Updated on 2026/09/12

Organization
Undergraduate School School of Science and Technology Senior Assistant Professor (non-tenured)
Title
Senior Assistant Professor (non-tenured)
External link

Degree

  • PhD in Business Administration ( 2022.3   Yokohama National University )

  • MBA in Finance ( 2006.3   Hitotsubashi University )

  • Bachelor of Business Administration ( 1997.3   Yokohama National University )

Research Interests

  • Marketing Science

  • データサイエンス

  • ESG

  • Computer Vision

  • Non-Financial Disclosure

  • Large Language Model

Education

  • Yokohama National University   Graduate School of International Social Sciences   Department of Business Administration Doctoral Program

    2016.4 - 2022.3

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    Country/Region: Japan

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  • Hitotsubashi University   Graduate School of International Corporate Strategy   Financial Strategy course

    2004.4 - 2006.3

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    Country/Region: Japan

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  • Yokohama National University   College of Business Administration   Department of Management System Science

    1993.4 - 1997.3

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    Country/Region: Japan

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Research History

  • Keio University   Graduate School of Media and Governance

    2025.4

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  • Yokohama National University   Graduate School of International Social Sciences

    2025.4 - 2026.3

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  • Keio University

    2023.6

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  • Meiji University   School of Science and Technology   Senior Assistant Professor (non-tenured)

    2023.4

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  • データ分析コンサルティング 株式会社AGプラス   代表取締役

    2015.10

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    Country/Region:Japan

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  • F@N Communications, Inc.   Institute of Information Science and Technology   Director

    2015.4 - 2020.2

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    Country/Region:Japan

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  • YRGLM Inc.   Marketing Metrics Institute   Director

    2013.2 - 2015.2

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    Country/Region:Japan

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  • Amundi Japan Ltd.   Quantitative Investment department   Senior Fund Manager.

    2006.2 - 2013.1

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    Country/Region:Japan

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  • Mizuho–DL Financial Technology Co., Ltd.   Investment Technology Development Department   Financial Engineer

    2001.9 - 2006.2

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    Country/Region:Japan

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  • SPSS Japan   Technology Group   Technical support

    2000.9 - 2001.9

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    Country/Region:Japan

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  • Yokohama National University   College of Business Administration   Part-time lecturer

    2023.4 - 2024.3

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  • Osaka University   Graduate School of Economics   Visiting research scholar

    2022.4 - 2023.3

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  • Tama University   School of Management & Information Sciences

    2020.4 - 2022.3

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    Country/Region:Japan

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  • Relia, Inc.   Internal Helpdesk

    1998.10 - 2000.9

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    Country/Region:Japan

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  • ソニーミュージックエンターテイメント系列育成アーティスト

    1997.10 - 1998.9

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    Country/Region:Japan

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  • The Toyo Trust and Banking Company

    1997.4 - 1997.9

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    Country/Region:Japan

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Professional Memberships

  • IEEE (The Institute of Electrical and Electronics Engineers)

    2026.8

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  • 言語処理学会

    2025.10

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  • 経営行動科学学会

    2025.8

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  • 日本経営財務研究学会

    2025.7

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  • NIPPON FINANCE ASSOCIATION

    2024.8

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  • The Academic Association for Organizational Science

    2020.9

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  • JAPAN ACADEMY OF BUSINESS ADMINISTRATION

    2020.8

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  • The Japanese Society for Artificial Intelligence

    2017.9

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  • Japan Association for Consumer Studies

    2015.2

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  • Japan Institute of Marketing Science

    2015.2

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  • The Behaviormetric Society

    2008.4

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  • The Securities Analysts Association of Japan

    2003.6

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Papers

  • [採択]若手社員の経営参画施策と人材開発制度の選択的補完性に関する研究-日本企業における人事責任者評価データによる探索的分析- Reviewed

    崎濱栄治, 保田隆明, 藤原牧季

    経営行動科学   2026.12

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    Authorship:Lead author, Corresponding author   Language:Japanese   Publishing type:Research paper (scientific journal)  

