予測分析の世界市場 2023-2027

予測分析市場は2022-2027年に216億117万米ドル、予測期間中のCAGRは22.24%で成長すると予測されています。

当レポートでは、予測分析市場の全体的な分析、市場規模・予測、動向、市場促進要因・促進要因、課題、約25のベンダーを網羅したベンダー分析などを掲載しています。

現在の市場シナリオ、最新動向と促進要因、市場環境全体に関する最新分析を提供しています。市場は、データ生成量の増加とビッグデータの出現、詐欺や詐欺の検出ニーズの高まり、顧客中心主義を実現するためのアナリティクスの採用によって牽引されています。

本調査では、先端技術、AI、IoTの普及が、今後数年間の予測分析市場の成長を促進する主要な理由の1つであると特定しています。また、リアルタイムのデータ分析とネイティブマシンデータの生成の採用が増加していることも、同市場の大きな需要につながると思われます。

目次

第1章 エグゼクティブサマリー

• 市場概要

第2章 市場情勢

• 市場エコシステム

第3章 市場規模

• 市場の定義
• 市場セグメント分析
• 市場規模 2022
• 市場の見通し 2022-2027

第4章 市場規模実績

• 予測分析の世界市場 2017-2021
• エンドユーザー別セグメント分析 2017-2021
• 展開別セグメント分析 2017-2021
• 地域別セグメント分析 2017-2021
• 国別セグメント分析 2017-2021

第5章 ファイブフォース分析

• ファイブフォースの要約
• 買い手の交渉力
• 供給企業の交渉力
• 新規参入業者の脅威
• 代替品の脅威
• 競争の脅威
• 市況

第6章 市場セグメンテーション：エンドユーザー別

• 市場セグメント
• 比較：エンドユーザー別
• BFSI：市場規模と予測 2022-2027
• 小売とeコマース：市場規模と予測 2022-2027
• 通信とIT：市場規模と予測 2022-2027
• 輸送と物流：市場規模と予測 2022-2027
• その他：市場規模と予測 2022-2027
• 市場機会：エンドユーザー別

第7章 市場セグメンテーション：展開別

• 市場セグメント
• 比較：展開別
• クラウドベース：市場規模と予測 2022-2027
• オンプレミス：市場規模と予測 2022-2027
• 市場機会：展開別

第8章 顧客情勢

• 顧客情勢の概要

第9章 地域別情勢

• 地域別セグメンテーション
• 地域別比較
• 北米：市場規模と予測 2022-2027
• 欧州：市場規模と予測 2022-2027
• アジア太平洋：市場規模と予測 2022-2027
• 南米：市場規模と予測 2022-2027
• 中東・アフリカ：市場規模と予測 2022-2027
• 米国：市場規模と予測 2022-2027
• 中国：市場規模と予測 2022-2027
• ドイツ：市場規模と予測 2022-2027
• 英国：市場規模と予測 2022-2027
• 日本：市場規模と予測 2022-2027
• 市場機会：地域別

第10章 促進要因、課題、および動向

• 市場促進要因
• 市場の課題
• 促進要因と課題の影響
• 市場動向

第11章 ベンダー情勢

• 概要
• ベンダー情勢
• 混乱の状況
• 業界のリスク

第12章 ベンダー分析

• 対象ベンダー
• ベンダーの市場ポジショニング
• Altair Engineering Inc.
• Alteryx Inc.
• Amazon.com Inc.
• Cloudera Inc.
• Fair Isaac Corp.
• Hewlett Packard Enterprise Co.
• International Business Machines Corp.
• KNIME AG
• Microsoft Corp.
• Oracle Corp.
• Salesforce Inc.
• SAP SE
• SAS Institute Inc.
• Teradata Corp.
• TIBCO Software Inc.

