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New technology and employment

Research Project

Project/Area Number 22H00057
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 7:Economics, business administration, and related fields
Research InstitutionThe University of Tokyo

Principal Investigator

川口 大司  東京大学, 大学院経済学研究科(経済学部), 教授 (80346139)

Co-Investigator(Kenkyū-buntansha) 齊藤 有希子 (梅野有希子)  早稲田大学, 政治経済学術院, 准教授 (50543815)
原 ひろみ  明治大学, 政治経済学部, 専任教授 (50605970)
北尾 早霧  政策研究大学院大学, 政策研究科, 教授 (50769958)
渡邉 安虎  東京大学, 大学院経済学研究科(経済学部), 教授 (60866250)
重岡 仁  東京大学, 大学院公共政策学連携研究部・教育部, 教授 (60900008)
Project Period (FY) 2022-04-01 – 2025-03-31
Project Status Granted (Fiscal Year 2024)
Budget Amount *help
¥42,640,000 (Direct Cost: ¥32,800,000、Indirect Cost: ¥9,840,000)
Fiscal Year 2024: ¥13,130,000 (Direct Cost: ¥10,100,000、Indirect Cost: ¥3,030,000)
Fiscal Year 2023: ¥13,000,000 (Direct Cost: ¥10,000,000、Indirect Cost: ¥3,000,000)
Fiscal Year 2022: ¥16,510,000 (Direct Cost: ¥12,700,000、Indirect Cost: ¥3,810,000)
Keywords新技術 / 雇用 / 労働環境 / 賃金 / 技術
Outline of Research at the Start

人工知能やロボットといった自動化技術が進歩し日常生活に浸透してくるにつれて、技術が雇用や賃金に与える影響への関心が高まっている。また、コロナ禍で拡大したオンライン会議システム等の技術を活用した在宅勤務が、コロナ後に持続するか注目されている。本研究では企業レベルのアンケート調査を実施したり、業務データを用いたりすることでデータ制約を克服し、個別企業や個々の労働者の異質性に焦点を当て、新しい技術が働き方に対してどのような影響を与えるかを分析する。

Outline of Annual Research Achievements

ロボット技術が雇用や賃金に与える影響に関して、研究分担者、研究協力者との共著でDaisuke Adachi, Daiji Kawaguchi and Yukiko Saito (2024) Robots and Employment: Evidence from Japan, 1978-2017, Journal of Labor Economics. Vol. 42, No. 2, pp. 591-634.を出版した。この研究は産業ごとに利用するロボットの種類が違うこと、ロボットの種類によって技術進歩に伴う価格下落の度合いが違うことを用いて、ロボット導入が雇用や賃金に与える影響を分析した。分析の結果、ロボット導入は雇用、賃金の双方を増加させてことが明らかになった。これはロボットが雇用を代替する効果を、生産コスト低下に伴う生産規模拡大の効果が上回ったことを示唆している。
人工知能が雇用や賃金に与える影響に関して、タクシーへのAI導入が生産性に与えた影響を分析している。分析の結果、低スキルのドライバーにAI導入の生産性上昇効果が強く見られることが明らかになった。この論文は国際査読誌から改訂後再投稿を求められているため、研究分担者、研究協力者である共著者とともに論文改訂に取り組んでいる。
企業間取引の電子化に関するネットワーク効果の推定については、東京商工リサーチ社と東京大学政策評価研究教育センターが共同して行ったインターネット調査における電子的な商取引の導入に関する質問を用いて分析を行った。企業間の電子取引の導入について、ネットワーク効果が存在し、その大きさは経営者の年齢に依存することが明らかになった。
電力不足が企業活動に与える影響については、政府統計を入手し、データ分析を行った。

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

2023年度当初、1. ロボット技術が雇用や賃金に与える影響、2. 人工知能が雇用や賃金に与える影響、3. 企業間取引の電子化に関するネットワーク効果の推定、4. 電力不足が企業活動に与える影響 の遂行を計画した。1に関しては論文を出版して終えた。2に関しては改訂後の再投稿を目指し、仕上げを行っている段階である。3. に関しては、海外在住の研究協力者がデータ利用契約の関係でデータにアクセスできないことになり、若干の遅れが発生しているが、研究補助者の雇用によって分析を進めることができた。4に関しては、分析の量が当初想定していたよりも膨大であることが明らかになった。
上記の通り、研究は計画通りおおむね順調に進展している。