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  • Co-Disclosure of AI-Related Technology and Workforce Development: Evidence from Japanese Listed Firms, 2019–2024 Reviewed

    Sakihama Eiji

    Asian Academy of Human Resource Development Research Conference 2026   2026.11

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    Authorship:Lead author, Corresponding author   Language:English   Publishing type:Research paper (international conference proceedings)  

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  • Filing-Order-Constrained Semantic Exposure in Japanese Annual Securities Reports Reviewed

    Eiji Sakihama

    IEEE Computational Intelligence in Financial Engineering and Economics (CIFEr) 2026   2026.9

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    Authorship:Lead author, Corresponding author   Language:English   Publishing type:Research paper (international conference proceedings)  

    File: CIFEr2026.pdf

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  • ESG時代における企業D&Iコミュニケーション―統合報告書の視覚的表現と人的資本管理評価― Reviewed

    崎濱栄治

    証券アナリストジャーナル   63 ( 11 )   102 - 114   2025.11

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 202511_EijiSakihama.pdf

    DOI: 10.69388/saj.63.11.102

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  • Unveiling ESG Insights: A Combined Text–Image Approach to Sustainability Reporting Reviewed

    63 ( 4 )   79 - 89   2025.4

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    Authorship:Lead author   Language:Japanese  

    File: 崎濱栄治_証券アナリストジャーナル2025年4月号.pdf

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  • Automated Evaluation of Integrated Reports Using Artificial Intelligence (AI): Nikkei Integrated Report Awards 2023: An Approach with Large Language Models and Deep Learning Reviewed

    Eiji Sakihama

    Securities Analysts Journal   63 ( 1 )   97 - 107   2025.1

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 崎濱栄治_証券アナリストジャーナル2025年1月号.pdf

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  • Relationship between Nonfinancial Information and ESG Scores Empirical Analysis Using Topic Models Reviewed

    Eiji Sakihama, Hoda Takaaki

    3   71 - 83   2024.11

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 非財務情報とESGスコアの関係性-トピックモデルによる実証分析.pdf

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  • ESGスコアと大規模言語モデルによる非財務情報開示の評価:2023年3月期統合報告書より

    崎濱栄治

    金融・資本市場リサーチ   16   223 - 236   2024.11

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    Authorship:Lead author   Language:Japanese   Publishing type:Part of collection (book)  

    File: 【金融・資本市場リサーチ】崎濱栄治_ESG スコアと大規模言語モデルによる非財務情報開示の評価.pdf

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  • Introduction to Data Science Education: Issues and Proposals in Practical Classes Invited

    Eiji Sakihama

    31   92 - 97   2023.9

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 31_13_kouza_sakihama.pdf

    DOI: 10.32186/ncs.31.0_92

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  • Contribution analysis of Video Advertising with Topic Model and Ensemble Learning Reviewed

    Eiji Toyosawa Sakihama, Yasukazu Kawasaki, Eiji Motohashi

    36 ( 3 )   1 - 8   2021.4

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: アンサンブル学習とLDAの統合による動画広告の要因分析.pdf

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  • The Empirical Study of Effects of Image Components in Ad Creative to Click by Computer Vision", Japanese Society of Applied Statistics will be published in Dec 2019. Reviewed

    Eiji Sakihama, Yasukazu Kawasaki, Eiji Motohashi

    Applied statistics   48 ( 3 )   59 - 70   2019.12

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 3_1_崎濱栄治_アンサンブル学習とLDAの統合による動画広告効果の要因分析.pdf

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  • Empirical Analysis of Effect of Digital Local Currency to Regional Development: Implications for the Introduction of Local Currency from Analysis of Users' Awareness and Purchasing Behavior Reviewed

    Hoda Takaaki, Eiji Sakihama

    The Japanese Journal of Regional Policy Studies   29   2022.9

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    Language:Japanese   Publishing type:Research paper (scientific journal)  

    File: 29_06_ronsetsu_hoda.pdf

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  • #UniversityStudents'EverydayLivesMatter -Quantitative Text Analysis of Opinions on Online Learning under the COVID-19-

