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市場調查報告書
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1574224

雲端分析市場：按組織規模、部署類型和產業分類 - 2025-2030 年全球預測

Crowd Analytics Market by Organization Size (Large Enterprises, Small And Medium Enterprises), Deployment Type (Cloud, On-Premise), Verticals - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 197 Pages | 商品交期: 最快1-2個工作天內

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2023年雲端分析市場規模預估為14.2億美元，預估2024年將達16.9億美元，複合年成長率為20.68%，預估2030年將達53億美元。

雲端分析使用來自各種來源（包括CCTV、社群媒體、Wi-Fi 和感測器）的資料來分析公共場所的人口模式和行為。由於城市環境、公共活動和智慧城市實施中對人群管理的需求不斷增加，它變得越來越重要。主要應用包括安全管理、交通監控、零售分析以及改善公共設施的使用者體驗。市場的最終用途範圍廣泛，涵蓋政府、交通、零售和娛樂等行業。人工智慧和巨量資料的技術進步、物聯網設備的激增以及對公共和業務效率的日益關注推動了雲端分析的成長。為主動人群管理開發預測分析和增強即時決策能力的機會比比皆是。然而，市場面臨隱私問題、資料安全問題以及分析解決方案的高實施成本等挑戰，這可能會限制成長。此外，資料碎片和整合不同資料來源的複雜性是主要障礙。創新可以集中在改進資料整合方法、增強人工智慧演算法以提高預測能力以及創建具有成本效益的解決方案以降低小型組織的進入障礙。進一步的研究和發展可以探討調查方法中的倫理問題，並發展出更強力的隱私保護方法。市場充滿活力且競爭激烈，參與者不斷尋求創新和差異化服務。企業應優先考慮可擴展且靈活的解決方案，以適應快速變化的環境。建議包括建立技術開發夥伴關係關係、專注於以客戶為中心的創新以及投資於尖端分析解決方案的研發。企業還應促進跨行業合作，利用多樣化的專業知識並進入新的細分市場，從而確保永續成長和快節奏的市場細分保持競爭優勢。

主要市場統計
基準年[2023] 14.2億美元
預測年份 [2024] 16.9億美元
預測年份 [2030] 53億美元
複合年成長率（%） 20.68%

市場動態：揭示快速發展的雲端分析市場的關鍵市場洞察

供應和需求的動態相互作用正在改變雲端分析市場。透過了解這些不斷變化的市場動態，公司可以準備好做出明智的投資決策、完善策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險，並了解消費行為及其對製造成本的影響，並更清楚地了解對採購趨勢的影響。

  • 市場促進因素
    • 旅遊活動的增加需要高效率的人群管理解決方案
    • 將雲端分析引入交通系統以改善通勤體驗
    • 快速的都市化增加了大都會圈對更好的人群管理的需求
    • 利用人工智慧和機器學習進行預測人群行為分析
  • 市場限制因素
    • 與雲端分析資料收集相關的隱私問題和道德問題
    • 難以將雲端分析與現有的企業系統和基礎設施整合
  • 市場機會
    • 城市規劃者採用雲端分析來改善城市基礎設施的開發和管理
    • 使用雲端分析改善零售客戶體驗和業務效率
    • 在活動管理中利用雲端分析來更好地控制人群並增強安全性
  • 市場挑戰
    • 與零售業相關的行業特定挑戰，以改善雲端分析市場中的客戶體驗和業務效率
    • 運輸業雲端分析市場在最佳化交通管理和客流方面所面臨的獨特挑戰

波特五力：駕馭雲端分析市場的策略工具

波特的五力架構是了解雲端分析市場競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢，解決弱點並避免潛在的挑戰，從而確保更強大的市場地位。

PESTLE分析：了解雲端分析市場的外部影響

外部宏觀環境因素在塑造雲端分析市場的績效動態方面發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素，公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化，並為他們做出積極主動的決策做好準備。

