オルタナティブデータの世界市場 2024-2028

概要

オルタナティブデータ市場は2023-2028年に391億9,393万米ドル、予測期間中のCAGRは51.87%で成長すると予測されています。

当レポートでは、オルタナティブデータ市場の全体的な分析、市場規模・予測、動向、成長促進要因、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、データソースの可用性と多様性の増加、アルファ生成の需要の高まり、データ分析とaiの進歩によって牽引されています。

本調査では、オルタナティブデータ主導の投資戦略の台頭が、今後数年間のオルタナティブデータ市場の成長を牽引する主要因の1つであるとしています。また、AIと機械学習の統合と予測分析への注力は、市場の大きな需要につながっています。

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 2023
• 市場の見通し 2023-2028

第4章 市場規模実績

• オルタナティブデータの世界市場 2018-2022
• タイプセグメント分析 2018-2022
• エンドユーザーセグメント分析 2018-2022
• 地域別セグメント分析 2018-2022
• 国別セグメント分析 2018-2022

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：タイプ別

• 市場セグメント
• 比較：タイプ別
• クレジットカードとデビットカードの取引：市場規模と予測 2023-2028
• ソーシャルメディア：市場規模と予測 2023-2028
• モバイルアプリケーションの使用状況：市場規模と予測 2023-2028
• ウェブスクラップデータ：市場規模と予測 2023-2028
• 地域別位置記録など：市場規模と予測 2023-2028
• 市場機会：タイプ別

第7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 2023-2028
• IT・通信：市場規模と予測 2023-2028
• 小売り：市場規模と予測 2023-2028
• メディア・エンターテイメント他：市場規模と予測 2023-2028
• 市場機会：エンドユーザー別

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 2023-2028
• 欧州：市場規模と予測 2023-2028
• アジア太平洋：市場規模と予測 2023-2028
• 南米：市場規模と予測 2023-2028
• 中東・アフリカ：市場規模と予測 2023-2028
• 米国：市場規模と予測 2023-2028
• ドイツ：市場規模と予測 2023-2028
• 中国：市場規模と予測 2023-2028
• 英国：市場規模と予測 2023-2028
• フランス：市場規模と予測 2023-2028
• 市場機会：地域情勢別

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
• Advan Research Corp.
• Beijing Tendcloud Tianxia Technology Co. Ltd.
• Convergence Inc.
• Dataminr Inc.
• Eagle Alpha Ltd.
• FactSet Research Systems Inc.
• Geotab Inc.
• Jefferies Financial Group Inc.
• Preqin Ltd.
• RavenPack International S.L.U.
• Symphony Innovation LLC
• The Earnest Analytics Co.
• Thinknum Alternative Data
• UBS Group AG
• Yipit LLC