    Eiji Sakihama

    Tama University Research Bulletin   26   181 - 190   2022.2

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    Authorship:Lead author, Corresponding author   Language:Japanese   Publishing type:Research paper (bulletin of university, research institution)  

    File: 多摩大学紀要_コロナ禍のオンライン授業における学生の本音.pdf

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  • An Empirical Study on Fake Review Detection by Latent Dirichlet Allocation

    Eiji Sakihama, Hiroyuki Kashima

    Research Institute for Mathematical Sciences Kokyuroku   2124   17 - 28   2019.8

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    Authorship:Lead author  

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  • 構造型VARモデルによる統合型広告効果測定手法の提案

    崎濱栄治, 勝又壮太郎, 西本章宏, 本橋永至

    マーケティング・サイエンス   26 ( 1 )   85 - 85   2019.8

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  • An Empirical Study on Fake Review Detection by Latent Dirichlet Allo-cation

    Eiji Sakihama, Hiroyuki Kashima

    Bayesian approaches and statistical inference,Research Institute for Mathematical Sciences (RIMS)   2124   11 - 27   2019.3

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    Authorship:Lead author   Language:Japanese   Publishing type:Research paper (bulletin of university, research institution)  

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  • Predicting ad effectiveness by considering images in mobile ads

    Eiji Sakihama, Sotaro Katsumata, Akihiro Nishimoto, Eiji Motohashi

    Japan Institute of Marketing Science,104th Study Conference   26 ( 1 )   111 - 111   2018.12

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  • 時系列モデルを用いた多メディアの統合的広告効果測定

    崎濱栄治, 勝又壮太郎, 西本章宏, 本橋永至

    日本行動計量学会大会抄録集   46 ( SB22-2 )   342 - 343   2018.9

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    Authorship:Lead author  

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  • The Contents-Based Website Classification for the Internet Advertising Planning Reviewed

    Sotaro Katsumata, Eiji Motohashi, Akihiro Nishimoto, Eiji Toyosawa

    The Review of Socionetwork Strategies   11 ( 2 )   129 - 142   2017.7

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    Authorship:Last author  

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  • Website Classification Using Latent Dirichlet Allocation and Its Application for Internet Advertising

    Sotaro Katsumata, Eiji Motohashi, Akihiro Nishimoto, Eiji Toyosawa

    2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW)   2016.12

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    Publishing type:Research paper (international conference proceedings)   Publisher:IEEE  

    DOI: 10.1109/icdmw.2016.0083

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Books

  • データ経営大全――中小企業経営の切り札

    近藤恵子, 崎濱栄治( Role: Joint author)

    クロスメディア・パブリッシング(インプレス)  2025.2  ( ISBN:4295410683

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    Total pages:232   Language:Japanese  

    CiNii Research

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  • R-business statistical analysis

    ( Role: Sole author)

    SHOEISHA  2017.6 

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  • Fun R ~Introduction to R Statistical Analysis for those who want to know how to handle and interpret data for business purposes

    Eiji Sakihama( Role: Sole author)

    2015.2 

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  • MarkeZine Marketing Frontiers 2017

    SHOEISHA( Role: Joint author)

    SHOEISHA  2017.2 

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  • How to meet a man with an annual income of 10 million yen in one month and get married in six months

    ( Role: Joint author)

    2016.6 

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Presentations

  • Home-Market Linkage and Recurrence in Labor-Related ESG Controversies: Interpretable Signals and Predictive Limits in Japan

    2026.9 

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    Event date: 2026.9

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 崎濱栄治_JFA2026_スライド.pdf

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  • “Visible but Unreadable”: The Penalty of Disclosure and the Readability Dividend

    Eiji Sakihama

    2026.6 

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    Event date: 2026.6

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: JIMS2026_スライド.pdf

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  • ESG Incidents and the Visual Representation of People in Corporate Integrated Reports

    Eiji Sakihama, Tsuyoshi Iwata

    The 40th Annual Conference of the Japanese Society for Artificial Intelligence, 2026  2026.6 

