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市場調查報告書
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1581216

ModelOps 市場：按平台類型、按服務、按模型類型、按組織規模、按部署類型、按行業 - 2025-2030 年全球預測

ModelOps Market by Platform Type, Services, Model Type, Organization Size, Deployment Mode, Verticals - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 184 Pages | 商品交期: 最快1-2個工作天內

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2023 年 ModelOps 市值為 254 億美元，預計 2024 年將達到 287.6 億美元，複合年成長率為 14.45%，預計 2030 年將達到 653.6 億美元。

ModelOps（模型操作的縮寫）是一個專注於人工智慧和機器學習模型的生命週期管理的綜合部門。包括生產中的模型部署、監控、管治和擴展。對 ModelOps 的需求源於各行業對 ML 模型的使用不斷增加，其中確保現實應用程式中的無縫整合和功能至關重要。其應用涵蓋金融、醫療保健和零售等領域，其中預測準確性和強大的營運監控至關重要。最終用途通常包括最佳化供應鏈、改善客戶體驗和改善決策流程。

主要市場統計
基準年[2023] 254億美元
預測年份 [2024] 287.6億美元
預測年份 [2030] 653.6億美元
複合年成長率（%） 14.45%

競爭考察顯示，關鍵的成長要素包括巨量資料的擴散、人工智慧的採用增加以及企業透過數位轉型保持競爭力的迫切需求。尋求利用人工智慧提供個人化服務和自動化的細分市場存在大量機會。公司可以透過投資簡化 ModelOps 流程與現有IT基礎設施基礎設施整合的平台來利用這些機會，縮短上市時間並提高投資報酬率。

然而，市場面臨著技術人才缺乏、資料隱私問題以及整合不同資料集的複雜性等挑戰，這些可能會阻礙成長。人工智慧輸出的道德處理和國際監管標準的遵守也存在限制。

重點應該放在開發自動化工具上，以提高人工智慧模型的可解釋性和透明度。可解釋的人工智慧和強大的效能監控解決方案的進步至關重要。企業可以從利用混合雲端解決方案中獲益匪淺，這些解決方案提供 ModelOps 部署所需的可擴充性。此外，透過促進資料科學家和營運團隊之間的協作，您可以實現更具凝聚力和敏捷的模型管理策略。

總體而言，模型營運市場是動態的，受到技術進步和數位轉型需求的推動。透過應對挑戰並抓住新機遇，企業可以確保永續成長並保持競爭力。

市場動態：揭示快速發展的 ModelOps 市場的關鍵市場洞察

ModelOps 市場正因供需的動態交互作用而轉變。透過了解這些不斷變化的市場動態，公司可以準備好做出明智的投資決策、完善策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險，並了解消費行為及其對製造成本的影響，並更清楚地了解對採購趨勢的影響。

  • 市場促進因素
    • 轉向雲端原生解決方案和基礎設施以實現可擴展的模型操作
    • 更加關注模型的可解釋性和透明度，以確保符合監管標準
    • 需要即時分析和模型更新的業務用例激增
    • 活性化資料科學和 IT 營運團隊之間的協作，以簡化模型生命週期管理
  • 市場限制因素
    • 實施 ModelOps 和維護基礎設施的初始設置和營運成本較高
    • 在 ModelOps 系統中整合和管理敏感資料的資料隱私和安全性問題
  • 市場機會
    • 透過先進的 ModelOps 進行跨產業人工智慧和機器學習最佳化
    • 透過整合 ModelOps 和巨量資料分析來提供即時決策能力
    • ModelOps 框架增強功能可實現強大且可擴展的人工智慧驅動的業務解決方案
  • 市場問題
    • 將 ModelOps 與現有資料管道和工作流程整合，以盡量減少對業務的影響
    • 維護和更新生產中的模型，以回應快速變化的資料和業務條件。

波特的五力：駕馭 ModelOps 市場的策略工具

波特的五力框架是理解市場競爭格局的重要工具。波特的五力框架描述了評估公司競爭和探索策略機會的清晰方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢，解決弱點並避免潛在的挑戰，從而確保更強大的市場地位。

PESTLE分析：了解 ModelOps 市場的外部影響

外部宏觀環境因素在塑造 ModelOps 市場的績效動態發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素，公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化，並為他們做出積極主動的決策做好準備。

