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

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) Prejudice against women.<br />

c) Prejudice against the business location.<br />

d) Prejudice against the business type.<br />

e) Prejudice or discrimination (not-specified or other).<br />

Statistical Disparities in Capital Markets<br />

Among firm owners who had applied for credit within the last three years <strong>and</strong> were denied, 34.1<br />

percent believed there were reasons for their denial beyond the <strong>of</strong>ficial explanation provided by<br />

the financial institution. Among nonminorities, 7.7 percent suspected some sort <strong>of</strong> prejudice. By<br />

contrast, the figure among minorities was 25.8 percent. Among owners who needed credit but<br />

did not apply for fear <strong>of</strong> denial, a similar pattern was observed. Only 1.7 percent <strong>of</strong><br />

nonminorities stated prejudice was the reason, whereas among minorities the figure was 6.8<br />

percent.<br />

In Tables 6.8 <strong>and</strong> 6.9, the determinants <strong>of</strong> loan denial rates were estimated using data from the<br />

1993 NSSBF. African American-owned firms were found to be almost twice as likely to have<br />

their loans denied than nonminority male-owned firms, even after controlling for a host <strong>of</strong><br />

variables included primarily to control for the possibility that minority-owned firms were smaller<br />

<strong>and</strong> less creditworthy than those owned by nonminority men.<br />

A similar exercise is performed below in Tables 6.18 <strong>and</strong> 6.19 using data from the 1998 SSBF.<br />

Column 1 in Table 6.18 shows that African American-owned firms in 1998 had a 42.2<br />

percentage point higher probability <strong>of</strong> denial than nonminority male-owned firms before taking<br />

account <strong>of</strong> creditworthiness <strong>of</strong> the firm or any other characteristics. For 1993, the <strong>com</strong>parable<br />

figure was 44.3 percentage points. <strong>The</strong> addition <strong>of</strong> a large number <strong>of</strong> controls reduces the<br />

percentage point differential for African Americans to 21.8 in column 5 as the full set <strong>of</strong> controls<br />

is added. For 1993, the <strong>com</strong>parable figure was 24.1 percentage points.<br />

<strong>The</strong> main difference between 1993 <strong>and</strong> 1998 is that now we find evidence that the probability <strong>of</strong><br />

denial is significantly higher for Hispanic-owned firms as well. In Table 6.18, Column 5,<br />

Hispanic-owned firms have a 17.1 percentage point higher probability <strong>of</strong> being denied than<br />

nonminority male-owned firms. In Table 6.8, by contrast, denial probabilities for Hispanicowned<br />

firms were not significantly different from those <strong>of</strong> nonminority male-owned firms. If<br />

anything, discrimination in the small business credit market appears to have exp<strong>and</strong>ed during the<br />

late 1990s.<br />

NERA Economic Consulting 216

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