ModelOps市場：プラットフォームタイプ別、サービス別、モデルタイプ別、組織規模別、導入形態別、業界別-2025年～2030年の世界予測

ModelOps市場は、2023年に254億米ドルと評価され、2024年には287億6,000万米ドルに達すると予測され、CAGR 14.45％で成長し、2030年には653億6,000万米ドルに達すると予測されています。

ModelOps（Model Operationsの略）は、AIと機械学習モデルのライフサイクル管理に焦点を当てた包括的なセグメントです。本番環境におけるモデルの展開、モニタリング、ガバナンス、スケーリングが含まれます。ModelOpsの必要性は、実世界のアプリケーションでシームレスな統合と機能を確保することが重要である、業界全体でMLモデルの使用が拡大していることに起因しています。その用途は、予測精度と堅牢な運用監視が極めて重要な、金融、医療、小売などのセグメントに及びます。最終用途には、サプライチェーンの最適化、顧客体験の向上、意思決定プロセスの改善などが含まれることが多いです。

競合考察によると、主要成長要因として、ビッグデータの普及、AI導入の増加、デジタル変革による企業の競合維持が急務となっていることが明らかになりました。パーソナライズされたサービスや自動化のためにAIを活用しようとしているセグメントには機会があふれています。企業は、ModelOpsプロセスと既存のITインフラストラクチャとの統合を合理化するプラットフォームに投資することで、こうした機会を活用し、市場投入までの時間を短縮してROIを向上させることができます。

しかし市場は、熟練した人材の不足、データプライバシーに関する懸念、多様なデータセットの統合の複雑さといった課題に直面しており、これが成長の妨げになる可能性があります。また、AIのアウトプットの倫理的な取り扱いや、国際的な規制基準の遵守にも限界があります。

AIモデルの解釈可能性と透明性を向上させる自動化ツールの開発に焦点を当てるべきです。説明可能なAIと堅牢なパフォーマンス監視ソリューションの進歩は極めて重要です。企業は、ModelOpsの展開に必要なスケーラビリティを提供するハイブリッドクラウドソリューションを活用することで、大きな利益を得ることができます。さらに、データサイエンティストと運用チームのコラボレーションを促進することで、より結束力のある俊敏なモデル管理戦略を実現することができます。

全体として、ModelOps市場はダイナミックであり、技術の進歩とデジタルトランスフォーメーションの必要性に後押しされています。課題に対処し、新たな機会を捉えることで、企業はサステイナブル成長を確保し、競合を維持することができます。

市場力学：急速に進化するModelOps市場の主要市場洞察を公開

ModelOps市場は、需要と供給のダイナミックな相互作用によって変貌を遂げています。このような市場力学の進化を理解することで、企業は十分な情報に基づいた投資決定、戦略的決定の精緻化、そして新たなビジネス機会の獲得に備えることができます。こうした動向を包括的に把握することで、企業は政治的、地理的、技術的、社会的、経済的な領域にわたる様々なリスクを軽減することができるとともに、消費者行動とそれが製造コストや購買動向に与える影響をより明確に理解することができます。

• 市場促進要因
  • スケーラブルなモデル運用のためのクラウドネイティブなソリューションとインフラへのシフト
  • 規制基準へのコンプライアンスを確保するためのモデルの解釈可能性と透明性への注目の高まり
  • リアルタイムの分析とモデル更新を必要とするビジネスユースケースの急増
  • モデルのライフサイクル管理を合理化するためのデータサイエンスチームとIT運用チーム間のコラボレーションの活発化
• 市場抑制要因
  • ModelOpsの導入とインフラ維持のための初期設定と運用コストの高さ
  • ModelOpsシステムにおける機密データの統合と管理に伴うデータプライバシーとセキュリティの懸念
• 市場機会
  • 先進的なModelOpsを活用した業界横断的なAIと機械学習の最適化
  • ModelOpsとビッグデータ分析の統合によるリアルタイムの意思決定機能
  • ModelOpsフレームワークの強化により、堅牢で拡大性の高いAI駆動型ビジネスソリューションの実現
• 市場課題
  • ModelOpsを既存のデータパイプラインやワークフローと統合し、業務への影響を最小限に抑えること
  • 急速に変化するデータやビジネス状況に対応するため、本番環境でモデルを維持・更新すること