第13章 付録

Exhibits:

• Exhibits1: Executive Summary - Chart on Market Overview
• Exhibits2: Executive Summary - Data Table on Market Overview
• Exhibits3: Executive Summary - Chart on Global Market Characteristics
• Exhibits4: Executive Summary - Chart on Market by Geography
• Exhibits5: Executive Summary - Chart on Market Segmentation by End-user
• Exhibits6: Executive Summary - Chart on Market Segmentation by Deployment
• Exhibits7: Executive Summary - Chart on Incremental Growth
• Exhibits8: Executive Summary - Data Table on Incremental Growth
• Exhibits9: Executive Summary - Chart on Vendor Market Positioning
• Exhibits10: Parent market
• Exhibits11: Market Characteristics
• Exhibits12: Offerings of vendors included in the market definition
• Exhibits13: Market segments
• Exhibits14: Chart on Global - Market size and forecast 2022-2027 ($ million)
• Exhibits15: Data Table on Global - Market size and forecast 2022-2027 ($ million)
• Exhibits16: Chart on Global Market: Year-over-year growth 2022-2027 (%)
• Exhibits17: Data Table on Global Market: Year-over-year growth 2022-2027 (%)
• Exhibits18: Historic Market Size - Data Table on global predictive analytics market 2017 - 2021 ($ million)
• Exhibits19: Historic Market Size - End-user Segment 2017 - 2021 ($ million)
• Exhibits20: Historic Market Size - Deployment Segment 2017 - 2021 ($ million)
• Exhibits21: Historic Market Size - Geography Segment 2017 - 2021 ($ million)
• Exhibits22: Historic Market Size - Country Segment 2017 - 2021 ($ million)
• Exhibits23: Five forces analysis - Comparison between 2022 and 2027
• Exhibits24: Chart on Bargaining power of buyers - Impact of key factors 2022 and 2027
• Exhibits25: Bargaining power of suppliers - Impact of key factors in 2022 and 2027
• Exhibits26: Threat of new entrants - Impact of key factors in 2022 and 2027
• Exhibits27: Threat of substitutes - Impact of key factors in 2022 and 2027
• Exhibits28: Threat of rivalry - Impact of key factors in 2022 and 2027
• Exhibits29: Chart on Market condition - Five forces 2022 and 2027
• Exhibits30: Chart on End-user - Market share 2022-2027 (%)
• Exhibits31: Data Table on End-user - Market share 2022-2027 (%)
• Exhibits32: Chart on Comparison by End-user
• Exhibits33: Data Table on Comparison by End-user
• Exhibits34: Chart on BFSI - Market size and forecast 2022-2027 ($ million)
• Exhibits35: Data Table on BFSI - Market size and forecast 2022-2027 ($ million)
• Exhibits36: Chart on BFSI - Year-over-year growth 2022-2027 (%)
• Exhibits37: Data Table on BFSI - Year-over-year growth 2022-2027 (%)
• Exhibits38: Chart on Retail and e-commerce - Market size and forecast 2022-2027 ($ million)
• Exhibits39: Data Table on Retail and e-commerce - Market size and forecast 2022-2027 ($ million)
• Exhibits40: Chart on Retail and e-commerce - Year-over-year growth 2022-2027 (%)
• Exhibits41: Data Table on Retail and e-commerce - Year-over-year growth 2022-2027 (%)
• Exhibits42: Chart on Telecom and IT - Market size and forecast 2022-2027 ($ million)
• Exhibits43: Data Table on Telecom and IT - Market size and forecast 2022-2027 ($ million)
• Exhibits44: Chart on Telecom and IT - Year-over-year growth 2022-2027 (%)
• Exhibits45: Data Table on Telecom and IT - Year-over-year growth 2022-2027 (%)
• Exhibits46: Chart on Transportation and logistics - Market size and forecast 2022-2027 ($ million)
• Exhibits47: Data Table on Transportation and logistics - Market size and forecast 2022-2027 ($ million)
• Exhibits48: Chart on Transportation and logistics - Year-over-year growth 2022-2027 (%)
• Exhibits49: Data Table on Transportation and logistics - Year-over-year growth 2022-2027 (%)
• Exhibits50: Chart on Others - Market size and forecast 2022-2027 ($ million)
• Exhibits51: Data Table on Others - Market size and forecast 2022-2027 ($ million)
• Exhibits52: Chart on Others - Year-over-year growth 2022-2027 (%)
• Exhibits53: Data Table on Others - Year-over-year growth 2022-2027 (%)
• Exhibits54: Market opportunity by End-user ($ million)
• Exhibits55: Data Table on Market opportunity by End-user ($ million)
• Exhibits56: Chart on Deployment - Market share 2022-2027 (%)
