The DOGEV Model
AbstractAt present, there appears to be no qualitative dependent model that can simultaneously account for data sets in which the variable of interest is potentially ordered but also has strong heterogeneity of the observed outcomes. This heterogeneity of particular outcomes, inherently attracts individuals to them, in addition to that determined by the individual's observed characteristics. An example of such unobserved heterogeneity would be brand-loyalty (or "captivity") in a model of consumer choice. Such heterogeneity of the outcomes, may well result in a pronounced multi-modal distribution of the variable of interest. This paper introduces the Dogit Ordered Generalized Extreme Value (DOGEV) model, which does account for both ordering and captivity (and/or multiple modes) in the data. In the spirit of Manski (1977), the DOGEV model combines a model for choice set generation with the Ordered Generalized Extreme Value model. We illustrate the model using three different empirical examples: a model of employment contract types; an inflationary expectations data set and; a survey of students' evaluations of teaching. These three examples are chosen as they represent different values that the additional ancillary parameters are likely to take in practice.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by Monash University, Department of Econometrics and Business Statistics in its series Monash Econometrics and Business Statistics Working Papers with number 7/02.
Length: 35 pages
Date of creation: Aug 2002
Date of revision:
Contact details of provider:
Postal: PO Box 11E, Monash University, Victoria 3800, Australia
Web page: http://www.buseco.monash.edu.au/depts/ebs/
More information through EDIRC
Find related papers by JEL classification:
- C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
This paper has been announced in the following NEP Reports:
- NEP-ALL-2002-08-19 (All new papers)
- NEP-DCM-2002-08-19 (Discrete Choice Models)
- NEP-ECM-2002-08-19 (Econometrics)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Swait, Joffre, 2001. "Choice set generation within the generalized extreme value family of discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 35(7), pages 643-666, August.
- Kannan, P. K. & Yim, Chi Kin (Bennett), 2001. "An investigation of the impact of promotions on across-submarket competition," Journal of Business Research, Elsevier, vol. 53(3), pages 137-149, September.
- Tse, Y K, 1987. "A Diagnostic Test for the Multinomial Logit Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 5(2), pages 283-86, April.
- Marc J. I. Gaudry, 1980. "Dogit and Logit Models of Travel Mode Choice in Montreal," Canadian Journal of Economics, Canadian Economics Association, vol. 13(2), pages 268-79, May.
- Koppelman, Frank S. & Wen, Chieh-Hua, 2000. "The paired combinatorial logit model: properties, estimation and application," Transportation Research Part B: Methodological, Elsevier, vol. 34(2), pages 75-89, February.
- Fry, T R L, et al, 1993. "Economic Motivations for Limited Dependent and Qualitative Variable Models," The Economic Record, The Economic Society of Australia, vol. 69(205), pages 193-205, June.
- Rolf Aaberge & Ugo Colombino & Tom Wennemo, 2006.
"Evaluating Alternative Representations of the Choice Sets in Models of Labour Supply,"
449, Research Department of Statistics Norway.
- R. Aaberge & U. Colombino & T. Wennemo, 2009. "Evaluating Alternative Representations Of The Choice Sets In Models Of Labor Supply," Journal of Economic Surveys, Wiley Blackwell, vol. 23(3), pages 586-612, 07.
- Rolf Aaberge & Ugo Colombino & Tom Wennemo, 2006. "Evaluating alternative representations of the choice sets in models of labour supply," ICER Working Papers 2-2006, ICER - International Centre for Economic Research.
- Aaberge, Rolf & Colombino, Ugo & Wennemo, Tom, 2006. "Evaluating Alternative Representations of the Choice Sets in Models of Labour Supply," IZA Discussion Papers 1986, Institute for the Study of Labor (IZA).
- Ugo Colombino & Rolf Aaberge & Tom Wennemo, 2005. "Evaluating Alternative Representations of the Choice Sets in Models of Labour Supply," Econometrics 0510001, EconWPA.
- Ugo Colombino & R. Aaberge & T. Wennemo, 2006. "Evaluating Alternative Representations of the Choice Sets in Models of Labour Supply," CHILD Working Papers wp17_06, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
- R. Aaberge & T. Wennemo & U. Colombino, 2008. "Evaluating Alternative Representations of the Choice Sets in Models of Labour Supply," CHILD Working Papers wp20_08, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
- Eyob Fissuh & Mark Harris, 2004. "Determinants of Poverty in Eritrea: A Household level Analysis," Econometric Society 2004 Australasian Meetings 364, Econometric Society.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Simone Grose).
If references are entirely missing, you can add them using this form.