ポーターの5つの力：ModelOps市場をナビゲートする戦略ツール

ポーターの5つの力フレームワークは、市場情勢の競合情勢を理解するための重要なツールです。ポーターのファイブフォース・フレームワークは、企業の競合を評価し、戦略的機会を探るための明確な手法を記載しています。このフレームワークは、企業が市場内の勢力図を評価し、新規事業の収益性を判断するのに役立ちます。これら洞察により、企業は自社の強みを活かし、弱みに対処し、潜在的な課題を回避することができ、より強靭な市場でのポジショニングを確保することができます。

PESTLE分析：ModelOps市場における外部からの影響の把握

外部マクロ環境要因は、ModelOps市場の業績力学を形成する上で極めて重要な役割を果たします。政治的、経済的、社会的、技術的、法的、環境的要因の分析は、これらの影響をナビゲートするために必要な情報を記載しています。PESTLE要因を調査することで、企業は潜在的なリスクと機会をよりよく理解することができます。この分析により、企業は規制、消費者の嗜好、経済動向の変化を予測し、先を見越した積極的な意思決定を行う準備ができます。

市場シェア分析：ModelOps市場における競合情勢の把握

ModelOps市場の詳細な市場シェア分析により、ベンダーの業績を包括的に評価することができます。企業は、収益、顧客ベース、成長率などの主要指標を比較することで、競争上のポジショニングを明らかにすることができます。この分析により、市場の集中、セグメント化、統合の動向が明らかになり、ベンダーは競争が激化する中で自社の地位を高める戦略的意思決定を行うために必要な知見を得ることができます。

FPNVポジショニングマトリックスModelOps市場におけるベンダーのパフォーマンス評価

FPNVポジショニングマトリックスは、ModelOps市場においてベンダーを評価するための重要なツールです。このマトリックスにより、ビジネス組織はベンダーのビジネス戦略と製品満足度に基づき評価することで、目標に沿った十分な情報に基づいた意思決定を行うことができます。4つの象限によってベンダーを明確かつ正確にセグメント化し、戦略目標に最適なパートナーやソリューションを特定することができます。

戦略分析と推奨ModelOps市場における成功への道筋を描く

ModelOps市場の戦略分析は、世界市場でのプレゼンス強化を目指す企業にとって不可欠です。主要なリソース、能力、業績指標を検討することで、企業は成長機会を特定し、改善に取り組むことができます。このアプローチにより、競合情勢における課題を克服し、新たなビジネス機会を活かして長期的な成功を収めるための体制を整えることができます。

