Artificial Intelligence (AI) Governance Market Analysis North America, Europe, APAC, Middle East and Africa, South America - US, China, Japan, UK, Germany - Size and Forecast 2023-2027

Published: Oct 2023 Pages: 164 SKU: IRTNTR75691

Artificial Intelligence (AI) Governance Market Forecast 2023-2027

The AI Governance Market size is forecast to increase by 520,771.88 thousand at a CAGR of 34.64% between 2022 and 2027. The growth of the market depends on several factors, including the increasing adoption of AI technologies across industries, the growing concerns about bias, fairness, and ethical implications of AI, and the rising demand for transparency, explainability, and accountability in Artificial Intelligence systems. To promote ethical and reliable AI practices, it promotes openness, accountability, fairness, and privacy while addressing potential hazards on the end-users such as government and defence, healthcare, BFSI, retail, and others.Its market growth analysis also includes an in-depth analysis of drivers, trends, and challenges. Furthermore, the report includes historic market data from 2017 to 2021.

What will be the Size of the Market During the Forecast Period?

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Market Overview

Market Driver

One of the key factors driving the market growth is the increasing adoption of AI technologies across industries and transparency and trust in AI systems. Factors such as the increasing usage of advancements in AI technologies across industries such as aerospace and defence, healthcare, and BFSI, among others are significantly fuelling the market growth. Hence, there are strong governance deep learning frameworks across organizations to ensure responsible and ethical AI practices.  

There is increasing adoption of these Artificial Intelligence frameworks across industries such as healthcare, banking, manufacturing, and transportation due to the growing concerns about data privacy, bias, accountability, and transparency. Some of the comprehensive techniques adopted in enterprises include ethical AI frameworks and Algorithmic auditing. Hence, such factors are significantly driving the market growth during the forecast period.

Market Trends

A key factor shaping the market growth is the adoption of enterprise AI by SMEs. Some of the emerging significant themes in the market include Artificial Intelligence audibility and algorithmic accountability. Due to the increasing complexity and opacity of AI systems, there is a growing need for devices that enable auditing and comprehension of the decision-making processes of AI algorithms.

One of the main purposes of algorithmic accountability is to hold AI systems responsible for their activities, particularly when those actions influence people or society. Hence, such developments will improve transparency, lessen bias, and offset any potential negative effects of Artificial Intelligence algorithms. Thus, such factors are expected to drive the market growth and trends.

Market Restrain

The lack of universally accepted standards and frameworks is one of the key challenges hindering the market growth. There is a growing need for standardized clear and thorough rules to handle the ethical, legal, and societal ramifications of Artificial Intelligence technologies as they are adopted and implemented across various industries. The Artificial Intelligence landscape will be fragmented with different methods and practices without standardized governance frameworks, resulting in inequalities in accountability and transparency.  

Hence, due to this inconsistency, it will be difficult for several organizations, governments, and regulatory authorities to create clear policies, enforce compliance, and promote confidence in AI systems. Thus, it is essential to build globally recognized standards and frameworks to ensure responsible and equitable AI deployment while reducing risks and preserving public confidence in AI technology. These factors are expected to hinder the market growth during the forecast period.

Market Dynamic

Transparency in  AI decision-making, adherence to regulatory compliance, and robust governance mechanisms are key. Responsible Artificial Intelligence practices, including robust testing of Artificial Intelligence algorithms, ensure ethical considerations and accountability. International collaboration drives economic value, while advancements in cloud solutions and machine learning algorithms enhance governance capabilities. Focus areas include addressing trust, fairness, and discrimination issues, especially with unstructured data. Next-generation computing architectures enable data quality, scalability, flexibility, and accessibility, catering to large enterprises and small & medium enterprises alike.

Market Segmentation By End-user

The government and defense segment is estimated to witness significant growth during the forecast period. One of the main end users of the market is the government and defence segment as governments across the world understand the importance of setting up effective frameworks to guarantee the responsible and ethical application of these technologies.