市場佔有率分析：了解 ModelOps 市場的競爭格局

對 ModelOps 市場的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、細分和整合的趨勢，為供應商提供了製定策略決策所需的洞察力，使他們能夠在日益激烈的競爭中佔有一席之地。

FPNV 定位矩陣 ModelOps 市場供應商績效評估

FPNV定位矩陣是評估ModelOps市場供應商的重要工具。此矩陣允許業務組織根據商務策略和產品滿意度評估供應商，從而做出與其目標相符的明智決策。這四個象限使您能夠清晰、準確地分類供應商，並確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析與建議 繪製您在 ModelOps 市場的成功之路

對於旨在加強在全球市場的影響力的公司來說，對 ModelOps 市場進行策略分析至關重要。透過考慮關鍵資源、能力和績效指標，公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭格局中的挑戰，利用新的商機並取得長期成功。

該報告對涵蓋關鍵焦點細分市場的市場進行了全面分析。

1. 市場滲透率：對當前市場環境的詳細審查、主要企業的廣泛資料、對其在市場中的影響力和整體影響力的評估。

2. 市場開拓：辨識新興市場的成長機會，評估現有細分市場的擴張潛力，並提供未來成長的策略藍圖。

3. 市場多元化：分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報：全面分析競爭格局，檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新：重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

它也回答重要問題，幫助相關人員做出明智的決策。

1.目前的市場規模和未來的成長預測是多少？

2. 哪些產品和地區提供最佳投資機會？

3.塑造市場的關鍵技術趨勢和監管影響是什麼？

4.主要廠商的市場佔有率和競爭地位如何？

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼？

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 遷移到雲端原生解決方案和基礎架構以實現可擴展的模型操作
      • 更加關注模型的可解釋性和透明度，以確保符合監管標準
      • 需要即時分析和模型更新的業務用例增加
      • 改善資料科學和 IT 營運團隊之間的協作，以簡化模型生命週期管理
    • 抑制因素
      • ModelOps 部署和基礎設施維護的初始設定和營運成本較高
      • 與 ModelOps 系統中敏感資料的整合和管理相關的資料隱私和安全問題
    • 機會
      • 利用先進的 ModelOps 實現跨產業人工智慧和機器學習最佳化
      • 將 ModelOps 與巨量資料分析整合以實現即時決策能力
      • 增強 ModelOps 框架，提供強大且可擴展的人工智慧驅動的業務解決方案
    • 任務
      • 將 ModelOps 與現有資料管道和工作流程整合，盡量減少對業務營運的干擾
      • 維護和更新生產中的模型，以適應快速變化的資料和業務條件
  • 市場區隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治
    • 經濟
    • 社會
    • 科技
    • 法律
    • 環境

第 6 章 ModelOps 市場：依平台類型

  • 介紹
  • 自動機器學習 (AutoML) 平台
  • 開發及實驗平台
  • 模型可解釋性和可解釋性工具
  • 監測和觀察工具
  • 績效追蹤與管理平台
  • 服務和部署工具

第 7 章 ModelOps 市場：依服務分類

  • 介紹
  • 諮詢服務
  • 配置與整合
  • 系統及維護

第 8 章 ModelOps 市場：依模型類型

  • 介紹
  • 基於代理的模型
  • 帶上自己的模型
  • 基於圖的模型
  • 語言模型
  • 機器學習模型
  • 規則和啟發式模型

第 9 章 ModelOps 市場：依組織規模

  • 介紹
  • 主要企業
  • 小型企業

第 10 章 ModelOps 市場：依部署類型

  • 介紹
  • 雲
  • 本地

第 11 章 ModelOps 市場：依產業分類

  • 介紹
  • 銀行、金融服務和保險
  • 能源/公共產業
  • 政府和國防
  • 醫學與生命科​​學
  • 資訊科技和通訊
  • 製造業
  • 零售與電子商務
  • 運輸/物流

第12章美洲的 ModelOps 市場

  • 介紹
  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第13章亞太模型營運市場

  • 介紹
  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第14章歐洲、中東和非洲的ModelOps市場

  • 介紹
  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第15章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣，2023
  • 競爭場景分析
  • 戰略分析和建議

公司名單

  • 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
Product Code: MRR-4F7B2F382F41

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.

KEY MARKET STATISTICS
Base Year [2023] USD 25.40 billion
Estimated Year [2024] USD 28.76 billion
Forecast Year [2030] USD 65.36 billion
CAGR (%) 14.45%

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

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