本レポートでは、主要な注目セグメントを網羅した市場の包括的な分析を提供しています。

1.市場の浸透度：現在の市場環境の詳細なレビュー、主要企業による広範なデータ、市場でのリーチと全体的な影響力の評価。

2.市場の開拓度：新興市場における成長機会を特定し、既存セグメントにおける拡大可能性を評価し、将来の成長に向けた戦略的ロードマップを記載しています。

3.市場の多様化：最近の製品発売、未開拓の地域、業界の主要な進歩、市場を形成する戦略的投資を分析します。

4.競合の評価と情報：競合情勢を徹底的に分析し、市場シェア、事業戦略、製品ポートフォリオ、認証、規制当局の承認、特許動向、主要企業の技術進歩などを検証します。

5.製品開発とイノベーション：将来の市場成長を促進すると期待される最先端技術、研究開発活動、製品イノベーションをハイライトしています。

また、利害関係者が十分な情報に基づいた意思決定を行う上で役立つ重要な質問にも回答しています。

1.現在の市場規模と今後の成長予測は？

2.最高の投資機会を提供する製品、地域はどこか？

3.市場を形成する主要技術動向と規制の影響とは？

4.主要ベンダーの市場シェアと競合ポジションは？

5.ベンダーの市場参入・撤退戦略の原動力となる収益源と戦略的機会は何か？

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • スケーラブルなモデル運用のためのクラウドネイティブソリューションとインフラストラクチャへの移行
    • 規制基準への準拠を確保するために、モデルの解釈可能性と透明性への注目が高まっている
    • リアルタイム分析とモデル更新を必要とするビジネスユースケースの増加
    • データサイエンスチームとIT運用チーム間の連携を強化し、モデルのライフサイクル管理を効率化
  • 抑制要因
    • ModelOpsの導入とインフラストラクチャのメンテナンスにかかる初期設定と運用コストが高い
    • ModelOpsシステムでの機密データの統合と管理に関連するデータのプライバシーとセキュリティに関する懸念
  • 機会
    • 高度なModelOpsを活用して業界横断的なAIと機械学習の最適化を実現
    • ModelOpsをビッグデータ分析と統合してリアルタイムの意思決定機能を実現
    • 堅牢でスケーラブルなAI駆動型ビジネスソリューションのためのModelOpsフレームワークの強化
  • 課題
    • 業務運営の中断を最小限に抑えながら、ModelOpsを既存のデータパイプラインとワークフローと統合
    • 急速に変化するデータやビジネス状況に適応するために、本番環境でモデルを維持と更新
• 市場セグメンテーション分析
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治
  • 経済
  • 社会
  • 技術
  • 法律
  • 環境

第6章 ModelOps市場：プラットフォームタイプ別

• イントロダクション
• 自動機械学習（AutoML）プラットフォーム
• 開発と実験プラットフォーム
• モデルの説明可能性と解釈可能性ツール
• 監視と観測ツール
• パフォーマンス追跡と管理プラットフォーム
• サービスと展開ツール

第7章 ModelOps市場：サービス別

• イントロダクション
• コンサルティングサービス
• デプロイメントとインテグレーション
• システムとメンテナンス

第8章 ModelOps市場：モデルタイプ別

• イントロダクション
• エージェントベースモデル
• 自分のモデルを持ち込む
• グラフベースのモデル
• 言語モデル
• MLモデル
• ルールとヒューリスティックモデル

第9章 ModelOps市場：組織規模別

• イントロダクション
• 大企業
• 中小企業

第10章 ModelOps市場：導入形態別

• イントロダクション
• クラウド
• オンプレミス

第11章 ModelOps市場：業界別

• イントロダクション
• 銀行、金融サービス、保険
• エネルギー・公益事業
• 政府と防衛
• 医療とライフサイエンス
• 情報技術と通信
• 製造業
• 小売業と電子商取引
• 運輸・物流

第12章 南北アメリカのModelOps市場

• イントロダクション
• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第13章 アジア太平洋のModelOps市場

• イントロダクション
• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第14章 欧州・中東・アフリカのModelOps市場

• イントロダクション
• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第15章 競合情勢

• 市場シェア分析、2023年
• FPNVポジショニングマトリックス、2023年
• 競合シナリオ分析
• 戦略分析と提言

企業一覧

• Alteryx, Inc.
• Amazon Web Services, Inc.
• Anaconda, Inc.
• Cloudera, Inc.
• Databricks, Inc.
• DataRobot, Inc.
• Domino Data Lab, Inc.
• Fair, Isaac and Company
• Google LLC by Alphabet Inc.
• H2O.ai, Inc.
• Iguazio Ltd.
• International Business Machines Corporation
• ltair Engineering Inc.
• Microsoft Corporation
• Oracle Corporation
• Paperspace, Co.
• SAS Institute Inc.
• Seldon Technologies Limited
• TIBCO Software Inc.
• Valohai

