查看购物车
  • Traditional Chinese
  • English
  • Japanese
封面
市场调查报告书
商品编码
1720676

人工智慧模型风险管理市场分析与预测（至 2034 年）：类型、产品、服务、技术、组件、应用、部署、最终用户、功能

AI Model Risk Management Market Analysis and Forecast to 2034: Type, Product, Services, Technology, Component, Application, Deployment, End User, Functionality
出版日期: | 出版商: Global Insight Services | 英文 389 Pages | 商品交期: 3-5个工作天内

价格
简介目录

AI模型风险管理市场预计将从2024年的62亿美元成长到2034年的162亿美元，复合年增长率约为9.8%。该市场涵盖旨在识别、评估和减轻与人工智慧模型相关的风险的解决方案和服务。这包括整合强大的检验框架、合规通讯协定和监控工具，以确保模型的准确性、公平性和透明度。随着人工智慧的应用不断增加，对全面风险管理策略的需求也不断增加，从而推动了人工智慧管治、法规合规性和道德人工智慧应用的进步。

市场概况：

人工智慧模型风险管理市场正在经历强劲成长，这主要得益于人工智慧实施中对有效风险缓解策略日益增长的需求。软体部门凭藉其在提供全面风险评估和管理解决方案方面的关键作用，已成为市场的主要部分。这一优势源于对能够评估和减轻与人工智慧模型相关的风险的复杂演算法和工具日益增长的需求。软体解决方案提供模型检验、偏差检测和合规性监控等高级功能，对于金融和医疗保健等受监管行业至关重要。新兴的子区隔包括人工智慧驱动的风险分析平台和自动化合规工具，它们因其能够增强决策能力并确保遵守监管标准而越来越受欢迎。这些子区隔市场预计将透过提供扩充性、可自订的解决方案来解决不同营运环境中人工智慧模型风险管理的复杂性，从而对市场产生重大影响。

市场区隔
类型 定性、定量和混合模式
产品 软体平台、分析工具与人工智慧框架
服务 咨询、实施、培训与支援、託管服务
科技 机器学习、深度学习、自然语言处理、电脑视觉
成分 资料管理、模型开发、模型检验、模型监控
目的 信用风险管理、市场风险管理、操作风险管理、合规风险管理
扩张 云端基础、本地、混合
最终用户 银行及金融服务、保险、医疗保健、零售、製造业、通讯、能源、政府
功能 风险识别、风险评估、风险缓解、风险报告

AI模型风险管理市场的特点是云端基础、本地和混合解决方案等各种部署模式的市场占有率分布多样化。这种分布反映了对能够无缝整合到现有基础设施中的强大且灵活的风险管理系统日益增长的需求。该市场在技术采用方面处于领先地位的北美地区正经历着显着的发展，而亚太地区则由于对人工智慧技术的投资不断增加而迅速获得发展动力。产业主要企业不断增强其产品，以满足企业不断变化的需求，以减轻采用人工智慧所带来的风险。

竞争和监管动态在塑造人工智慧模型风险管理市场格局方面发挥关键作用。主要企业正在建立策略联盟并投资研发以加强其市场地位。特别是在欧洲和北美等地区，法律规范日益严格，需要遵守合规性，进而影响市场的成长轨迹。由于人工智慧技术的进步和风险管理意识的增强，预计未来市场将大幅扩张。然而，挑战依然存在，包括法规遵循、道德考量和对技术人员的需求。然而，人工智慧和新兴技术的融合为创新和成长提供了机会。

趋势和驱动因素：

由于各行各业广泛采用AI技术，AI模型风险管理市场正经历强劲成长。组织越来越意识到管理与人工智慧模型相关的风险的必要性，从而推动了对先进风险管理解决方案的需求。一个关键趋势是将人工智慧风险管理工具与现有企业系统结合，以提高业务效率和决策流程。以人工智慧伦理和课责为重点的法律规范的兴起也是一个关键驱动因素。政府和监管机构正在製定指导方针，以确保人工智慧的透明和负责任的使用。这些监管要求迫使企业实施全面的人工智慧风险管理策略。此外，人工智慧模型的复杂性和规模不断增加，推动了对先进风险评估工具的需求，从而推动了市场的扩张。对资料隐私和安全的日益重视也影响着市场动态。为了保护敏感讯息，企业优先考虑安全的人工智慧模型操作。此外，机器学习和分析技术的进步使得风险预测更加准确，从而提供了竞争优势。随着工业领域继续拥抱数位转型，AI模型风险管理市场有望实现持续成长，并为相关人员提供丰厚的利润机会。

限制与挑战：

AI模型风险管理市场目前面临显着的限制和挑战。一个主要问题是不断变化的监管环境，需要不断适应和遵守，这可能会增加营运成本。此外，人工智慧风险管理的专业技能人才明显短缺，这对有效实施造成了瓶颈。组织通常难以将人工智慧风险管理框架整合到现有系统中，从而导致营运效率低下和复杂性增加。另一个挑战是人工智慧模型固有的不透明性，这使得有效风险管理所需的透明度变得复杂。此外，人工智慧技术的快速进步将需要不断更新和修改风险管理策略，这将对资源和能力带来压力。总的来说，这些因素对人工智慧模型风险管理倡议的发展和优化构成了重大障碍。

目录

第一章 AI模型风险管理市场概述

  • 研究目标
  • 人工智慧模型风险管理市场定义和范围
  • 报告限制
  • 调查年份和货币
  • 调查方法

第二章执行摘要

第三章重要考察

第四章 AI 模型风险管理市场展望

  • AI模型风险管理市场的细分
  • 市场动态
  • 波特五力分析
  • PESTLE分析
  • 价值链分析
  • 4P模型
  • 安索夫矩阵

第五章 AI模型风险管理市场策略

  • 母市场分析
  • 供需分析
  • 消费者购买意向
  • 案例研究分析
  • 定价分析
  • 监管状况
  • 供应链分析
  • 竞争产品分析
  • 近期动态