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The government and defense segment was the largest segment and was valued at  USD 13,497.80 thousand in 2017. Hence, these bodies are actively involved in the process of creating rules, standards, and policies to address issues with Artificial Intelligence, such as transparency, bias, and privacy. For instance, some of the popular government initiatives include the General Data Protection Regulation (GDPR) of the European Union and the Algorithmic Accountability Act of the US. Some of the key applications of in defence include surveillance, threat identification, and strategic decision-making. Additionally, the adoption of techniques in defence heavily relies on parameters such as data security, algorithm transparency, and adherence to ethical regulation. Hence, such applications are expected to drive the growth of this segment which in turn will drive the market growth during the forecast period.

Market Segmentation By Component

The increasing adoption of techniques across enterprises is expected to drive the growth of the solutions segment during the forecast period. AI governance solution are one of the crucial components in the market. Most enterprises require an all-in-one solutions package comprising frameworks, methods, and technology to handle governance difficulties as the demand for moral and responsible AI practices increases. Some of the key options in this solution include Platforms for guidelines for compliance and tools for data protection. Hence, there is significant growth in the global Artificial Intelligence governance market due to these solutions' capacity to help organizations bargain the complex issues of Artificial Intelligence governance, and improve accountability. Hence, such factors are expected to drive the global AI governance market growth.

Regional Overview

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North America is estimated to contribute 30% to the growth of the global market during the forecast period. Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period. One of the main factors for the significant growth of the market in North America is the significant presence of government organizations, technology corporations, and research institutions which are key players actively involved in establishing rules and practices. Furthermore, there are research and innovation that are being driven by partnerships between academic institutions and industrial players. Hence, North America is dominating the market due to its highly developed technology infrastructure and legal frameworks. Hence, such factors are expected to drive the market growth during the forecast period.

Market Analyst Overview

In the ever-evolving landscape of technology, Artificial Intelligence governance emerges as a crucial framework ensuring ethical principles and regulatory compliance requirements are met. Businesses are increasingly recognizing the importance of responsible AI governance practices in alignment with organizational goals. The development and implementation of frameworks play a pivotal role in fostering accountability within AI systems. Beyond mere compliance, companies are leveraging data responsibility to build trust among consumers, healthcare institutions, government agencies, and researchers.

Moreover, the economic value attributed to responsible AI practices is substantial, evident in the rising average expenditure on Artificial Intelligence (AI). With enhanced data management capabilities, organizations achieve cost efficiency while also unlocking new avenues for market research and growth. Comprehensive market analysis and reports further underscore the significance of AI governance in driving sustainable progress.

Market Customer Landscape

The Market forecasting industry report includes the adoption lifecycle of the market, covering from the innovator’s stage to the laggard’s stage. It focuses on adoption rates in different regions based on penetration. Furthermore, the report also includes key purchase criteria and drivers of price sensitivity to help companies evaluate and develop their market growth and forecasting strategies.

Global Artificial Intelligence Governance Market Customer Landscape

Who are the Major  Market Companies?

Companies are implementing various strategies, such as strategic alliances, partnerships, mergers and acquisitions, geographical expansion, and product/service launches, to enhance their presence in the market.

Alphabet Inc: The company offers solutions through its subsidiary Google LLC.

Amazon.com Inc: The company offers solutions through Amazon Web Services.

Ataccama Corp: The company offers a solution namely Ataccama ONE.

The research report also includes detailed analyses of the competitive landscape of the market and information about 20 market players, including:

  • Dataiku Inc.
  • DataRobot Inc.
  • Fair Isaac Corp.
  • H2O.ai Inc.
  • Informatica Inc.
  • International Business Machines Corp.
  • Kyndi Inc.
  • Meta Platforms Inc.
  • Microsoft Corp.
  • pymetrics Inc.
  • QlikTech international AB
  • Salesforce Inc.
  • SAP SE
  • SAS Institute Inc.
  • SparkCognition Inc.
  • TIBCO Software Inc.
  • ZestFinance Inc.

Qualitative and quantitative analysis of vendors has been conducted to help clients understand the wider business environment as well as the strengths and weaknesses of key market players. Data is qualitatively analyzed to categorize vendors as pure play, category-focused, industry-focused, and diversified; it is quantitatively analyzed to categorize vendors as dominant, leading, strong, tentative, and weak.