LIST OF FIGURES

• FIGURE 1. MODELOPS MARKET RESEARCH PROCESS
• FIGURE 2. MODELOPS MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL MODELOPS MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL MODELOPS MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL MODELOPS MARKET SIZE, BY SERVICES, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL MODELOPS MARKET SIZE, BY SERVICES, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL MODELOPS MARKET SIZE, BY MODEL TYPE, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL MODELOPS MARKET SIZE, BY MODEL TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2030 (%)
• FIGURE 13. GLOBAL MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. GLOBAL MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2023 VS 2030 (%)
• FIGURE 15. GLOBAL MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. GLOBAL MODELOPS MARKET SIZE, BY VERTICALS, 2023 VS 2030 (%)
• FIGURE 17. GLOBAL MODELOPS MARKET SIZE, BY VERTICALS, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. AMERICAS MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 19. AMERICAS MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. UNITED STATES MODELOPS MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 21. UNITED STATES MODELOPS MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 22. ASIA-PACIFIC MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 23. ASIA-PACIFIC MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 24. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 25. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 26. MODELOPS MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 27. MODELOPS MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. MODELOPS MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL MODELOPS MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL MODELOPS MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL MODELOPS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. MODELOPS MARKET DYNAMICS
• TABLE 7. GLOBAL MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL MODELOPS MARKET SIZE, BY AUTOMATED MACHINE LEARNING (AUTOML) PLATFORMS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL MODELOPS MARKET SIZE, BY DEVELOPMENT & EXPERIMENTATION PLATFORMS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL MODELOPS MARKET SIZE, BY MODEL EXPLAINABILITY & INTERPRETABILITY TOOLS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL MODELOPS MARKET SIZE, BY MONITORING & OBSERVABILITY TOOLS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL MODELOPS MARKET SIZE, BY PERFORMANCE TRACKING & MANAGEMENT PLATFORMS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL MODELOPS MARKET SIZE, BY SERVING & DEPLOYMENT TOOLS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL MODELOPS MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL MODELOPS MARKET SIZE, BY DEPLOYMENT & INTEGRATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL MODELOPS MARKET SIZE, BY SYSTEM & MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL MODELOPS MARKET SIZE, BY AGENT-BASED MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL MODELOPS MARKET SIZE, BY BRING YOUR OWN MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL MODELOPS MARKET SIZE, BY GRAPH-BASED MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL MODELOPS MARKET SIZE, BY LINGUISTIC MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL MODELOPS MARKET SIZE, BY ML MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL MODELOPS MARKET SIZE, BY RULE & HEURISTIC MODELS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL MODELOPS MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL MODELOPS MARKET SIZE, BY SMALL AND MEDIUM-SIZED ENTERPRISES (SMES), BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL MODELOPS MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL MODELOPS MARKET SIZE, BY ON-PREMISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 32. GLOBAL MODELOPS MARKET SIZE, BY BANKING, FINANCIAL SERVICES & INSURANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 33. GLOBAL MODELOPS MARKET SIZE, BY ENERGY & UTILITIES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 34. GLOBAL MODELOPS MARKET SIZE, BY GOVERNMENT & DEFENSE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 35. GLOBAL MODELOPS MARKET SIZE, BY HEALTHCARE & LIFE SCIENCES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 36. GLOBAL MODELOPS MARKET SIZE, BY INFORMATION TECHNOLOGY & TELECOMMUNICATIONS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 37. GLOBAL MODELOPS MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 38. GLOBAL MODELOPS MARKET SIZE, BY RETAIL & ECOMMERCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 39. GLOBAL MODELOPS MARKET SIZE, BY TRANSPORTATION & LOGISTICS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 40. AMERICAS MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 41. AMERICAS MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 42. AMERICAS MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 43. AMERICAS MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 44. AMERICAS MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 45. AMERICAS MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 46. AMERICAS MODELOPS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 47. ARGENTINA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 48. ARGENTINA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 49. ARGENTINA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 50. ARGENTINA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 51. ARGENTINA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 52. ARGENTINA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 53. BRAZIL MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 54. BRAZIL MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 55. BRAZIL MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 56. BRAZIL MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 57. BRAZIL MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 58. BRAZIL MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 59. CANADA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 60. CANADA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 61. CANADA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 62. CANADA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 63. CANADA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 64. CANADA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 65. MEXICO MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 66. MEXICO MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 67. MEXICO MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 68. MEXICO MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 69. MEXICO MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 70. MEXICO MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 71. UNITED STATES MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 72. UNITED STATES MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 73. UNITED STATES MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 74. UNITED STATES MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 75. UNITED STATES MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 76. UNITED STATES MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 77. UNITED STATES MODELOPS MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 78. ASIA-PACIFIC MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 79. ASIA-PACIFIC MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 80. ASIA-PACIFIC MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 81. ASIA-PACIFIC MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 82. ASIA-PACIFIC MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 83. ASIA-PACIFIC MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 84. ASIA-PACIFIC MODELOPS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 85. AUSTRALIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 86. AUSTRALIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 87. AUSTRALIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 88. AUSTRALIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 89. AUSTRALIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 90. AUSTRALIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 91. CHINA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 92. CHINA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 93. CHINA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 94. CHINA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 95. CHINA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 96. CHINA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 97. INDIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 98. INDIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 99. INDIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 100. INDIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 101. INDIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 102. INDIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 103. INDONESIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 104. INDONESIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 105. INDONESIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 106. INDONESIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 107. INDONESIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 108. INDONESIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 109. JAPAN MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 110. JAPAN MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 111. JAPAN MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 112. JAPAN MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 113. JAPAN MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 114. JAPAN MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 115. MALAYSIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 116. MALAYSIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 117. MALAYSIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 118. MALAYSIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 119. MALAYSIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 120. MALAYSIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 121. PHILIPPINES MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 122. PHILIPPINES MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 123. PHILIPPINES MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 124. PHILIPPINES MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 125. PHILIPPINES MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 126. PHILIPPINES MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 127. SINGAPORE MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 128. SINGAPORE MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 129. SINGAPORE MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 130. SINGAPORE MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 