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市场调查报告书
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ModelOps 市场：按平台类型、按服务、按模型类型、按组织规模、按部署类型、按行业 - 2025-2030 年全球预测

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个工作天内

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2023 年 ModelOps 市值为 254 亿美元，预计 2024 年将达到 287.6 亿美元，复合年增长率为 14.45%，预计 2030 年将达到 653.6 亿美元。

ModelOps（模型操作的缩写）是一个专注于人工智慧和机器学习模型的生命週期管理的综合部门。包括生产中的模型部署、监控、管治和扩展。对 ModelOps 的需求源于各行业对 ML 模型的使用不断增加，其中确保现实应用程式中的无缝整合和功能至关重要。其应用涵盖金融、医疗保健和零售等领域，其中预测准确性和强大的营运监控至关重要。最终用途通常包括优化供应链、改善客户体验和改善决策流程。

主要市场统计
基准年[2023] 254亿美元
预测年份 [2024] 287.6亿美元
预测年份 [2030] 653.6亿美元
复合年增长率（%） 14.45%

竞争考察显示，关键的成长要素包括巨量资料的扩散、人工智慧的采用增加以及企业透过数位转型保持竞争力的迫切需求。寻求利用人工智慧提供个人化服务和自动化的细分市场存在大量机会。公司可以透过投资简化 ModelOps 流程与现有IT基础设施基础设施整合的平台来利用这些机会，缩短上市时间并提高投资报酬率。

然而，市场面临着技术人才缺乏、资料隐私问题以及整合不同资料集的复杂性等挑战，这些可能会阻碍成长。人工智慧输出的道德处理和国际监管标准的遵守也存在限制。

重点应该放在开发自动化工具上，以提高人工智慧模型的可解释性和透明度。可解释的人工智慧和强大的效能监控解决方案的进步至关重要。企业可以从利用混合云端解决方案中获益匪浅，这些解决方案提供 ModelOps 部署所需的可扩充性。此外，透过促进资料科学家和营运团队之间的协作，您可以实现更具凝聚力和敏捷的模型管理策略。

总体而言，模型营运市场是动态的，受到技术进步和数位转型需求的推动。透过应对挑战并抓住新机会，企业可以确保可持续成长并保持竞争力。

市场动态：揭示快速发展的 ModelOps 市场的关键市场洞察

ModelOps 市场正因供需的动态交互作用而转变。透过了解这些不断变化的市场动态，公司可以准备好做出明智的投资决策、完善策略决策并抓住新的商机。全面了解这些趋势可以帮助企业降低政治、地理、技术、社会和经济领域的风险，并了解消费行为及其对製造成本的影响，并更清楚地了解对采购趋势的影响。

  • 市场驱动因素
    • 转向云端原生解决方案和基础设施以实现可扩展的模型操作
    • 更加关注模型的可解释性和透明度，以确保符合监管标准
    • 需要即时分析和模型更新的业务用例激增
    • 活性化资料科学和 IT 营运团队之间的协作，以简化模型生命週期管理
  • 市场限制因素
    • 实施 ModelOps 和维护基础设施的初始设置和营运成本较高
    • 在 ModelOps 系统中整合和管理敏感资料的资料隐私和安全性问题
  • 市场机会
    • 透过先进的 ModelOps 进行跨产业人工智慧和机器学习优化
    • 透过整合 ModelOps 和巨量资料分析来提供即时决策能力
    • ModelOps 框架增强功能可实现强大且可扩展的人工智慧驱动的业务解决方案
  • 市场问题
    • 将 ModelOps 与现有资料管道和工作流程集成，以尽量减少对业务的影响
    • 维护和更新生产中的模型，以回应快速变化的资料和业务条件。

波特的五力：驾驭 ModelOps 市场的策略工具

波特的五力框架是理解市场竞争格局的重要工具。波特的五力框架描述了评估公司竞争和探索策略机会的清晰方法。该框架可帮助公司评估市场动态并确定新业务的盈利。这些见解使公司能够利用自己的优势，解决弱点并避免潜在的挑战，从而确保更强大的市场地位。

PESTLE分析：了解 ModelOps 市场的外部影响

外部宏观环境因素在塑造 ModelOps 市场的绩效动态发挥着至关重要的作用。对政治、经济、社会、技术、法律和环境因素的分析提供了应对这些影响所需的资讯。透过调查 PESTLE 因素，公司可以更了解潜在的风险和机会。这种分析可以帮助公司预测法规、消费者偏好和经济趋势的变化，并为他们做出积极主动的决策做好准备。

市场占有率分析：了解 ModelOps 市场的竞争格局

对 ModelOps 市场的详细市场占有率分析可以对供应商绩效进行全面评估。公司可以透过比较收益、客户群和成长率等关键指标来揭示其竞争地位。该分析揭示了市场集中、细分和整合的趋势，为供应商提供了製定策略决策所需的洞察力，使他们能够在日益激烈的竞争中占有一席之地。

