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学術研究・出版向けAIデータセット＆ライセンシング市場規模、シェア、動向分析レポート：用途別、顧客タイプ別、ライセンシングタイプ別、業界別、地域別、セグメント予測、2025年～2030年

AI Datasets & Licensing For Academic Research And Publishing Market Size, Share & Trends Analysis Report By Application, By Customer Type, By Licensing Type, By Vertical, By Region, And Segment Forecasts, 2025 - 2030

出版日
ページ情報
英文 100 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=143.57円
学術研究・出版向けAIデータセット＆ライセンシング市場規模、シェア、動向分析レポート：用途別、顧客タイプ別、ライセンシングタイプ別、業界別、地域別、セグメント予測、2025年～2030年
出版日: 2025年01月27日
発行: Grand View Research
ページ情報: 英文 100 Pages
納期: 2～10営業日
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  • 概要
  • 図表
  • 目次
概要

市場規模と動向

学術研究・出版向けAIデータセット＆ライセンシングの世界市場規模は、2024年に3億8,180万米ドルと推定され、2025～2030年にかけてCAGR 26.8％で成長すると予測されています。

AIデータセットは、人工知能モデルの訓練、検証、テストに使用される、構造化または非構造化データの分類されたコレクションです。これらのデータセットには、テキスト、画像、音声、動画、数値情報などが含まれ、公文書、独自の調査、ユーザー作成コンテンツなどから入手することができます。

ライセンシングとは、これらのデータセットへのアクセス、使用、再配布を管理する法的枠組みのことであり、知的財産権と倫理遵守を保証するものです。学術研究と出版において、AIデータセット＆ライセンシングは、機械学習、自然言語処理、画像認識、予測分析におけるブレークスルーを促進します。用途は、自動コンテンツレビュー、引用分析、メタデータエンリッチメントのための学術出版、研究主導のシミュレーション、予測モデリングのための医療など、多様な領域に及んでいます。オープンサイエンスイニシアチブの台頭により、倫理的なライセンシングは、プライバシーと知的財産を保護しながら、アクセシビリティを促進するために不可欠です。

AIデータセット＆ライセンシングの市場は、正確なAIモデルのトレーニングに必要な、高品質で多様なデータセットに対する需要の急増によって活性化しています。学術界における機械学習とAI用途の普及は、ニッチな研究セグメントに合わせた専門的なデータセットの必要性を高めています。加えて、政府や教育機関によるオープンデータへの取り組みがアクセシビリティを高め、イノベーションを促進しています。

しかし、大きな抑制要因も存在します。特にデータのプライバシーと同意に関連する倫理的懸念は、規制当局のモニタリングを強化し、組織がデータを自由に共有し、ライセンス供与することを困難にしています。プレミアムデータセットの取得やライセンシングにかかるコストも、小規模な研究機関にとっては障壁となっています。さらに、データの不均衡、偏り、標準化されたライセンシングの枠組みの欠如が、公平なアクセスにおける課題を生み出しています。これらの要因は総体的に、学術的な文脈におけるAIデータセットの採用と開発を形成しており、プライバシー、公平性、手頃な価格の懸念に対処するためのバランスの取れたアプローチが必要です。

AIデータセット＆ライセンシングの産業は、急速な革新と多様化によって特徴付けられています。ゲノミクス、気候モデリング、社会科学など、特定の学術セグメントに合わせたデータセットの開発が増加しています。また、大学、AI企業、データプロバイダーが協力し、倫理的・法的基準を満たすリポジトリを構築することも市場の特徴となっています。地理的な拡大は顕著で、北米と欧州は確立された研究インフラと規制の枠組みにより、技術革新と導入でリードしています。アジア太平洋は、AI研究と教育改革への投資によって、主要な貢献者として台頭しています。さらに、オープンアクセスリポジトリの動向は、従来のライセンス規範を再定義し、競争的でありながら協調的な市場環境を促進しています。

アジア、アフリカ、ラテンアメリカなどの新興市場は、AIデータセット＆ライセンシングに大きな成長機会をもたらしています。これらの市場は、技術格差を埋め、国際競合を強化するために、AI主導の教育と研究に多額の投資を行っています。公的記録の広範なデジタル化とAIイノベーションに対する政府の支援は、市場拡大のための肥沃な土壌を作り出しています。多様なデータセットへのアクセス制限、未成熟な法的枠組み、インフラ障壁などの課題は、国際的なパートナーシップや資金提供を通じて緩和されつつあります。オープンデータプラットフォームや国境を越えた研究協力などの取り組みが、ライセンスされたデータセットの採用を加速させています。これらの地域が学術的技術的能力を発展させ続けるにつれて、世界市場への貢献は今後数年で大きく成長すると予想されます。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 学術研究・出版向けAIデータセット＆ライセンシング市場の変数、動向、範囲