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 Geographical Landscape
• Exhibits5: Executive Summary - Chart on Market Segmentation by Type
• Exhibits6: Executive Summary - Chart on Market Segmentation by End-user
• 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 2023-2028 ($ million)
• Exhibits15: Data Table on Global - Market size and forecast 2023-2028 ($ million)
• Exhibits16: Chart on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibits17: Data Table on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibits18: Historic Market Size - Data Table on global alternative data market 2018 - 2022 ($ million)
• Exhibits19: Historic Market Size - Type Segment 2018 - 2022 ($ million)
• Exhibits20: Historic Market Size - End-user Segment 2018 - 2022 ($ million)
• Exhibits21: Historic Market Size - Geography Segment 2018 - 2022 ($ million)
• Exhibits22: Historic Market Size - Country Segment 2018 - 2022 ($ million)
• Exhibits23: Five forces analysis - Comparison between 2023 and 2028
• Exhibits24: Chart on Bargaining power of buyers - Impact of key factors 2023 and 2028
• Exhibits25: Bargaining power of suppliers - Impact of key factors in 2023 and 2028
• Exhibits26: Threat of new entrants - Impact of key factors in 2023 and 2028
• Exhibits27: Threat of substitutes - Impact of key factors in 2023 and 2028
• Exhibits28: Threat of rivalry - Impact of key factors in 2023 and 2028
• Exhibits29: Chart on Market condition - Five forces 2023 and 2028
• Exhibits30: Chart on Type - Market share 2023-2028 (%)
• Exhibits31: Data Table on Type - Market share 2023-2028 (%)
• Exhibits32: Chart on Comparison by Type
• Exhibits33: Data Table on Comparison by Type
• Exhibits34: Chart on Credit and debit card transactions - Market size and forecast 2023-2028 ($ million)
• Exhibits35: Data Table on Credit and debit card transactions - Market size and forecast 2023-2028 ($ million)
• Exhibits36: Chart on Credit and debit card transactions - Year-over-year growth 2023-2028 (%)
• Exhibits37: Data Table on Credit and debit card transactions - Year-over-year growth 2023-2028 (%)
• Exhibits38: Chart on Social media - Market size and forecast 2023-2028 ($ million)
• Exhibits39: Data Table on Social media - Market size and forecast 2023-2028 ($ million)
• Exhibits40: Chart on Social media - Year-over-year growth 2023-2028 (%)
• Exhibits41: Data Table on Social media - Year-over-year growth 2023-2028 (%)
• Exhibits42: Chart on Mobile application usage - Market size and forecast 2023-2028 ($ million)
• Exhibits43: Data Table on Mobile application usage - Market size and forecast 2023-2028 ($ million)
• Exhibits44: Chart on Mobile application usage - Year-over-year growth 2023-2028 (%)
• Exhibits45: Data Table on Mobile application usage - Year-over-year growth 2023-2028 (%)
• Exhibits46: Chart on Web scrapped data - Market size and forecast 2023-2028 ($ million)
• Exhibits47: Data Table on Web scrapped data - Market size and forecast 2023-2028 ($ million)
• Exhibits48: Chart on Web scrapped data - Year-over-year growth 2023-2028 (%)
• Exhibits49: Data Table on Web scrapped data - Year-over-year growth 2023-2028 (%)
• Exhibits50: Chart on Geo location records and others - Market size and forecast 2023-2028 ($ million)
• Exhibits51: Data Table on Geo location records and others - Market size and forecast 2023-2028 ($ million)
• Exhibits52: Chart on Geo location records and others - Year-over-year growth 2023-2028 (%)
• Exhibits53: Data Table on Geo location records and others - Year-over-year growth 2023-2028 (%)
• Exhibits54: Market opportunity by Type ($ million)
• Exhibits55: Data Table on Market opportunity by Type ($ million)
• Exhibits56: Chart on End-user - Market share 2023-2028 (%)
• Exhibits57: Data Table on End-user - Market share 2023-2028 (%)
• Exhibits58: Chart on Comparison by End-user
• Exhibits59: Data Table on Comparison by End-user
• Exhibits60: Chart on BFSI - Market size and forecast 2023-2028 ($ million)
• Exhibits61: Data Table on BFSI - Market size and forecast 2023-2028 ($ million)
• Exhibits62: Chart on BFSI - Year-over-year growth 2023-2028 (%)
• Exhibits63: Data Table on BFSI - Year-over-year growth 2023-2028 (%)
• Exhibits64: Chart on IT and telecommunication - Market size and forecast 2023-2028 ($ million)
• Exhibits65: Data Table on IT and telecommunication - Market size and forecast 2023-2028 ($ million)
• Exhibits66: Chart on IT and telecommunication - Year-over-year growth 2023-2028 (%)
• Exhibits67: Data Table on IT and telecommunication - Year-over-year growth 2023-2028 (%)
• Exhibits68: Chart on Retail - Market size and forecast 2023-2028 ($ million)
• Exhibits69: Data Table on Retail - Market size and forecast 2023-2028 ($ million)
• Exhibits70: Chart on Retail - Year-over-year growth 2023-2028 (%)
• Exhibits71: Data Table on Retail - Year-over-year growth 2023-2028 (%)
• Exhibits72: Chart on Media and entertainment and others - Market size and forecast 2023-2028 ($ million)
• Exhibits73: Data Table on Media and entertainment and others - Market size and forecast 2023-2028 ($ million)
• Exhibits74: Chart on Media and entertainment and others - Year-over-year growth 2023-2028 (%)
• Exhibits75: Data Table on Media and entertainment and others - Year-over-year growth 2023-2028 (%)
• Exhibits76: Market opportunity by End-user ($ million)
• Exhibits77: Data Table on Market opportunity by End-user ($ million)
• Exhibits78: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• Exhibits79: Chart on Market share By Geographical Landscape 2023-2028 (%)
• Exhibits80: Data Table on Market share By Geographical Landscape 2023-2028 (%)
• Exhibits81: Chart on Geographic comparison
• Exhibits82: Data Table on Geographic comparison
• Exhibits83: Chart on North America - Market size and forecast 2023-2028 ($ million)
• Exhibits84: Data Table on North America - Market size and forecast 2023-2028 ($ million)
• Exhibits85: Chart on North America - Year-over-year growth 2023-2028 (%)
