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Covariance structure analysis of dynamic panel data models with a factor structure

Research Project

Project/Area Number 17KK0070
Research Category

Fund for the Promotion of Joint International Research (Fostering Joint International Research)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionHiroshima University

Principal Investigator

Hayakawa Kazuhiko  広島大学, 人間社会科学研究科(社), 教授 (00508161)

Project Period (FY) 2018 – 2020
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥12,740,000 (Direct Cost: ¥9,800,000、Indirect Cost: ¥2,940,000)
Keywordsパネルデータ / 共分散構造分析 / ファクターモデル / 尤度比検定 / 最尤推定量 / 最小距離推定量 / 動学的パネルデータモデル
Outline of Final Research Achievements

In this project, I have proposed a new statistical method to analyze dynamic panel data models based on the covariance structure analysis. The model considered in this project is very general in that many existing models are the special cases of my model. For instance, endogenous variables or a factor structure in the error is allowed. I investigated the theoretical property of the proposed method and confirmed by Monte Carlo simulation that it has better performance than those studied in the literature.

Academic Significance and Societal Importance of the Research Achievements

動学的パネルデータモデルは、経済学・政治学・社会学・心理学等、様々な分野で利用されているモデルである。したがって、同モデルの精緻化や一般化、分析手法の改善は、本研究課題が属する経済学だけではなく、様々な分野の研究に貢献することになるため、大きなインパクトを持つと期待できる。また、これを機に、パネルデータ分析という観点から、分野横断的な研究が活性化するきっかけになることも期待できる。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (13 results)

All 2020 2019 2018

All Int'l Joint Research (1 results) Journal Article (6 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 6 results) Presentation (6 results) (of which Int'l Joint Research: 5 results,  Invited: 4 results)

  • [Int'l Joint Research] University of York(英国)2019

    • Year and Date
      2019-02-25
    • Related Report
      2020 Annual Research Report
  • [Journal Article] Further Results on the Weak Instruments Problem of the System GMM Estimator in Dynamic Panel Data Models2020

    • Author(s)
      Hayakawa Kazuhiko、Qi Meng
    • Journal Title

      Oxford Bulletin of Economics and Statistics

      Volume: 82 Issue: 2 Pages: 453-481

    • DOI

      10.1111/obes.12336

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The weak-instruments problem in factor models2020

    • Author(s)
      Hayakawa Kazuhiko
    • Journal Title

      Behaviormetrika

      Volume: 47 Issue: 1 Pages: 123-157

    • DOI

      10.1007/s41237-019-00097-1

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Double Filter Instrumental Variable Estimation of Panel Data Models with Weakly Exogenous Variables2020

    • Author(s)
      Kazuhiko. Hayakawa, Meng. Qi and Jeorg. Breitung
    • Journal Title

      Econometric Reviews

      Volume: 印刷中

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Examining the Feldstein?Horioka puzzle using common factor panels and interval estimation2018

    • Author(s)
      Ginama Isamu、Hayakawa Kazuhiko、Kanmei Takahiro
    • Journal Title

      Japan and the World Economy

      Volume: 48 Pages: 11-21

    • DOI

      10.1016/j.japwor.2018.06.001

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Alternative over-identifying restriction test in the GMM estimation of panel data models2018

    • Author(s)
      Hayakawa Kazuhiko
    • Journal Title

      Econometrics and Statistics

      Volume: - Pages: 71-95

    • DOI

      10.1016/j.ecosta.2018.06.002

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of time-varying coefficient dynamic panel data models2018

    • Author(s)
      Hayakawa Kazuhiko、Hou Jie
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: - Issue: 13 Pages: 1-14

    • DOI

      10.1080/03610926.2018.1476704

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] A robust approach to heteroskedasticity, serial correlation and slope heterogeneity for large linear panel data models2019

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      The 13th International Conference on Computational and Financial Econometrics (CFE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Covariance Structure Analysis of Panel Regression Models2019

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      科学研究プロジェクト「経済統計・政府統計の理論と応用」研究集会
    • Related Report
      2018 Research-status Report
  • [Presentation] Double Filter Instrumental Variable Estimation of Panel Data Models with Weakly Exogenous Variables2018

    • Author(s)
      Kazuhiko. Hayakawa
    • Organizer
      The 24th International Panel Data Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Covariance Structure Analysis of Panel Regression Models2018

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      The 4th International Conference of Economics Forum of Asia Pacific Economy
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Covariance Structure Analysis of Panel Regression Models2018

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      Statistical Penalisation Methods and Dimension Reduction Methods for Economic and Financial Analysis(York - Hiroshima Joint Symposium 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Covariance Structure Analysis of Panel Regression Models2018

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      BK21PLUS Korean Economic Group International Conference on Econometrics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2018-01-25   Modified: 2022-01-27  

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