Contracting Out Parks and Recreation Services: Correcting for Selection Bias Using a Heckman Selection Model

REFERENCES

• Boyne , G. A. 1998 . A Bureaucratic Theory Meets Reality: Public Choice and Service Contracting in U. S. Local Government. . Public Administration Review , 58 ( 6 ) : 474 – 484 . [CSA]
   Web of Science ®Google Scholar
• Coase , R. H. 1937 . The Nature of the Firm. . Economica , 4 : 386 – 405 . [CSA] [CROSSREF]
   Google Scholar
• Williamson , O. E. 1975 . Markets and Hierarchies: Analysis and Antitrust Implications , New York : Free Press .
   Google Scholar
• Williamson , O. E. 1985 . Economic Institutions of Capitalism: Firms, Markets, and Relational Contracting , New York : Free Press .
   Google Scholar
• Ferris , J. and Graddy , E. 1988 . The Production Choices for Local Government Services. . Journal of Urban Affairs , 10 : 273 – 289 . [CSA]
   Google Scholar
• Stein , R. M. 1990 . Urban Alternatives , Pittsburgh : University of Pittsburgh Press .
   Google Scholar
• Williamson , O. E. 1981 . The Economics of Organization: The Transaction Cost Approach. . American Journal of Sociology , 87 ( 3 ) : 548 – 577 . [CSA] [CROSSREF]
   Web of Science ®Google Scholar
• Stein, 1990.
   Google Scholar
• Williamson, 1981.
   Google Scholar
• Previous researches on local contracting out tried to measure the markets for service delivery of by location of metropolitan area. It assumes metropolitan areas have a number of private and nonprofit vendors which can potentially provide scale economies. See DeHoog, R. H. Contracting Out for Human Services: Economic, Political and Organizational Perspectives; SUNY Press: Albany, 1984; Stein, 1990; Ferris, J.; Graddy, E. Contracting Out: For What? With Whom? Public Administration Review 1986, 46, 343–354; Ferris and Graddy, 1988.
   Google Scholar
• Stein, 1990.
   Google Scholar
• Ferris and Graddy, 1986.
   Google Scholar
• Stein, 1990.
   Google Scholar
• See Weisbrod, Burton Allen. Toward a Theory of the Voluntary Nonprofit Sector in a Three Sector Economy. In Altruism, Morality, and Economic Theory; Phelps, Edmund S., Ed.; Russell Sage Foundation: New York, 1975; Weisbrod, B. A. The Future of the Nonprofit Sector: Its Entwining with Private Enterprise and Government. Journal of Policy Analysis and Management 1997, 16 (4), 541–555. Young, Dennis R. Government Failure Theory. In The Nature of the Nonprofit Sector; Ott, J. Steven, Ed.; Westview Press: Boulder, CO, 2001.
   Google Scholar
• Weisbrod, 1997.
   Google Scholar
• Weisbrod (1975) points out that when public and private service provision fail to satisfy the needs of citizen, nonprofit organizations can fill the gap for providing public service on a private, voluntary basis.
   Google Scholar
• Feiock , R. C. and Clingermayor , J. C. 1988 . Institutional Constraints and Local Policy Choices: An Exploration of Local Governance , Albany, 2001; Ferris and Graddy, : SUNY Press .
   Google Scholar
• Ostrom , E. 1990 . Governing the Commons , Cambridge : Cambridge University Press .
   Google Scholar
• See Brennan, G.; Buchanan, J. The Power to Tax; Cambridge University Press: Cambridge, 1980; Ostrom, 1990; O'Toole, Laurence J. Jr. American Intergovernmental Relations: An Overview. In American Intergovernmental Relations: Foundations, Perspective and Issues; O'Toole, Laurence J. Jr., Ed. CQ Press: Washington D. C.: 1993; Feiock, R. C.; McCabe, B. State Rules and City Money; Cambridge; Lincoln Institute for Land Policy Working Paper Series, 2001.
   Google Scholar
• Brennan and Buchanan, 1980; Ostrom, 1990.
   Google Scholar
• Ostrom, 1990; 52.