• Exhibits86: Data Table on North America - Year-over-year growth 2023-2028 (%)
• Exhibits87: Chart on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibits88: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibits89: Chart on Europe - Year-over-year growth 2023-2028 (%)
• Exhibits90: Data Table on Europe - Year-over-year growth 2023-2028 (%)
• Exhibits91: Chart on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibits92: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibits93: Chart on APAC - Year-over-year growth 2023-2028 (%)
• Exhibits94: Data Table on APAC - Year-over-year growth 2023-2028 (%)
• Exhibits95: Chart on South America - Market size and forecast 2023-2028 ($ million)
• Exhibits96: Data Table on South America - Market size and forecast 2023-2028 ($ million)
• Exhibits97: Chart on South America - Year-over-year growth 2023-2028 (%)
• Exhibits98: Data Table on South America - Year-over-year growth 2023-2028 (%)
• Exhibits99: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibits100: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibits101: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibits102: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibits103: Chart on US - Market size and forecast 2023-2028 ($ million)
• Exhibits104: Data Table on US - Market size and forecast 2023-2028 ($ million)
• Exhibits105: Chart on US - Year-over-year growth 2023-2028 (%)
• Exhibits106: Data Table on US - Year-over-year growth 2023-2028 (%)
• Exhibits107: Chart on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibits108: Data Table on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibits109: Chart on Germany - Year-over-year growth 2023-2028 (%)
• Exhibits110: Data Table on Germany - Year-over-year growth 2023-2028 (%)
• Exhibits111: Chart on China - Market size and forecast 2023-2028 ($ million)
• Exhibits112: Data Table on China - Market size and forecast 2023-2028 ($ million)
• Exhibits113: Chart on China - Year-over-year growth 2023-2028 (%)
• Exhibits114: Data Table on China - Year-over-year growth 2023-2028 (%)
• Exhibits115: Chart on UK - Market size and forecast 2023-2028 ($ million)
• Exhibits116: Data Table on UK - Market size and forecast 2023-2028 ($ million)
• Exhibits117: Chart on UK - Year-over-year growth 2023-2028 (%)
• Exhibits118: Data Table on UK - Year-over-year growth 2023-2028 (%)
• Exhibits119: Chart on France - Market size and forecast 2023-2028 ($ million)
• Exhibits120: Data Table on France - Market size and forecast 2023-2028 ($ million)
• Exhibits121: Chart on France - Year-over-year growth 2023-2028 (%)
• Exhibits122: Data Table on France - Year-over-year growth 2023-2028 (%)
• Exhibits123: Market opportunity By Geographical Landscape ($ million)
• Exhibits124: Data Tables on Market opportunity By Geographical Landscape ($ million)
• Exhibits125: Impact of drivers and challenges in 2023 and 2028
• Exhibits126: Overview on Criticality of inputs and Factors of differentiation
• Exhibits127: Overview on factors of disruption
• Exhibits128: Impact of key risks on business
• Exhibits129: Vendors covered
• Exhibits130: Matrix on vendor position and classification
• Exhibits131: Advan Research Corp. - Overview
• Exhibits132: Advan Research Corp. - Product / Service
• Exhibits133: Advan Research Corp. - Key offerings
• Exhibits134: Beijing Tendcloud Tianxia Technology Co. Ltd. - Overview
• Exhibits135: Beijing Tendcloud Tianxia Technology Co. Ltd. - Product / Service
• Exhibits136: Beijing Tendcloud Tianxia Technology Co. Ltd. - Key offerings
• Exhibits137: Convergence Inc. - Overview
• Exhibits138: Convergence Inc. - Product / Service
• Exhibits139: Convergence Inc. - Key offerings
• Exhibits140: Dataminr Inc. - Overview
• Exhibits141: Dataminr Inc. - Product / Service
• Exhibits142: Dataminr Inc. - Key offerings
• Exhibits143: Eagle Alpha Ltd. - Overview
• Exhibits144: Eagle Alpha Ltd. - Product / Service
• Exhibits145: Eagle Alpha Ltd. - Key offerings
• Exhibits146: FactSet Research Systems Inc. - Overview
• Exhibits147: FactSet Research Systems Inc. - Business segments
• Exhibits148: FactSet Research Systems Inc. - Key offerings
• Exhibits149: FactSet Research Systems Inc. - Segment focus
• Exhibits150: Geotab Inc. - Overview
• Exhibits151: Geotab Inc. - Product / Service
• Exhibits152: Geotab Inc. - Key news
• Exhibits153: Geotab Inc. - Key offerings
• Exhibits154: Jefferies Financial Group Inc. - Overview
• Exhibits155: Jefferies Financial Group Inc. - Business segments
• Exhibits156: Jefferies Financial Group Inc. - Key offerings
• Exhibits157: Jefferies Financial Group Inc. - Segment focus
• Exhibits158: Preqin Ltd. - Overview
• Exhibits159: Preqin Ltd. - Product / Service
• Exhibits160: Preqin Ltd. - Key offerings
• Exhibits161: RavenPack International S.L.U. - Overview
• Exhibits162: RavenPack International S.L.U. - Product / Service
• Exhibits163: RavenPack International S.L.U. - Key offerings
• Exhibits164: Symphony Innovation LLC - Overview
• Exhibits165: Symphony Innovation LLC - Product / Service
• Exhibits166: Symphony Innovation LLC - Key offerings
• Exhibits167: The Earnest Analytics Co. - Overview
• Exhibits168: The Earnest Analytics Co. - Product / Service
• Exhibits169: The Earnest Analytics Co. - Key offerings
• Exhibits170: Thinknum Alternative Data - Overview
• Exhibits171: Thinknum Alternative Data - Product / Service
• Exhibits172: Thinknum Alternative Data - Key offerings
• Exhibits173: UBS Group AG - Overview
• Exhibits174: UBS Group AG - Business segments
• Exhibits175: UBS Group AG - Key offerings
• Exhibits176: UBS Group AG - Segment focus
• Exhibits177: Yipit LLC - Overview
• Exhibits178: Yipit LLC - Product / Service
• Exhibits179: Yipit LLC - Key offerings
• Exhibits180: Inclusions checklist
• Exhibits181: Exclusions checklist
• Exhibits182: Currency conversion rates for US$
• Exhibits183: Research methodology
• Exhibits184: Validation techniques employed for market sizing
• Exhibits185: Information sources
• Exhibits186: List of abbreviations