  • 学術研究・出版向けAIデータセット＆ライセンシング市場の世界的展望
  • 産業バリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 産業の課題
  • ポーターのファイブフォース分析
    • サプライヤーの力
    • 買い手の力
    • 代替の脅威
    • 新規参入の脅威
    • 競争企業間の敵対関係
  • PESTEL分析
    • 政治
    • 経済
    • 社会
    • 技術
    • 環境
    • 法的

第4章 学術研究・出版向けAIデータセット＆ライセンシング市場：用途別推定と予測

  • 学術研究・出版向けAIデータセット＆ライセンシング市場：用途変動分析、2024年と2030年

第5章 学術研究・出版向けAIデータセット＆ライセンシング市場：顧客タイプ推定と予測

  • 学術研究・出版向けAIデータセット＆ライセンシング市場：顧客タイプ変動分析、2024年と2030年

第6章 学術研究・出版向けAIデータセット＆ライセンシング市場：ライセンシングタイプの推定と予測

  • 学術研究・出版向けAIデータセット＆ライセンシング市場：ライセンシングタイプ変動分析、2024年と2030年

第7章 学術研究・出版向けAIデータセット＆ライセンシング市場：業界展望の推定と予測

  • 学術研究・出版向けAIデータセット＆ライセンシング市場：業界変動分析、2024年と2030年
    • ライフサイエンスと医薬品
    • 健康科学
    • 食品科学
    • 化学
    • エンジニアリング
    • 材料科学

第8章 学術研究・出版向けAIデータセット＆ライセンシング市場：地域別、推定・動向分析

  • 学術研究・出版向けAIデータセット＆ライセンシング市場シェア、地域別、2024年と2030年
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
  • ラテンアメリカ
    • ブラジル
  • 中東・アフリカ
    • アラブ首長国連邦
    • サウジアラビア
    • 南アフリカ

第9章 競合情勢

  • 主要市場参入企業による最近の動向と影響分析
  • ベンダー情勢
    • 企業分類
    • 主要販売代理店とチャネルパートナー一覧
    • 潜在顧客リスト/リスト
  • 競争の力学
    • 競合ベンチマーキング
    • 戦略マッピング
    • ヒートマップ分析
  • 企業プロファイル/上場企業
    • Elsevier
    • Springer Nature
    • Institute of Electrical and Electronics Engineers（EEE）
    • Wolters Kluwer NV
    • Taylor &Francis（division of Informa plc）
    • American Chemical Society
    • Clarivate
    • ProQuest（part of Clarivate）
    • Digital Science
    • Sage Publishing
    • Zenodo
    • DataCite
    • Figshare
図表

List of Tables

  • Table 1. Global AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by region, 2018 - 2030 (USD Million)
  • Table 2. Global AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 3. Global AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 4. Global AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 5. Global AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 6. North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 7. North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 8. North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 9. North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 10. North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 11. U.S. AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 12. U.S. AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 13. U.S. AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 14. U.S. AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 15. Canada AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 16. Canada AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 17. Canada AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 18. Canada AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 19. Mexico AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 20. Mexico AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 21. Mexico AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 22. Mexico AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 23. Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 24. Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 25. Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 26. Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 27. Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 28. UK AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 29. UK AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 30. UK AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 31. UK AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 32. Germany AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 33. Germany AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 34. Germany AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 35. Germany AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 36. France AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 37. France AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 38. France AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 39. France AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 40. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 41. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 42. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 43. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 44. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 45. China AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 46. China AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 47. China AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 48. China AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 49. Japan AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 50. Japan AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 51. Japan AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 52. Japan AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 53. India AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 54. India AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 55. India AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 56. India AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 57. Australia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 58. Australia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 59. Australia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 60. Australia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 61. South Korea AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 62. South Korea AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 63. South Korea AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 64. South Korea AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 65. Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 66. Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 67. Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 68. Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 69. Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 70. Brazil AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 71. Brazil AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 72. Brazil AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 73. Brazil AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 74. Middle East & Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by country, 2018 - 2030 (USD Million)
  • Table 75. Middle East & Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 76. Middle East & Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 77. Middle East & Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 78. Middle East & Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 79. Saudi Arabia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 80. Saudi Arabia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 81. Saudi Arabia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 82. Saudi Arabia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 83. UAE AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 84. UAE AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 85. UAE AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 86. UAE AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
  • Table 87. South Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Application, 2018 - 2030 (USD Million)
  • Table 88. South Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Customer Type, 2018 - 2030 (USD Million)
  • Table 89. South Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Licensing Type, 2018 - 2030 (USD Million)
  • Table 90. South Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)