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    Event date: 2026.6

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: JSAI2026_プレゼン.pdf

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  • Amplify or Hush? From Sector Patterns to Visual Signal Allocation

    Eiji Sakihama, Tsuyoshi Iwata

    The 27th Asia Pacific Management Conference  2026.5 

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    Event date: 2026.5

    Language:English   Presentation type:Oral presentation (general)  

    File: Sakihama2026QR.pdf

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  • ESGインシデントは企業価値にどう関係するか:RepRiskローデータによる検証

    崎濱栄治

    日本経営財務研究学会 東日本部会  2026.3 

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    Event date: 2026.3

    Language:Japanese  

    File: 崎濱栄治_2026JFA.pdf

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  • もっともらしい広告はなぜ裏切るのか ― Instagram広告1万件の分析から ―

    崎濱栄治

    日本マーケティング学会 複都市カンファレンス2026  2026.2 

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    Event date: 2026.2

    Language:Japanese   Presentation type:Poster presentation  

    File: 崎濱栄治_2026マーケティング学会.pdf

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  • 生成AIと教育の現在地:ビジネスの「実装力」をキャンパスへ Invited

    崎濱栄治

    明治大学理工学部:2025年度 第2回FD講演会(研修会)  2025.12 

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    Event date: 2025.12

    Language:Japanese   Presentation type:Public lecture, seminar, tutorial, course, or other speech  

    File: 20251219_FD_生成AIと教育の現在地.pdf

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  • 若手社員の経営参画施策と人材開発制度の相乗効果に関する研究—日本企業にお ける若手社員のエンゲージメントと定着 率向上に向けて—

    崎濱栄治, 保田隆明, 藤原牧季

    経営行動科学学会 第28回年次大会  2025.11 

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    Event date: 2025.11

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 20251116_崎濱栄治_経営行動科学.pdf

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  • Quantifying Text-Image Interactions in Display Ads: A Computational Content Analysis with Multimodal Large Language Models

    Eiji Sakihama

    2025.10 

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    Event date: 2025.10

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 崎濱栄治_M-LLMによる広告バナー評価.pdf

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  • 生成AI活用セミナー:AI時代に必要なのはスキルじゃない。 仕事を"終わらせる"覚悟だ。 Invited

    崎濱栄治

    企業研修  2025.9 

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    Event date: 2025.9

    Language:Japanese   Presentation type:Public lecture, seminar, tutorial, course, or other speech  

    File: 生成AI活用セミナー.pdf

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  • 日本企業における若手社員の経営参画機能とその組織運営への影響

    藤原牧季, 保田隆明, 崎濱栄治

    日本経営倫理学会第33回研究発表大会  2025.7 

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    Event date: 2025.7

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • Automated Evaluation of Integrated Reports Using Artificial Intelligence (AI) [Updated]: Nikkei Integrated Report Awards: An Approach with Large Language Models and Deep Learning

    Eiji Sakihama

    2025.6 

  • 笑顔と多様性が示す“企業の顔”:AI分析が描く統合報告書のマーケティング戦略

    崎濱栄治

    日本マーケティング・サイエンス学会  2025.6 

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    Event date: 2025.5 - 2025.6

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • AI × ESG:大規模言語モデルで読み解くサステナビリティ情報開示の開示義務化後の実態

    崎濱栄治

    企業会計カンファレンス  2025.3 

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    Event date: 2025.3

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 20250328_崎濱栄治_大規模言語モデル(LLM)で読み解くサステナビリティ情報開示の開示義務化後の実態.pdf

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  • Sustainability Disclosure in Japanese Companies Through Large Language Models: Post-Mandatory Disclosure Dynamics and ESG Score Correlations

    Eiji Sakihama

    Nippon Finance Association  2024.11 

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    Event date: 2024.11

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 【ファイナンス学会】_崎濱栄治_大規模言語モデル(LLM)を活用したサステナビリティ情報開示.pdf

