A Semi-Compensatory Residential Choice Model With Flexible Error Structure
Spatial choices entailing many alternatives (e.g., residence, trip destination) are typically represented by compensatory models based on utility maximization with exogenous choice set generation, which might lead to incorrect choice sets and hence to biased demand elasticity estimates. Semi-compensatory models show promise in increasing the accuracy of choice set specification by integrating choice set formation within discrete choice models. These models represent a two-stage process consisting of an elimination-based choice set formation upon satisfying criteria thresholds followed by utility-based choice. However, they are subject to simplifying assumptions that impede their application in urban planning. This paper proposes a novel semi-compensatory model that alleviates the simplifying assumptions concerning (i) the number of alternatives, (ii) the representation of choice set formation, and (iii) the error structure. The proposed semi-compensatory model represents a sequence of choice set formation based on the conjunctive heuristic with correlated thresholds, and utility-based choice accommodating alternatively nested substitution patterns across the alternatives and random taste variation across the population. The proposed model is applied to off-campus rental apartment choice of students. The population sample for model estimation consists of 1,893 residential choices from 631 students, who participated in a stated-preference web-based survey of rental apartment choice. The survey comprised a two-stage choice experiment supplemented by a questionnaire, which elicited socio-economic characteristics, attitudes and preferences. During the experiment, respondents searched an apartment dataset by a list of thresholds for pre-defined criteria and then ranked their three most preferred apartments from the resulting choice set. The survey website seamlessly recorded the chosen apartments and their respective thresholds. Results show (i) the estimated model for a realistic universal realm of 200 alternatives, (ii) the representation of correlated threshold as a function of individual characteristics, and (iii) the feasibility and importance of introducing a flexible error structure into semi-compensatory models.
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- Borsch-Supan, Axel, 1990. "Panel data analysis of housing choices," Regional Science and Urban Economics, Elsevier, vol. 20(1), pages 65-82, June.
- Nechyba, Thomas J. & Strauss, Robert P., 1998.
"Community choice and local public services: A discrete choice approach,"
Regional Science and Urban Economics,
Elsevier, vol. 28(1), pages 51-73, January.
- Thomas J. Nechyba & Robert P. Strauss, 1997. "Community Choice and Local Public Services: A Discrete Choice Approach," NBER Working Papers 5966, National Bureau of Economic Research, Inc.
- Cantillo, Víctor & Heydecker, Benjamin & de Dios Ortúzar, Juan, 2006. "A discrete choice model incorporating thresholds for perception in attribute values," Transportation Research Part B: Methodological, Elsevier, vol. 40(9), pages 807-825, November.
- Earnhart, Dietrich, 2002. "Combining Revealed and Stated Data to Examine Housing Decisions Using Discrete Choice Analysis," Journal of Urban Economics, Elsevier, vol. 51(1), pages 143-169, January.
- Deng, Yongheng & Ross, Stephen L. & Wachter, Susan M., 2003. "Racial differences in homeownership: the effect of residential location," Regional Science and Urban Economics, Elsevier, vol. 33(5), pages 517-556, September.
- Yongheng Deng & Stephen L. Ross & Susan M. Wachter, 2002. "Racial Differences in Homeownership: The Effect of Residential Location," Working papers 2002-05, University of Connecticut, Department of Economics.
- Dennis H. Gensch, 1987. "A Two-Stage Disaggregate Attribute Choice Model," Marketing Science, INFORMS, vol. 6(3), pages 223-239.
- 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.
- Lussier, Denis A & Olshavsky, Richard W, 1979. " Task Complexity and Contingent Processing in Brand Choice," Journal of Consumer Research, Oxford University Press, vol. 6(2), pages 154-165, Se.
- Basar, Gözen & Bhat, Chandra, 2004. "A parameterized consideration set model for airport choice: an application to the San Francisco Bay Area," Transportation Research Part B: Methodological, Elsevier, vol. 38(10), pages 889-904, December.
- Swait, Joffre & Ben-Akiva, Moshe, 1987. "Incorporating random constraints in discrete models of choice set generation," Transportation Research Part B: Methodological, Elsevier, vol. 21(2), pages 91-102, April.
- Borsch-Supan, Axel & Heiss, Florian & Seko, Miki, 2001. "Housing Demand in Germany and Japan," Journal of Housing Economics, Elsevier, vol. 10(3), pages 229-252, September.
- Axel BÃ¶rsch-Supan & Florian Heiss & Miki Seko, 2002. "Housing Demand in Germany and Japan," MEA discussion paper series 02008, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
- Swait, Joffre, 2001. "A non-compensatory choice model incorporating attribute cutoffs," Transportation Research Part B: Methodological, Elsevier, vol. 35(10), pages 903-928, November.
- Cantillo, Víctor & Ortúzar, Juan de Dios, 2005. "A semi-compensatory discrete choice model with explicit attribute thresholds of perception," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 641-657, August.
- Anas, Alex & Chu, Chaushie, 1984. "Discrete choice models and the housing price and travel to work elasticities of location demand," Journal of Urban Economics, Elsevier, vol. 15(1), pages 107-123, January.
- Piyush Tiwari & Hiroshi Hasegawa†, 2004. "Demand for Housing in Tokyo: A Discrete Choice Analysis," Regional Studies, Taylor & Francis Journals, vol. 38(1), pages 27-42.
- Quigley, John M., 1985. "Consumer choice of dwelling, neighborhood and public services," Regional Science and Urban Economics, Elsevier, vol. 15(1), pages 41-63, February.
- Gabriel, Stuart A & Rosenthal, Stuart S, 1989. "Household Location and Race: Estimates of Multinomial Logit Model," The Review of Economics and Statistics, MIT Press, vol. 71(2), pages 240-249, May.
- Yoram Shiftan, 2008. "The use of activity-based modeling to analyze the effect of land-use policies on travel behavior," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(1), pages 79-97, March.
- Bhat, Chandra R. & Srinivasan, Sivaramakrishnan, 2005. "A multidimensional mixed ordered-response model for analyzing weekend activity participation," Transportation Research Part B: Methodological, Elsevier, vol. 39(3), pages 255-278, March.
- Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
- Bhat, Chandra R. & Guo, Jessica, 2004. "A mixed spatially correlated logit model: formulation and application to residential choice modeling," Transportation Research Part B: Methodological, Elsevier, vol. 38(2), pages 147-168, February.
- Rapaport, Carol, 1997. "Housing Demand and Community Choice: An Empirical Analysis," Journal of Urban Economics, Elsevier, vol. 42(2), pages 243-260, September.
- Javier A. Barrios Garcia & Jose Enrique Rodriguez Hernandez, 2007. "Housing and Urban Location Decisions in Spain: An Econometric Analysis with Unobserved Heterogeneity," Urban Studies, Urban Studies Journal Limited, vol. 44(9), pages 1657-1676, August. Full references (including those not matched with items on IDEAS)
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