List of Figures

  • Fig. 1 AI Datasets and Licensing for Academic Research and Publishing market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Parent market analysis
  • Fig. 7 Market formulation & validation
  • Fig. 8 AI Datasets and Licensing for Academic Research and Publishing market snapshot
  • Fig. 9 AI Datasets and Licensing for Academic Research and Publishing market segment snapshot
  • Fig. 10 AI Datasets and Licensing for Academic Research and Publishing market competitive landscape snapshot
  • Fig. 11 Market driver relevance analysis (Current & future impact)
  • Fig. 12 Market restraint relevance analysis (Current & future impact)
  • Fig. 13 Value Chain Analysis
  • Fig. 14 AI Datasets and Licensing for Academic Research and Publishing market, Application Outlook key takeaways (USD Million)
  • Fig. 15 Training market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 16 Fine Tuning market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 17 Retrieval-Augmented Generation (RAG) market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 18 Inference market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 19 AI Datasets and Licensing for Academic Research and Publishing market Licensing type movement analysis 2024 & 2030 (USD Million)
  • Fig. 20 AI Datasets and Licensing for Academic Research and Publishing market: Licensing type Outlook key takeaways (USD Million)
  • Fig. 21 Proprietary Licensing market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 22 Subscription-Based market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 23 Open Access and Public Licensing market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 24 Usage-Based Licensing market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 25 Custom/Enterprise Licensing market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 26 AI Datasets and Licensing for Academic Research and Publishing market Vertical movement analysis 2024 & 2030 (USD Million)
  • Fig. 27 AI Datasets and Licensing for Academic Research and Publishing market: Vertical Outlook key takeaways (USD Million)
  • Fig. 28 Life Sciences and Pharmaceuticals Analysis market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 29 Health Sciences market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 30 Food Science market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 31 Chemistry market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 32 Engineering market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 33 Material Science market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 34 Regional marketplace: Key takeaways
  • Fig. 35 AI Datasets and Licensing for Academic Research and Publishing market: Regional Outlook, 2024 & 2030 (USD Million)
  • Fig. 36 North America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 37 U.S. AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 38 Canada AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 39 Mexico AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 40 Europe AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 41 UK AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 42 Germany AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 43 France AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 44 Asia Pacific AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 45 China AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 46 Japan AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 47 India AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 48 Australia AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 49 South Korea AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 50 Latin America AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 51 Brazil AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 52 MEA AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 53 KSA AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 54 UAE AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 55 South Africa AI Datasets and Licensing for Academic Research and Publishing market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 56 Strategy framework
  • Fig. 57 Company Categorization
目次
Product Code: GVR-4-68040-507-2

Market Size & Trends:

The global AI datasets & licensing for academic research and publishing market size was estimated at USD 381.8 million in 2024 and is projected to grow at a CAGR of 26.8% from 2025 to 2030. AI datasets are curated collections of structured or unstructured data used to train, validate, and test artificial intelligence models. These datasets may include text, images, audio, video, and numerical information sourced from public records, proprietary research, or user-generated content.

Licensing refers to the legal framework governing the access, use, and redistribution of these datasets, ensuring intellectual property rights and ethical compliance. In academic research and publishing, AI datasets and licensing facilitate breakthroughs in machine learning, natural language processing, image recognition, and predictive analytics. Applications span diverse domains such as academic publishing for automated content review, citation analysis, and metadata enrichment; research-driven simulations; and healthcare for predictive modeling. With the rise of open science initiatives, ethical licensing is integral to promoting accessibility while safeguarding privacy and intellectual property.

The market for AI datasets and licensing is fueled by a surge in demand for high-quality, diverse datasets required for accurate AI model training. The proliferation of machine learning and AI applications across academia has heightened the need for specialized datasets tailored to niche research fields. In addition, open data initiatives by governments and educational institutions have enhanced accessibility, promoting innovation.