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  • 国内企業におけるDX推進のポイント

    崎濱栄治, 大北幸子, 勝又壮太郎

    マーケティング・サイエンス学会第112回研究大会  2022.12 

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    Event date: 2022.12

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 20221210_Eiji_Sakihama_MS報告.pdf

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  • 健康経営データとE”S”G 評価

    大北祥子, 崎濱栄治, 尾身慎一郎

    日本行動計量学会  2022.8 

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    Event date: 2022.8

    Language:Japanese   Presentation type:Oral presentation (invited, special)  

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  • 国内企業におけるDX推進のポイント

    崎濱栄治, 大北祥子, 尾身慎一郎

    日本行動計量学会  2022.8 

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    Event date: 2022.8

    Language:Japanese   Presentation type:Oral presentation (invited, special)  

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  • コンピュータービジョンと機械学習の統合によるモバイル広告効果の要因分析

    崎濱栄治

    マーケティング・サイエンス学会 データ分析とモデリング・アプローチ研究部会  2022.3 

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    Event date: 2022.3

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • データサイエンス入門教育の現場から-46歳新任教員2年間の苦闘 Invited

    崎濱栄治

    学校からはじまるデータサイエンスの民主化 - Exploratory inc  2022.3 

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    Event date: 2022.3

    Language:Japanese   Presentation type:Public lecture, seminar, tutorial, course, or other speech  

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  • アンサンブル学習とLDAの統合による動画広告効果の要因分析 Invited

    崎濱栄治

    ビジネスアナリティクス研究拠点研究会(横浜国立大学)  2021.2 

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    Event date: 2021.2

    Language:Japanese   Presentation type:Oral presentation (invited, special)  

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  • 大規模言語モデルと画像分析で統合報告書を読み解く

    崎濱栄治

    企業価値に資する人的資本経営コンソーシアム 慶應義塾大学SFC研究所  2024.7 

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    Language:Japanese   Presentation type:Symposium, workshop panel (nominated)  

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  • 人工知能技術と人的資本開示 「サステナビリティに関する考え方及び取組」の現状を定量的に把握する

    崎濱栄治

    企業価値に資する人的資本経営コンソーシアム 慶應義塾大学SFC研究所  2023.12 

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  • Latent Dirichlet Allocationを活用したレビュー記事の信頼性判断手法

    崎濱栄治, 鹿島浩之

    RIMS共同研究(グループ型)最尤法とベイズ法, 京都大学数理解析研究所  2020.3 

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  • モバイル広告の画像を考慮した広告効果の予測

    崎濱栄治, 勝又壮太郎, 西本章宏, 本橋永至

    日本マーケティング・サイエンス学会第104回研究大会(株式会社電通 電通ホール)  2018.12 

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  • 時系列モデルを用いた多メディアの統合的広告効果測定

    崎濱栄治, 勝又壮太郎, 西本章宏, 本橋永至

    日本行動計量学会第46回大会(慶應義塾大学 三田キャンパス)  2018.9 

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  • 構造型VARモデルによる統合型広告効果測定手法の提案

    崎濱栄治, 勝又壮太郎, 西本章宏, 本橋永至

    日本マーケティング・サイエンス学会第103回大会(大阪経済大学)  2018.6 

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  • 機械学習手法のマーケティング理論・概念への応用に関する研究レビュー

    伴正隆, 本橋永至, 長谷川翔平, 豊澤栄治, 佐藤 忠彦, 里村卓也

    日本マーケティング・サイエンス学会第101回研究大会(慶應義塾大学 三田キャンパス)  2017.6 

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  • The Contents-Based Website Classification for the Internet Advertising Planning

    S.Katsumata, E.Motohashi, A.Nishimoto, E.Toyosawa

    IEEE International Workshop on Data Mining for Service(Barcelona, Spain)  2016.12 

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  • 状態空間モデルを用いたターゲティング広告配信の最適化

    本橋永至, 勝又壮太郎, 西本章宏, 豊澤栄治

    日本マーケティング・サイエンス学会第98回研究大会  2015.12 

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Awards

  • 大会優秀賞(第28回)

