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Credit risk modeling incorporating business potential and business risk

Research Project

Project/Area Number 18K12818
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 07060:Money and finance-related
Research InstitutionAoyama Gakuin University (2020-2021)
Musashino University (2018-2019)

Principal Investigator

Yamanaka Suguru  青山学院大学, 理工学部, 准教授 (90804526)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords金融リスク管理 / 信用リスク / 事業性評価 / ファイナンス / 取引情報
Outline of Final Research Achievements

In this study, we present a method for assessing corporate credit risk that takes both business potential and business risk into account. First, as a theoretical result, a new framework for purchase-order-based structural credit risk assessment was proposed by combining the structural credit risk assessment model, which is a conventional theoretical model for credit risk assessment, and purchase-order information, which captures business potential and risk. We then developed a practical evaluation model based on this framework and demonstrated its usefulness with numerical examples. We also developed a credit risk assessment model using bank account information, which is highly accessible to financial institutions, and demonstrated its effectiveness.

Academic Significance and Societal Importance of the Research Achievements

企業の取引関係が倒産に与える影響を明示的に表現する形で、信用リスク評価理論の拡張を実現した。理論的な枠組みだけでなく具体的な評価モデルを構築したことは、実務利用に資する評価手法の原型を示したという点で意義があったと言える。また、実企業の評価事例を通して、金融実務において従来よりも即時性の高い融資先支援等が実現し得ることを示した。

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (15 results)

All 2022 2021 2020 2019 2018

All Journal Article (9 results) (of which Peer Reviewed: 7 results,  Open Access: 2 results) Presentation (6 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] A bank-account-information-based credit scoring method with Bayesian hierarchical modeling2022

    • Author(s)
      Yamanaka Suguru、Yamamoto Rei
    • Journal Title

      International Journal of Financial Engineering

      Volume: 9 Issue: 01 Pages: 2150036-2150036

    • DOI

      10.1142/s2424786321500365

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A structural credit risk model based on purchase order information2022

    • Author(s)
      Yamanaka Suguru、Kinoshita Misaki
    • Journal Title

      The Journal of Credit Risk

      Volume: 18 Pages: 101-117

    • DOI

      10.21314/jcr.2021.016

    • Related Report
      2021 Annual Research Report
  • [Journal Article] An empirical evaluation of machine learning performance in corporate sales growth prediction2021

    • Author(s)
      Saito Miho、Ohsato Takaya、Yamanaka Suguru
    • Journal Title

      JSIAM Letters

      Volume: 13 Issue: 0 Pages: 25-28

    • DOI

      10.14495/jsiaml.13.25

    • NAID

      130008037049

    • ISSN
      1883-0609, 1883-0617
    • Related Report
      2021 Annual Research Report
  • [Journal Article] Performance evaluation of least-squares probabilistic classifier for corporate credit rating classification problem2021

    • Author(s)
      Saito Miho、Yamanaka Suguru
    • Journal Title

      JSIAM Letters

      Volume: 13 Issue: 0 Pages: 9-12

    • DOI

      10.14495/jsiaml.13.9

    • NAID

      130007996658

    • ISSN
      1883-0609, 1883-0617
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hawkes過程モデルのノンパラメトリック推定による信用格付変更リスクの伝播性分析2020

    • Author(s)
      吉野 諒,佐々木 多希子,山中 卓
    • Journal Title

      武蔵野大学数理工学センター紀要

      Volume: 5

    • NAID

      120006871696

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Random thinning model with a truncated credit quality vulnerability factor: Application to top-down-type credit risk assessment2019

    • Author(s)
      Suguru Yamanaka
    • Journal Title

      International Journal of Financial Engineering

      Volume: 6 (3) Issue: 03 Pages: 1950024-1950024

    • DOI

      10.1142/s2424786319500245

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Credit scoring method using estimated forward financial statements based on purchase order information2019

    • Author(s)
      Suguru Yamanaka
    • Journal Title

      JSIAM Letters

      Volume: 11 Issue: 0 Pages: 33-36

    • DOI

      10.14495/jsiaml.11.33

    • NAID

      130007612653

    • ISSN
      1883-0609, 1883-0617
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] 信用リスク評価のための確率的細分化モデルの改良に関する試み2019

    • Author(s)
      山中 卓
    • Journal Title

      武蔵野大学数理工学センター紀要

      Volume: 4 Pages: 59-67

    • NAID

      120006713173

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Credit risk assessment using purchase order information2018

    • Author(s)
      Suguru Yamanaka
    • Journal Title

      International Journal of Financial Engineering

      Volume: 5 Issue: 04 Pages: 1850041-1850041

    • DOI

      10.1142/s242478631850041x

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] 機械学習による企業の信用力・成長性の判別2020

    • Author(s)
      山中 卓
    • Organizer
      大阪大学MMDS AI・データ利活用研究会 第11回
    • Related Report
      2020 Research-status Report
  • [Presentation] 最小二乗確率的分類器による信用格付判別2020

    • Author(s)
      山中 卓
    • Organizer
      日本応用数理学会2020年度年会
    • Related Report
      2020 Research-status Report
  • [Presentation] ベイズ統計モデリングによる信用イベントデータ分析2020

    • Author(s)
      山中 卓
    • Organizer
      2019年度龍谷大学武蔵野大学連携シンポジウム
    • Related Report
      2019 Research-status Report
  • [Presentation] 機械学習による企業成長性の判別分析2020

    • Author(s)
      斉藤 美穂, 山中 卓
    • Organizer
      日本応用数理学会第16回研究部会連合発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] 受注情報を利用した企業の信用リスク評価2018

    • Author(s)
      山中 卓
    • Organizer
      計量経済学ワークショップ
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] A Structural Credit Risk Model Based on Purchase Order Information2018

    • Author(s)
      Suguru Yamanaka
    • Organizer
      Quantitative Methods in Finance Conference (QMF2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2023-01-30  

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