Segment Overview

The  market report forecasts market growth by revenue at global, regional & country levels and provides an analysis of the latest trends and growth opportunities from 2017 to 2027. 

  • End-user Outlook (Thousand, 2017 - 2027)
    • Government and defense
    • Healthcare ABD life sciences
    • BFSI
    • Retail
    • Others
  • Component Outlook (Thousand, 2017 - 2027)
    • Solution
    • Services
  • Geography Outlook (Thousand, 2017 - 2027)
    • North America
      • The U.S.
      • Canada
    • Europe
      • The U.K.
      • Germany
      • France
      • Rest of Europe
    • APAC
      • China
      • India
    • South America
      • Chile
      • Argentina
      • Brazil
    • Middle East & Africa
      • Saudi Arabia
      • South Africa
      • Rest of the Middle East & Africa

 

AI Governance Market Scope

Report Coverage

Details

Page number

164

Base year

2022

Historic period

2017-2021

Forecast period

2023-2027

Growth momentum & CAGR

Accelerate at a CAGR of 34.64%

Market growth 2023-2027

USD 520,771.88 th

Market structure

Fragmented

YoY growth 2022-2023(%)

33.97

Regional analysis

North America, Europe, APAC, Middle East and Africa, and South America

Performing market contribution

North America at 30%

Key countries

US, China, Japan, UK, and Germany

Competitive landscape

 Leading Vendors, Market Positioning of Vendors, Competitive Strategies, and Industry Risks

Key companies profiled

Alphabet Inc., Amazon.com Inc., Ataccama Corp., Dataiku Inc., DataRobot Inc., Fair Isaac Corp., H2O.ai Inc., Informatica Inc., International Business Machines Corp., Kyndi Inc., Meta Platforms Inc., Microsoft Corp., pymetrics Inc., QlikTech International AB, Salesforce Inc., SAP SE, SAS Institute Inc., SparkCognition Inc., TIBCO Software Inc., and ZestFinance Inc.

Market dynamics

Parent market analysis, Market growth inducers and obstacles, Fast-growing and slow-growing segment analysis, COVID-19 impact and recovery analysis and future consumer dynamics, and Market condition analysis for the forecast period.

Customization purview

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What are the Key Data Covered in this Market Research Report?

  • CAGR of the market during the forecast period
  • Detailed information on factors that will drive the growth of the market between 2023 and 2027
  • Precise estimation of the market size and its contribution to the market in focus on the parent market
  • Accurate predictions about upcoming market trends and analysis and changes in consumer behavior
  • Growth of the market across North America, Europe, APAC, Middle East and Africa, and South America
  • A thorough analysis of the market’s competitive landscape and detailed information about vendors
  • Comprehensive analysis of factors that will challenge the growth of market vendors

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1 Executive Summary

  • 1.1 Market overview
    • Exhibit 01: Executive Summary – Chart on Market Overview
    • Exhibit 02: Executive Summary – Data Table on Market Overview
    • Exhibit 03: Executive Summary – Chart on Global Market Characteristics
    • Exhibit 04: Executive Summary – Chart on Market by Geography
    • Exhibit 05: Executive Summary – Chart on Market Segmentation by End-user
    • Exhibit 06: Executive Summary – Chart on Market Segmentation by Component
    • Exhibit 07: Executive Summary – Chart on Incremental Growth
    • Exhibit 08: Executive Summary – Data Table on Incremental Growth
    • Exhibit 09: Executive Summary – Chart on Vendor Market Positioning

2 Market Landscape

  • 2.1 Market ecosystem
    • Exhibit 10: Parent market
    • Exhibit 11: Market Characteristics

3 Market Sizing

  • 3.1 Market definition
    • Exhibit 12: Offerings of vendors included in the market definition
  • 3.2 Market segment analysis
    • Exhibit 13: Market segments
  • 3.3 Market size 2022
    • 3.4 Market outlook: Forecast for 2022-2027
      • Exhibit 14: Chart on Global - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 15: Data Table on Global - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 16: Chart on Global Market: Year-over-year growth 2022-2027 (%)
      • Exhibit 17: Data Table on Global Market: Year-over-year growth 2022-2027 (%)

