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. Author manuscript; available in PMC: 2022 May 1.
Published in final edited form as: J Public Econ. 2021 Apr 7;197:104403. doi: 10.1016/j.jpubeco.2021.104403

Table A4 –

Robustness Check

Dependent Variable: Number of Hardship in the past 12 months
Sample Family Income < 400 poverty Head with some College Education or Less
Method 2SLS 2SLS IV Poisson 2SLS
HH Receives TANF,SNAP or Public Health Insurance any time in the Past 12 months −0.715**
[0.313]
Average HH Participation on TANF,SNAP or Public Health Insurance any time in the Past 12 months −0.628**
[0.270]
HH Receives TANF,SNAP or Public Health Insurance −0.672*
[0.383]
−0.905*
[0.465]
# Observations 43,650 43,650 43,650 46,249
Weak Instrument Tests
Olea and Pflueger effective F-test 25.29 46.53 23.32
tau=10% 9.96 9.04 10.04

Sources: Weighted Survey of Income and Program Participation, state policy, and economic data for 1992, 1995, 1998, 2003, 2005, 2010, and 2011.

Notes: Robust standard errors clustered by state in brackets. Models also included controls for demographic characteristics of the household, state economic considition state and year fixed effects (see Section 4 for the complete list of controls). Instrumental variables in two-stage least squares models and IV poisson model are simulated share of children eligible for public health insurance and SNAP outreach spending per person with income below 150 percent of the federal poverty line.

*

p < 0.1,

**

p < 0.05,

***

p < 0.01.