    2025.11   経営行動科学学会   若手社員の経営参画施策と人材開発制度の相乗効果に関する研究

    崎濱栄治, 保田隆明, 藤原牧季

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  • 国際社会科学府長賞

    2022.3   横浜国立大学  

    崎濱栄治

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  • 修了者 学生表彰

    2022.3   横浜国立大学  

    崎濱栄治

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  • マーサーMPA(Japan)アワード:国内株式コア3年部門

    2007.7  

    崎濱栄治

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Research Projects

  • 大規模言語モデルと画像分析による非財務情報開示の根拠提示型自動評価システムの構築(小区分:金融およびファイナンス関連)

    2026.4 - 2029.3

    科学研究費助成事業 若手研究 

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    Authorship:Principal investigator 

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  • Using Artificial Intelligence Technology to Understand the Relationship between ESG Scores and Non-Financial Information

    2022.4 - 2025.3

    Eiji Sakihama

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    Authorship:Principal investigator 

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  • ESGスコアと統合報告書・ESG/サステナビリティレポートの記載内容の関係性:非財務情報の最適開示についての検討

    2021.8 - 2022.8

    日本証券奨学財団  研究調査助成金 

    保田隆明, 崎濱栄治

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    Authorship:Coinvestigator(s) 

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  • Empirical Analysis of the Diversification Effect of J-REITs

    2021.12 - 2022.3

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  • Effectiveness research on local community reconstruction and economic revitalization

    2021.9 - 2022.3

    Kobe-City 

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    Authorship:Coinvestigator(s) 

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Teaching Experience

  • Data Analytics for Business Management

    2025.4 Institution:Keio University

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  • Data Science for Social Science

    2025.4 - 2026.3 Institution:Yokohama National University

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  • General Course B (Introduction to Data Science and AI)

    2024.4 Institution:Meiji University

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  • Project-Based Practicum

    2023.4 Institution:Meiji University

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  • Fundamentals of Data Science and Artificial Intelligence

    2023.4 Institution:Meiji University

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  • Practical Application of Data Science and Artificial Intelligence

    2023.4 Institution:Meiji University

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  • Marketing

    2023.4 - 2024.3 Institution:Yokohama National University

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  • Advanced Marketing

    2022.4 - 2023.3 Institution:Yokohama National University

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  • Basic Business Mathematics

    2021.4 - 2022.3 Institution:Tama University

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  • Marketing Data Analysis

    2020.4 - 2022.3 Institution:Tama University

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  • Data Analysis Practice

    2020.4 - 2022.3 Institution:Tama University

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Social Activities

  • THINK FROM DATA SCIENCE「データから見る企業の成長のあり方」

    Role(s): Appearance

    デジタルハリウッド大学  2023.1

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    Type:Lecture

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  • 学校からはじまるデータサイエンスの民主化

    Role(s): Lecturer

    Exploratory社  2022.3

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    Type:Seminar, workshop

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  • ビッグデータを価値につなげる活用事例

    Role(s): Presenter

    アドテック関西  2014.11

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    Type:Citizen’s meeting/Assembly

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  • デジタルマーケティング‐ネット広告の効果検証とその活用‐

    Role(s): Lecturer

    明治大学  明治大学市民公開講座  2014.1

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    Type:Seminar, workshop

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Media Coverage

  • UXD メンバーインタビュー Internet

    UXD Journal  https://www.uxd-j.com/member/012.html  2021.12

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  • What is meant by "cooperation between man and machine"? Internet

    ARCC by YRGLM  2021.7

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  • Fear Not, Data Science and the Future. Internet

    Less is More.by info Mart Corporation  2021.4

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    Author:Myself 

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  • そのデータは意思決定に役立っているか?EMACで語られた「Big Dataを意思決定に活かす方法」 Internet

    MarkeZine  https://markezine.jp/article/detail/24954  2016.8

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    Author:Myself 

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  • データサイエンスの第一人者が語った「顧客価値評価」の重要性とは? Internet

    MarkeZine  2016.7

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    Author:Myself 

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