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Risk evaluation and management based on high-frequency data and jump variation

Research Project

Project/Area Number 25780154
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionKushiro Public University of Economics

Principal Investigator

UBUKATA MASATO  釧路公立大学, 経済学部, 准教授 (00467507)

Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords金融高頻度データ / 実現ボラティリティ / インプライドボラティリティ / ジャンプ / 実現共分散 / 最適ヘッジ比率 / 計量ファイナンス / 高頻度データ / リスクマネジメント / ボラティリティ予測 / オプション / 分散共分散行列 / ヘッジ比率
Outline of Final Research Achievements

In the literature of risk evaluation and management, we construct an implied jump risk variable from option prices and applies it to time series models for realized volatility. Out-of-sample forecasting evidence suggests that the implied large jump risk variables could be useful in forecasting a realized volatility during the 2008-09 financial crisis.
Second, we investigate the performance of a conditional hedging model using realized covariance measure with noisy high-frequency data. The out-of-sample results show that the model overall performs well for a short hedge in the period without unpredictably large fluctuations in returns such as the Lehman aftermath and the economic impact of the Great East Japan Earthquake.

Report

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

    (6 results)

All 2014 2013 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (4 results) Remarks (1 results)

  • [Journal Article] Market variance risk premiums in Japan for asset predictability2014

    • Author(s)
      Masato Ubukata and Toshiaki Watanabe
    • Journal Title

      Empirical Economics

      Volume: 印刷中 Issue: 1 Pages: 169-198

    • DOI

      10.1007/s00181-013-0741-2

    • Related Report
      2013 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Evaluating the performance of futures hedging using multivariate realized volatility2014

    • Author(s)
      生方雅人
    • Organizer
      2014年度中之島ワークショップ 金融工学・数理計量ファイナンスの諸問題 2014
    • Place of Presentation
      大阪大学金融・保険教育研究センター
    • Year and Date
      2014-12-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] Evaluating the performance of futures hedging using multivariate realized volatility2014

    • Author(s)
      生方雅人
    • Organizer
      統計関連学会連合大会2014
    • Place of Presentation
      東京大学
    • Year and Date
      2014-09-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] An Empirical Analysis of Futures Hedge Using Multivariate Realized Volatility2014

    • Author(s)
      Masato Ubukata
    • Organizer
      Workshop on High-frequency Data and Financial Econometrics
    • Place of Presentation
      Hitotsubashi University
    • Related Report
      2013 Research-status Report
  • [Presentation] Market Variance Risk Premiums in Japan for Asset Predictability2013

    • Author(s)
      生方雅人
    • Organizer
      ICSファカルティーセミナー
    • Place of Presentation
      一橋大学
    • Related Report
      2013 Research-status Report
  • [Remarks] Masato Ubukata's Homepage

    • URL

      http://www.geocities.jp/ubukatamasato/ubukata-study.html

    • Related Report
      2013 Research-status Report

URL: 

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

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