第六章 AI模型风险管理市场规模

  • 人工智慧模型风险管理市场规模（以价值计算）
  • 人工智慧模型风险管理市场规模（按数量计算）

第七章 AI 模型风险管理市场（按类型）

  • 市场概览
  • 定性模型
  • 定量模型
  • 混合模式
  • 其他的

第 8 章：人工智慧模型风险管理市场（按产品）

  • 市场概览
  • 软体平台
  • 分析工具
  • 人工智慧框架
  • 其他的

第九章 AI 模型风险管理市场（按服务）

  • 市场概览
  • 咨询
  • 执行
  • 培训支援
  • 託管服务
  • 其他的

第十章人工智慧模型风险管理市场（按技术）

  • 市场概览
  • 机器学习
  • 深度学习
  • 自然语言处理
  • 电脑视觉
  • 其他的

第 11 章人工智慧模型风险管理市场（按组成部分）

  • 市场概览
  • 资料管理
  • 模型开发
  • 模型检验
  • 模型监控
  • 其他的

第十二章人工智慧模型风险管理市场（按应用）

  • 市场概览
  • 信用风险管理
  • 市场风险管理
  • 营运风险管理
  • 合规风险管理
  • 其他的

第十三章 人工智慧模型风险管理市场（按部署）

  • 市场概览
  • 云端基础
  • 本地
  • 杂交种
  • 其他的

第十四章 人工智慧模型风险管理市场（按最终用户）

  • 市场概览
  • 银行和金融服务
  • 保险
  • 卫生保健
  • 零售
  • 製造业
  • 通讯
  • 活力
  • 政府
  • 其他的

第十五章 AI 模型风险管理市场（依功能）

  • 市场概览
  • 风险识别
  • 风险评估
  • 降低风险
  • 风险报告
  • 其他的

第十六章人工智慧模型风险管理市场（按地区）

  • 概述
  • 北美洲
    • 美国
    • 加拿大
  • 欧洲
    • 英国
    • 德国
    • 法国
    • 西班牙
    • 义大利
    • 荷兰
    • 瑞典
    • 瑞士
    • 丹麦
    • 芬兰
    • 俄罗斯
    • 其他欧洲国家
  • 亚太地区
    • 中国
    • 印度
    • 日本
    • 韩国
    • 澳洲
    • 新加坡
    • 印尼
    • 台湾
    • 马来西亚
    • 其他亚太地区
  • 拉丁美洲
    • 巴西
    • 墨西哥
    • 阿根廷
    • 其他拉丁美洲
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 南非
    • 其他中东和非洲地区

第十七章竞争格局

  • 概述
  • 市场占有率分析
  • 主要企业定位
  • 衝突领导地图
  • 供应商基准化分析
  • 发展策略基准化分析

第十八章 公司简介

  • DataRobot
  • H2O.ai
  • C3.ai
  • Ayasdi
  • Algorithmia
  • SAS Institute
  • RapidMiner
  • BigML
  • Domino Data Lab
  • Dataiku
  • Alteryx
  • KNIME
  • Seldon
  • SigOpt
  • FICO
  • TIBCO Software
  • Anodot
  • Cognitivescale
  • Absolutdata
  • Peltarion
简介目录
Product Code: GIS32156

AI Model Risk Management Market is anticipated to expand from $6.2 billion in 2024 to $16.2 billion by 2034, growing at a CAGR of approximately 9.8%. The market encompasses solutions and services designed to identify, assess, and mitigate risks associated with AI models. It involves the integration of robust validation frameworks, compliance protocols, and monitoring tools to ensure model accuracy, fairness, and transparency. As AI adoption proliferates, the demand for comprehensive risk management strategies is escalating, driving advancements in AI governance, regulatory compliance, and ethical AI deployment.

Market Overview:

The AI Model Risk Management Market is experiencing robust growth, primarily driven by the increasing need for effective risk mitigation strategies in AI deployment. The software segment emerges as the leading market segment, owing to its critical role in providing comprehensive risk assessment and management solutions. This dominance is attributed to the rising demand for sophisticated algorithms and tools that can evaluate and mitigate risks associated with AI models. The software solutions offer advanced capabilities such as model validation, bias detection, and compliance monitoring, which are essential in regulated industries like finance and healthcare. Emerging sub-segments include AI-powered risk analytics platforms and automated compliance tools, which are gaining traction due to their ability to enhance decision-making and ensure adherence to regulatory standards. These sub-segments are poised to significantly impact the market by offering scalable and customizable solutions that address the complexities of AI model risk management in diverse operational environments.

Market Segmentation
TypeQualitative Models, Quantitative Models, Hybrid Models
ProductSoftware Platforms, Analytical Tools, AI Frameworks
ServicesConsulting, Implementation, Training and Support, Managed Services
TechnologyMachine Learning, Deep Learning, Natural Language Processing, Computer Vision
ComponentData Management, Model Development, Model Validation, Model Monitoring
ApplicationCredit Risk Management, Market Risk Management, Operational Risk Management, Compliance Risk Management
DeploymentCloud-Based, On-Premises, Hybrid
End UserBanking and Financial Services, Insurance, Healthcare, Retail, Manufacturing, Telecommunications, Energy, Government
FunctionalityRisk Identification, Risk Assessment, Risk Mitigation, Risk Reporting

The AI Model Risk Management Market is characterized by a diverse distribution of market share across various deployment models, including cloud-based, on-premise, and hybrid solutions. This distribution reflects the growing demand for robust and flexible risk management systems that can seamlessly integrate into existing infrastructures. The market is witnessing significant traction in North America, which remains at the forefront of technological adoption, while regions such as Asia-Pacific are rapidly gaining momentum due to increased investment in AI technologies. Key industry players are continuously enhancing their offerings to meet the evolving needs of enterprises seeking to mitigate risks associated with AI deployment.

Competitive and regulatory dynamics play a pivotal role in shaping the landscape of the AI Model Risk Management Market. Prominent companies are engaging in strategic alliances and investing in research and development to fortify their market positions. Regulatory frameworks, particularly in regions like Europe and North America, are increasingly stringent, necessitating compliance and influencing market growth trajectories. Looking ahead, the market is poised for substantial expansion, driven by advancements in AI technologies and heightened awareness of risk management. However, challenges such as regulatory compliance, ethical considerations, and the need for skilled personnel remain. Nevertheless, the integration of AI with emerging technologies presents lucrative opportunities for innovation and growth.

Geographical Overview:

The AI Model Risk Management market is witnessing diverse growth patterns across regions. North America leads the charge, propelled by stringent regulatory frameworks and a robust technological landscape. The region's focus on mitigating AI-related risks underpins its market dominance. Europe follows with a strong regulatory emphasis on AI ethics and transparency, fueling demand for sophisticated risk management solutions. Asia Pacific presents a rapidly growing market, driven by burgeoning AI adoption across industries. The region's dynamic digital transformation initiatives and governmental support bolster market expansion. In Latin America, increasing awareness of AI risks is spurring investments in risk management frameworks. The Middle East & Africa are emerging markets with notable potential. Economic diversification efforts and a burgeoning tech ecosystem are catalyzing interest in AI model risk management. These regions recognize the strategic importance of managing AI risks to foster sustainable growth and innovation. Each region's unique characteristics and regulatory landscapes shape the market trajectory, presenting distinct opportunities for stakeholders.