• Exhibits57: Data Table on Deployment - Market share 2022-2027 (%)
• Exhibits58: Chart on Comparison by Deployment
• Exhibits59: Data Table on Comparison by Deployment
• Exhibits60: Chart on Cloud-based - Market size and forecast 2022-2027 ($ million)
• Exhibits61: Data Table on Cloud-based - Market size and forecast 2022-2027 ($ million)
• Exhibits62: Chart on Cloud-based - Year-over-year growth 2022-2027 (%)
• Exhibits63: Data Table on Cloud-based - Year-over-year growth 2022-2027 (%)
• Exhibits64: Chart on On-premise - Market size and forecast 2022-2027 ($ million)
• Exhibits65: Data Table on On-premise - Market size and forecast 2022-2027 ($ million)
• Exhibits66: Chart on On-premise - Year-over-year growth 2022-2027 (%)
• Exhibits67: Data Table on On-premise - Year-over-year growth 2022-2027 (%)
• Exhibits68: Market opportunity by Deployment ($ million)
• Exhibits69: Data Table on Market opportunity by Deployment ($ million)
• Exhibits70: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• Exhibits71: Chart on Market share by geography 2022-2027 (%)
• Exhibits72: Data Table on Market share by geography 2022-2027 (%)
• Exhibits73: Chart on Geographic comparison
• Exhibits74: Data Table on Geographic comparison
• Exhibits75: Chart on North America - Market size and forecast 2022-2027 ($ million)
• Exhibits76: Data Table on North America - Market size and forecast 2022-2027 ($ million)
• Exhibits77: Chart on North America - Year-over-year growth 2022-2027 (%)
• Exhibits78: Data Table on North America - Year-over-year growth 2022-2027 (%)
• Exhibits79: Chart on Europe - Market size and forecast 2022-2027 ($ million)
• Exhibits80: Data Table on Europe - Market size and forecast 2022-2027 ($ million)
• Exhibits81: Chart on Europe - Year-over-year growth 2022-2027 (%)
• Exhibits82: Data Table on Europe - Year-over-year growth 2022-2027 (%)
• Exhibits83: Chart on APAC - Market size and forecast 2022-2027 ($ million)
• Exhibits84: Data Table on APAC - Market size and forecast 2022-2027 ($ million)
• Exhibits85: Chart on APAC - Year-over-year growth 2022-2027 (%)
• Exhibits86: Data Table on APAC - Year-over-year growth 2022-2027 (%)
• Exhibits87: Chart on South America - Market size and forecast 2022-2027 ($ million)
• Exhibits88: Data Table on South America - Market size and forecast 2022-2027 ($ million)
• Exhibits89: Chart on South America - Year-over-year growth 2022-2027 (%)
• Exhibits90: Data Table on South America - Year-over-year growth 2022-2027 (%)
• Exhibits91: Chart on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
• Exhibits92: Data Table on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
• Exhibits93: Chart on Middle East and Africa - Year-over-year growth 2022-2027 (%)
• Exhibits94: Data Table on Middle East and Africa - Year-over-year growth 2022-2027 (%)
• Exhibits95: Chart on US - Market size and forecast 2022-2027 ($ million)
• Exhibits96: Data Table on US - Market size and forecast 2022-2027 ($ million)
• Exhibits97: Chart on US - Year-over-year growth 2022-2027 (%)
• Exhibits98: Data Table on US - Year-over-year growth 2022-2027 (%)
• Exhibits99: Chart on China - Market size and forecast 2022-2027 ($ million)
• Exhibits100: Data Table on China - Market size and forecast 2022-2027 ($ million)
• Exhibits101: Chart on China - Year-over-year growth 2022-2027 (%)
• Exhibits102: Data Table on China - Year-over-year growth 2022-2027 (%)
• Exhibits103: Chart on Germany - Market size and forecast 2022-2027 ($ million)
• Exhibits104: Data Table on Germany - Market size and forecast 2022-2027 ($ million)
• Exhibits105: Chart on Germany - Year-over-year growth 2022-2027 (%)
• Exhibits106: Data Table on Germany - Year-over-year growth 2022-2027 (%)
• Exhibits107: Chart on UK - Market size and forecast 2022-2027 ($ million)
• Exhibits108: Data Table on UK - Market size and forecast 2022-2027 ($ million)
• Exhibits109: Chart on UK - Year-over-year growth 2022-2027 (%)
• Exhibits110: Data Table on UK - Year-over-year growth 2022-2027 (%)
• Exhibits111: Chart on Japan - Market size and forecast 2022-2027 ($ million)
• Exhibits112: Data Table on Japan - Market size and forecast 2022-2027 ($ million)