Abstract

The alternative data market is forecasted to grow by USD 39193.93 mn during 2023-2028, accelerating at a CAGR of 51.87% during the forecast period. The report on the alternative data 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 increased availability and diversity of data sources, growing demand for alpha generation, and advancements in data analytics and ai.

Technavio's alternative data market is segmented as below:

By Type

• Credit and debit card transactions
• Social media
• Mobile application usage
• Web scrapped data
• Geo location records and others

By End-user

• BFSI
• IT and telecommunication
• Retail
• Media and entertainment and others

By Geographical Landscape

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

This study identifies the rise of alternative data-driven investment strategies as one of the prime reasons driving the alternative data market growth during the next few years. Also, ai and machine learning integration and focus on predictive analytics will lead to sizable demand in the market.

The report on the alternative data market covers the following areas:

• Alternative data market sizing
• Alternative data market forecast
• Alternative data 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 alternative data market vendors that include Advan Research Corp., Beijing Tendcloud Tianxia Technology Co. Ltd., Convergence Inc., Dataminr Inc., Eagle Alpha Ltd., FactSet Research Systems Inc., Geotab Inc., Intrinio Inc., Japan Exchange Group Inc., Jefferies Financial Group Inc., Moodys Corp., Preqin Ltd., RavenPack International S.L.U., Refinitiv, Symphony Innovation LLC, The Earnest Analytics Co., Thinknum Alternative Data, UBS Group AG, Visible Alpha LLC, and Yipit LLC. Also, the alternative data 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 Geographical Landscape
• Exhibit 05: Executive Summary - Chart on Market Segmentation by Type
• Exhibit 06: Executive Summary - Chart on Market Segmentation by End-user
• 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 2023
• 3.4 Market outlook: Forecast for 2023-2028
• Exhibit 14: Chart on Global - Market size and forecast 2023-2028 ($ million)
• Exhibit 15: Data Table on Global - Market size and forecast 2023-2028 ($ million)
• Exhibit 16: Chart on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibit 17: Data Table on Global Market: Year-over-year growth 2023-2028 (%)