Recent Developments:

The AI Model Risk Management Market has experienced noteworthy developments in recent months, reflecting its growing significance across industries. Prominent among these developments is Deloitte's strategic partnership with a leading AI risk management firm to enhance their AI governance services, showcasing the increasing demand for robust model risk frameworks. Simultaneously, IBM has launched an advanced AI model risk management tool designed to streamline compliance with evolving regulatory standards, underscoring the importance of innovation in this domain. In a significant merger, two major risk management software providers have joined forces, pooling their resources to offer comprehensive AI model risk solutions, indicating a trend towards consolidation in the market. Lastly, a major financial institution has announced a substantial investment in AI model risk management technologies, aiming to fortify its risk mitigation strategies in an increasingly AI-driven landscape. These developments underscore the critical role of AI model risk management in ensuring the safe and effective deployment of AI technologies across various sectors.

Key Companies:

Data Robot, H2 O.ai, C3.ai, Ayasdi, Algorithmia, SAS Institute, Rapid Miner, Big ML, Domino Data Lab, Dataiku, Alteryx, KNIME, Seldon, Sig Opt, FICO, TIBCO Software, Anodot, Cognitivescale, Absolutdata, Peltarion

Trends and Drivers:

The AI Model Risk Management Market is experiencing robust growth due to the proliferation of AI technologies across industries. Organizations are increasingly recognizing the need to manage risks associated with AI models, driving demand for sophisticated risk management solutions. A key trend is the integration of AI risk management tools with existing enterprise systems, enhancing operational efficiency and decision-making processes. The rise of regulatory frameworks focused on AI ethics and accountability is another significant driver. Governments and regulatory bodies are establishing guidelines to ensure transparent and responsible AI usage. This regulatory push is compelling organizations to adopt comprehensive AI risk management strategies. Additionally, the increasing complexity and scale of AI models necessitate advanced risk assessment tools, fostering market expansion. The growing emphasis on data privacy and security is also influencing market dynamics. Companies are prioritizing secure AI model operations to safeguard sensitive information. Moreover, advancements in machine learning and analytics are enabling more accurate risk predictions, offering a competitive edge. As industries continue to embrace digital transformation, the AI Model Risk Management Market is poised for sustained growth, presenting lucrative opportunities for stakeholders.

Restraints and Challenges:

The AI Model Risk Management Market is currently navigating a landscape marked by significant restraints and challenges. A primary concern is the evolving regulatory landscape, which demands continuous adaptation and compliance, potentially escalating operational costs. Furthermore, there is a notable scarcity of skilled professionals with expertise in AI risk management, creating a bottleneck in effective implementation. Organizations often grapple with the integration of AI risk management frameworks into existing systems, leading to operational inefficiencies and increased complexity. Another challenge is the inherent opacity of AI models, which complicates the transparency needed to manage risks effectively. Additionally, the rapid pace of technological advancements in AI necessitates constant updates and revisions to risk management strategies, placing a strain on resources and capabilities. These factors collectively pose significant hurdles to the growth and optimization of AI Model Risk Management initiatives.

Sources:

U.S. Department of Commerce - National Institute of Standards and Technology (NIST), European Union Agency for Cybersecurity (ENISA), Organisation for Economic Co-operation and Development (OECD) - AI Policy Observatory, National Institute of Informatics (NII) - Japan, University of Cambridge - Centre for the Study of Existential Risk, Stanford University - Institute for Human-Centered AI, Massachusetts Institute of Technology (MIT) - Computer Science and Artificial Intelligence Laboratory, University of Oxford - Institute for Ethics in AI, Harvard University - Berkman Klein Center for Internet & Society, World Economic Forum - Global AI Council, International Conference on Machine Learning (ICML), Conference on Neural Information Processing Systems (NeurIPS), Association for the Advancement of Artificial Intelligence (AAAI) Conference, IEEE International Conference on Data Mining (ICDM), United Nations Educational, Scientific and Cultural Organization (UNESCO) - AI and Ethics, The Alan Turing Institute, Carnegie Mellon University - Software Engineering Institute, International Telecommunication Union (ITU) - AI for Good Global Summit, European Commission - Joint Research Centre (JRC), The Royal Society - AI and Society Programme

Research Scope:

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1: AI Model Risk Management Market Overview

  • 1.1 Objectives of the Study
  • 1.2 AI Model Risk Management Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation: Top-Down Approach
    • 1.5.4 Market Size Estimation: Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2: Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 2.11 Key Highlights of the Market, by Functionality
  • 2.12 Key Highlights of the Market, by North America
  • 2.13 Key Highlights of the Market, by Europe
  • 2.14 Key Highlights of the Market, by Asia-Pacific
  • 2.15 Key Highlights of the Market, by Latin America
  • 2.16 Key Highlights of the Market, by Middle East
  • 2.17 Key Highlights of the Market, by Africa

3: Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 3.10 Market Attractiveness Analysis, by Functionality
  • 3.11 Market Attractiveness Analysis, by North America
  • 3.12 Market Attractiveness Analysis, by Europe
  • 3.13 Market Attractiveness Analysis, by Asia-Pacific
  • 3.14 Market Attractiveness Analysis, by Latin America
  • 3.15 Market Attractiveness Analysis, by Middle East
  • 3.16 Market Attractiveness Analysis, by Africa

4: AI Model Risk Management Market Outlook

  • 4.1 AI Model Risk Management Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5: AI Model Risk Management Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6: AI Model Risk Management Market Size

  • 6.1 AI Model Risk Management Market Size, by Value
  • 6.2 AI Model Risk Management Market Size, by Volume

7: AI Model Risk Management Market, by Type

  • 7.1 Market Overview
  • 7.2 Qualitative Models
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Quantitative Models
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Hybrid Models
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Others
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region

8: AI Model Risk Management Market, by Product

  • 8.1 Market Overview
  • 8.2 Software Platforms
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Analytical Tools
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 AI Frameworks
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Others
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region

9: AI Model Risk Management Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Implementation
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Training and Support
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Managed Services
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Others
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region

10: AI Model Risk Management Market, by Technology

  • 10.1 Market Overview
  • 10.2 Machine Learning
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Deep Learning
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Natural Language Processing
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Computer Vision
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Others
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region

11: AI Model Risk Management Market, by Component

  • 11.1 Market Overview
  • 11.2 Data Management
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Model Development
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Model Validation
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region
  • 11.5 Model Monitoring
    • 11.5.1 Key Market Trends & Opportunity Analysis
    • 11.5.2 Market Size and Forecast, by Region
  • 11.6 Others
    • 11.6.1 Key Market Trends & Opportunity Analysis
    • 11.6.2 Market Size and Forecast, by Region

12: AI Model Risk Management Market, by Application

  • 12.1 Market Overview
  • 12.2 Credit Risk Management
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Market Risk Management
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Operational Risk Management
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Compliance Risk Management
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Others
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region

