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Bayesian analysis of multivariate ordered choice models that accommodate individual heterogeneity

Research Project

Project/Area Number 25380261
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Economic statistics
Research InstitutionHokkaido University

Principal Investigator

Hasegawa Hikaru  北海道大学, 経済学研究科(研究院), 教授 (30189534)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsベイズ統計学 / 順序選択モデル / MCMC / 個人の異質性 / Anchoring vignettes / Anchoring Vignettes
Outline of Final Research Achievements

In this research, I consider an ordered choice model that accommodates individual heterogeneity. In particular, using the simulation-based Bayesian method, I present an estimation method for the anchoring vignettes model proposed by King et al. (2004). Furthermore, I provide an extended model incorporating the dependence between the self-assessment and vignette components, and its estimation procedure. In addition, I consider an extended multivariate ordered probit model which includes continuous dependent variables as well as ordered dependent variables, and provides the Bayesian estimation method for it.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (5 results)

All 2016 2013 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) Remarks (2 results)

  • [Journal Article] Analysis of job satisfaction: The case of Japanese private companies2016

    • Author(s)
      Hikaru Hasegawa and Kazuhiro Ueda
    • Journal Title

      Labour

      Volume: 30 Issue: 1 Pages: 109-134

    • DOI

      10.1111/labr.12064

    • NAID

      120006401439

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On polychoric and polyserial partial correlation coefficients: A Bayesian approach2013

    • Author(s)
      Hikaru Hasegawa
    • Journal Title

      Metron

      Volume: 71 Issue: 2 Pages: 139-156

    • DOI

      10.1007/s40300-013-0012-1

    • NAID

      120005307933

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Multidimensional inequality for current status of Japanese private companies' employees2016

    • Author(s)
      長谷川光
    • Organizer
      六甲フォーラム
    • Place of Presentation
      神戸大学
    • Year and Date
      2016-01-25
    • Related Report
      2015 Annual Research Report
  • [Remarks] Recent Papers

    • URL

      http://www.econ.hokudai.ac.jp/~hasegawa/personal/work/work.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] Recent Papers

    • URL

      http://www.econ.hokudai.ac.jp/~hasegawa/personal/work.html

    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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