131. SINGAPORE MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 132. SINGAPORE MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 133. SOUTH KOREA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 134. SOUTH KOREA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 135. SOUTH KOREA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 136. SOUTH KOREA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 137. SOUTH KOREA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 138. SOUTH KOREA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 139. TAIWAN MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 140. TAIWAN MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 141. TAIWAN MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 142. TAIWAN MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 143. TAIWAN MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 144. TAIWAN MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 145. THAILAND MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 146. THAILAND MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 147. THAILAND MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 148. THAILAND MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 149. THAILAND MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 150. THAILAND MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 151. VIETNAM MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 152. VIETNAM MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 153. VIETNAM MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 154. VIETNAM MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 155. VIETNAM MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 156. VIETNAM MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 157. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 158. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 159. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 160. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 161. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 162. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 163. EUROPE, MIDDLE EAST & AFRICA MODELOPS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 164. DENMARK MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 165. DENMARK MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 166. DENMARK MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 167. DENMARK MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 168. DENMARK MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 169. DENMARK MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 170. EGYPT MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 171. EGYPT MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 172. EGYPT MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 173. EGYPT MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 174. EGYPT MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 175. EGYPT MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 176. FINLAND MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 177. FINLAND MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 178. FINLAND MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 179. FINLAND MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 180. FINLAND MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 181. FINLAND MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 182. FRANCE MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 183. FRANCE MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 184. FRANCE MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 185. FRANCE MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 186. FRANCE MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 187. FRANCE MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 188. GERMANY MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 189. GERMANY MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 190. GERMANY MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 191. GERMANY MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 192. GERMANY MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 193. GERMANY MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 194. ISRAEL MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 195. ISRAEL MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 196. ISRAEL MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 197. ISRAEL MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 198. ISRAEL MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 199. ISRAEL MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 200. ITALY MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 201. ITALY MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 202. ITALY MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 203. ITALY MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 204. ITALY MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 205. ITALY MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 206. NETHERLANDS MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 207. NETHERLANDS MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 208. NETHERLANDS MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 209. NETHERLANDS MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 210. NETHERLANDS MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 211. NETHERLANDS MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 212. NIGERIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 213. NIGERIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 214. NIGERIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 215. NIGERIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 216. NIGERIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 217. NIGERIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 218. NORWAY MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 219. NORWAY MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 220. NORWAY MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 221. NORWAY MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 222. NORWAY MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 223. NORWAY MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 224. POLAND MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 225. POLAND MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 226. POLAND MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 227. POLAND MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 228. POLAND MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 229. POLAND MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 230. QATAR MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 231. QATAR MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 232. QATAR MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 233. QATAR MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 234. QATAR MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 235. QATAR MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 236. RUSSIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 237. RUSSIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 238. RUSSIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 239. RUSSIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 240. RUSSIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 241. RUSSIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 242. SAUDI ARABIA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 243. SAUDI ARABIA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 244. SAUDI ARABIA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 245. SAUDI ARABIA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 246. SAUDI ARABIA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 247. SAUDI ARABIA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 248. SOUTH AFRICA MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 249. SOUTH AFRICA MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 250. SOUTH AFRICA MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 251. SOUTH AFRICA MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 252. SOUTH AFRICA MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 253. SOUTH AFRICA MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 254. SPAIN MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 255. SPAIN MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 256. SPAIN MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 257. SPAIN MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 258. SPAIN MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 259. SPAIN MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 260. SWEDEN MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 261. SWEDEN MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 262. SWEDEN MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 263. SWEDEN MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 264. SWEDEN MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 265. SWEDEN MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 266. SWITZERLAND MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 267. SWITZERLAND MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 268. SWITZERLAND MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 269. SWITZERLAND MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 270. SWITZERLAND MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 271. SWITZERLAND MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 272. TURKEY MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 273. TURKEY MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 274. TURKEY MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 275. TURKEY MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 276. TURKEY MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 277. TURKEY MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 278. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 279. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 280. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 281. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 282. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 283. UNITED ARAB EMIRATES MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 284. UNITED KINGDOM MODELOPS MARKET SIZE, BY PLATFORM TYPE, 2018-2030 (USD MILLION)
• TABLE 285. UNITED KINGDOM MODELOPS MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 286. UNITED KINGDOM MODELOPS MARKET SIZE, BY MODEL TYPE, 2018-2030 (USD MILLION)
• TABLE 287. UNITED KINGDOM MODELOPS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 288. UNITED KINGDOM MODELOPS MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
• TABLE 289. UNITED KINGDOM MODELOPS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 290. MODELOPS MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 291. MODELOPS MARKET, FPNV POSITIONING MATRIX, 2023