13: AI Model Risk Management Market, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud-Based
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-Premises
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14: AI Model Risk Management Market, by End User

  • 14.1 Market Overview
  • 14.2 Banking and Financial Services
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 Insurance
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Healthcare
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Retail
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Manufacturing
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region
  • 14.7 Telecommunications
    • 14.7.1 Key Market Trends & Opportunity Analysis
    • 14.7.2 Market Size and Forecast, by Region
  • 14.8 Energy
    • 14.8.1 Key Market Trends & Opportunity Analysis
    • 14.8.2 Market Size and Forecast, by Region
  • 14.9 Government
    • 14.9.1 Key Market Trends & Opportunity Analysis
    • 14.9.2 Market Size and Forecast, by Region
  • 14.10 Others
    • 14.10.1 Key Market Trends & Opportunity Analysis
    • 14.10.2 Market Size and Forecast, by Region

15: AI Model Risk Management Market, by Functionality

  • 15.1 Market Overview
  • 15.2 Risk Identification
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Risk Assessment
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Risk Mitigation
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Risk Reporting
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region
  • 15.6 Others
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region

16: AI Model Risk Management Market, by Region

  • 16.1 Overview
  • 16.2 North America
    • 16.2.1 Key Market Trends and Opportunities
    • 16.2.2 North America Market Size and Forecast, by Type
    • 16.2.3 North America Market Size and Forecast, by Product
    • 16.2.4 North America Market Size and Forecast, by Services
    • 16.2.5 North America Market Size and Forecast, by Technology
    • 16.2.6 North America Market Size and Forecast, by Component
    • 16.2.7 North America Market Size and Forecast, by Application
    • 16.2.8 North America Market Size and Forecast, by Deployment
    • 16.2.9 North America Market Size and Forecast, by End User
    • 16.2.10 North America Market Size and Forecast, by Functionality
    • 16.2.11 North America Market Size and Forecast, by Country
    • 16.2.12 United States
      • 16.2.9.1 United States Market Size and Forecast, by Type
      • 16.2.9.2 United States Market Size and Forecast, by Product
      • 16.2.9.3 United States Market Size and Forecast, by Services
      • 16.2.9.4 United States Market Size and Forecast, by Technology
      • 16.2.9.5 United States Market Size and Forecast, by Component
      • 16.2.9.6 United States Market Size and Forecast, by Application
      • 16.2.9.7 United States Market Size and Forecast, by Deployment
      • 16.2.9.8 United States Market Size and Forecast, by End User
      • 16.2.9.9 United States Market Size and Forecast, by Functionality
      • 16.2.9.10 Local Competition Analysis
      • 16.2.9.11 Local Market Analysis
    • 16.2.1 Canada
      • 16.2.10.1 Canada Market Size and Forecast, by Type
      • 16.2.10.2 Canada Market Size and Forecast, by Product
      • 16.2.10.3 Canada Market Size and Forecast, by Services
      • 16.2.10.4 Canada Market Size and Forecast, by Technology
      • 16.2.10.5 Canada Market Size and Forecast, by Component
      • 16.2.10.6 Canada Market Size and Forecast, by Application
      • 16.2.10.7 Canada Market Size and Forecast, by Deployment
      • 16.2.10.8 Canada Market Size and Forecast, by End User
      • 16.2.10.9 Canada Market Size and Forecast, by Functionality
      • 16.2.10.10 Local Competition Analysis
      • 16.2.10.11 Local Market Analysis
  • 16.1 Europe
    • 16.3.1 Key Market Trends and Opportunities
    • 16.3.2 Europe Market Size and Forecast, by Type
    • 16.3.3 Europe Market Size and Forecast, by Product
    • 16.3.4 Europe Market Size and Forecast, by Services
    • 16.3.5 Europe Market Size and Forecast, by Technology
    • 16.3.6 Europe Market Size and Forecast, by Component
    • 16.3.7 Europe Market Size and Forecast, by Application
    • 16.3.8 Europe Market Size and Forecast, by Deployment
    • 16.3.9 Europe Market Size and Forecast, by End User
    • 16.3.10 Europe Market Size and Forecast, by Functionality
    • 16.3.11 Europe Market Size and Forecast, by Country
    • 16.3.12 United Kingdom
      • 16.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 16.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 16.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 16.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 16.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 16.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 16.3.9.7 United Kingdom Market Size and Forecast, by Deployment
      • 16.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 16.3.9.9 United Kingdom Market Size and Forecast, by Functionality
      • 16.3.9.10 Local Competition Analysis
      • 16.3.9.11 Local Market Analysis
    • 16.3.1 Germany
      • 16.3.10.1 Germany Market Size and Forecast, by Type
      • 16.3.10.2 Germany Market Size and Forecast, by Product
      • 16.3.10.3 Germany Market Size and Forecast, by Services
      • 16.3.10.4 Germany Market Size and Forecast, by Technology
      • 16.3.10.5 Germany Market Size and Forecast, by Component
      • 16.3.10.6 Germany Market Size and Forecast, by Application
      • 16.3.10.7 Germany Market Size and Forecast, by Deployment
      • 16.3.10.8 Germany Market Size and Forecast, by End User
      • 16.3.10.9 Germany Market Size and Forecast, by Functionality
      • 16.3.10.10 Local Competition Analysis
      • 16.3.10.11 Local Market Analysis
    • 16.3.1 France
      • 16.3.11.1 France Market Size and Forecast, by Type
      • 16.3.11.2 France Market Size and Forecast, by Product
      • 16.3.11.3 France Market Size and Forecast, by Services
      • 16.3.11.4 France Market Size and Forecast, by Technology
      • 16.3.11.5 France Market Size and Forecast, by Component
      • 16.3.11.6 France Market Size and Forecast, by Application
      • 16.3.11.7 France Market Size and Forecast, by Deployment
      • 16.3.11.8 France Market Size and Forecast, by End User
      • 16.3.11.9 France Market Size and Forecast, by Functionality
      • 16.3.11.10 Local Competition Analysis
      • 16.3.11.11 Local Market Analysis
    • 16.3.1 Spain
      • 16.3.12.1 Spain Market Size and Forecast, by Type
      • 16.3.12.2 Spain Market Size and Forecast, by Product
      • 16.3.12.3 Spain Market Size and Forecast, by Services
      • 16.3.12.4 Spain Market Size and Forecast, by Technology