Strategy for Future Research Activity

2024年度は以下3つの研究課題について取り組む。1. 人工知能が雇用や賃金に与える影響、2. 企業間取引の電子化に関するネットワーク効果の推定、3. 電力不足が企業活動に与える影響
1の人工知能の影響については、改訂した論文を学術雑誌に再投稿し採択されることを目指す。
2の企業間取引の電子化に関する影響の分析は、統計分析の結果は得られているため、論文として取りまとめ、ディスカッションペーパーとして刊行し、学術雑誌に投稿することを目指す。
3の電力不足が企業活動に与える影響に関しては、引き続き工業統計、企業活動基本調査などの政府統計などを用いた分析を進める。
といった点に焦点を当てて分析を行う予定である。

Report

(3 results)
  • 2023 Annual Research Report
  • 2022 Comments on the Screening Results   Annual Research Report
  • Research Products

    (63 results)

All 2025 2024 2023 2022 Other

All Int'l Joint Research (5 results) Journal Article (22 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 13 results,  Open Access: 4 results) Presentation (35 results) (of which Int'l Joint Research: 13 results,  Invited: 3 results) Book (1 results)

  • [Int'l Joint Research] ダートマス大学/カリフォルニア大学バークレイ校(米国)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] オスロ大学/ノルウェー科学技術大学(NTNU)(ノルウェー)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] オーフス大学(デンマーク)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] ダートマス大学(米国)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] オスロ大学/ノルウェー科学技術大学(NTNU)(ノルウェー)

    • Related Report
      2022 Annual Research Report
  • [Journal Article] Long-Term Consequences of TeachingGender Roles: Evidence from Desegregating Industrial Arts and Home Economics in Japan2025

    • Author(s)
      Hiromi Hara, and Nuria Rodriguez-Planas
    • Journal Title

      Journal of Labor Economics

      Volume: - Issue: 2 Pages: 349-389

    • DOI

      10.1086/728428

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Skill, Productivity and Wages: Direct Evidence from a Temporary Help Agency,2024

    • Author(s)
      Xinwei Dong,Dean R. Hyslop, Daiji Kawaguchi
    • Journal Title

      Journal of Labor Economics

      Volume: 42(S1) Pages: 133-181

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robots and employment: Evidence from japan, 1978-20172024

    • Author(s)
      Daisuke Adachi, Daiji Kawaguchi, and Yukiko Saito
    • Journal Title

      Journal of Labor Economics

      Volume: 42(2) Pages: 591-634

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonresponse Bias of Japanese Wage Statistics2024

    • Author(s)
      Kawaguchi Daiji、Toriyabe Takahiro
    • Journal Title

      Journal of Official Statistics

      Volume: 40 Issue: 1 Pages: 57-121

    • DOI

      10.1177/0282423x241235256

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Is asian flushing syndrome a disadvantage in the labor market?2023

    • Author(s)
      Daiji Kawaguchi, Jungmin Lee, Ming-Jen Lin, and Izumi Yokoyama
    • Journal Title

      Health Economics

      Volume: 32(7) Pages: 1478-1503

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Investigating the epidemiological and economic effects of a third-party certification policy for restaurants with covid-19 prevention measures.2023

    • Author(s)
      Kazuya Hirokawa, Jumpei Hirota, Daiji Kawaguchi, Yusuke Masaki, and Chiaki Onita
    • Journal Title

      Scientific Reports

      Volume: 13 Pages: 7655-7655

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Covid-19 and the employment gender gap in japan.2023

    • Author(s)
      Taiyo Fukai, Masato Ikeda,Daiji Kawaguchi, and Shintaro Yamaguchi
    • Journal Title

      Journal of the Japanese and International Economies

      Volume: 68 Pages: 102197-102197

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Urban mortality and the repeal of federal prohibition2023

    • Author(s)
      Jacks David S.、Pendakur Krishna、Shigeoka Hitoshi
    • Journal Title

      Explorations in Economic History

      Volume: 89 Pages: 101529-101529

    • DOI

      10.1016/j.eeh.2023.101529

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymmetric Demand Response When Prices Increase and Decrease: The Case of Child Health Care2023

    • Author(s)
      Iizuka Toshiaki、Shigeoka Hitoshi
    • Journal Title

      Review of Economics and Statistics

      Volume: 105 Issue: 5 Pages: 1325-1333

    • DOI

      10.1162/rest_a_01110

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Temporal Instability of Risk Preference among the Poor: Evidence from Payday Cycles2023