    4 Historic Market Size

    • 4.1 Global AI governance market 2017 - 2021
      • Exhibit 18: Historic Market Size – Data Table on global ai governance market 2017 - 2021 ($ thousand)
    • 4.2 End User Segment Analysis 2017 - 2021
      • Exhibit 19: Historic Market Size – End User Segment 2017 - 2021 ($ thousand)
    • 4.3 Component Segment Analysis 2017 - 2021
      • Exhibit 20: Historic Market Size – Component Segment 2017 - 2021 ($ thousand)
    • 4.4 Geography Segment Analysis 2017 - 2021
      • Exhibit 21: Historic Market Size – Geography Segment 2017 - 2021 ($ thousand)
    • 4.5 Country Segment Analysis 2017 - 2021
      • Exhibit 22: Historic Market Size – Country Segment 2017 - 2021 ($ thousand)

    5 Five Forces Analysis

    • 5.1 Five forces summary
      • Exhibit 23: Five forces analysis - Comparison between 2022 and 2027
    • 5.2 Bargaining power of buyers
      • Exhibit 24: Chart on Bargaining power of buyers – Impact of key factors 2022 and 2027
    • 5.3 Bargaining power of suppliers
      • Exhibit 25: Bargaining power of suppliers – Impact of key factors in 2022 and 2027
    • 5.4 Threat of new entrants
      • Exhibit 26: Threat of new entrants – Impact of key factors in 2022 and 2027
    • 5.5 Threat of substitutes
      • Exhibit 27: Threat of substitutes – Impact of key factors in 2022 and 2027
    • 5.6 Threat of rivalry
      • Exhibit 28: Threat of rivalry – Impact of key factors in 2022 and 2027
    • 5.7 Market condition
      • Exhibit 29: Chart on Market condition - Five forces 2022 and 2027

    6 Market Segmentation by End-user

    • 6.1 Market segments
      • Exhibit 30: Chart on End-user - Market share 2022-2027 (%)
      • Exhibit 31: Data Table on End-user - Market share 2022-2027 (%)
    • 6.2 Comparison by End-user
      • Exhibit 32: Chart on Comparison by End-user
      • Exhibit 33: Data Table on Comparison by End-user
    • 6.3 Government and defense - Market size and forecast 2022-2027
      • Exhibit 34: Chart on Government and defense - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 35: Data Table on Government and defense - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 36: Chart on Government and defense - Year-over-year growth 2022-2027 (%)
      • Exhibit 37: Data Table on Government and defense - Year-over-year growth 2022-2027 (%)
    • 6.4 Healthcare abd life sciences - Market size and forecast 2022-2027
      • Exhibit 38: Chart on Healthcare abd life sciences - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 39: Data Table on Healthcare abd life sciences - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 40: Chart on Healthcare abd life sciences - Year-over-year growth 2022-2027 (%)
      • Exhibit 41: Data Table on Healthcare abd life sciences - Year-over-year growth 2022-2027 (%)
    • 6.5 BFSI - Market size and forecast 2022-2027
      • Exhibit 42: Chart on BFSI - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 43: Data Table on BFSI - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 44: Chart on BFSI - Year-over-year growth 2022-2027 (%)
      • Exhibit 45: Data Table on BFSI - Year-over-year growth 2022-2027 (%)
    • 6.6 Retail - Market size and forecast 2022-2027
      • Exhibit 46: Chart on Retail - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 47: Data Table on Retail - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 48: Chart on Retail - Year-over-year growth 2022-2027 (%)
      • Exhibit 49: Data Table on Retail - Year-over-year growth 2022-2027 (%)
    • 6.7 Others - Market size and forecast 2022-2027
      • Exhibit 50: Chart on Others - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 51: Data Table on Others - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 52: Chart on Others - Year-over-year growth 2022-2027 (%)
      • Exhibit 53: Data Table on Others - Year-over-year growth 2022-2027 (%)
    • 6.8 Market opportunity by End-user
      • Exhibit 54: Market opportunity by End-user ($ thousand)
      • Exhibit 55: Data Table on Market opportunity by End-user ($ thousand)