      • 16.3.12.5 Spain Market Size and Forecast, by Component
      • 16.3.12.6 Spain Market Size and Forecast, by Application
      • 16.3.12.7 Spain Market Size and Forecast, by Deployment
      • 16.3.12.8 Spain Market Size and Forecast, by End User
      • 16.3.12.9 Spain Market Size and Forecast, by Functionality
      • 16.3.12.10 Local Competition Analysis
      • 16.3.12.11 Local Market Analysis
    • 16.3.1 Italy
      • 16.3.13.1 Italy Market Size and Forecast, by Type
      • 16.3.13.2 Italy Market Size and Forecast, by Product
      • 16.3.13.3 Italy Market Size and Forecast, by Services
      • 16.3.13.4 Italy Market Size and Forecast, by Technology
      • 16.3.13.5 Italy Market Size and Forecast, by Component
      • 16.3.13.6 Italy Market Size and Forecast, by Application
      • 16.3.13.7 Italy Market Size and Forecast, by Deployment
      • 16.3.13.8 Italy Market Size and Forecast, by End User
      • 16.3.13.9 Italy Market Size and Forecast, by Functionality
      • 16.3.13.10 Local Competition Analysis
      • 16.3.13.11 Local Market Analysis
    • 16.3.1 Netherlands
      • 16.3.14.1 Netherlands Market Size and Forecast, by Type
      • 16.3.14.2 Netherlands Market Size and Forecast, by Product
      • 16.3.14.3 Netherlands Market Size and Forecast, by Services
      • 16.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 16.3.14.5 Netherlands Market Size and Forecast, by Component
      • 16.3.14.6 Netherlands Market Size and Forecast, by Application
      • 16.3.14.7 Netherlands Market Size and Forecast, by Deployment
      • 16.3.14.8 Netherlands Market Size and Forecast, by End User
      • 16.3.14.9 Netherlands Market Size and Forecast, by Functionality
      • 16.3.14.10 Local Competition Analysis
      • 16.3.14.11 Local Market Analysis
    • 16.3.1 Sweden
      • 16.3.15.1 Sweden Market Size and Forecast, by Type
      • 16.3.15.2 Sweden Market Size and Forecast, by Product
      • 16.3.15.3 Sweden Market Size and Forecast, by Services
      • 16.3.15.4 Sweden Market Size and Forecast, by Technology
      • 16.3.15.5 Sweden Market Size and Forecast, by Component
      • 16.3.15.6 Sweden Market Size and Forecast, by Application
      • 16.3.15.7 Sweden Market Size and Forecast, by Deployment
      • 16.3.15.8 Sweden Market Size and Forecast, by End User
      • 16.3.15.9 Sweden Market Size and Forecast, by Functionality
      • 16.3.15.10 Local Competition Analysis
      • 16.3.15.11 Local Market Analysis
    • 16.3.1 Switzerland
      • 16.3.16.1 Switzerland Market Size and Forecast, by Type
      • 16.3.16.2 Switzerland Market Size and Forecast, by Product
      • 16.3.16.3 Switzerland Market Size and Forecast, by Services
      • 16.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 16.3.16.5 Switzerland Market Size and Forecast, by Component
      • 16.3.16.6 Switzerland Market Size and Forecast, by Application
      • 16.3.16.7 Switzerland Market Size and Forecast, by Deployment
      • 16.3.16.8 Switzerland Market Size and Forecast, by End User
      • 16.3.16.9 Switzerland Market Size and Forecast, by Functionality
      • 16.3.16.10 Local Competition Analysis
      • 16.3.16.11 Local Market Analysis
    • 16.3.1 Denmark
      • 16.3.17.1 Denmark Market Size and Forecast, by Type
      • 16.3.17.2 Denmark Market Size and Forecast, by Product
      • 16.3.17.3 Denmark Market Size and Forecast, by Services
      • 16.3.17.4 Denmark Market Size and Forecast, by Technology
      • 16.3.17.5 Denmark Market Size and Forecast, by Component
      • 16.3.17.6 Denmark Market Size and Forecast, by Application
      • 16.3.17.7 Denmark Market Size and Forecast, by Deployment
      • 16.3.17.8 Denmark Market Size and Forecast, by End User
      • 16.3.17.9 Denmark Market Size and Forecast, by Functionality
      • 16.3.17.10 Local Competition Analysis
      • 16.3.17.11 Local Market Analysis
    • 16.3.1 Finland
      • 16.3.18.1 Finland Market Size and Forecast, by Type
      • 16.3.18.2 Finland Market Size and Forecast, by Product
      • 16.3.18.3 Finland Market Size and Forecast, by Services
      • 16.3.18.4 Finland Market Size and Forecast, by Technology
      • 16.3.18.5 Finland Market Size and Forecast, by Component
      • 16.3.18.6 Finland Market Size and Forecast, by Application
      • 16.3.18.7 Finland Market Size and Forecast, by Deployment
      • 16.3.18.8 Finland Market Size and Forecast, by End User
      • 16.3.18.9 Finland Market Size and Forecast, by Functionality
      • 16.3.18.10 Local Competition Analysis
      • 16.3.18.11 Local Market Analysis
    • 16.3.1 Russia
      • 16.3.19.1 Russia Market Size and Forecast, by Type
      • 16.3.19.2 Russia Market Size and Forecast, by Product
      • 16.3.19.3 Russia Market Size and Forecast, by Services
      • 16.3.19.4 Russia Market Size and Forecast, by Technology
      • 16.3.19.5 Russia Market Size and Forecast, by Component
      • 16.3.19.6 Russia Market Size and Forecast, by Application
      • 16.3.19.7 Russia Market Size and Forecast, by Deployment
      • 16.3.19.8 Russia Market Size and Forecast, by End User
      • 16.3.19.9 Russia Market Size and Forecast, by Functionality
      • 16.3.19.10 Local Competition Analysis
      • 16.3.19.11 Local Market Analysis
    • 16.3.1 Rest of Europe
      • 16.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 16.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 16.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 16.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 16.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 16.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 16.3.20.7 Rest of Europe Market Size and Forecast, by Deployment
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 16.3.20.9 Rest of Europe Market Size and Forecast, by Functionality
      • 16.3.20.10 Local Competition Analysis
      • 16.3.20.11 Local Market Analysis
  • 16.1 Asia-Pacific
    • 16.4.1 Key Market Trends and Opportunities
    • 16.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 16.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 16.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 16.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 16.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 16.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 16.4.8 Asia-Pacific Market Size and Forecast, by Deployment
    • 16.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 16.4.10 Asia-Pacific Market Size and Forecast, by Functionality
    • 16.4.11 Asia-Pacific Market Size and Forecast, by Country
    • 16.4.12 China
      • 16.4.9.1 China Market Size and Forecast, by Type
      • 16.4.9.2 China Market Size and Forecast, by Product