The ModelOps Market was valued at USD 25.40 billion in 2023, expected to reach USD 28.76 billion in 2024, and is projected to grow at a CAGR of 14.45%, to USD 65.36 billion by 2030.

ModelOps, short for Model Operations, is a comprehensive discipline focused on the lifecycle management of AI and machine learning models. It encompasses the deployment, monitoring, governance, and scaling of models in a production environment. The necessity of ModelOps stems from the growing use of ML models across industries, where ensuring seamless integration and functioning in real-world applications is critical. Its application spans sectors like finance, healthcare, and retail, where predictive accuracy and robust operational oversight are pivotal. End-use scope often includes optimizing supply chains, enhancing customer experiences, and improving decision-making processes.

Market insights reveal that key growth factors include the proliferation of big data, increased AI adoption, and the pressing need for businesses to remain competitive through digital transformation. Opportunities abound in sectors seeking to leverage AI for personalized services and automation. Companies can capitalize on these opportunities by investing in platforms that streamline the integration of ModelOps processes with their existing IT infrastructure, thereby reducing time to market and improving ROI.

However, the market faces challenges such as the scarcity of skilled personnel, data privacy concerns, and the complexity of integrating diverse datasets, which can impede growth. Limitations also involve the ethical handling of AI outputs and compliance with international regulatory standards.

Innovation and research in ModelOps should focus on developing automated tools that enhance the interpretability and transparency of AI models. Advancements in explainable AI and robust performance monitoring solutions are crucial. Businesses can benefit significantly by leveraging hybrid cloud solutions that offer the scalability needed for ModelOps deployment. Additionally, fostering collaboration between data scientists and operations teams can lead to more cohesive and agile model management strategies.

