Extending Unobserved Heterogeneity - A Strategy for Accounting for Respondent Perceptions in the Absence of Suitable Data
This research proposes that, in cases where threshold covariates are either unavailable or difficult to observe, practitioners should treat these characteristics as latent, and use simulated maximum likelihood techniques to control for them. Two econometric frameworks for doing so in a more flexible manner are proposed. The finite sample performance of these new specifications are investigated with the use of Monte Carlo simulation. Applications of successively more flexible models are then given, with extensive post-estimation analysis utilised to better assess the likely implications of model choice on conclusions made in empirical research.
|Date of creation:||May 2012|
|Date of revision:|
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- Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2007.
"The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds,"
IZA Discussion Papers
2940, Institute for the Study of Labor (IZA).
- Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification And Economic Content Of Ordered Choice Models With Stochastic Thresholds," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1273-1309, November.
- Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," NBER Technical Working Papers 0340, National Bureau of Economic Research, Inc.
- Greene,William H. & Hensher,David A., 2010.
"Modeling Ordered Choices,"
Cambridge University Press, number 9780521194204, june. pag.
- García-Gómeza, P & Jones, A.M & Rice, N, 2008.
"Health effects on labour market exits and entries,"
Health, Econometrics and Data Group (HEDG) Working Papers
08/03, HEDG, c/o Department of Economics, University of York.
- N Powdthavee, 2008.
"Ill-Health as a Household Norm: Evidence from Other People's Health Problems,"
08/21, Department of Economics, University of York.
- Powdthavee, Nattavudh, 2009. "Ill-health as a household norm: Evidence from other people's health problems," Social Science & Medicine, Elsevier, vol. 68(2), pages 251-259, January.
- Stephen Pudney & Michael Shields, 2000.
"Gender, race, pay and promotion in the British nursing profession: estimation of a generalized ordered probit model,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 15(4), pages 367-399.
- Stephen Pudney & Michael Shields, . "Gender, Race, Pay and Promotion in the British Nursing Profession Estimation of a Generalised Ordered ProbitModel," Discussion Papers in Economics 97/4, Department of Economics, University of Leicester.
- Stephen Pudney & Michael Shields, . "Gender, Race, Pay and Promotion in the British Nursing Profession: Estimation of a Generalised Ordered Probit Model," Discussion Papers in Public Sector Economics 97/4, Department of Economics, University of Leicester.
- Cornelissen, Thomas & Pfeifer, Christian, 2007.
"The Impact of Participation in Sports on Educational Attainment: New Evidence from Germany,"
IZA Discussion Papers
3160, Institute for the Study of Labor (IZA).
- Pfeifer, Christian & Cornelißen, Thomas, 2010. "The impact of participation in sports on educational attainment--New evidence from Germany," Economics of Education Review, Elsevier, vol. 29(1), pages 94-103, February.
- Thomas Cornelißen & Christian Pfeifer, 2007. "The Impact of Participation in Sports on Educational Attainment: New Evidence from Germany," SOEPpapers on Multidisciplinary Panel Data Research 68, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Ziebarth, Nicolas, 2010.
"Measurement of health, health inequality, and reporting heterogeneity,"
Social Science & Medicine,
Elsevier, vol. 71(1), pages 116-124, July.
- Nicolas R. Ziebarth, 2009. "Measurement of Health, the Sensitivity of the Concentration Index, and Reporting Heterogeneity," SOEPpapers on Multidisciplinary Panel Data Research 211, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Litchfield, Julie & Reilly, Barry & Veneziani, Mario, 2012.
"An analysis of life satisfaction in Albania: An heteroscedastic ordered probit model approach,"
Journal of Economic Behavior & Organization,
Elsevier, vol. 81(3), pages 731-741.
- Julie Litchfield & Barry Reilly & Mario Veneziani, 2010. "An Analysis of Life Satisfaction in Albania: An Heteroscedastic Ordered Probit Model Approach," Working Paper Series 0310, Department of Economics, University of Sussex.
- William Greene & Mark N. Harris & Bruce Hollingsworth & Timothy A. Weterings, 2014. "Heterogeneity In Ordered Choice Models: A Review With Applications To Self-Assessed Health," Journal of Economic Surveys, Wiley Blackwell, vol. 28(1), pages 109-133, 02.
- Stefan Boes & Rainer Winkelmann, 2006.
"Ordered response models,"
AStA Advances in Statistical Analysis,
Springer;German Statistical Society, vol. 90(1), pages 167-181, March.
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