      • 16.4.9.3 China Market Size and Forecast, by Services
      • 16.4.9.4 China Market Size and Forecast, by Technology
      • 16.4.9.5 China Market Size and Forecast, by Component
      • 16.4.9.6 China Market Size and Forecast, by Application
      • 16.4.9.7 China Market Size and Forecast, by Deployment
      • 16.4.9.8 China Market Size and Forecast, by End User
      • 16.4.9.9 China Market Size and Forecast, by Functionality
      • 16.4.9.10 Local Competition Analysis
      • 16.4.9.11 Local Market Analysis
    • 16.4.1 India
      • 16.4.10.1 India Market Size and Forecast, by Type
      • 16.4.10.2 India Market Size and Forecast, by Product
      • 16.4.10.3 India Market Size and Forecast, by Services
      • 16.4.10.4 India Market Size and Forecast, by Technology
      • 16.4.10.5 India Market Size and Forecast, by Component
      • 16.4.10.6 India Market Size and Forecast, by Application
      • 16.4.10.7 India Market Size and Forecast, by Deployment
      • 16.4.10.8 India Market Size and Forecast, by End User
      • 16.4.10.9 India Market Size and Forecast, by Functionality
      • 16.4.10.10 Local Competition Analysis
      • 16.4.10.11 Local Market Analysis
    • 16.4.1 Japan
      • 16.4.11.1 Japan Market Size and Forecast, by Type
      • 16.4.11.2 Japan Market Size and Forecast, by Product
      • 16.4.11.3 Japan Market Size and Forecast, by Services
      • 16.4.11.4 Japan Market Size and Forecast, by Technology
      • 16.4.11.5 Japan Market Size and Forecast, by Component
      • 16.4.11.6 Japan Market Size and Forecast, by Application
      • 16.4.11.7 Japan Market Size and Forecast, by Deployment
      • 16.4.11.8 Japan Market Size and Forecast, by End User
      • 16.4.11.9 Japan Market Size and Forecast, by Functionality
      • 16.4.11.10 Local Competition Analysis
      • 16.4.11.11 Local Market Analysis
    • 16.4.1 South Korea
      • 16.4.12.1 South Korea Market Size and Forecast, by Type
      • 16.4.12.2 South Korea Market Size and Forecast, by Product
      • 16.4.12.3 South Korea Market Size and Forecast, by Services
      • 16.4.12.4 South Korea Market Size and Forecast, by Technology
      • 16.4.12.5 South Korea Market Size and Forecast, by Component
      • 16.4.12.6 South Korea Market Size and Forecast, by Application
      • 16.4.12.7 South Korea Market Size and Forecast, by Deployment
      • 16.4.12.8 South Korea Market Size and Forecast, by End User
      • 16.4.12.9 South Korea Market Size and Forecast, by Functionality
      • 16.4.12.10 Local Competition Analysis
      • 16.4.12.11 Local Market Analysis
    • 16.4.1 Australia
      • 16.4.13.1 Australia Market Size and Forecast, by Type
      • 16.4.13.2 Australia Market Size and Forecast, by Product
      • 16.4.13.3 Australia Market Size and Forecast, by Services
      • 16.4.13.4 Australia Market Size and Forecast, by Technology
      • 16.4.13.5 Australia Market Size and Forecast, by Component
      • 16.4.13.6 Australia Market Size and Forecast, by Application
      • 16.4.13.7 Australia Market Size and Forecast, by Deployment
      • 16.4.13.8 Australia Market Size and Forecast, by End User
      • 16.4.13.9 Australia Market Size and Forecast, by Functionality
      • 16.4.13.10 Local Competition Analysis
      • 16.4.13.11 Local Market Analysis
    • 16.4.1 Singapore
      • 16.4.14.1 Singapore Market Size and Forecast, by Type
      • 16.4.14.2 Singapore Market Size and Forecast, by Product
      • 16.4.14.3 Singapore Market Size and Forecast, by Services
      • 16.4.14.4 Singapore Market Size and Forecast, by Technology
      • 16.4.14.5 Singapore Market Size and Forecast, by Component
      • 16.4.14.6 Singapore Market Size and Forecast, by Application
      • 16.4.14.7 Singapore Market Size and Forecast, by Deployment
      • 16.4.14.8 Singapore Market Size and Forecast, by End User
      • 16.4.14.9 Singapore Market Size and Forecast, by Functionality
      • 16.4.14.10 Local Competition Analysis
      • 16.4.14.11 Local Market Analysis
    • 16.4.1 Indonesia
      • 16.4.15.1 Indonesia Market Size and Forecast, by Type
      • 16.4.15.2 Indonesia Market Size and Forecast, by Product
      • 16.4.15.3 Indonesia Market Size and Forecast, by Services
      • 16.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 16.4.15.5 Indonesia Market Size and Forecast, by Component
      • 16.4.15.6 Indonesia Market Size and Forecast, by Application
      • 16.4.15.7 Indonesia Market Size and Forecast, by Deployment
      • 16.4.15.8 Indonesia Market Size and Forecast, by End User
      • 16.4.15.9 Indonesia Market Size and Forecast, by Functionality
      • 16.4.15.10 Local Competition Analysis
      • 16.4.15.11 Local Market Analysis
    • 16.4.1 Taiwan
      • 16.4.16.1 Taiwan Market Size and Forecast, by Type
      • 16.4.16.2 Taiwan Market Size and Forecast, by Product
      • 16.4.16.3 Taiwan Market Size and Forecast, by Services
      • 16.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 16.4.16.5 Taiwan Market Size and Forecast, by Component
      • 16.4.16.6 Taiwan Market Size and Forecast, by Application
      • 16.4.16.7 Taiwan Market Size and Forecast, by Deployment
      • 16.4.16.8 Taiwan Market Size and Forecast, by End User
      • 16.4.16.9 Taiwan Market Size and Forecast, by Functionality
      • 16.4.16.10 Local Competition Analysis
      • 16.4.16.11 Local Market Analysis
    • 16.4.1 Malaysia
      • 16.4.17.1 Malaysia Market Size and Forecast, by Type
      • 16.4.17.2 Malaysia Market Size and Forecast, by Product
      • 16.4.17.3 Malaysia Market Size and Forecast, by Services
      • 16.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 16.4.17.5 Malaysia Market Size and Forecast, by Component
      • 16.4.17.6 Malaysia Market Size and Forecast, by Application
      • 16.4.17.7 Malaysia Market Size and Forecast, by Deployment
      • 16.4.17.8 Malaysia Market Size and Forecast, by End User
      • 16.4.17.9 Malaysia Market Size and Forecast, by Functionality
      • 16.4.17.10 Local Competition Analysis
      • 16.4.17.11 Local Market Analysis
    • 16.4.1 Rest of Asia-Pacific
      • 16.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 16.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 16.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 16.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 16.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 16.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 16.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 16.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Functionality
      • 16.4.18.10 Local Competition Analysis
      • 16.4.18.11 Local Market Analysis
  • 16.1 Latin America
    • 16.5.1 Key Market Trends and Opportunities