FPNV 定位矩阵 ModelOps 市场供应商绩效评估

FPNV定位矩阵是评估ModelOps市场供应商的重要工具。此矩阵允许业务组织根据商务策略和产品满意度评估供应商，从而做出与其目标相符的明智决策。这四个象限使您能够清晰、准确地划分供应商，并确定最能满足您的策略目标的合作伙伴和解决方案。

策略分析与建议 绘製您在 ModelOps 市场的成功之路

对于旨在加强在全球市场的影响力的公司来说，对 ModelOps 市场进行策略分析至关重要。透过考虑关键资源、能力和绩效指标，公司可以识别成长机会并努力改进。这种方法使您能够克服竞争格局中的挑战，利用新的商机并取得长期成功。

该报告对涵盖关键焦点细分市场的市场进行了全面分析。

1. 市场渗透率：对当前市场环境的详细审查、主要企业的广泛资料、对其在市场中的影响力和整体影响力的评估。

2. 市场开拓：辨识新兴市场的成长机会，评估现有细分市场的扩张潜力，并提供未来成长的策略蓝图。

3. 市场多元化：分析近期产品发布、开拓地区、关键产业进展、塑造市场的策略投资。

4. 竞争评估与情报：全面分析竞争格局，检验市场占有率、业务策略、产品系列、认证、监理核准、专利趋势、主要企业的技术进步等。

5. 产品开发与创新：重点在于有望推动未来市场成长的最尖端科技、研发活动和产品创新。

它也回答重要问题，帮助相关人员做出明智的决策。

1.目前的市场规模和未来的成长预测是多少？

2. 哪些产品和地区提供最佳投资机会？

3.塑造市场的关键技术趋势和监管影响是什么？

4.主要厂商的市场占有率和竞争地位如何？

5. 推动供应商市场进入和退出策略的收益来源和策略机会是什么？

目录

第一章 前言

第二章调查方法

第三章执行摘要

第四章市场概况

第五章市场洞察

  • 市场动态
    • 促进因素
      • 迁移到云端原生解决方案和基础架构以实现可扩展的模型操作
      • 更加关注模型的可解释性和透明度，以确保符合监管标准
      • 需要即时分析和模型更新的业务用例增加
      • 改善资料科学和 IT 营运团队之间的协作，以简化模型生命週期管理
    • 抑制因素
      • ModelOps 部署和基础设施维护的初始设定和营运成本较高
      • 与 ModelOps 系统中敏感资料的整合和管理相关的资料隐私和安全问题
    • 机会
      • 利用先进的 ModelOps 实现跨产业人工智慧和机器学习优化
      • 将 ModelOps 与巨量资料分析整合以实现即时决策能力
      • 增强 ModelOps 框架，提供强大且可扩展的人工智慧驱动的业务解决方案
    • 任务
      • 将 ModelOps 与现有资料管道和工作流程集成，尽量减少对业务营运的干扰
      • 维护和更新生产中的模型，以适应快速变化的资料和业务条件
  • 市场区隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治
    • 经济
    • 社会
    • 科技
    • 法律
    • 环境

第 6 章 ModelOps 市场：依平台类型

  • 介绍
  • 自动机器学习 (AutoML) 平台
  • 开发及实验平台
  • 模型可解释性和可解释性工具
  • 监测和观察工具
  • 绩效追踪与管理平台
  • 服务和部署工具

第 7 章 ModelOps 市场：依服务分类

  • 介绍
  • 咨询服务
  • 配置与集成
  • 系统及维护

第 8 章 ModelOps 市场：依模型类型

  • 介绍
  • 基于代理的模型
  • 带上自己的模型
  • 基于图的模型
  • 语言模型
  • 机器学习模型
  • 规则和启发式模型

第 9 章 ModelOps 市场：依组织规模

  • 介绍
  • 大公司
  • 小型企业

第 10 章 ModelOps 市场：依部署类型

  • 介绍
  • 云
  • 本地

第 11 章 ModelOps 市场：依产业分类

  • 介绍
  • 银行、金融服务和保险
  • 能源/公共产业
  • 政府和国防
  • 医学与生命科​​学
  • 资讯科技和通讯
  • 製造业
  • 零售与电子商务
  • 运输/物流

第十二章美洲的 ModelOps 市场

  • 介绍
  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美国

第十三章亚太模型营运市场

  • 介绍
  • 澳洲
  • 中国
  • 印度
  • 印尼
  • 日本
  • 马来西亚
  • 菲律宾
  • 新加坡
  • 韩国
  • 台湾
  • 泰国
  • 越南

第14章欧洲、中东和非洲的ModelOps市场

  • 介绍
  • 丹麦
  • 埃及
  • 芬兰
  • 法国
  • 德国
  • 以色列
  • 义大利
  • 荷兰
  • 奈及利亚
  • 挪威
  • 波兰
  • 卡达
  • 俄罗斯
  • 沙乌地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公国
  • 英国

第十五章竞争格局

  • 2023 年市场占有率分析
  • FPNV 定位矩阵，2023
  • 竞争场景分析
  • 战略分析和建议

公司名单

  • 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