市場佔有率分析 了解雲端分析市場的競爭格局

雲端分析市場的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢，為供應商提供了製定策略決策所需的洞察力，使他們能夠在日益激烈的競爭中佔有一席之地。

FPNV定位矩陣雲端分析市場供應商績效評估

FPNV 定位矩陣是評估雲端分析市場供應商的重要工具。此矩陣允許業務組織根據供應商的商務策略和產品滿意度評估供應商，從而做出符合其目標的明智決策。這四個象限使您能夠清晰、準確地分類供應商，並確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析與建議 繪製您在雲端分析市場的成功之路

對於旨在加強其在全球市場的影響力的公司來說，對雲端分析市場的策略分析至關重要。透過審查關鍵資源、能力和績效指標，公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰，利用新的商機，並取得長期成功。

本報告對市場進行了全面分析，涵蓋關鍵重點領域：

1. 市場滲透率：對當前市場環境的詳細審查、主要企業的廣泛資料、對其在市場中的影響力和整體影響力的評估。

2. 市場開拓：辨識新興市場的成長機會，評估現有領域的擴張潛力，並提供未來成長的策略藍圖。

3. 市場多元化：分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報：徹底分析競爭格局，檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新：重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題，以幫助相關人員做出明智的決策：

1.目前的市場規模和未來的成長預測是多少？

2. 哪些產品、區隔市場和地區提供最佳投資機會？

3.塑造市場的主要技術趨勢和監管影響是什麼？

4.主要廠商的市場佔有率和競爭地位如何？

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼？

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 旅遊活動的增加增加了對高效能人群管理解決方案的需求。
      • 在交通系統中實施雲端分析以改善通勤體驗
      • 快速都市化要求改善大都會圈的人群管理。
      • 利用人工智慧和機器學習對人群行為進行預測分析
    • 抑制因素
      • 與雲端分析資料收集相關的隱私問題和道德問題
      • 難以將雲端分析與現有企業系統和基礎設施整合
    • 機會
      • 城市規劃者採用雲端分析來改善城市基礎設施的開發和管理
      • 零售商越來越依賴雲端分析來改善客戶體驗和業務效率
      • 在活動管理中使用雲端分析來改善人群控制和安全增強
    • 任務
      • AnaCloud Analytics 市場中與零售業相關的特定產業挑戰，以改善客戶體驗和業務營運
      • AnaCloud Analytics 市場中與運輸部門相關的行業特定挑戰，以最佳化交通管理和客流
  • 市場區隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章雲端分析市場：依組織規模

  • 主要企業
  • 小型企業

第 7 章雲端分析市場：按部署類型

  • 雲
  • 本地

第 8 章按產業分類的雲端分析市場

  • 娛樂
  • 金融服務
  • 衛生保健
  • 行銷和廣告
  • 公共安全
  • 零售
  • 運輸

第 9 章美洲雲端分析市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第10章亞太地區雲端分析市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第11章歐洲、中東和非洲的雲端分析市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第12章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣，2023
  • 競爭情境分析
  • 戰略分析和建議
Product Code: MRR-1A1A064C0160

The Crowd Analytics Market was valued at USD 1.42 billion in 2023, expected to reach USD 1.69 billion in 2024, and is projected to grow at a CAGR of 20.68%, to USD 5.30 billion by 2030.