    • 16.5.2 Latin America Market Size and Forecast, by Type
    • 16.5.3 Latin America Market Size and Forecast, by Product
    • 16.5.4 Latin America Market Size and Forecast, by Services
    • 16.5.5 Latin America Market Size and Forecast, by Technology
    • 16.5.6 Latin America Market Size and Forecast, by Component
    • 16.5.7 Latin America Market Size and Forecast, by Application
    • 16.5.8 Latin America Market Size and Forecast, by Deployment
    • 16.5.9 Latin America Market Size and Forecast, by End User
    • 16.5.10 Latin America Market Size and Forecast, by Functionality
    • 16.5.11 Latin America Market Size and Forecast, by Country
    • 16.5.12 Brazil
      • 16.5.9.1 Brazil Market Size and Forecast, by Type
      • 16.5.9.2 Brazil Market Size and Forecast, by Product
      • 16.5.9.3 Brazil Market Size and Forecast, by Services
      • 16.5.9.4 Brazil Market Size and Forecast, by Technology
      • 16.5.9.5 Brazil Market Size and Forecast, by Component
      • 16.5.9.6 Brazil Market Size and Forecast, by Application
      • 16.5.9.7 Brazil Market Size and Forecast, by Deployment
      • 16.5.9.8 Brazil Market Size and Forecast, by End User
      • 16.5.9.9 Brazil Market Size and Forecast, by Functionality
      • 16.5.9.10 Local Competition Analysis
      • 16.5.9.11 Local Market Analysis
    • 16.5.1 Mexico
      • 16.5.10.1 Mexico Market Size and Forecast, by Type
      • 16.5.10.2 Mexico Market Size and Forecast, by Product
      • 16.5.10.3 Mexico Market Size and Forecast, by Services
      • 16.5.10.4 Mexico Market Size and Forecast, by Technology
      • 16.5.10.5 Mexico Market Size and Forecast, by Component
      • 16.5.10.6 Mexico Market Size and Forecast, by Application
      • 16.5.10.7 Mexico Market Size and Forecast, by Deployment
      • 16.5.10.8 Mexico Market Size and Forecast, by End User
      • 16.5.10.9 Mexico Market Size and Forecast, by Functionality
      • 16.5.10.10 Local Competition Analysis
      • 16.5.10.11 Local Market Analysis
    • 16.5.1 Argentina
      • 16.5.11.1 Argentina Market Size and Forecast, by Type
      • 16.5.11.2 Argentina Market Size and Forecast, by Product
      • 16.5.11.3 Argentina Market Size and Forecast, by Services
      • 16.5.11.4 Argentina Market Size and Forecast, by Technology
      • 16.5.11.5 Argentina Market Size and Forecast, by Component
      • 16.5.11.6 Argentina Market Size and Forecast, by Application
      • 16.5.11.7 Argentina Market Size and Forecast, by Deployment
      • 16.5.11.8 Argentina Market Size and Forecast, by End User
      • 16.5.11.9 Argentina Market Size and Forecast, by Functionality
      • 16.5.11.10 Local Competition Analysis
      • 16.5.11.11 Local Market Analysis
    • 16.5.1 Rest of Latin America
      • 16.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 16.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 16.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 16.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 16.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 16.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 16.5.12.7 Rest of Latin America Market Size and Forecast, by Deployment
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 16.5.12.9 Rest of Latin America Market Size and Forecast, by Functionality
      • 16.5.12.10 Local Competition Analysis
      • 16.5.12.11 Local Market Analysis
  • 16.1 Middle East and Africa
    • 16.6.1 Key Market Trends and Opportunities
    • 16.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 16.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 16.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 16.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 16.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 16.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 16.6.8 Middle East and Africa Market Size and Forecast, by Deployment
    • 16.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 16.6.10 Middle East and Africa Market Size and Forecast, by Functionality
    • 16.6.11 Middle East and Africa Market Size and Forecast, by Country
    • 16.6.12 Saudi Arabia
      • 16.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 16.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 16.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 16.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 16.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 16.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 16.6.9.7 Saudi Arabia Market Size and Forecast, by Deployment
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 16.6.9.9 Saudi Arabia Market Size and Forecast, by Functionality
      • 16.6.9.10 Local Competition Analysis
      • 16.6.9.11 Local Market Analysis
    • 16.6.1 UAE
      • 16.6.10.1 UAE Market Size and Forecast, by Type
      • 16.6.10.2 UAE Market Size and Forecast, by Product
      • 16.6.10.3 UAE Market Size and Forecast, by Services
      • 16.6.10.4 UAE Market Size and Forecast, by Technology
      • 16.6.10.5 UAE Market Size and Forecast, by Component
      • 16.6.10.6 UAE Market Size and Forecast, by Application
      • 16.6.10.7 UAE Market Size and Forecast, by Deployment
      • 16.6.10.8 UAE Market Size and Forecast, by End User
      • 16.6.10.9 UAE Market Size and Forecast, by Functionality
      • 16.6.10.10 Local Competition Analysis
      • 16.6.10.11 Local Market Analysis
    • 16.6.1 South Africa
      • 16.6.11.1 South Africa Market Size and Forecast, by Type
      • 16.6.11.2 South Africa Market Size and Forecast, by Product
      • 16.6.11.3 South Africa Market Size and Forecast, by Services
      • 16.6.11.4 South Africa Market Size and Forecast, by Technology
      • 16.6.11.5 South Africa Market Size and Forecast, by Component
      • 16.6.11.6 South Africa Market Size and Forecast, by Application
      • 16.6.11.7 South Africa Market Size and Forecast, by Deployment
      • 16.6.11.8 South Africa Market Size and Forecast, by End User
      • 16.6.11.9 South Africa Market Size and Forecast, by Functionality
      • 16.6.11.10 Local Competition Analysis
      • 16.6.11.11 Local Market Analysis
    • 16.6.1 Rest of MEA
      • 16.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 16.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 16.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 16.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 16.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 16.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 16.6.12.7 Rest of MEA Market Size and Forecast, by Deployment
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 16.6.12.9 Rest of MEA Market Size and Forecast, by Functionality
      • 16.6.12.10 Local Competition Analysis
      • 16.6.12.11 Local Market Analysis