• Exhibits113: Chart on Japan - Year-over-year growth 2022-2027 (%)
• Exhibits114: Data Table on Japan - Year-over-year growth 2022-2027 (%)
• Exhibits115: Market opportunity by geography ($ million)
• Exhibits116: Data Tables on Market opportunity by geography ($ million)
• Exhibits117: Impact of drivers and challenges in 2022 and 2027
• Exhibits118: Overview on Criticality of inputs and Factors of differentiation
• Exhibits119: Overview on factors of disruption
• Exhibits120: Impact of key risks on business
• Exhibits121: Vendors covered
• Exhibits122: Matrix on vendor position and classification
• Exhibits123: Altair Engineering Inc. - Overview
• Exhibits124: Altair Engineering Inc. - Business segments
• Exhibits125: Altair Engineering Inc. - Key news
• Exhibits126: Altair Engineering Inc. - Key offerings
• Exhibits127: Altair Engineering Inc. - Segment focus
• Exhibits128: Alteryx Inc. - Overview
• Exhibits129: Alteryx Inc. - Product / Service
• Exhibits130: Alteryx Inc. - Key news
• Exhibits131: Alteryx Inc. - Key offerings
• Exhibits132: Amazon.com Inc. - Overview
• Exhibits133: Amazon.com Inc. - Business segments
• Exhibits134: Amazon.com Inc. - Key news
• Exhibits135: Amazon.com Inc. - Key offerings
• Exhibits136: Amazon.com Inc. - Segment focus
• Exhibits137: Cloudera Inc. - Overview
• Exhibits138: Cloudera Inc. - Business segments
• Exhibits139: Cloudera Inc. - Key news
• Exhibits140: Cloudera Inc. - Key offerings
• Exhibits141: Cloudera Inc. - Segment focus
• Exhibits142: Fair Isaac Corp. - Overview
• Exhibits143: Fair Isaac Corp. - Business segments
• Exhibits144: Fair Isaac Corp. - Key news
• Exhibits145: Fair Isaac Corp. - Key offerings
• Exhibits146: Fair Isaac Corp. - Segment focus
• Exhibits147: Hewlett Packard Enterprise Co. - Overview
• Exhibits148: Hewlett Packard Enterprise Co. - Business segments
• Exhibits149: Hewlett Packard Enterprise Co. - Key news
• Exhibits150: Hewlett Packard Enterprise Co. - Key offerings
• Exhibits151: Hewlett Packard Enterprise Co. - Segment focus
• Exhibits152: International Business Machines Corp. - Overview
• Exhibits153: International Business Machines Corp. - Business segments
• Exhibits154: International Business Machines Corp. - Key news
• Exhibits155: International Business Machines Corp. - Key offerings
• Exhibits156: International Business Machines Corp. - Segment focus
• Exhibits157: KNIME AG - Overview
• Exhibits158: KNIME AG - Product / Service
• Exhibits159: KNIME AG - Key offerings
• Exhibits160: Microsoft Corp. - Overview
• Exhibits161: Microsoft Corp. - Business segments
• Exhibits162: Microsoft Corp. - Key news
• Exhibits163: Microsoft Corp. - Key offerings
• Exhibits164: Microsoft Corp. - Segment focus
• Exhibits165: Oracle Corp. - Overview
• Exhibits166: Oracle Corp. - Business segments
• Exhibits167: Oracle Corp. - Key news
• Exhibits168: Oracle Corp. - Key offerings
• Exhibits169: Oracle Corp. - Segment focus
• Exhibits170: Salesforce Inc. - Overview
• Exhibits171: Salesforce Inc. - Product / Service
• Exhibits172: Salesforce Inc. - Key news
• Exhibits173: Salesforce Inc. - Key offerings
• Exhibits174: SAP SE - Overview
• Exhibits175: SAP SE - Business segments
• Exhibits176: SAP SE - Key news
• Exhibits177: SAP SE - Key offerings
• Exhibits178: SAP SE - Segment focus
• Exhibits179: SAS Institute Inc. - Overview
• Exhibits180: SAS Institute Inc. - Product / Service
• Exhibits181: SAS Institute Inc. - Key news
• Exhibits182: SAS Institute Inc. - Key offerings
• Exhibits183: Teradata Corp. - Overview
• Exhibits184: Teradata Corp. - Business segments
• Exhibits185: Teradata Corp. - Key offerings
• Exhibits186: Teradata Corp. - Segment focus
• Exhibits187: TIBCO Software Inc. - Overview
• Exhibits188: TIBCO Software Inc. - Product / Service
• Exhibits189: TIBCO Software Inc. - Key offerings
• Exhibits190: Inclusions checklist
• Exhibits191: Exclusions checklist
• Exhibits192: Currency conversion rates for US$
• Exhibits193: Research methodology
• Exhibits194: Validation techniques employed for market sizing
• Exhibits195: Information sources
• Exhibits196: List of abbreviations