    7 Market Segmentation by Component

    • 7.1 Market segments
      • Exhibit 56: Chart on Component - Market share 2022-2027 (%)
      • Exhibit 57: Data Table on Component - Market share 2022-2027 (%)
    • 7.2 Comparison by Component
      • Exhibit 58: Chart on Comparison by Component
      • Exhibit 59: Data Table on Comparison by Component
    • 7.3 Solution - Market size and forecast 2022-2027
      • Exhibit 60: Chart on Solution - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 61: Data Table on Solution - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 62: Chart on Solution - Year-over-year growth 2022-2027 (%)
      • Exhibit 63: Data Table on Solution - Year-over-year growth 2022-2027 (%)
    • 7.4 Services - Market size and forecast 2022-2027
      • Exhibit 64: Chart on Services - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 65: Data Table on Services - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 66: Chart on Services - Year-over-year growth 2022-2027 (%)
      • Exhibit 67: Data Table on Services - Year-over-year growth 2022-2027 (%)
    • 7.5 Market opportunity by Component
      • Exhibit 68: Market opportunity by Component ($ thousand)
      • Exhibit 69: Data Table on Market opportunity by Component ($ thousand)

    8 Customer Landscape

    • 8.1 Customer landscape overview
      • Exhibit 70: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

    9 Geographic Landscape

    • 9.1 Geographic segmentation
      • Exhibit 71: Chart on Market share by geography 2022-2027 (%)
      • Exhibit 72: Data Table on Market share by geography 2022-2027 (%)
    • 9.2 Geographic comparison
      • Exhibit 73: Chart on Geographic comparison
      • Exhibit 74: Data Table on Geographic comparison
    • 9.3 North America - Market size and forecast 2022-2027
      • Exhibit 75: Chart on North America - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 76: Data Table on North America - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 77: Chart on North America - Year-over-year growth 2022-2027 (%)
      • Exhibit 78: Data Table on North America - Year-over-year growth 2022-2027 (%)
    • 9.4 Europe - Market size and forecast 2022-2027
      • Exhibit 79: Chart on Europe - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 80: Data Table on Europe - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 81: Chart on Europe - Year-over-year growth 2022-2027 (%)
      • Exhibit 82: Data Table on Europe - Year-over-year growth 2022-2027 (%)
    • 9.5 APAC - Market size and forecast 2022-2027
      • Exhibit 83: Chart on APAC - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 84: Data Table on APAC - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 85: Chart on APAC - Year-over-year growth 2022-2027 (%)
      • Exhibit 86: Data Table on APAC - Year-over-year growth 2022-2027 (%)
    • 9.6 Middle East and Africa - Market size and forecast 2022-2027
      • Exhibit 87: Chart on Middle East and Africa - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 88: Data Table on Middle East and Africa - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 89: Chart on Middle East and Africa - Year-over-year growth 2022-2027 (%)
      • Exhibit 90: Data Table on Middle East and Africa - Year-over-year growth 2022-2027 (%)
    • 9.7 South America - Market size and forecast 2022-2027
      • Exhibit 91: Chart on South America - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 92: Data Table on South America - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 93: Chart on South America - Year-over-year growth 2022-2027 (%)
      • Exhibit 94: Data Table on South America - Year-over-year growth 2022-2027 (%)
    • 9.8 US - Market size and forecast 2022-2027
      • Exhibit 95: Chart on US - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 96: Data Table on US - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 97: Chart on US - Year-over-year growth 2022-2027 (%)
      • Exhibit 98: Data Table on US - Year-over-year growth 2022-2027 (%)
    • 9.9 China - Market size and forecast 2022-2027
      • Exhibit 99: Chart on China - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 100: Data Table on China - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 101: Chart on China - Year-over-year growth 2022-2027 (%)
      • Exhibit 102: Data Table on China - Year-over-year growth 2022-2027 (%)
    • 9.10 UK - Market size and forecast 2022-2027
      • Exhibit 103: Chart on UK - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 104: Data Table on UK - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 105: Chart on UK - Year-over-year growth 2022-2027 (%)
      • Exhibit 106: Data Table on UK - Year-over-year growth 2022-2027 (%)
    • 9.11 Germany - Market size and forecast 2022-2027
      • Exhibit 107: Chart on Germany - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 108: Data Table on Germany - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 109: Chart on Germany - Year-over-year growth 2022-2027 (%)
      • Exhibit 110: Data Table on Germany - Year-over-year growth 2022-2027 (%)
    • 9.12 Japan - Market size and forecast 2022-2027
      • Exhibit 111: Chart on Japan - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 112: Data Table on Japan - Market size and forecast 2022-2027 ($ thousand)
      • Exhibit 113: Chart on Japan - Year-over-year growth 2022-2027 (%)
      • Exhibit 114: Data Table on Japan - Year-over-year growth 2022-2027 (%)
    • 9.13 Market opportunity by geography
      • Exhibit 115: Market opportunity by geography ($ thousand)
      • Exhibit 116: Data Tables on Market opportunity by geography ($ thousand)