17: Competitive Landscape

  • 17.1 Overview
  • 17.2 Market Share Analysis
  • 17.3 Key Player Positioning
  • 17.4 Competitive Leadership Mapping
    • 17.4.1 Star Players
    • 17.4.2 Innovators
    • 17.4.3 Emerging Players
  • 17.5 Vendor Benchmarking
  • 17.6 Developmental Strategy Benchmarking
    • 17.6.1 New Product Developments
    • 17.6.2 Product Launches
    • 17.6.3 Business Expansions
    • 17.6.4 Partnerships, Joint Ventures, and Collaborations
    • 17.6.5 Mergers and Acquisitions

18: Company Profiles

  • 18.1 DataRobot
    • 18.1.1 Company Overview
    • 18.1.2 Company Snapshot
    • 18.1.3 Business Segments
    • 18.1.4 Business Performance
    • 18.1.5 Product Offerings
    • 18.1.6 Key Developmental Strategies
    • 18.1.7 SWOT Analysis
  • 18.2 H2O.ai
    • 18.2.1 Company Overview
    • 18.2.2 Company Snapshot
    • 18.2.3 Business Segments
    • 18.2.4 Business Performance
    • 18.2.5 Product Offerings
    • 18.2.6 Key Developmental Strategies
    • 18.2.7 SWOT Analysis
  • 18.3 C3.ai
    • 18.3.1 Company Overview
    • 18.3.2 Company Snapshot
    • 18.3.3 Business Segments
    • 18.3.4 Business Performance
    • 18.3.5 Product Offerings
    • 18.3.6 Key Developmental Strategies
    • 18.3.7 SWOT Analysis
  • 18.4 Ayasdi
    • 18.4.1 Company Overview
    • 18.4.2 Company Snapshot
    • 18.4.3 Business Segments
    • 18.4.4 Business Performance
    • 18.4.5 Product Offerings
    • 18.4.6 Key Developmental Strategies
    • 18.4.7 SWOT Analysis
  • 18.5 Algorithmia
    • 18.5.1 Company Overview
    • 18.5.2 Company Snapshot
    • 18.5.3 Business Segments
    • 18.5.4 Business Performance
    • 18.5.5 Product Offerings
    • 18.5.6 Key Developmental Strategies
    • 18.5.7 SWOT Analysis
  • 18.6 SAS Institute
    • 18.6.1 Company Overview
    • 18.6.2 Company Snapshot
    • 18.6.3 Business Segments
    • 18.6.4 Business Performance
    • 18.6.5 Product Offerings
    • 18.6.6 Key Developmental Strategies
    • 18.6.7 SWOT Analysis
  • 18.7 RapidMiner
    • 18.7.1 Company Overview
    • 18.7.2 Company Snapshot
    • 18.7.3 Business Segments
    • 18.7.4 Business Performance
    • 18.7.5 Product Offerings
    • 18.7.6 Key Developmental Strategies
    • 18.7.7 SWOT Analysis
  • 18.8 BigML
    • 18.8.1 Company Overview
    • 18.8.2 Company Snapshot
    • 18.8.3 Business Segments
    • 18.8.4 Business Performance
    • 18.8.5 Product Offerings
    • 18.8.6 Key Developmental Strategies
    • 18.8.7 SWOT Analysis
  • 18.9 Domino Data Lab
    • 18.9.1 Company Overview
    • 18.9.2 Company Snapshot
    • 18.9.3 Business Segments
    • 18.9.4 Business Performance
    • 18.9.5 Product Offerings
    • 18.9.6 Key Developmental Strategies
    • 18.9.7 SWOT Analysis
  • 18.10 Dataiku
    • 18.10.1 Company Overview
    • 18.10.2 Company Snapshot
    • 18.10.3 Business Segments
    • 18.10.4 Business Performance
    • 18.10.5 Product Offerings
    • 18.10.6 Key Developmental Strategies
    • 18.10.7 SWOT Analysis
  • 18.11 Alteryx
    • 18.11.1 Company Overview
    • 18.11.2 Company Snapshot
    • 18.11.3 Business Segments
    • 18.11.4 Business Performance
    • 18.11.5 Product Offerings
    • 18.11.6 Key Developmental Strategies
    • 18.11.7 SWOT Analysis
  • 18.12 KNIME
    • 18.12.1 Company Overview
    • 18.12.2 Company Snapshot
    • 18.12.3 Business Segments
    • 18.12.4 Business Performance
    • 18.12.5 Product Offerings
    • 18.12.6 Key Developmental Strategies
    • 18.12.7 SWOT Analysis
  • 18.13 Seldon
    • 18.13.1 Company Overview
    • 18.13.2 Company Snapshot
    • 18.13.3 Business Segments
    • 18.13.4 Business Performance
    • 18.13.5 Product Offerings
    • 18.13.6 Key Developmental Strategies
    • 18.13.7 SWOT Analysis
  • 18.14 SigOpt
    • 18.14.1 Company Overview
    • 18.14.2 Company Snapshot
    • 18.14.3 Business Segments
    • 18.14.4 Business Performance
    • 18.14.5 Product Offerings
    • 18.14.6 Key Developmental Strategies
    • 18.14.7 SWOT Analysis
  • 18.15 FICO
    • 18.15.1 Company Overview
    • 18.15.2 Company Snapshot
    • 18.15.3 Business Segments
    • 18.15.4 Business Performance
    • 18.15.5 Product Offerings
    • 18.15.6 Key Developmental Strategies
    • 18.15.7 SWOT Analysis
  • 18.16 TIBCO Software
    • 18.16.1 Company Overview
    • 18.16.2 Company Snapshot
    • 18.16.3 Business Segments
    • 18.16.4 Business Performance
    • 18.16.5 Product Offerings
    • 18.16.6 Key Developmental Strategies
    • 18.16.7 SWOT Analysis
  • 18.17 Anodot
    • 18.17.1 Company Overview
    • 18.17.2 Company Snapshot
    • 18.17.3 Business Segments
    • 18.17.4 Business Performance
    • 18.17.5 Product Offerings
    • 18.17.6 Key Developmental Strategies
    • 18.17.7 SWOT Analysis
  • 18.18 Cognitivescale
    • 18.18.1 Company Overview
    • 18.18.2 Company Snapshot
    • 18.18.3 Business Segments
    • 18.18.4 Business Performance
    • 18.18.5 Product Offerings
    • 18.18.6 Key Developmental Strategies
    • 18.18.7 SWOT Analysis
  • 18.19 Absolutdata
    • 18.19.1 Company Overview
    • 18.19.2 Company Snapshot
    • 18.19.3 Business Segments
    • 18.19.4 Business Performance
    • 18.19.5 Product Offerings
    • 18.19.6 Key Developmental Strategies
    • 18.19.7 SWOT Analysis
  • 18.20 Peltarion
    • 18.20.1 Company Overview
    • 18.20.2 Company Snapshot
    • 18.20.3 Business Segments
    • 18.20.4 Business Performance
    • 18.20.5 Product Offerings
    • 18.20.6 Key Developmental Strategies
    • 18.20.7 SWOT Analysis