Overall, the ModelOps market is dynamic, fueled by technological advances and digital transformation imperatives. By addressing the challenges and seizing emerging opportunities, businesses can ensure sustainable growth and maintain a competitive edge.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving ModelOps Market

The ModelOps Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

• Market Drivers
  • Shift towards cloud-native solutions and infrastructure for scalable model operations
  • Rising focus on model interpretability and transparency to ensure compliance with regulatory standards
  • Proliferation of business use cases requiring real-time analytics and model updates
  • Increased collaboration between data science and IT operations teams to streamline model lifecycle management
• Market Restraints
  • High initial setup and operational costs for modelops deployment and infrastructure maintenance
  • Data privacy and security concerns associated with integrating and managing sensitive data in modelops systems
• Market Opportunities
  • Leveraging advanced ModelOps for cross-industry AI and machine learning optimization
  • Integrating ModelOps with big data analytics for real-time decision-making capabilities
  • Enhancing ModelOps frameworks for robust and scalable AI-driven business solutions
• Market Challenges
  • Integrating ModelOps with existing data pipelines and workflows while minimizing disruption to business operations
  • Maintaining and updating models in production to adapt to rapidly changing data and business conditions

Porter's Five Forces: A Strategic Tool for Navigating the ModelOps Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the ModelOps Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the ModelOps Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the ModelOps Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the ModelOps Market

A detailed market share analysis in the ModelOps Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the ModelOps Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the ModelOps Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the ModelOps Market

A strategic analysis of the ModelOps Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the ModelOps Market, highlighting leading vendors and their innovative profiles. These include Alteryx, Inc., Amazon Web Services, Inc., Anaconda, Inc., Cloudera, Inc., Databricks, Inc., DataRobot, Inc., Domino Data Lab, Inc., Fair, Isaac and Company, Google LLC by Alphabet Inc., H2O.ai, Inc., Iguazio Ltd., International Business Machines Corporation, ltair Engineering Inc., Microsoft Corporation, Oracle Corporation, Paperspace, Co., SAS Institute Inc., Seldon Technologies Limited, TIBCO Software Inc., and Valohai.

Market Segmentation & Coverage

This research report categorizes the ModelOps Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Platform Type, market is studied across Automated Machine Learning (AutoML) Platforms, Development & Experimentation Platforms, Model Explainability & Interpretability Tools, Monitoring & Observability Tools, Performance Tracking & Management Platforms, and Serving & Deployment Tools.
• Based on Services, market is studied across Consulting Services, Deployment & Integration, and System & Maintenance.
• Based on Model Type, market is studied across Agent-Based Models, Bring Your Own Models, Graph-Based Models, Linguistic Models, ML Models, and Rule & Heuristic Models.
• Based on Organization Size, market is studied across large enterprises and small and medium-sized enterprises (SMEs).
• Based on Deployment Mode, market is studied across Cloud and On-Premises.
• Based on Verticals, market is studied across Banking, Financial Services & Insurance, Energy & Utilities, Government & Defense, Healthcare & Life sciences, Information Technology & Telecommunications, Manufacturing, Retail & eCommerce, and Transportation & Logistics.
• Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Shift towards cloud-native solutions and infrastructure for scalable model operations
    • 5.1.1.2. Rising focus on model interpretability and transparency to ensure compliance with regulatory standards
    • 5.1.1.3. Proliferation of business use cases requiring real-time analytics and model updates
    • 5.1.1.4. Increased collaboration between data science and IT operations teams to streamline model lifecycle management
  • 5.1.2. Restraints
    • 5.1.2.1. High initial setup and operational costs for modelops deployment and infrastructure maintenance
    • 5.1.2.2. Data privacy and security concerns associated with integrating and managing sensitive data in modelops systems
  • 5.1.3. Opportunities
    • 5.1.3.1. Leveraging advanced ModelOps for cross-industry AI and machine learning optimization
    • 5.1.3.2. Integrating ModelOps with big data analytics for real-time decision-making capabilities
    • 5.1.3.3. Enhancing ModelOps frameworks for robust and scalable AI-driven business solutions
  • 5.1.4. Challenges
    • 5.1.4.1. Integrating ModelOps with existing data pipelines and workflows while minimizing disruption to business operations
    • 5.1.4.2. Maintaining and updating models in production to adapt to rapidly changing data and business conditions
• 5.2. Market Segmentation Analysis
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. ModelOps Market, by Platform Type

