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City of South Bend Disparity Study 2020 <br />• We added all M/WBE firms from the Final Contract Data File we <br />constructed for all prime and subcontractors, which provided our race <br />and gender assignments and industry codes. <br />• We culled through the list to eliminate any duplicates. <br />• Finally, we limited the list to those firms within the parameters set by the <br />City's product and geographic market. <br />The resulting list of minority- and woman -owned businesses is comprehensive. <br />We took the following steps to develop the Dun & Bradstreet/Hoovers Data- <br />base: <br />• We purchased the firm information from Hoovers for the firms in the <br />NAICS codes located in the City's market area in order to form the Dun & <br />Bradstreet/Hoovers Database. Hoovers, a Dun & Bradstreet company, <br />maintains a comprehensive, extensive and regularly updated listing of all <br />firms conducting business. The database includes a vast amount of <br />information on each firm, including location and detailed industry codes, <br />and is the broadest publicly available data source for firm information. <br />We limited our purchase to those firms within the City's product and <br />geographic market. <br />In the initial download, the data from Hoovers simply identify a firm as <br />being minority-owned .126 However, the company does keep detailed <br />information on ethnicity (i.e., is the minority firm owner Black, Hispanic, <br />Asian, or Native American). Therefore, our next step was to obtain this <br />additional information from Hoovers. <br />We merged these three databases to form the Master Business Availability <br />List, an accurate estimate of firm availability to the City. Tables 4-8 through 4- <br />10 present data on: <br />The unweighted availability by race and gender and by NAICS codes in the <br />City's constrained product markets; <br />The weights used to adjust the unweighted numbers 127; and <br />• The final estimates of the weighted averages of the individual 6 -digit level <br />availability estimates in the City's market areas. <br />If a race- and gender -conscious program is adopted, the unweighted availabil- <br />ity estimates can by used by the City as the starting point to set contract goals, <br />126. The variable is labeled: "is Minority Owned" and values for the variable can be either "yes" or" no". <br />127. These weights are equivalent to the share of contract dollars presented in the previoussection. <br />62 01010 Colette Holt & Associates, All Rights Reserved. <br />