4 Historic Market Size

• 4.1 Global alternative data market 2018 - 2022
• Exhibit 18: Historic Market Size - Data Table on global alternative data market 2018 - 2022 ($ million)
• 4.2 Type Segment Analysis 2018 - 2022
• Exhibit 19: Historic Market Size - Type Segment 2018 - 2022 ($ million)
• 4.3 End-user Segment Analysis 2018 - 2022
• Exhibit 20: Historic Market Size - End-user Segment 2018 - 2022 ($ million)
• 4.4 Geography Segment Analysis 2018 - 2022
• Exhibit 21: Historic Market Size - Geography Segment 2018 - 2022 ($ million)
• 4.5 Country Segment Analysis 2018 - 2022
• Exhibit 22: Historic Market Size - Country Segment 2018 - 2022 ($ million)

5 Five Forces Analysis

• 5.1 Five forces summary
• Exhibit 23: Five forces analysis - Comparison between 2023 and 2028
• 5.2 Bargaining power of buyers
• Exhibit 24: Chart on Bargaining power of buyers - Impact of key factors 2023 and 2028
• 5.3 Bargaining power of suppliers
• Exhibit 25: Bargaining power of suppliers - Impact of key factors in 2023 and 2028
• 5.4 Threat of new entrants
• Exhibit 26: Threat of new entrants - Impact of key factors in 2023 and 2028
• 5.5 Threat of substitutes
• Exhibit 27: Threat of substitutes - Impact of key factors in 2023 and 2028
• 5.6 Threat of rivalry
• Exhibit 28: Threat of rivalry - Impact of key factors in 2023 and 2028
• 5.7 Market condition
• Exhibit 29: Chart on Market condition - Five forces 2023 and 2028

6 Market Segmentation by Type

• 6.1 Market segments
• Exhibit 30: Chart on Type - Market share 2023-2028 (%)
• Exhibit 31: Data Table on Type - Market share 2023-2028 (%)
• 6.2 Comparison by Type
• Exhibit 32: Chart on Comparison by Type
• Exhibit 33: Data Table on Comparison by Type
• 6.3 Credit and debit card transactions - Market size and forecast 2023-2028
• Exhibit 34: Chart on Credit and debit card transactions - Market size and forecast 2023-2028 ($ million)
• Exhibit 35: Data Table on Credit and debit card transactions - Market size and forecast 2023-2028 ($ million)
• Exhibit 36: Chart on Credit and debit card transactions - Year-over-year growth 2023-2028 (%)
• Exhibit 37: Data Table on Credit and debit card transactions - Year-over-year growth 2023-2028 (%)
• 6.4 Social media - Market size and forecast 2023-2028
• Exhibit 38: Chart on Social media - Market size and forecast 2023-2028 ($ million)
• Exhibit 39: Data Table on Social media - Market size and forecast 2023-2028 ($ million)
• Exhibit 40: Chart on Social media - Year-over-year growth 2023-2028 (%)
• Exhibit 41: Data Table on Social media - Year-over-year growth 2023-2028 (%)
• 6.5 Mobile application usage - Market size and forecast 2023-2028
• Exhibit 42: Chart on Mobile application usage - Market size and forecast 2023-2028 ($ million)
• Exhibit 43: Data Table on Mobile application usage - Market size and forecast 2023-2028 ($ million)
• Exhibit 44: Chart on Mobile application usage - Year-over-year growth 2023-2028 (%)
• Exhibit 45: Data Table on Mobile application usage - Year-over-year growth 2023-2028 (%)
• 6.6 Web scrapped data - Market size and forecast 2023-2028
• Exhibit 46: Chart on Web scrapped data - Market size and forecast 2023-2028 ($ million)
• Exhibit 47: Data Table on Web scrapped data - Market size and forecast 2023-2028 ($ million)
• Exhibit 48: Chart on Web scrapped data - Year-over-year growth 2023-2028 (%)
• Exhibit 49: Data Table on Web scrapped data - Year-over-year growth 2023-2028 (%)
• 6.7 Geo location records and others - Market size and forecast 2023-2028
• Exhibit 50: Chart on Geo location records and others - Market size and forecast 2023-2028 ($ million)
• Exhibit 51: Data Table on Geo location records and others - Market size and forecast 2023-2028 ($ million)
• Exhibit 52: Chart on Geo location records and others - Year-over-year growth 2023-2028 (%)
• Exhibit 53: Data Table on Geo location records and others - Year-over-year growth 2023-2028 (%)
• 6.8 Market opportunity by Type
• Exhibit 54: Market opportunity by Type ($ million)
• Exhibit 55: Data Table on Market opportunity by Type ($ million)