• 6.1. Introduction
• 6.2. Automated Machine Learning (AutoML) Platforms
• 6.3. Development & Experimentation Platforms
• 6.4. Model Explainability & Interpretability Tools
• 6.5. Monitoring & Observability Tools
• 6.6. Performance Tracking & Management Platforms
• 6.7. Serving & Deployment Tools

7. ModelOps Market, by Services

• 7.1. Introduction
• 7.2. Consulting Services
• 7.3. Deployment & Integration
• 7.4. System & Maintenance

8. ModelOps Market, by Model Type

• 8.1. Introduction
• 8.2. Agent-Based Models
• 8.3. Bring Your Own Models
• 8.4. Graph-Based Models
• 8.5. Linguistic Models
• 8.6. ML Models
• 8.7. Rule & Heuristic Models

9. ModelOps Market, by Organization Size

• 9.1. Introduction
• 9.2. large enterprises
• 9.3. small and medium-sized enterprises (SMEs)

10. ModelOps Market, by Deployment Mode

• 10.1. Introduction
• 10.2. Cloud
• 10.3. On-Premises

11. ModelOps Market, by Verticals

• 11.1. Introduction
• 11.2. Banking, Financial Services & Insurance
• 11.3. Energy & Utilities
• 11.4. Government & Defense
• 11.5. Healthcare & Life sciences
• 11.6. Information Technology & Telecommunications
• 11.7. Manufacturing
• 11.8. Retail & eCommerce
• 11.9. Transportation & Logistics

12. Americas ModelOps Market

• 12.1. Introduction
• 12.2. Argentina
• 12.3. Brazil
• 12.4. Canada
• 12.5. Mexico
• 12.6. United States

13. Asia-Pacific ModelOps Market

• 13.1. Introduction
• 13.2. Australia
• 13.3. China
• 13.4. India
• 13.5. Indonesia
• 13.6. Japan
• 13.7. Malaysia
• 13.8. Philippines
• 13.9. Singapore
• 13.10. South Korea
• 13.11. Taiwan
• 13.12. Thailand
• 13.13. Vietnam

14. Europe, Middle East & Africa ModelOps Market

• 14.1. Introduction
• 14.2. Denmark
• 14.3. Egypt
• 14.4. Finland
• 14.5. France
• 14.6. Germany
• 14.7. Israel
• 14.8. Italy
• 14.9. Netherlands
• 14.10. Nigeria
• 14.11. Norway
• 14.12. Poland
• 14.13. Qatar
• 14.14. Russia
• 14.15. Saudi Arabia
• 14.16. South Africa
• 14.17. Spain
• 14.18. Sweden
• 14.19. Switzerland
• 14.20. Turkey
• 14.21. United Arab Emirates
• 14.22. United Kingdom

15. Competitive Landscape

• 15.1. Market Share Analysis, 2023
• 15.2. FPNV Positioning Matrix, 2023
• 15.3. Competitive Scenario Analysis
• 15.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Alteryx, Inc.
• 2. Amazon Web Services, Inc.
• 3. Anaconda, Inc.
• 4. Cloudera, Inc.
• 5. Databricks, Inc.
• 6. DataRobot, Inc.
• 7. Domino Data Lab, Inc.
• 8. Fair, Isaac and Company
• 9. Google LLC by Alphabet Inc.
• 10. H2O.ai, Inc.
• 11. Iguazio Ltd.
• 12. International Business Machines Corporation
• 13. ltair Engineering Inc.
• 14. Microsoft Corporation
• 15. Oracle Corporation
• 16. Paperspace, Co.
• 17. SAS Institute Inc.
• 18. Seldon Technologies Limited
• 19. TIBCO Software Inc.
• 20. Valohai