.095
St. Anthony Park (vs. Blaine) -0.58 (-1.11, -0.05) 0.033 -0.71 (-1.20, -0.21) 0.006
Age: 18–25 (vs. >65) -1.98 (-2.69, -1.28) <0.001 -1.81 (-2.46, -1.16) <0.001
Age: 26–30 (vs. >65) -1.31 (-1.89, -0.72) <0.001 -1.34 (-1.88, -0.80) <0.001
Age: 31–40 (vs. >65) -1.21 (-1.74, -0.67) <0.001 -1.15 (-1.63, -0.67) <0.001
Age: 41–50 (vs. >65) -0.95 (-1.48, -0.41) <0.001 -0.91 (-1.38, -0.44) <0.001
Age: 51–65 (vs. >65) -0.25 (-0.68, 0.18) 0.258 -0.28 (-0.70, 0.14) 0.186
Race: Black (vs. White) 0.41 (-0.23, 1.06) 0.208 0.57 (-0.01, 1.15) 0.056
Race: Other (vs. White) -0.01 (-0.50, 0.49) 0.984 0.01 (-0.47, 0.49) 0.957
HS and Below (vs. Graduate) 0.40 (-0.23, 1.04) 0.212
Assoc/Tech/Some College (vs. Graduate) 0.32 (-0.15, 0.78) 0.181
Bachelors (vs. Graduate) 0.14 (-0.22, 0.49) 0.460
Income: <25k (vs. >100k) -0.42 (-1.06, 0.21) 0.189
Income: 25k–50k (vs. >100k) -0.17 (-0.72, 0.39) 0.555
Income: 50k–75k (vs. >100k) -0.23 (-0.70, 0.23) 0.329
Income: 75k–100k (vs. >100k) -0.18 (-0.64, 0.28) 0.438
Income: Unknown (vs. >100k) -0.03 (-0.86, 0.81) 0.952
Homeowner 0.01 (-0.46, 0.48) 0.979
Spouse Present -0.25 (-0.61, 0.11) 0.172
Child <18 Years 0.16 (-0.21, 0.53) 0.386
Pretty Happy (vs. Very Happy) -0.33 (-0.65, -0.01) 0.043 -0.32 (-0.64, -0.01) 0.043
Not Happy (vs. Very Happy) -1.39 (-2.02, -0.76) <0.001 -1.37 (-1.98, -0.77) <0.001
Summary Statistics
N 9,541 9,541
Marginal R2: Fixed Effects Only 0.176 0.171
Conditional R2: Fixed + Random Effects 0.629 0.624