However, significant restraining factors exist. Ethical concerns, particularly related to data privacy and consent, have intensified regulatory scrutiny, making it challenging for organizations to share and license data freely. The cost of acquiring or licensing premium datasets also poses barriers for small institutions. Furthermore, data imbalance, bias, and lack of standardized licensing frameworks create challenges in equitable access. These factors collectively shape the adoption and development of AI datasets in academic contexts, necessitating a balanced approach to address privacy, fairness, and affordability concerns.

The AI datasets and licensing industry is marked by rapid innovation and diversification. Increasingly, datasets tailored for specific academic disciplines, such as genomics, climate modeling, and social sciences, are being developed. The market is also characterized by collaborations between universities, AI firms, and data providers to create repositories that meet ethical and legal standards. Geographic expansion is notable, with North America and Europe leading in innovation and adoption due to established research infrastructure and regulatory frameworks. Asia-Pacific is emerging as a key contributor, driven by investments in AI research and educational reforms. Moreover, the trend toward open-access repositories is redefining traditional licensing norms, fostering a competitive yet collaborative market environment.

Emerging markets in regions like Asia, Africa, and Latin America present significant growth opportunities for AI datasets and licensing. These markets are investing heavily in AI-driven education and research to bridge technological gaps and enhance global competitiveness. The widespread digitization of public records and governmental support for AI innovation are creating fertile grounds for market expansion. Challenges such as limited access to diverse datasets, nascent legal frameworks, and infrastructural barriers are being mitigated through international partnerships and funding. Initiatives such as open data platforms and cross-border research collaborations are accelerating the adoption of licensed datasets. As these regions continue to develop their academic and technological capabilities, their contribution to the global market is expected to grow significantly in the coming years.

Global AI Datsets & Licencing for Academic Research And Publishing Market Report Segmentation

This report offers revenue growth forecasts at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2018 to 2030. For this study, Grand View Research has segmented the global AI datasets and lLicensing for academic research and publishing market report based on application, customer type, licensing type, vertical, and region:

  • Application Outlook (Revenue, USD Million, 2018 - 2030)
  • Training
  • Fine Tuning
  • Retrieval-augmented Generation (RAG)
  • Inference
  • Customer Type Outlook (Revenue, USD Million, 2018 - 2030)
  • Large Language Model (LLM) Builders
  • Application Developers
  • Enterprises
  • Research Institutions & Academia
  • Licensing Type Outlook (Revenue, USD Million, 2018 - 2030)
  • Proprietary Licensing
  • Subscription-based
  • Open Access and Public Licensing
  • Usage-based Licensing
  • Custom/Enterprise Licensing
  • Vertical (Revenue, USD Million, 2018 - 2030)
  • Life Sciences And Pharmaceuticals
  • Health Sciences
  • Food Science
  • Chemistry
  • Engineering
  • Material Science
  • Regional Outlook (Revenue, USD Million, 2018 - 2030)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • Australia
    • South Korea
  • Latin America
    • Brazil
  • Middle East & Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Models
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. AI Datasets and Licensing for Academic Research and Publishing Market Variables, Trends & Scope

  • 3.1. Global AI Datasets and Licensing for Academic Research and Publishing Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. AI Datasets and Licensing for Academic Research and Publishing Market: Application Estimates & Forecasts

  • 4.1. AI Datasets and Licensing for Academic Research and Publishing Market: Application Movement Analysis, 2024 & 2030
    • 4.1.1. Training
      • 4.1.1.1. Training Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.2. Fine Tuning
      • 4.1.2.1. Fine Tuning Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.3. Retrieval-Augmented Generation (RAG)
      • 4.1.3.1. Retrieval-Augmented Generation (RAG) Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.4. Inference
      • 4.1.4.1. Inference Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 5. AI Datasets and Licensing for Academic Research and Publishing Market: Customer Type Estimates & Forecasts

  • 5.1. AI Datasets and Licensing for Academic Research and Publishing Market: Application Movement Analysis, 2024 & 2030
    • 5.1.1. Large Language Model (LLM) Builders
      • 5.1.1.1. Large Language Model (LLM) Builders Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.2. Application Developers Application Developers Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.3. Enterprises
      • 5.1.3.1. Enterprises Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.4. Research Institutions & Academia
      • 5.1.4.1. Research Institutions & Academia Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 6. AI Datasets and Licensing for Academic Research and Publishing Market: Licensing Type Estimates & Forecasts