    10 Drivers, Challenges, and Trends

    • 10.1 Market drivers
      • 10.2 Market challenges
        • 10.3 Impact of drivers and challenges
          • Exhibit 117: Impact of drivers and challenges in 2022 and 2027
        • 10.4 Market trends

          11 Vendor Landscape

          • 11.1 Overview
            • 11.2 Vendor landscape
              • Exhibit 118: Overview on Criticality of inputs and Factors of differentiation
            • 11.3 Landscape disruption
              • Exhibit 119: Overview on factors of disruption
            • 11.4 Industry risks
              • Exhibit 120: Impact of key risks on business

            12 Vendor Analysis

            • 12.1 Vendors covered
              • Exhibit 121: Vendors covered
            • 12.2 Market positioning of vendors
              • Exhibit 122: Matrix on vendor position and classification
            • 12.3 Alphabet Inc.
              • Exhibit 123: Alphabet Inc. - Overview
              • Exhibit 124: Alphabet Inc. - Business segments
              • Exhibit 125: Alphabet Inc. - Key news
              • Exhibit 126: Alphabet Inc. - Key offerings
              • Exhibit 127: Alphabet Inc. - Segment focus
            • 12.4 Amazon.com Inc.
              • Exhibit 128: Amazon.com Inc. - Overview
              • Exhibit 129: Amazon.com Inc. - Business segments
              • Exhibit 130: Amazon.com Inc. - Key news
              • Exhibit 131: Amazon.com Inc. - Key offerings
              • Exhibit 132: Amazon.com Inc. - Segment focus
            • 12.5 Ataccama Corp.
              • Exhibit 133: Ataccama Corp. - Overview
              • Exhibit 134: Ataccama Corp. - Product / Service
              • Exhibit 135: Ataccama Corp. - Key offerings
            • 12.6 Dataiku Inc.
              • Exhibit 136: Dataiku Inc. - Overview
              • Exhibit 137: Dataiku Inc. - Product / Service
              • Exhibit 138: Dataiku Inc. - Key offerings
            • 12.7 Fair Isaac Corp.
              • Exhibit 139: Fair Isaac Corp. - Overview
              • Exhibit 140: Fair Isaac Corp. - Business segments
              • Exhibit 141: Fair Isaac Corp. - Key news
              • Exhibit 142: Fair Isaac Corp. - Key offerings
              • Exhibit 143: Fair Isaac Corp. - Segment focus
            • 12.8 H2O.ai Inc.
              • Exhibit 144: H2O.ai Inc. - Overview
              • Exhibit 145: H2O.ai Inc. - Product / Service
              • Exhibit 146: H2O.ai Inc. - Key offerings
            • 12.9 Informatica Inc.
              • Exhibit 147: Informatica Inc. - Overview
              • Exhibit 148: Informatica Inc. - Product / Service
              • Exhibit 149: Informatica Inc. - Key offerings
            • 12.10 International Business Machines Corp.
              • Exhibit 150: International Business Machines Corp. - Overview
              • Exhibit 151: International Business Machines Corp. - Business segments
              • Exhibit 152: International Business Machines Corp. - Key news
              • Exhibit 153: International Business Machines Corp. - Key offerings
              • Exhibit 154: International Business Machines Corp. - Segment focus
            • 12.11 Meta Platforms Inc.
              • Exhibit 155: Meta Platforms Inc. - Overview
              • Exhibit 156: Meta Platforms Inc. - Product / Service
              • Exhibit 157: Meta Platforms Inc. - Key offerings
            • 12.12 Microsoft Corp.
              • Exhibit 158: Microsoft Corp. - Overview
              • Exhibit 159: Microsoft Corp. - Business segments
              • Exhibit 160: Microsoft Corp. - Key news
              • Exhibit 161: Microsoft Corp. - Key offerings
              • Exhibit 162: Microsoft Corp. - Segment focus
            • 12.13 QlikTech international AB
              • Exhibit 163: QlikTech international AB - Overview