    • Author(s)
      Akesaka Mika、Eibich Peter、Hanaoka Chie、Shigeoka Hitoshi
    • Journal Title

      American Economic Journal: Applied Economics

      Volume: 15 Issue: 4 Pages: 68-99

    • DOI

      10.1257/app.20220073

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Does Geographical Proximity Matter in Small Business Lending? Evidence from Changes in Main Bank Relationships*2023

    • Author(s)
      Ono Arito、Saito Yukiko U.、Sakai Koji、Uesugi Iichiro
    • Journal Title

      Asia-Pacific Journal of Financial Studies

      Volume: 52 Issue: 5 Pages: 819-855

    • DOI

      10.1111/ajfs.12447

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] CEO Age, Firm Exit and Zombification amidst the COVID-19 Pandemic2023

    • Author(s)
      Kongphop Wongkaew, Yukiko U. Saito
    • Journal Title

      RIETI Discussion Paper Series

      Volume: 23

    • Related Report
      2023 Annual Research Report
  • [Journal Article] 実証ビジネス・エコノミクス vol.10 出店戦略モデルの性質を見極める――動学ゲームの推定[入門編22023

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2023年2・3月号

      Volume: ー

    • Related Report
      2023 Annual Research Report
  • [Journal Article] 実証ビジネス・エコノミクス vol.11 市場のダイナミクスから利益構造を見通す――動学ゲームの推定[入門編3]2023

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2023年4・5月号

      Volume: ー

    • Related Report
      2023 Annual Research Report
  • [Journal Article] 男女の賃金情報開示施策:女性活躍推進法に基づく男女の賃金差異の算出・公表に関する論点整理2023

    • Author(s)
      原 ひろみ
    • Journal Title

      RIETI Policy Discussion Paper

      Volume: 23-P-009 Pages: 1-46

    • Related Report
      2023 Annual Research Report
    • Open Access
  • [Journal Article] 実証ビジネス・エコノミクスvol.10 出店戦略モデルの性質を見極める――動学ゲームの推定[入門編2]2023

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2023年2・3月号

      Volume: ー

    • Related Report
      2022 Annual Research Report
  • [Journal Article] 実証ビジネス・エコノミクスvol.11 市場のダイナミクスから利益構造を見通す――動学ゲームの推定[入門編3]2023

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2023年4・5月号

      Volume: ー

    • Related Report
      2022 Annual Research Report
  • [Journal Article] 男女の賃金情報開示施策:女性活躍推進法に基づく男女の賃金差異の算出・公表に関する論点整理2023

    • Author(s)
      Hara Hiromi
    • Journal Title

      RIETI Policy Discussion Paper Series

      Volume: 23-P-009 Pages: 1-46

    • Related Report
      2022 Annual Research Report
    • Open Access
  • [Journal Article] China's impact on regional employmentPropagation through input-output linkages and co-location patterns2022

    • Author(s)
      Shuhei Kainuma, Yukiko U. Saito
    • Journal Title

      World Economy

      Volume: 未定 Issue: 11 Pages: 3559-3601

    • DOI

      10.1111/twec.13251

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 実証ビジネス・エコノミクスvol.8 市場のダイナミクスから利益構造を見通す――動学ゲームの推定[入門編3]2022

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2022年6・7月号

      Volume: ー

    • Related Report
      2022 Annual Research Report
  • [Journal Article] 実証ビジネス・エコノミクスvol.9 相手の将来の行動を読んで競争優位につなげる――動学ゲームの推定[入門編]2022

    • Author(s)
      上武康亮・遠山祐太・若森直樹・渡辺安虎
    • Journal Title

      経済セミナー 2022年10・11月号

      Volume: ー

    • Related Report
      2022 Annual Research Report
  • [Journal Article] The effect of public-sponsored job training in Japan2022

    • Author(s)
      Hara Hiromi
    • Journal Title

      Journal of the Japanese and International Economies

      Volume: 64 Pages: 101187-101187

    • DOI

      10.1016/j.jjie.2021.101187

    • NAID

      210000164992

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Factory Automation, Labor Demand, and Local Labor Market2024

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      関西労働研究会1月定例会
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Invited
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2024

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Tohoku University
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2024

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Econometric Society North American Winter Meetings
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Urban Redevelopment Program and Demand Externality.2023

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      Asia Meeting of the Econometric Society, East and Southeast Asia, Singapore
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How Do Firms Attain Internal and External Flexibility of Employment?2023