7 Market Segmentation by End-user

• 7.1 Market segments
• Exhibit 56: Chart on End-user - Market share 2023-2028 (%)
• Exhibit 57: Data Table on End-user - Market share 2023-2028 (%)
• 7.2 Comparison by End-user
• Exhibit 58: Chart on Comparison by End-user
• Exhibit 59: Data Table on Comparison by End-user
• 7.3 BFSI - Market size and forecast 2023-2028
• Exhibit 60: Chart on BFSI - Market size and forecast 2023-2028 ($ million)
• Exhibit 61: Data Table on BFSI - Market size and forecast 2023-2028 ($ million)
• Exhibit 62: Chart on BFSI - Year-over-year growth 2023-2028 (%)
• Exhibit 63: Data Table on BFSI - Year-over-year growth 2023-2028 (%)
• 7.4 IT and telecommunication - Market size and forecast 2023-2028
• Exhibit 64: Chart on IT and telecommunication - Market size and forecast 2023-2028 ($ million)
• Exhibit 65: Data Table on IT and telecommunication - Market size and forecast 2023-2028 ($ million)
• Exhibit 66: Chart on IT and telecommunication - Year-over-year growth 2023-2028 (%)
• Exhibit 67: Data Table on IT and telecommunication - Year-over-year growth 2023-2028 (%)
• 7.5 Retail - Market size and forecast 2023-2028
• Exhibit 68: Chart on Retail - Market size and forecast 2023-2028 ($ million)
• Exhibit 69: Data Table on Retail - Market size and forecast 2023-2028 ($ million)
• Exhibit 70: Chart on Retail - Year-over-year growth 2023-2028 (%)
• Exhibit 71: Data Table on Retail - Year-over-year growth 2023-2028 (%)
• 7.6 Media and entertainment and others - Market size and forecast 2023-2028
• Exhibit 72: Chart on Media and entertainment and others - Market size and forecast 2023-2028 ($ million)
• Exhibit 73: Data Table on Media and entertainment and others - Market size and forecast 2023-2028 ($ million)
• Exhibit 74: Chart on Media and entertainment and others - Year-over-year growth 2023-2028 (%)
• Exhibit 75: Data Table on Media and entertainment and others - Year-over-year growth 2023-2028 (%)
• 7.7 Market opportunity by End-user
• Exhibit 76: Market opportunity by End-user ($ million)
• Exhibit 77: Data Table on Market opportunity by End-user ($ million)

8 Customer Landscape

• 8.1 Customer landscape overview
• Exhibit 78: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