   Google Scholar
• As Ostrom (1990) clarified, “Institutions can be defined as the sets of working rules that are used to determine who is eligible to make decisions in some area, what actions are allowed or constrained, what aggregation rules will be used, what procedures must be followed.” (p. 51)
   Google Scholar
• See Burns, N.; Gamm, G. Creatures of the State: State Politics and Local Government, 1871–1921. Urban Affairs Review 1997, 33 (1), 59–96; Ross, B.; Levine, M. A. Urban Politics: Power in Metropolitan America; Peacock Publishers, Inc: Itasca, IL, 2001.
   Google Scholar
• Stein, 1990.
   Google Scholar
• Stein, 1990.
   Google Scholar
• Ferris and Graddy, 1986; Morgan, D. R.; Hirlinger, M. W.; England, R. E. The Decision to Contract Out City Services: A Further Explanation. Western Political Quarterly 1988, 41, 362–372.
   Google Scholar
• Lineberry , R. L. and Fowler , E. P. 1967 . Reformism and Public Policies in American Cities. . American Political Science Review , 61 : 701 – 716 . [CSA] [CROSSREF]
   Web of Science ®Google Scholar
• Feiock, R. C.; Kim, J. Form of Government, Administrative Organization, and Local Economic Development Policy. Journal of Public Administration Research and Theory 2001, 11 (Jan), 29–49; Feiock and Clingermayor, 2001.
   Google Scholar
• Ruhil , A. V. 2003 . Structural Change and Fiscal Flows: A Framework for Analyzing the Effects of Urban Events . Urban Affairs Review , 38 : 396 – 416 . [CSA] [CROSSREF]
   Google Scholar
• Stein, 1990; Feiock and Clingermayor, 2001.
   Google Scholar
• Ferris and Graddy, 1988.
   Google Scholar
• See Heckman, J. Sample Selection Bias as a Specification Error. Econometrica 1979, 47, 153–161; also see Breen, R. Regression Models: Censored, Sample Selected or Truncated Data; Sage Publications: Thousand Oaks, CA, 1996.
   Google Scholar
• Breen, 1996.
   Google Scholar
• Following the rule that the number of dummies should be one less than the number of categories of the variable. Gujarati, D.N. Basic Econometrics; McGraw-Hill: New York, 1995.
   Google Scholar
• If rho is not zero value, there is a correlation between the error terms of selection equation and outcome equation. When we reject the Ho, the results of regression model are biased and we should use those from the Heckman selection model.
   Google Scholar
• Stein, 1990.
   Google Scholar
• For the measurement of potential private vendors of each service area in this article we employ the service categories of County Business Patterns (CBP) 1997 from the US Census Bureau. CBP is an annual series that provides subnational economic data by industry which covers most of the country's economic activity. Parks—CBP 71219 National parks and other similar institutions, Recreations—71394 Fitness and recreational sports centers.
   Google Scholar
• Bickers found the potential strength of nonprofit organization as service providers is not the raw number of the organizations in the municipality, it is more likely to be measured as the amount of resources that they have for carrying out services. See Bickers K. “Social Welfare Provision in American Communities: The Role of Nonprofit Organizations.” Presented at the Workshop in Political Theory and Policy Analysis, University of Indiana, Bloomington, October 5, 1998.
   Google Scholar
• For the measurement of potential nonprofit vendors of each service area in this research we employ the service categories of the National Taxonomy of Exempt Entities (NTEE), which offers a definitive classification system for nonprofit organizations recognized as tax exempt under the Internal Revenue Code: Parks—NTEE P30 Human services for children and youth, Recreations—NTEE P30 Human services for children and youth.
   Google Scholar
• Feiock R. C.; Jang, H. S. Fiscal Implications of Contracting Out Local Services: A Heckman Selection Approach, National Public Management Research Conference, Washington D.C., October, 2003.
   Google Scholar
• Feock , R. C. , Jeong , M. and Kim , J. 2003 . Credible Commitment and Council Manager Government: Implications for Policy Instrument Choice . Public Administration Review , 63 ( 5 ) : 568 – 577 . [CSA]
   Google Scholar
• Ferris and Graddy, 1988.
   Google Scholar
• Stein, 1990.
   Google Scholar
• Feiock and Clingermayor, 2001; Ferris and Graddy, 1986; 1988.
   Google Scholar