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      AASLE 2023 CONFERENCE
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 実証的経済史研究の国際化と課題 ―ミクロ実証経済学から経済史を考えるー2023

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      第92回社会経済史学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Yardstick Competition-Driven Political Cycles2023

    • Author(s)
      Yasutora Watanabe
    • Organizer
      計量・数理政治研究会(JSQPS)2023年冬季集会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 情動的影響の計量経済学的構造モデル推定2023

    • Author(s)
      渡辺 安虎
    • Organizer
      情動情報学シンポジウム
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] Education and Later-life Mortality: Evidence from a School Reform in Japan2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      4th Asian Workshop on Econometrics and Health Economics (Manila)
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Monash HELP workshop
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Asian and Australasian Society of Labour Economics @TaipeiTaiwan
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Academia Sinica
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Kobe University
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Kyoto Summer Workshop on Applied Economics
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] “Invisible Killer”: Seasonal Allergies and Accidents2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Sogang University
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Korean Economic Association International Conference @YesuKorea
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      ZEW
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] “Invisible Killer”: Seasonal Allergies and Accidents2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      University of Bologna
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Catholic University of the Sacred Heart
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] Education and Later-life Mortality: Evidence from a School Reform in Japan2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Essen Health Conference
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Universit? della Svizzera Italiana
    • Related Report
      2023 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Waseda University
    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
  • [Presentation] What Boosts Family-friendly Policy Take-up and Maternal Employment?The Role of Employers2023

    • Author(s)
      Hiromi Hara
    • Organizer
      Asian and Australasian Society of Labour Economics ConferenceNational Taiwan University, Taipei, Taiwan
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 実証的経済史研究の国際化と課題 ―ミクロ実証経済学から経済史を考えるー2023

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      第92回社会経済史学会の全国大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Yardstick Competition-Driven Political Cycle2023

    • Author(s)
      Yasutora Watanabe
    • Organizer
      計量・数理政治研究会(JSQPS)2023年冬季集会
    • Related Report
      2022 Annual Research Report
  • [Presentation] CEO Gender Bias in the Formation of Firm-to-Firm Transactions2023

    • Author(s)
      Hitoshi Shigeoka
    • Organizer
      Universit della Svizzera Italiana
    • Related Report
      2022 Annual Research Report
  • [Presentation] What Boosts Family-friendly Policy Take-up and Maternal Employment?2023

    • Author(s)
      Hiromi Hara
    • Organizer
      Asian and Australasian Society of Labour Economics Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 次世代の実証労働経済学を進めるために必要なこと2022

    • Author(s)
      Daiji Kawaguchi
    • Organizer
      [次世代の実証経済学」ワークショップ
    • Related Report
      2022 Annual Research Report
  • [Presentation] Yardstick Competition-Driven Political Cycles2022

    • Author(s)
      渡辺 安虎
    • Organizer
      「次世代脳」プロジェクト 冬のシンポジウム2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] Yardstick Competition-Driven Political Cycles2022

    • Author(s)
      Yasutora Watanabe
    • Organizer
      NBER Japan Project Meeting, Fall 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] Yardstick Competition-Driven Political Cycles2022

    • Author(s)
      Yasutora Watanabe
    • Organizer
      AASLE 2022 Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Yardstick Competition and Electoral Cycles: The Case of Healthcare Subsidy2022

    • Author(s)
      Yasutora Watanabe
    • Organizer
      Econometric Society European meeting 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Yardstick Competition-Driven Political Cycles2022

    • Author(s)
      Yasutora Watanabe
    • Organizer
      2022 Asian Meeting of the Econometric Society in East and South-East Asia
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Yardstick Competition and Electoral Cycles: The Case of Healthcare Subsidy2022

    • Author(s)
      Yasutora Watanabe
    • Organizer
      Rochester University セミナー
    • Related Report
      2022 Annual Research Report
  • [Presentation] Working from Home, Housework, and Gender Norms2022

    • Author(s)
      Hiromi Hara
    • Organizer
      Asian and Australasian Society of Labour Economics Conference, University of Tokyo, Tokyo, Japan
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Book] 使える!経済学 データ駆動社会で始まった大変革2022

    • Author(s)
      渡辺安虎 共著
    • Total Pages
      264
    • Publisher
      日本経済新聞社出版
    • ISBN
      9784296113736
    • Related Report
      2022 Annual Research Report

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Published: 2022-04-19   Modified: 2024-12-25  

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