9 Geographic Landscape

• 9.1 Geographic segmentation
• Exhibit 79: Chart on Market share By Geographical Landscape 2023-2028 (%)
• Exhibit 80: Data Table on Market share By Geographical Landscape 2023-2028 (%)
• 9.2 Geographic comparison
• Exhibit 81: Chart on Geographic comparison
• Exhibit 82: Data Table on Geographic comparison
• 9.3 North America - Market size and forecast 2023-2028
• Exhibit 83: Chart on North America - Market size and forecast 2023-2028 ($ million)
• Exhibit 84: Data Table on North America - Market size and forecast 2023-2028 ($ million)
• Exhibit 85: Chart on North America - Year-over-year growth 2023-2028 (%)
• Exhibit 86: Data Table on North America - Year-over-year growth 2023-2028 (%)
• 9.4 Europe - Market size and forecast 2023-2028
• Exhibit 87: Chart on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibit 88: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibit 89: Chart on Europe - Year-over-year growth 2023-2028 (%)
• Exhibit 90: Data Table on Europe - Year-over-year growth 2023-2028 (%)
• 9.5 APAC - Market size and forecast 2023-2028
• Exhibit 91: Chart on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibit 92: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibit 93: Chart on APAC - Year-over-year growth 2023-2028 (%)
• Exhibit 94: Data Table on APAC - Year-over-year growth 2023-2028 (%)
• 9.6 South America - Market size and forecast 2023-2028
• Exhibit 95: Chart on South America - Market size and forecast 2023-2028 ($ million)
• Exhibit 96: Data Table on South America - Market size and forecast 2023-2028 ($ million)
• Exhibit 97: Chart on South America - Year-over-year growth 2023-2028 (%)
• Exhibit 98: Data Table on South America - Year-over-year growth 2023-2028 (%)
• 9.7 Middle East and Africa - Market size and forecast 2023-2028
• Exhibit 99: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibit 100: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibit 101: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibit 102: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• 9.8 US - Market size and forecast 2023-2028
• Exhibit 103: Chart on US - Market size and forecast 2023-2028 ($ million)
• Exhibit 104: Data Table on US - Market size and forecast 2023-2028 ($ million)
• Exhibit 105: Chart on US - Year-over-year growth 2023-2028 (%)
• Exhibit 106: Data Table on US - Year-over-year growth 2023-2028 (%)
• 9.9 Germany - Market size and forecast 2023-2028
• Exhibit 107: Chart on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibit 108: Data Table on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibit 109: Chart on Germany - Year-over-year growth 2023-2028 (%)
• Exhibit 110: Data Table on Germany - Year-over-year growth 2023-2028 (%)
• 9.10 China - Market size and forecast 2023-2028
• Exhibit 111: Chart on China - Market size and forecast 2023-2028 ($ million)
• Exhibit 112: Data Table on China - Market size and forecast 2023-2028 ($ million)
• Exhibit 113: Chart on China - Year-over-year growth 2023-2028 (%)
• Exhibit 114: Data Table on China - Year-over-year growth 2023-2028 (%)
• 9.11 UK - Market size and forecast 2023-2028
• Exhibit 115: Chart on UK - Market size and forecast 2023-2028 ($ million)
• Exhibit 116: Data Table on UK - Market size and forecast 2023-2028 ($ million)
• Exhibit 117: Chart on UK - Year-over-year growth 2023-2028 (%)
• Exhibit 118: Data Table on UK - Year-over-year growth 2023-2028 (%)
• 9.12 France - Market size and forecast 2023-2028
• Exhibit 119: Chart on France - Market size and forecast 2023-2028 ($ million)
• Exhibit 120: Data Table on France - Market size and forecast 2023-2028 ($ million)
• Exhibit 121: Chart on France - Year-over-year growth 2023-2028 (%)
• Exhibit 122: Data Table on France - Year-over-year growth 2023-2028 (%)
• 9.13 Market opportunity By Geographical Landscape
• Exhibit 123: Market opportunity By Geographical Landscape ($ million)
• Exhibit 124: Data Tables on Market opportunity By Geographical Landscape ($ million)

10 Drivers, Challenges, and Trends

• 10.1 Market drivers
• 10.2 Market challenges
• 10.3 Impact of drivers and challenges
• Exhibit 125: Impact of drivers and challenges in 2023 and 2028
• 10.4 Market trends

11 Vendor Landscape

• 11.1 Overview
• 11.2 Vendor landscape
• Exhibit 126: Overview on Criticality of inputs and Factors of differentiation
• 11.3 Landscape disruption
• Exhibit 127: Overview on factors of disruption
• 11.4 Industry risks
• Exhibit 128: Impact of key risks on business

