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An Extension of the Blinder-Oaxaca Decomposition Technique to Logit and Probit Models AgEcon
Fairlie, Robert W..
The Blinder-Oaxaca decomposition technique is widely used to identify and quantify the separate contributions of group differences in measurable characteristics, such as education, experience, marital status, and geographical differences to racial and gender gaps in outcomes. The technique cannot be used directly, however, if the outcome is binary and the coefficients are from a logit or probit model. I describe a relatively simple method of performing a decomposition that uses estimates from a logit or probit model. Expanding on the original application of the technique in Fairlie (1999), I provide a more thorough discussion of how to apply the technique, an analysis of the sensitivity of the decomposition estimates to different parameters, and the...
Tipo: Working or Discussion Paper Palavras-chave: Logit; Probit; Decomposition; Race; Gender; Discrimination; Research Methods/ Statistical Methods; C8; J7.
Ano: 2003 URL: http://purl.umn.edu/28425
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Do Family Caps Reduce Out-of-Wedlock Births? Evidence from Arkansas, Georgia, Indiana, New Jersey and Virginia AgEcon
Dyer, Wendy Tanisha; Fairlie, Robert W..
Using Current Population Survey (CPS) data from 1989 to 1999, we examine the impact of family cap policies, which deny incremental welfare benefits, on out-of-wedlock birth rates. We use the first five states that were granted waivers from the Department of Health and Human Services to implement family caps as “natural experiments.” Specifically, we compare trends in out-ofwedlock birth rates in Arkansas, Georgia, Indiana, New Jersey and Virginia to trends in states that did not implement family caps or any other waivers prior to the Personal Responsibility and Work Opportunity Reconciliation Act (PRWORA). We employ several techniques to increase the credibility of results from our “natural experiment,” such as the inclusion of multiple comparison groups,...
Tipo: Working or Discussion Paper Palavras-chave: Welfare; Family caps; Fertility; Labor and Human Capital; I3; J1.
Ano: 2003 URL: http://purl.umn.edu/28431
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Families, Human Capital, and Small Business: Evidence from the Characteristics of Business Owners Survey AgEcon
Fairlie, Robert W.; Robb, Alicia.
Using data from the confidential and restricted-access Characteristics of Business Owners (CBO) Survey, we provide some suggestive evidence on the causes of intergenerational links in business ownership and the related issue of how having a family business background affects small business outcomes. Estimates from the CBO indicate that more than half of all business owners had a self-employed family member prior to starting their business. Conditional on having a self-employed family member, less than 50 percent of small business owners worked in that family member's business. In contrast, estimates from regression models conditioning on business ownership indicate that having a self-employed family member plays only a minor role in determining small...
Tipo: Working or Discussion Paper Palavras-chave: Business outcomes; Self-employment; Entrepreneurship; Families; Human capital; Labor and Human Capital; M13; J24.
Ano: 2003 URL: http://purl.umn.edu/28446
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The Determinants of the Global Digital Divide: A Cross-Country Analysis of Computer and Internet Penetration AgEcon
Chinn, Menzie D.; Fairlie, Robert W..
To identify the determinants of cross-country disparities in personal computer and Internet penetration, we examine a panel of 161 countries over the 1999-2001 period. Our candidate variables include economic variables (income per capita, years of schooling, illiteracy, trade openness), demographic variables (youth and aged dependency ratios, urbanization rate), infrastructure indicators (telephone density, electricity consumption), telecommunications pricing measures, and regulatory quality. With the exception of trade openness and the telecom pricing measures, these variables enter in as statistically significant in most specifications for computer use. A similar pattern holds true for Internet use, except that telephone density and aged dependency...
Tipo: Working or Discussion Paper Palavras-chave: Computers; Internet; Digital divide; Infrastructure; Pricing; Regulation; Teaching/Communication/Extension/Profession; O30; L96.
Ano: 2004 URL: http://purl.umn.edu/28408
Registros recuperados: 4
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