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The State of Minority- and Women- Owned ... - Cleveland.com

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Statistical Disparities in Capital Markets<br />

African Americans <strong>and</strong> Hispanics, the difference is 46 <strong>and</strong> 36 percentage points, respectively.<br />

For Asians/Pacific Isl<strong>and</strong>ers, the difference is 19 percentage points, <strong>and</strong> for nonminority females,<br />

8 percentage points.<br />

Table 6.20. More Loan Denial Probabilities<br />

African American<br />

Asian/Pacific Isl<strong>and</strong>er<br />

Hispanic<br />

Nonminority female<br />

African American*ENC<br />

Asian/Pacific Isl<strong>and</strong>er*ENC<br />

Hispanic*ENC<br />

Nonminority female*ENC<br />

ENC<br />

(1) (2) (3) (4)<br />

Denylast Denylast Denylast Denylast<br />

0.457<br />

(8)<br />

0.185<br />

(2.81)<br />

0.360<br />

(6.28)<br />

0.083<br />

(2)<br />

0.246<br />

(4.76)<br />

0.027<br />

(0.65)<br />

0.171<br />

(3.67)<br />

0.005<br />

(0.20)<br />

0.447<br />

(7.47)<br />

0.200<br />

(2.90)<br />

0.353<br />

(6.06)<br />

0.076<br />

(1.79)<br />

0.043<br />

(0.28)<br />

0.000<br />

(0.00)<br />

0.000<br />

(0.00)<br />

0.008<br />

(0.05)<br />

-0.058<br />

(1.17)<br />

0.257<br />

(4.63)<br />

0.031<br />

(0.72)<br />

0.182<br />

(3.75)<br />

0.006<br />

(0.20)<br />

-0.037<br />

(0.47)<br />

0.000<br />

(0.00)<br />

0.000<br />

(0.00)<br />

0.025<br />

(0.20)<br />

-0.041<br />

(0.88)<br />

Creditworthiness Controls No Yes No Yes<br />

Owner’s Education No Yes No Yes<br />

Other Firm Characteristics No Yes No Yes<br />

Characteristics <strong>of</strong> the Loan No Yes No Yes<br />

Geographic Division No Yes No Yes<br />

Industry No Yes No Yes<br />

N 846 846 841 841<br />

Pseudo R 2<br />

0.1112 0.4265 0.1155 0.4265<br />

Chi 2<br />

90.94 348.71 94.17 347.85<br />

Log likelihood -363.3 -234.5 -360.7 -233.8<br />

Source: See Table 6.18.<br />

Results consistent with discrimination are confirmed for African American-owned firms <strong>and</strong><br />

Hispanic-owned firms in Column (2) <strong>of</strong> Table 6.20 when a host <strong>of</strong> demographic <strong>and</strong> financial<br />

characteristics <strong>and</strong> geographic <strong>and</strong> industry indicators are included. When interaction terms for<br />

the ENC division are added to the model as in Columns (3) <strong>and</strong> (4), results for African<br />

Americans <strong>and</strong> Hispanics remain statistically significant. Moreover, the results for Asian/Pacific<br />

Isl<strong>and</strong>er-owned firms <strong>and</strong> nonminority female-owned firms be<strong>com</strong>e significant in Column (3),<br />

NERA Economic Consulting 220

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