12 Vendor Analysis

• 12.1 Vendors covered
• Exhibit 129: Vendors covered
• 12.2 Market positioning of vendors
• Exhibit 130: Matrix on vendor position and classification
• 12.3 Advan Research Corp.
• Exhibit 131: Advan Research Corp. - Overview
• Exhibit 132: Advan Research Corp. - Product / Service
• Exhibit 133: Advan Research Corp. - Key offerings
• 12.4 Beijing Tendcloud Tianxia Technology Co. Ltd.
• Exhibit 134: Beijing Tendcloud Tianxia Technology Co. Ltd. - Overview
• Exhibit 135: Beijing Tendcloud Tianxia Technology Co. Ltd. - Product / Service
• Exhibit 136: Beijing Tendcloud Tianxia Technology Co. Ltd. - Key offerings
• 12.5 Convergence Inc.
• Exhibit 137: Convergence Inc. - Overview
• Exhibit 138: Convergence Inc. - Product / Service
• Exhibit 139: Convergence Inc. - Key offerings
• 12.6 Dataminr Inc.
• Exhibit 140: Dataminr Inc. - Overview
• Exhibit 141: Dataminr Inc. - Product / Service
• Exhibit 142: Dataminr Inc. - Key offerings
• 12.7 Eagle Alpha Ltd.
• Exhibit 143: Eagle Alpha Ltd. - Overview
• Exhibit 144: Eagle Alpha Ltd. - Product / Service
• Exhibit 145: Eagle Alpha Ltd. - Key offerings
• 12.8 FactSet Research Systems Inc.
• Exhibit 146: FactSet Research Systems Inc. - Overview
• Exhibit 147: FactSet Research Systems Inc. - Business segments
• Exhibit 148: FactSet Research Systems Inc. - Key offerings
• Exhibit 149: FactSet Research Systems Inc. - Segment focus
• 12.9 Geotab Inc.
• Exhibit 150: Geotab Inc. - Overview
• Exhibit 151: Geotab Inc. - Product / Service
• Exhibit 152: Geotab Inc. - Key news
• Exhibit 153: Geotab Inc. - Key offerings
• 12.10 Jefferies Financial Group Inc.
• Exhibit 154: Jefferies Financial Group Inc. - Overview
• Exhibit 155: Jefferies Financial Group Inc. - Business segments
• Exhibit 156: Jefferies Financial Group Inc. - Key offerings
• Exhibit 157: Jefferies Financial Group Inc. - Segment focus
• 12.11 Preqin Ltd.
• Exhibit 158: Preqin Ltd. - Overview
• Exhibit 159: Preqin Ltd. - Product / Service
• Exhibit 160: Preqin Ltd. - Key offerings
• 12.12 RavenPack International S.L.U.
• Exhibit 161: RavenPack International S.L.U. - Overview
• Exhibit 162: RavenPack International S.L.U. - Product / Service
• Exhibit 163: RavenPack International S.L.U. - Key offerings
• 12.13 Symphony Innovation LLC
• Exhibit 164: Symphony Innovation LLC - Overview
• Exhibit 165: Symphony Innovation LLC - Product / Service
• Exhibit 166: Symphony Innovation LLC - Key offerings
• 12.14 The Earnest Analytics Co.
• Exhibit 167: The Earnest Analytics Co. - Overview
• Exhibit 168: The Earnest Analytics Co. - Product / Service
• Exhibit 169: The Earnest Analytics Co. - Key offerings
• 12.15 Thinknum Alternative Data
• Exhibit 170: Thinknum Alternative Data - Overview
• Exhibit 171: Thinknum Alternative Data - Product / Service
• Exhibit 172: Thinknum Alternative Data - Key offerings
• 12.16 UBS Group AG
• Exhibit 173: UBS Group AG - Overview
• Exhibit 174: UBS Group AG - Business segments
• Exhibit 175: UBS Group AG - Key offerings
• Exhibit 176: UBS Group AG - Segment focus
• 12.17 Yipit LLC
• Exhibit 177: Yipit LLC - Overview
• Exhibit 178: Yipit LLC - Product / Service
• Exhibit 179: Yipit LLC - Key offerings

13 Appendix

• 13.1 Scope of the report
• 13.2 Inclusions and exclusions checklist
• Exhibit 180: Inclusions checklist
• Exhibit 181: Exclusions checklist
• 13.3 Currency conversion rates for US$
• Exhibit 182: Currency conversion rates for US$
• 13.4 Research methodology
• Exhibit 183: Research methodology
• Exhibit 184: Validation techniques employed for market sizing
• Exhibit 185: Information sources
• 13.5 List of abbreviations
• Exhibit 186: List of abbreviations