Table 5.
Estimates of the Effect of Residential Segregation on 2006–2008 Foreclosure Rates via Black-white and Hispanic-White Adjusted Differentials in the Likelihood of Obtaining a Subprime Loan in 2004–2006.
Black Segregation | Hispanic Segregation | |||||||
---|---|---|---|---|---|---|---|---|
OLS | IV | OLS | IV | |||||
B | SE | B | SE | B | SE | B | SE | |
Dissimilarity Index | ||||||||
African Americans | 3.84*** | 0.63 | 4.64*** | 0.89 | ||||
Hispanics | 0.81 | 0.66 | 1.12† | 0.79 | ||||
Selected Control Variables | ||||||||
Housing Starts Ratio | 2.58*** | 0.77 | 2.73*** | 0.71 | 1.87** | 0.94 | 1.90** | 0.83 |
Ratio of pre- to post-2000 HPI | 0.09*** | 0.02 | 0.08*** | 0.02 | 0.10*** | 0.03 | 0.10*** | 0.03 |
Wharton Land Use Index | 0.22** | 0.08 | 0.23*** | 0.08 | 0.18** | 0.09 | 0.18** | 0.08 |
Subprime Loan Share, 2004–06 | 2.57* | 1.40 | 2.09†† | 1.29 | 4.89** | 1.89 | 4.96*** | 1.65 |
MSA Credit Score Index | −0.015** | 0.007 | −0.015*** | 0.006 | −0.014* | 0.008 | −0.014* | 0.007 |
Change in Unemployment Rate | 0.24*** | 0.04 | 0.25*** | 0.04 | 0.20*** | 0.06 | 0.20*** | 0.05 |
% Black, 2000 | −1.65** | 0.69 | −1.83*** | 0.60 | −0.80 | 0.91 | −0.88 | 0.81 |
% Hispanic, 2000 | −0.75 | 0.54 | −0.64 | 0.49 | −1.31 | 0.74 | −1.44** | 0.70 |
% College Degree, 2006 | −1.96* | 1.16 | −2.27** | 1.15 | −0.48 | 1.70 | −0.45 | 1.52 |
Region | ||||||||
Midwest | 0.39** | 0.19 | 0.30* | 0.15 | 0.81*** | 0.21 | 0.84*** | 0.20 |
South | −0.07 | 0.22 | −0.01 | 0.19 | 0.01 | 0.29 | 0.06 | 0.28 |
West | 0.50 | 0.33 | 0.53* | 0.29 | 0.38 | 0.40 | 0.42 | 0.37 |
R2 | 0.77 | 0.76 | 0.65 | 0.65 | ||||
F | 27.40 | 10.65 | ||||||
Wald χ2 | 534.72 | 257.27 | ||||||
[F, 2SLS 1st stage] | [38.89] | [27.08] | ||||||
Tests of Endogeneity (Null: Instrument is Exogenous) | ||||||||
Robust χ2 (p-value) | 1.18 (0.27) | 0.45 (0.50) | ||||||
Robust F (p-value) | 0.99 (0.32) | 0.35 (0.56) | ||||||
Covariance (Instrument, εIV) | −0.00001 | −0.0041 | ||||||
N | 99 | 99 | 99 | 99 |
Ordinary Least Squares (OLS) and Indirect Least Squares or Instrumental Variables (IV) estimates with robust standard errors. Additional covariates included in model but not shown here are listed in Table 2 excluding log of 2008 population, 2006 unemployment rate, borders Rio Grande, age of housing stock. See text for detailed description of adjusted racial and ethnic differences in subprime lending instrument.
p=.15
p=.11
p<.10
p<.05
p<.01