The predictive analytics market is forecasted to grow by USD 21601.17 mn during 2022-2027, accelerating at a CAGR of 22.24% during the forecast period. The report on the predictive analytics market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by increasing data generation and advent of big data, growing need to detect fraud and scams, and adoption of analytics to achieve customer centricity.

Technavio's predictive analytics market is segmented as below:

By End-user

• BFSI
• Retail and e-commerce
• Telecom and IT
• Transportation and logistics
• Others

By Deployment

• Cloud-based
• On-premise

By Geography

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

This study identifies the proliferation of advanced technologies, AI, and IoT as one of the prime reasons driving the predictive analytics market growth during the next few years. Also, increasing adoption of real-time data analytics and generation of native machine data will lead to sizable demand in the market.

The report on the predictive analytics market covers the following areas:

• Predictive analytics market sizing
• Predictive analytics market forecast
• Predictive analytics market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading predictive analytics market vendors that include Altair Engineering Inc., Alteryx Inc., Amazon.com Inc., Board International SA, Cloudera Inc., Domo Inc., Fair Isaac Corp., Hewlett Packard Enterprise Co., Hitachi Ltd., International Business Machines Corp., KNIME AG, Microsoft Corp., Nippon Telegraph and Telephone Corp., Oracle Corp., QlikTech international AB, Salesforce Inc., SAP SE, SAS Institute Inc., Teradata Corp., and TIBCO Software Inc.. Also, the predictive analytics market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to an analysis of the key vendors.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive research - both primary and secondary. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast the accurate market growth.

Table of Contents

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 Deployment
• 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 ($ million)
• Exhibit 15: Data Table on Global - Market size and forecast 2022-2027 ($ million)
• 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 predictive analytics market 2017 - 2021
• Exhibit 18: Historic Market Size - Data Table on global predictive analytics market 2017 - 2021 ($ million)
• 4.2 End-user Segment Analysis 2017 - 2021
• Exhibit 19: Historic Market Size - End-user Segment 2017 - 2021 ($ million)
• 4.3 Deployment Segment Analysis 2017 - 2021
• Exhibit 20: Historic Market Size - Deployment Segment 2017 - 2021 ($ million)
• 4.4 Geography Segment Analysis 2017 - 2021
• Exhibit 21: Historic Market Size - Geography Segment 2017 - 2021 ($ million)
• 4.5 Country Segment Analysis 2017 - 2021
• Exhibit 22: Historic Market Size - Country Segment 2017 - 2021 ($ million)

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 BFSI - Market size and forecast 2022-2027
• Exhibit 34: Chart on BFSI - Market size and forecast 2022-2027 ($ million)
• Exhibit 35: Data Table on BFSI - Market size and forecast 2022-2027 ($ million)
• Exhibit 36: Chart on BFSI - Year-over-year growth 2022-2027 (%)
• Exhibit 37: Data Table on BFSI - Year-over-year growth 2022-2027 (%)
• 6.4 Retail and e-commerce - Market size and forecast 2022-2027
• Exhibit 38: Chart on Retail and e-commerce - Market size and forecast 2022-2027 ($ million)
• Exhibit 39: Data Table on Retail and e-commerce - Market size and forecast 2022-2027 ($ million)
• Exhibit 40: Chart on Retail and e-commerce - Year-over-year growth 2022-2027 (%)
• Exhibit 41: Data Table on Retail and e-commerce - Year-over-year growth 2022-2027 (%)
• 6.5 Telecom and IT - Market size and forecast 2022-2027
• Exhibit 42: Chart on Telecom and IT - Market size and forecast 2022-2027 ($ million)
• Exhibit 43: Data Table on Telecom and IT - Market size and forecast 2022-2027 ($ million)
• Exhibit 44: Chart on Telecom and IT - Year-over-year growth 2022-2027 (%)
• Exhibit 45: Data Table on Telecom and IT - Year-over-year growth 2022-2027 (%)
• 6.6 Transportation and logistics - Market size and forecast 2022-2027
• Exhibit 46: Chart on Transportation and logistics - Market size and forecast 2022-2027 ($ million)
• Exhibit 47: Data Table on Transportation and logistics - Market size and forecast 2022-2027 ($ million)
• Exhibit 48: Chart on Transportation and logistics - Year-over-year growth 2022-2027 (%)
• Exhibit 49: Data Table on Transportation and logistics - 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 ($ million)
• Exhibit 51: Data Table on Others - Market size and forecast 2022-2027 ($ million)
• 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 ($ million)
• Exhibit 55: Data Table on Market opportunity by End-user ($ million)

