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

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Anecdotal Evidence of Disparities in the City of Cleveland’s Market Area Table 8.4. Firms Indicating They Had Been Treated Less Favorably Due to Race and/or Sex While Participating in Business Dealings (Rankings) Non- African Native Total Total Business Dealings Hispanic Asian minority American American Minority M/WBEs Female Applying for commercial loans 6 5 6 7 6 8 6 Applying for surety bonds 12 9 8 – 10 11 11 Applying for commercial or professional insurance Hiring workers from union hiring halls Obtaining price quotes from suppliers or subs Working or attempting to obtain work on public sector prime contracts Working or attempting to obtain work on private sector prime contracts Working or attempting to obtain work on public sector subcontracts Working or attempting to obtain work on private sector subcontracts Receiving timely payment for work performed Functioning without hindrance or harassment on the work site Joining or dealing with trade associations Having to do extra work not required of others Having to meet quality or performance standards not required of others Source: See Table 8.2. 14 12 12 10 13 13 13 11 13 14 – 14 14 14 8 11 10 9 11 10 10 4 2 2 4 1 2 2 2 1 4 5 2 3 3 1 7 3 2 3 4 4 3 3 5 3 5 5 5 5 4 1 6 4 1 1 9 10 9 8 9 7 8 10 14 13 – 12 12 12 13 6 7 1 7 6 7 7 8 11 – 8 9 9 NERA Economic Consulting 272
Anecdotal Evidence of Disparities in the City of Cleveland’s Market Area Table 8.4 represents the same disparate treatment information as in Table 8.3, but with the frequency percentages replaced by relative rankings. That is, the 14 kinds of disparate treatment are ranked by each group according to the frequency with which disparate treatment was reported, with “1” representing the most frequent and “14” representing the least frequent. The most frequently reported issue overall for M/WBEs was receiving timely payment for work performed. This was followed closely by working or attempting to work on public sector prime contracts, working or attempting to work on private sector prime contracts, and working or attempting to work on public sector subcontracts. Table 8.5. Prevalence of Disparate Treatment Facing M/WBEs (1) (2) (3) (4) (5) (6) M/WBE 0.115 0.090 (2.66) (1.91) Minority 0.263 0.220 (4.21) (3.31) Non-minority Female 0.060 0.037 0.061 0.041 (1.26) (0.72) (1.28) (0.79) African American 0.403 0.365 (5.27) (4.39) Hispanic 0.154 0.091 (1.21) (0.68) Asian/Pacific Islanders (0.071) (0.046) (-0.52) (-0.32) Native American 0.031 0.002 (0.16) (0.01) Owner’s Education (3 indicator variables) No Yes No Yes No Yes Firm Age (4 indicators) No Yes No Yes No Yes Employment size bracket (6 indicators) No Yes No Yes No Yes Sales/revenue size bracket (4 indicators) No Yes No Yes No Yes Industry category (3 indicators) Yes Yes Yes Yes Yes Yes N 528.00 501.00 528.00 501.00 528.00 501.00 Pseudo R 2 0.03 0.06 0.05 0.07 0.06 0.09 Chi 2 19.49 39.30 30.72 47.51 43.89 57.31 Log likelihood (328.38) (301.28) (322.76) (297.18) (316.18) (292.28) Source: See Table 8.2. Note: Reported estimates are derivatives from Probit models, t-statistics are in parentheses. T-statistics of 2.58 (1.96) (1.64) or larger indicate that the result is significant within a 99 (95) (90) percent confidence interval. NERA Economic Consulting 273
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The State of Minority- and Women- O
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About the Project Team NERA Economi
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Notice This report sets forth the i
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Contents C. Race and Gender Dispari
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List of Tables Table 4.5. Services
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List of Tables Table 5.14. Disparit
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List of Tables Table 7.10. M/WBE Ut
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List of Tables Table 8.10. Percent
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List of Tables Table AC.32. Industr
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C. Defining the Relevant Markets Ex
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Table A. Overall Current Availabili
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Executive Summary disparity analysi
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Executive Summary • A greater sha
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Executive Summary Table C. Utilizat
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Contracting Category/ M/WBE Type Ex
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Executive Summary contract performa
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I. Introduction Introduction The Ci
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Legal Standards for Government Affi
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B. Preparing the Master Contract/Su
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Defining the Relevant Markets Table
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• Franklin County, OH (Columbus)
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NAICS Industry Group NAICS Descript
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Defining the Relevant Markets In AE
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NAICS Industry Group 8112 5412 5324
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NAICS Industry Group Source: See Ta
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NAICS Industry Group 4233 NAICS Des
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M/WBE Availability in the City of C
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NAICS Industry Group M/WBE Availabi
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Detailed Industry Group Navigationa
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Table 4.24. Detailed M/WBE Availabi
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Detailed Industry Group M/WBE Avail
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Detailed Industry Group General Med
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Detailed Industry Group Machine Sho
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Detailed Industry Group Products Me
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Table 4.28. Detailed DBE Availabili
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Table 4.30. Detailed DBE Availabili
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Market-Based Disparities in Busines
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VI. Statistical Disparities in Capi
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B. Theoretical Framework and Review
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Statistical Disparities in Capital
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D. Qualitative Evidence Statistical
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Table 6.7. Types of Problems Facing
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Table 6.9. Determinants of Loan Den
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Table 6.10. Alternative Models of L
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Table 6.13. Models of Interest Rate
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1. Qualitative Evidence Statistical
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) Prejudice against women. c) Preju
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Table 6.19. Determinants of Loan De
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Page 308 and 309: The City of Cleveland’s Cleveland
Page 332 and 333: Blanchflower, D. G., P. Levine and
Page 334 and 335: References Fairlie, R. W. (1999),
Page 336 and 337: References Ladd, H. F. (1998), “E
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Appendix A. Glossary Demand-side: R
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Appendix A. Glossary NSSBF or SSBF.
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Appendix B. Master M/WBE Directory
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Appendix B. Master M/WBE Directory
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Appendix C. Detailed Utilization, A
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NERA Economic Consulting Barton Cre
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