              • Exhibit 164: QlikTech international AB - Product / Service
              • Exhibit 165: QlikTech international AB - Key offerings
            • 12.14 Salesforce Inc.
              • Exhibit 166: Salesforce Inc. - Overview
              • Exhibit 167: Salesforce Inc. - Product / Service
              • Exhibit 168: Salesforce Inc. - Key news
              • Exhibit 169: Salesforce Inc. - Key offerings
            • 12.15 SAP SE
              • Exhibit 170: SAP SE - Overview
              • Exhibit 171: SAP SE - Business segments
              • Exhibit 172: SAP SE - Key news
              • Exhibit 173: SAP SE - Key offerings
              • Exhibit 174: SAP SE - Segment focus
            • 12.16 SAS Institute Inc.
              • Exhibit 175: SAS Institute Inc. - Overview
              • Exhibit 176: SAS Institute Inc. - Product / Service
              • Exhibit 177: SAS Institute Inc. - Key news
              • Exhibit 178: SAS Institute Inc. - Key offerings
            • 12.17 TIBCO Software Inc.
              • Exhibit 179: TIBCO Software Inc. - Overview
              • Exhibit 180: TIBCO Software Inc. - Product / Service
              • Exhibit 181: TIBCO Software Inc. - Key offerings

            13 Appendix

            • 13.1 Scope of the report
              • 13.2 Inclusions and exclusions checklist
                • Exhibit 182: Inclusions checklist
                • Exhibit 183: Exclusions checklist
              • 13.3 Currency conversion rates for US$
                • Exhibit 184: Currency conversion rates for US$
              • 13.4 Research methodology
                • Exhibit 185: Research methodology
                • Exhibit 186: Validation techniques employed for market sizing
                • Exhibit 187: Information sources
              • 13.5 List of abbreviations
                • Exhibit 188: List of abbreviations

              Research Framework

              Technavio presents a detailed picture of the market by way of study, synthesis, and summation of data from multiple sources. The analysts have presented the various facets of the market with a particular focus on identifying the key industry influencers. The data thus presented is comprehensive, reliable, and the result of extensive research, both primary and secondary.

              INFORMATION SOURCES

              Primary sources

              • Manufacturers and suppliers
              • Channel partners
              • Industry experts
              • Strategic decision makers

              Secondary sources

              • Industry journals and periodicals
              • Government data
              • Financial reports of key industry players
              • Historical data
              • Press releases

              DATA ANALYSIS

              Data Synthesis

              • Collation of data
              • Estimation of key figures
              • Analysis of derived insights

              Data Validation

              • Triangulation with data models
              • Reference against proprietary databases
              • Corroboration with industry experts

              REPORT WRITING

              Qualitative

              • Market drivers
              • Market challenges
              • Market trends
              • Five forces analysis

              Quantitative

              • Market size and forecast
              • Market segmentation
              • Geographical insights
              • Competitive landscape

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              Key Questions Answered

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              • What are the variables influencing the market growth in the primary regions?
              • What are the factors influencing the growth of the parent market?

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