  • 6.1. AI Datasets and Licensing for Academic Research and Publishing Market: Licensing Type Movement Analysis, 2024 & 2030
    • 6.1.1. Proprietary Licensing
      • 6.1.1.1. Proprietary licensing market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.2. Subscription-Based
      • 6.1.2.1. Subscription-based market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.3. Open Access and Public Licensing
      • 6.1.3.1. Open access and public licensing market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.4. Usage-Based Licensing
      • 6.1.4.1. Usage-based licensing market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.5. Custom/Enterprise Licensing
      • 6.1.5.1. Custom/Enterprise Licensing market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 7. AI Datasets and Licensing for Academic Research and Publishing Market: Vertical Outlook Estimates & Forecasts

  • 7.1. AI Datasets and Licensing for Academic Research and Publishing Market: Vertical Movement Analysis, 2024 & 2030
    • 7.1.1. Life Sciences and Pharmaceuticals
      • 7.1.1.1. Life Sciences and Pharmaceuticals Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.2. Health Sciences
      • 7.1.2.1. Health Sciences Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.3. Food Science
      • 7.1.3.1. Food Science Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.4. Chemistry
      • 7.1.4.1. Chemistry Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.5. Engineering
      • 7.1.5.1. Engineering Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.6. Material Science
      • 7.1.6.1. Material Science Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 8. AI Datasets and Licensing for Academic Research and Publishing Market: Regional Estimates & Trend Analysis

  • 8.1. AI Datasets and Licensing for Academic Research and Publishing Market Share, By Region, 2024 & 2030 (USD Million)
  • 8.2. North America
    • 8.2.1. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.1.1. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.2.1.2. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.2.1.3. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.2.1.4. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.2.1.5. North America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.2. U.S.
      • 8.2.2.1. U.S. AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.2.2. U.S. AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.2.2.3. U.S. AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.2.2.4. U.S. AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.2.2.5. U.S. AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.3. Canada
      • 8.2.3.1. Canada AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.3.2. Canada AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.2.3.3. Canada AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.2.3.4. Canada AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.2.3.5. Canada AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.4. Mexico
      • 8.2.4.1. Mexico AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.4.2. Mexico AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.2.4.3. Mexico AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.2.4.4. Mexico AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.2.4.5. Mexico AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.3. Europe
    • 8.3.1. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.1.1. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.3.1.2. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.3.1.3. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.3.1.4. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.3.1.5. Europe AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.2. UK
      • 8.3.2.1. UK AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.2.2. UK AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.3.2.3. UK AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.3.2.4. UK AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.3.2.5. UK AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.3. Germany
      • 8.3.3.1. Germany AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.3.2. Germany AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.3.3.3. Germany AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.3.3.4. Germany AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.3.3.5. Germany AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.4. France
      • 8.3.4.1. France AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.4.2. France AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.3.4.3. France AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.3.4.4. France AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.3.4.5. France AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4. Asia Pacific
    • 8.4.1. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.1.1. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.4.1.2. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.1.3. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.1.4. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.1.5. Asia Pacific AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.2. China
      • 8.4.2.1. China AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.2.2. China AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.2.3. China AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.2.4. China AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.2.5. China AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.3. Japan
      • 8.4.3.1. Japan AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.3.2. Japan AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.3.3. Japan AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.3.4. Japan AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.3.5. Japan AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.4. India
      • 8.4.4.1. India AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.4.2. India AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.4.3. India AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.4.4. India AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.4.5. India AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.5. South Korea
      • 8.4.5.1. South Korea AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.5.2. South Korea AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.5.3. South Korea AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.5.4. South Korea Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.5.5. South Korea AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.6. Australia
      • 8.4.6.1. Australia AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.6.2. Australia AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.4.6.3. Australia AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.4.6.4. Australia AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.4.6.5. Australia AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.5. Latin America
    • 8.5.1. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.5.1.1. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.5.1.2. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.5.1.3. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.5.1.4. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.5.1.5. Latin America AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.5.2. Brazil
      • 8.5.2.1. Brazil AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.5.2.2. Brazil AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.5.2.3. Brazil AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.5.2.4. Brazil AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.5.2.5. Brazil AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.6. Middle East and Africa
    • 8.6.1. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.1.1. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.6.1.2. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.6.1.3. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.6.1.4. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.6.1.5. Middle East and Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.2. UAE
      • 8.6.2.1. UAE AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.2.2. UAE AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.6.2.3. UAE AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.6.2.4. UAE AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.6.2.5. UAE AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.3. KSA
      • 8.6.3.1. KSA AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.3.2. KSA AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.6.3.3. KSA AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.6.3.4. KSA AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.6.3.5. KSA AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.4. South Africa
      • 8.6.4.1. South Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.4.2. South Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Application, 2018 - 2030 (USD Million)
      • 8.6.4.3. South Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Customer Type, 2018 - 2030 (USD Million)
      • 8.6.4.4. South Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Licensing Type, 2018 - 2030 (USD Million)
      • 8.6.4.5. South Africa AI Datasets and Licensing for Academic Research and Publishing Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)