7 Market Segmentation by Deployment

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

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 ($ million)
• Exhibit 76: Data Table on North America - Market size and forecast 2022-2027 ($ million)
• 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 ($ million)
• Exhibit 80: Data Table on Europe - Market size and forecast 2022-2027 ($ million)
• 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 ($ million)
• Exhibit 84: Data Table on APAC - Market size and forecast 2022-2027 ($ million)
• 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 South America - Market size and forecast 2022-2027
• Exhibit 87: Chart on South America - Market size and forecast 2022-2027 ($ million)
• Exhibit 88: Data Table on South America - Market size and forecast 2022-2027 ($ million)
• Exhibit 89: Chart on South America - Year-over-year growth 2022-2027 (%)
• Exhibit 90: Data Table on South America - Year-over-year growth 2022-2027 (%)
• 9.7 Middle East and Africa - Market size and forecast 2022-2027
• Exhibit 91: Chart on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
• Exhibit 92: Data Table on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
• Exhibit 93: Chart on Middle East and Africa - Year-over-year growth 2022-2027 (%)
• Exhibit 94: Data Table on Middle East and Africa - 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 ($ million)
• Exhibit 96: Data Table on US - Market size and forecast 2022-2027 ($ million)
• 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 ($ million)
• Exhibit 100: Data Table on China - Market size and forecast 2022-2027 ($ million)
• 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 Germany - Market size and forecast 2022-2027
• Exhibit 103: Chart on Germany - Market size and forecast 2022-2027 ($ million)
• Exhibit 104: Data Table on Germany - Market size and forecast 2022-2027 ($ million)
• Exhibit 105: Chart on Germany - Year-over-year growth 2022-2027 (%)
• Exhibit 106: Data Table on Germany - Year-over-year growth 2022-2027 (%)
• 9.11 UK - Market size and forecast 2022-2027
• Exhibit 107: Chart on UK - Market size and forecast 2022-2027 ($ million)
• Exhibit 108: Data Table on UK - Market size and forecast 2022-2027 ($ million)
• Exhibit 109: Chart on UK - Year-over-year growth 2022-2027 (%)
• Exhibit 110: Data Table on UK - 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 ($ million)
• Exhibit 112: Data Table on Japan - Market size and forecast 2022-2027 ($ million)
• 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 ($ million)
• Exhibit 116: Data Tables on Market opportunity by geography ($ million)

