Efficiency and Sample Size Requirements for Stated Choice Experiments
Stated choice (SC) experiments represent the dominant data paradigm in the study of behavioral responses of individuals, households as well as other organizations, yet little is known about the sample size requirements for models estimated from such data. Current sampling theory does not adequately address the issue and hence researchers have had to resort to simple rules of thumb or ignore the issue and collect samples of arbitrary size, hoping that the sample is sufficiently large enough to produce reliable parameter estimates. In this paper, we demonstrate how to generate efficient designs (based on D-efficiency and a newly proposed sample size S-efficiency measure) using prior parameter values to estimate mixed multinomial logit models. Sample size requirements for such designs in SC studies are investigated. In a numerical case study is shown that a D-efficient and even more an S-efficient design needs a (much) smaller sample size than a random orthogonal design. Furthermore, it is shown that wide level range has a significant positive influence on the efficiency of the design and therefore on the reliability of the parameter estimates.
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Corporate Authors:
500 Fifth Street, NW
Washington, DC United States 20001 -
Authors:
- Bliemer, Michiel C J
- Rose, John Matthew
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Conference:
- Transportation Research Board 88th Annual Meeting
- Location: Washington DC, United States
- Date: 2009-1-11 to 2009-1-15
- Date: 2009
Language
- English
Media Info
- Media Type: DVD
- Features: Figures; References; Tables;
- Pagination: 27p
- Monograph Title: TRB 88th Annual Meeting Compendium of Papers DVD
Subject/Index Terms
- TRT Terms: Case studies; Data collection; Experiments; Numerical analysis; Public transit; Samples; Transit operating agencies; Travel surveys
- Uncontrolled Terms: Mixed logit models; Stated choice
- Subject Areas: Highways; Passenger Transportation; Planning and Forecasting; Public Transportation; I72: Traffic and Transport Planning;
Filing Info
- Accession Number: 01128821
- Record Type: Publication
- Report/Paper Numbers: 09-2421
- Files: TRIS, TRB
- Created Date: May 19 2009 7:48AM