Crowd analytics involves the use of data from various sources such as CCTV, social media, Wi-Fi, and sensors to analyze patterns and behaviors of groups in public spaces. It's taking on increasing importance due to the rising demand for crowd management in urban settings, public events, and smart city implementations. Key applications include safety management, traffic monitoring, retail analytics, and enhancing user experiences in public venues. The market's end-use scope is extensive, covering sectors like government, transportation, retail, and entertainment. The growth of crowd analytics is driven by technological advancements in AI and big data, the proliferation of IoT devices, and a growing emphasis on public safety and operational efficiency. Opportunities abound in developing predictive analytics for proactive crowd management and enhancing real-time decision-making capabilities. However, the market faces challenges such as privacy concerns, data security issues, and the high cost of implementing analytics solutions, which could restrain growth. Moreover, data fragmentation and the complexity of integrating diverse data sources also present significant hurdles. Innovations could focus on improving data integration methods, enhancing AI algorithms for predictive capabilities, and creating more cost-effective solutions to lower entry barriers for smaller organizations. Further research might explore the ethical challenges in crowd analytics, developing more robust privacy-preserving methodologies. The market is dynamic and competitive, with players constantly seeking to innovate and differentiate their services. Businesses should prioritize scalable and flexible solutions to adapt to the rapidly evolving landscape. Recommendations include engaging in partnerships for technology development, focusing on customer-centric innovations, and investing in R&D for cutting-edge analytics solutions. Companies should also foster collaborations across industries to leverage diverse expertise and access new market segments, thereby ensuring sustainable growth and maintaining competitive advantages in the fast-paced crowd analytics market.

KEY MARKET STATISTICS
Base Year [2023] USD 1.42 billion
Estimated Year [2024] USD 1.69 billion
Forecast Year [2030] USD 5.30 billion
CAGR (%) 20.68%

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Crowd Analytics Market

The Crowd Analytics Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

  • Market Drivers
    • Increase in tourism activities leading to the necessity for efficient crowd management solutions
    • Implementation of crowd analytics in transportation systems to enhance commuter experience
    • Rapid urbanization contributing to the demand for better crowd control in metropolitan areas
    • Adoption of artificial intelligence and machine learning for predictive crowd behavior analysis
  • Market Restraints
    • Privacy concerns and ethical issues related to the data collection in crowd analytics
    • Difficulty in integrating crowd analytics with existing enterprise systems and infrastructure
  • Market Opportunities
    • Adoption of crowd analytics by city planners for improved urban infrastructure development and management
    • Increasing reliance of retail businesses on crowd analytics for enhancing customer experience and operational efficiency
    • Use of crowd analytics in event management for better crowd control and security enhancement
  • Market Challenges
    • Industry-specific challenge in the crowd analytics market related to retail industry for enhancing customer experience and business operations
    • Industry-specific challenge in the crowd analytics market related to transportation sector for optimizing traffic management and passenger flow

Porter's Five Forces: A Strategic Tool for Navigating the Crowd Analytics Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Crowd Analytics Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Crowd Analytics Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Crowd Analytics Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Crowd Analytics Market

A detailed market share analysis in the Crowd Analytics Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Crowd Analytics Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Crowd Analytics Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Crowd Analytics Market

A strategic analysis of the Crowd Analytics Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Crowd Analytics Market, highlighting leading vendors and their innovative profiles. These include Cisco Systems, Inc., HP Inc., Huawei Technologies Co., Ltd., IBM Corporation, Intel Corporation, LG Electronics Inc., Microsoft Corporation, Nokia Corporation, NVIDIA Corporation, Oracle Corporation, Qualcomm Technologies, Inc., Salesforce.com, Inc., SAP SE, SAS Institute Inc., and Sony Corporation.

