| First-stage | Second-stage | IV Test Results (U: Under-identification Test W: Weak Instrument Test O: Over-identification Test)‡ | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | 1st Stage Regression Coeff. | SE | P-value | R2 | U-Stat | P-value | W-stat | 10% Cutoff Point | O-stat | P-value | |
| SNAP Policy Index | 0.010 | 0.006 | 0.101 | 0.161 | 1.89 | 0.17 | 15.20 | 16.38 | NA | NA | |
| Eligibility | 0.011 | 0.006 | 0.063 | 0.161 | 3.38 | 0.07 | 9.71 | 16.38 | NA | NA | |
| Transaction | 0.043 | 0.022 | 0.050 | 0.161 | 2.18 | 0.14 | 26.20 | 16.38 | NA | NA | |
| Stigma | 0.001 | 0.014 | 0.942 | 0.161 | 0.01 | 0.94 | 0.04 | 16.38 | NA | NA | |
| Outreach | −0.296 | 0.184 | 0.109 | 0.161 | 2.27 | 0.13 | 6.53 | 16.38 | NA | NA | |
| Combination 1 | 0.161 | 4.46 | 0.11 | 17.90 | 19.93 | 0.217 | 0.642 | O | |||
| Eligibility | 0.011 | 0.006 | 0.058 | ||||||||
| Transaction | 0.043 | 0.021 | 0.047 | ||||||||
| Combination 2 | 0.161 | 3.39 | 0.18 | 4.86 | 19.93 | 0.006 | 0.939 | O | |||
| Eligibility | 0.011 | 0.006 | 0.063 | ||||||||
| Stigma | 0.000 | 0.014 | 0.977 | ||||||||
| Combination 3 | 0.161 | 4.69 | 0.10 | 7.35 | 19.93 | 0.526 | 0.468 | O | |||
| Eligibility | 0.011 | 0.006 | 0.082 | ||||||||
| Outreach | −0.260 | 0.185 | 0.160 | ||||||||
| Combination 4 | 0.161 | 3.59 | 0.17 | 13.45 | 19.93 | 0.012 | 0.912 | O | |||
| Transaction | 0.044 | 0.021 | 0.039 | ||||||||
| Stigma | −0.004 | 0.011 | 0.694 | ||||||||
| Combination 5 | 0.161 | 2.74 | 0.25 | 15.56 | 19.93 | 1.105 | 0.293 | O | |||
| Transaction | 0.042 | 0.021 | 0.046 | ||||||||
| Outreach | −0.258 | 0.157 | 0.102 | ||||||||
| Combination 6 | 0.161 | 2.43 | 0.30 | 3.27 | 19.93 | <0.001 | 0.996 | O | |||
| Stigma | 0.001 | 0.014 | 0.967 | ||||||||
| Outreach | −0.296 | 0.181 | 0.104 | ||||||||
| Combination 7 | 0.161 | 5.51 | 0.14 | 12.25 | 9.08 | 0.277 | 0.871 | O | |||
| Eligibility | 0.012 | 0.006 | 0.055 | ||||||||
| Transaction | 0.044 | 0.021 | 0.037 | ||||||||
| Stigma | −0.005 | 0.011 | 0.640 | ||||||||
| Combination 8 | 0.161 | 4.88 | 0.18 | 13.14 | 9.08 | 1.169 | 0.557 | O | |||
| Eligibility | 0.011 | 0.006 | 0.075 | ||||||||
| Transaction | 0.042 | 0.021 | 0.043 | ||||||||
| Outreach | −0.222 | 0.159 | 0.165 | ||||||||
| Combination 9 | 0.161 | 3.87 | 0.28 | 10.64 | 9.08 | 1.161 | 0.560 | O | |||
| Transaction | 0.043 | 0.020 | 0.036 | ||||||||
| Stigma | −0.005 | 0.011 | 0.674 | ||||||||
| Outreach | −0.260 | 0.158 | 0.102 | ||||||||
Controlling state dummy, sex, race/ethnicity, education, child’s age, maternal age, maternal marital status, number of people in the household, interview language, birth year, TANF/Temporary Assistance for Needy Families enrollment rate (# of enrolled participants/# of state population), CHIP/Children’s Health Insurance Program enrollment rate (# of enrolled children/# of children 18 or under in the state), and state unemployment rate.
U means under-identification test P < 0.05. Stock–Yogo tabulations based on the Cragg–Donald statistic and used for the weak identification test; W means the F statistic of the weak identification test > 10% maximal IV relative bias or > 10% maximal IV size; O means over-identification test > 0.05.