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 Altair Engineering Inc.
• Exhibit 123: Altair Engineering Inc. - Overview
• Exhibit 124: Altair Engineering Inc. - Business segments
• Exhibit 125: Altair Engineering Inc. - Key news
• Exhibit 126: Altair Engineering Inc. - Key offerings
• Exhibit 127: Altair Engineering Inc. - Segment focus
• 12.4 Alteryx Inc.
• Exhibit 128: Alteryx Inc. - Overview
• Exhibit 129: Alteryx Inc. - Product / Service
• Exhibit 130: Alteryx Inc. - Key news
• Exhibit 131: Alteryx Inc. - Key offerings
• 12.5 Amazon.com Inc.
• Exhibit 132: Amazon.com Inc. - Overview
• Exhibit 133: Amazon.com Inc. - Business segments
• Exhibit 134: Amazon.com Inc. - Key news
• Exhibit 135: Amazon.com Inc. - Key offerings
• Exhibit 136: Amazon.com Inc. - Segment focus
• 12.6 Cloudera Inc.
• Exhibit 137: Cloudera Inc. - Overview
• Exhibit 138: Cloudera Inc. - Business segments
• Exhibit 139: Cloudera Inc. - Key news
• Exhibit 140: Cloudera Inc. - Key offerings
• Exhibit 141: Cloudera Inc. - Segment focus
• 12.7 Fair Isaac Corp.
• Exhibit 142: Fair Isaac Corp. - Overview
• Exhibit 143: Fair Isaac Corp. - Business segments
• Exhibit 144: Fair Isaac Corp. - Key news
• Exhibit 145: Fair Isaac Corp. - Key offerings
• Exhibit 146: Fair Isaac Corp. - Segment focus
• 12.8 Hewlett Packard Enterprise Co.
• Exhibit 147: Hewlett Packard Enterprise Co. - Overview
• Exhibit 148: Hewlett Packard Enterprise Co. - Business segments
• Exhibit 149: Hewlett Packard Enterprise Co. - Key news
• Exhibit 150: Hewlett Packard Enterprise Co. - Key offerings
• Exhibit 151: Hewlett Packard Enterprise Co. - Segment focus
• 12.9 International Business Machines Corp.
• Exhibit 152: International Business Machines Corp. - Overview
• Exhibit 153: International Business Machines Corp. - Business segments
• Exhibit 154: International Business Machines Corp. - Key news
• Exhibit 155: International Business Machines Corp. - Key offerings
• Exhibit 156: International Business Machines Corp. - Segment focus
• 12.10 KNIME AG
• Exhibit 157: KNIME AG - Overview
• Exhibit 158: KNIME AG - Product / Service
• Exhibit 159: KNIME AG - Key offerings
• 12.11 Microsoft Corp.
• Exhibit 160: Microsoft Corp. - Overview
• Exhibit 161: Microsoft Corp. - Business segments
• Exhibit 162: Microsoft Corp. - Key news
• Exhibit 163: Microsoft Corp. - Key offerings
• Exhibit 164: Microsoft Corp. - Segment focus
• 12.12 Oracle Corp.
• Exhibit 165: Oracle Corp. - Overview
• Exhibit 166: Oracle Corp. - Business segments
• Exhibit 167: Oracle Corp. - Key news
• Exhibit 168: Oracle Corp. - Key offerings
• Exhibit 169: Oracle Corp. - Segment focus
• 12.13 Salesforce Inc.
• Exhibit 170: Salesforce Inc. - Overview
• Exhibit 171: Salesforce Inc. - Product / Service
• Exhibit 172: Salesforce Inc. - Key news
• Exhibit 173: Salesforce Inc. - Key offerings
• 12.14 SAP SE
• Exhibit 174: SAP SE - Overview
• Exhibit 175: SAP SE - Business segments
• Exhibit 176: SAP SE - Key news
• Exhibit 177: SAP SE - Key offerings
• Exhibit 178: SAP SE - Segment focus
• 12.15 SAS Institute Inc.
• Exhibit 179: SAS Institute Inc. - Overview
• Exhibit 180: SAS Institute Inc. - Product / Service
• Exhibit 181: SAS Institute Inc. - Key news
• Exhibit 182: SAS Institute Inc. - Key offerings
• 12.16 Teradata Corp.
• Exhibit 183: Teradata Corp. - Overview
• Exhibit 184: Teradata Corp. - Business segments
• Exhibit 185: Teradata Corp. - Key offerings
• Exhibit 186: Teradata Corp. - Segment focus
• 12.17 TIBCO Software Inc.
• Exhibit 187: TIBCO Software Inc. - Overview
• Exhibit 188: TIBCO Software Inc. - Product / Service
• Exhibit 189: TIBCO Software Inc. - Key offerings

13 Appendix

• 13.1 Scope of the report
• 13.2 Inclusions and exclusions checklist
• Exhibit 190: Inclusions checklist
• Exhibit 191: Exclusions checklist
• 13.3 Currency conversion rates for US$
• Exhibit 192: Currency conversion rates for US$
• 13.4 Research methodology
• Exhibit 193: Research methodology
• Exhibit 194: Validation techniques employed for market sizing
• Exhibit 195: Information sources
• 13.5 List of abbreviations
• Exhibit 196: List of abbreviations