Market Segmentation & Coverage

This research report categorizes the Crowd Analytics Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Based on Organization Size, market is studied across Large Enterprises and Small And Medium Enterprises.
  • Based on Deployment Type, market is studied across Cloud and On-Premise.
  • Based on Verticals, market is studied across Entertainment, Financial Services, Healthcare, Marketing And Advertising, Public Safety, Retail, and Transportation.
  • Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Market Dynamics
    • 5.1.1. Drivers
      • 5.1.1.1. Increase in tourism activities leading to the necessity for efficient crowd management solutions
      • 5.1.1.2. Implementation of crowd analytics in transportation systems to enhance commuter experience
      • 5.1.1.3. Rapid urbanization contributing to the demand for better crowd control in metropolitan areas
      • 5.1.1.4. Adoption of artificial intelligence and machine learning for predictive crowd behavior analysis
    • 5.1.2. Restraints
      • 5.1.2.1. Privacy concerns and ethical issues related to the data collection in crowd analytics
      • 5.1.2.2. Difficulty in integrating crowd analytics with existing enterprise systems and infrastructure
    • 5.1.3. Opportunities
      • 5.1.3.1. Adoption of crowd analytics by city planners for improved urban infrastructure development and management
      • 5.1.3.2. Increasing reliance of retail businesses on crowd analytics for enhancing customer experience and operational efficiency
      • 5.1.3.3. Use of crowd analytics in event management for better crowd control and security enhancement
    • 5.1.4. Challenges
      • 5.1.4.1. Industry-specific challenge in the crowd analytics market related to retail industry for enhancing customer experience and business operations
      • 5.1.4.2. Industry-specific challenge in the crowd analytics market related to transportation sector for optimizing traffic management and passenger flow
  • 5.2. Market Segmentation Analysis
  • 5.3. Porter's Five Forces Analysis
    • 5.3.1. Threat of New Entrants
    • 5.3.2. Threat of Substitutes
    • 5.3.3. Bargaining Power of Customers
    • 5.3.4. Bargaining Power of Suppliers
    • 5.3.5. Industry Rivalry
  • 5.4. PESTLE Analysis
    • 5.4.1. Political
    • 5.4.2. Economic
    • 5.4.3. Social
    • 5.4.4. Technological
    • 5.4.5. Legal
    • 5.4.6. Environmental

6. Crowd Analytics Market, by Organization Size

  • 6.1. Introduction
  • 6.2. Large Enterprises
  • 6.3. Small And Medium Enterprises

7. Crowd Analytics Market, by Deployment Type

  • 7.1. Introduction
  • 7.2. Cloud
  • 7.3. On-Premise

8. Crowd Analytics Market, by Verticals

  • 8.1. Introduction
  • 8.2. Entertainment
  • 8.3. Financial Services
  • 8.4. Healthcare
  • 8.5. Marketing And Advertising
  • 8.6. Public Safety
  • 8.7. Retail
  • 8.8. Transportation

9. Americas Crowd Analytics Market

  • 9.1. Introduction
  • 9.2. Argentina
  • 9.3. Brazil
  • 9.4. Canada
  • 9.5. Mexico
  • 9.6. United States

10. Asia-Pacific Crowd Analytics Market

  • 10.1. Introduction
  • 10.2. Australia
  • 10.3. China
  • 10.4. India
  • 10.5. Indonesia
  • 10.6. Japan
  • 10.7. Malaysia
  • 10.8. Philippines
  • 10.9. Singapore
  • 10.10. South Korea
  • 10.11. Taiwan
  • 10.12. Thailand
  • 10.13. Vietnam

11. Europe, Middle East & Africa Crowd Analytics Market

  • 11.1. Introduction
  • 11.2. Denmark
  • 11.3. Egypt
  • 11.4. Finland
  • 11.5. France
  • 11.6. Germany
  • 11.7. Israel
  • 11.8. Italy
  • 11.9. Netherlands
  • 11.10. Nigeria
  • 11.11. Norway
  • 11.12. Poland
  • 11.13. Qatar
  • 11.14. Russia
  • 11.15. Saudi Arabia
  • 11.16. South Africa
  • 11.17. Spain
  • 11.18. Sweden
  • 11.19. Switzerland
  • 11.20. Turkey
  • 11.21. United Arab Emirates
  • 11.22. United Kingdom

12. Competitive Landscape

  • 12.1. Market Share Analysis, 2023
  • 12.2. FPNV Positioning Matrix, 2023
  • 12.3. Competitive Scenario Analysis
  • 12.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. Cisco Systems, Inc.
  • 2. HP Inc.
  • 3. Huawei Technologies Co., Ltd.
  • 4. IBM Corporation
  • 5. Intel Corporation
  • 6. LG Electronics Inc.
  • 7. Microsoft Corporation
  • 8. Nokia Corporation
  • 9. NVIDIA Corporation
  • 10. Oracle Corporation
  • 11. Qualcomm Technologies, Inc.
  • 12. Salesforce.com, Inc.
  • 13. SAP SE
  • 14. SAS Institute Inc.
  • 15. Sony Corporation