Chapter 9. Competitive Landscape

  • 9.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 9.2. Vendor Landscape
    • 9.2.1. Company categorization
    • 9.2.2. List of Key Distributors and channel Partners
    • 9.2.3. List of Potential Customers/Listing
  • 9.3. Competitive Dynamics
    • 9.3.1. Competitive Benchmarking
    • 9.3.2. Strategy Mapping
    • 9.3.3. Heat Map Analysis
  • 9.4. Company Profiles/Listing
    • 9.4.1. Elsevier
      • 9.4.1.1. Participant's overview
      • 9.4.1.2. Financial performance
      • 9.4.1.3. Application benchmarking
      • 9.4.1.4. Strategic initiatives
    • 9.4.2. Springer Nature
      • 9.4.2.1. Participant's overview
      • 9.4.2.2. Financial performance
      • 9.4.2.3. Application benchmarking
      • 9.4.2.4. Strategic initiatives
    • 9.4.3. Institute of Electrical and Electronics Engineers (EEE)
      • 9.4.3.1. Participant's overview
      • 9.4.3.2. Financial performance
      • 9.4.3.3. Application benchmarking
      • 9.4.3.4. Strategic initiatives
    • 9.4.4. Wolters Kluwer N.V.
      • 9.4.4.1. Participant's overview
      • 9.4.4.2. Financial performance
      • 9.4.4.3. Application benchmarking
      • 9.4.4.4. Strategic initiatives
    • 9.4.5. Taylor & Francis (division of Informa plc)
      • 9.4.5.1. Participant's overview
      • 9.4.5.2. Financial performance
      • 9.4.5.3. Application benchmarking
      • 9.4.5.4. Strategic initiatives
    • 9.4.6. American Chemical Society
      • 9.4.6.1. Participant's overview
      • 9.4.6.2. Financial performance
      • 9.4.6.3. Application benchmarking
      • 9.4.6.4. Strategic initiatives
    • 9.4.7. Clarivate
      • 9.4.7.1. Participant's overview
      • 9.4.7.2. Financial performance
      • 9.4.7.3. Application benchmarking
      • 9.4.7.4. Strategic initiatives
    • 9.4.8. ProQuest (part of Clarivate)
      • 9.4.8.1. Participant's overview
      • 9.4.8.2. Financial performance
      • 9.4.8.3. Application benchmarking
      • 9.4.8.4. Strategic initiatives
    • 9.4.9. Digital Science
      • 9.4.9.1. Participant's overview
      • 9.4.9.2. Financial performance
      • 9.4.9.3. Application benchmarking
      • 9.4.9.4. Strategic initiatives
    • 9.4.10. Sage Publishing
      • 9.4.10.1. Participant's overview
      • 9.4.10.2. Financial performance
      • 9.4.10.3. Application benchmarking
      • 9.4.10.4. Strategic initiatives
    • 9.4.11. Zenodo
      • 9.4.11.1. Participant's overview
      • 9.4.11.2. Financial performance
      • 9.4.11.3. Application benchmarking
      • 9.4.11.4. Strategic initiatives
    • 9.4.12. DataCite
      • 9.4.12.1. Participant's overview
      • 9.4.12.2. Financial performance
      • 9.4.12.3. Application benchmarking
      • 9.4.12.4. Strategic initiatives
    • 9.4.13. Figshare
      • 9.4.13.1. Participant's overview
      • 9.4.13.2. Financial performance
      • 9.4.13.3. Application benchmarking
      • 9.4.13.4. Strategic initiatives