LIST OF FIGURES

  • FIGURE 1. CROWD ANALYTICS MARKET RESEARCH PROCESS
  • FIGURE 2. CROWD ANALYTICS MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL CROWD ANALYTICS MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL CROWD ANALYTICS MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2023 VS 2030 (%)
  • FIGURE 11. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 13. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 15. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 17. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 19. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 20. CROWD ANALYTICS MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 21. CROWD ANALYTICS MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. CROWD ANALYTICS MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL CROWD ANALYTICS MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL CROWD ANALYTICS MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. CROWD ANALYTICS MARKET DYNAMICS
  • TABLE 7. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL CROWD ANALYTICS MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL CROWD ANALYTICS MARKET SIZE, BY SMALL AND MEDIUM ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL CROWD ANALYTICS MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ENTERTAINMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL CROWD ANALYTICS MARKET SIZE, BY FINANCIAL SERVICES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL CROWD ANALYTICS MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL CROWD ANALYTICS MARKET SIZE, BY MARKETING AND ADVERTISING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL CROWD ANALYTICS MARKET SIZE, BY PUBLIC SAFETY, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL CROWD ANALYTICS MARKET SIZE, BY RETAIL, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 20. GLOBAL CROWD ANALYTICS MARKET SIZE, BY TRANSPORTATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 21. AMERICAS CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 22. AMERICAS CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 23. AMERICAS CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 24. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 25. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 26. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 27. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 28. BRAZIL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 29. BRAZIL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 30. BRAZIL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 31. CANADA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 32. CANADA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 33. CANADA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 34. MEXICO CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 35. MEXICO CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 36. MEXICO CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 37. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 38. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 39. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 40. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 41. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 42. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 43. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 44. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 45. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 46. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 47. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 48. CHINA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 49. CHINA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 50. CHINA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 51. INDIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 52. INDIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 53. INDIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 54. INDONESIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 55. INDONESIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 56. INDONESIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 57. JAPAN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 58. JAPAN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 59. JAPAN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 60. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 61. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 62. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 63. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 64. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 65. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 66. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 67. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 68. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 69. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 70. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 71. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 72. TAIWAN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 73. TAIWAN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 74. TAIWAN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 75. THAILAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 76. THAILAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 77. THAILAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 78. VIETNAM CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 79. VIETNAM CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 80. VIETNAM CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 81. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 82. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 83. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 84. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 85. DENMARK CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 86. DENMARK CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 87. DENMARK CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 88. EGYPT CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 89. EGYPT CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 90. EGYPT CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 91. FINLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 92. FINLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 93. FINLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 94. FRANCE CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 95. FRANCE CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 96. FRANCE CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 97. GERMANY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 98. GERMANY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 99. GERMANY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 100. ISRAEL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 101. ISRAEL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 102. ISRAEL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 103. ITALY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 104. ITALY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 105. ITALY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 106. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 107. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 108. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 109. NIGERIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 110. NIGERIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 111. NIGERIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 112. NORWAY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 113. NORWAY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 114. NORWAY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 115. POLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 116. POLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 117. POLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 118. QATAR CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 119. QATAR CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 120. QATAR CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 121. RUSSIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 122. RUSSIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 123. RUSSIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 124. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 125. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 126. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 127. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 128. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 129. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 130. SPAIN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 131. SPAIN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 132. SPAIN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 133. SWEDEN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 134. SWEDEN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 135. SWEDEN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 136. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 137. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 138. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 139. TURKEY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 140. TURKEY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 141. TURKEY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 142. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 143. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 144. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 145. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
  • TABLE 146. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
  • TABLE 147. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
  • TABLE 148. CROWD ANALYTICS MARKET SHARE, BY KEY PLAYER, 2023
  • TABLE 149. CROWD ANALYTICS MARKET, FPNV POSITIONING MATRIX, 2023