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市場調查報告書
商品編碼
1943546

增強型分析市場 - 全球產業規模、佔有率、趨勢、機會及預測（按部署方式、組織規模、最終用戶、地區和競爭格局分類，2021-2031 年）

Augmented Analytics Market - Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Deployment, By Organization Size, By End-User, By Region & Competition, 2021-2031F
出版日期: | 出版商: TechSci Research | 英文 180 Pages | 商品交期: 2-3個工作天內

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簡介目錄

全球增強分析市場預計將以強勁的速度成長，從 2025 年的 161.4 億美元成長到 2031 年的 617.8 億美元，複合年成長率達到 25.07%。

該領域利用人工智慧 (AI) 和機器學習技術實現關鍵資料流程的自動化，包括資料準備、洞察生成和解釋，從而幫助非技術用戶從中獲取價值。推動市場發展的關鍵因素是數據複雜性的指數級成長以及企業內部資料科學能力普及化的迫切需求。隨著各組織努力減少對專業人員的依賴，向自動化智慧的策略轉型正在加速市場需求。這一趨勢在近期的一些調查中有所體現，例如 2024 年 IEEE 報告顯示，65% 的全球技術領導者認為人工智慧是其組織最重要的技術領域。

市場概覽
預測期 2027-2031
市場規模：2025年 161.4億美元
市場規模：2031年 617.8億美元
複合年成長率：2026-2031年 25.07%
成長最快的細分市場 本地部署
最大的市場 亞太地區

然而，由於數據管治不善和缺乏完善的倫理框架，這項市場成長面臨嚴峻挑戰。企業在部署這些自動化解決方案時，往往難以維護資料完整性並建立信任，阻礙了其普及應用。 ISACA 的調查結果顯示，這種管治缺口對擴充性構成實質風險。截至 2024 年，僅有 15% 的企業制定了正式的 AI 政策來有效管理這些技術。因此，缺乏強而有力的監督框架仍然是全球增強分析市場走向成熟和廣為接受的一大障礙。

市場促進因素

人工智慧和機器學習技術的日益融合正成為全球增強分析市場的關鍵驅動力。隨著企業尋求處理大量資料集，他們正將生成式人工智慧應用於自動化洞察生成和自然語言查詢，從而繞過勞力密集的資料建模，並實現即時的策略應用。這種應用勢頭強勁，根據IBM於2024年1月發布的《2024年全球人工智慧應用指數》，42%的企業級組織已在其營運中積極採用人工智慧。這一成長表明，成熟的基礎設施已足以支援進階增強功能，確保分析工具從說明儀錶板發展成為預測性決策引擎。

同時，大規模的數位轉型措施也凸顯了對整合數據解決方案的需求，以因應複雜的環境。隨著企業營運的數位化，資訊環境的碎片化往往會阻礙敏捷性，因此，增強型分析對於實現跨不同系統的資料協調自動化至關重要。連結性挑戰進一步凸顯了這項挑戰的迫切性。根據 MuleSoft 於 2024 年 2 月發布的《2024 年連結性基準報告》，81% 的 IT 領導者認為資料孤島是數位轉型的一大障礙。此外，員工也越來越傾向使用這些先進工具。微軟和 LinkedIn 聯合發布的 2024 年報告預測，全球 75% 的知識工作者將在工作中使用人工智慧，這表明自動化分析解決方案擁有龐大的用戶群。

市場挑戰

資料管治不善和缺乏完善的倫理框架嚴重阻礙了全球增強分析市場的擴張。隨著企業擴大整合自動化決策工具，未能確保資料的準確性、隱私性和倫理合規性會帶來重大的營運風險。高階主管往往對大規模應用這些技術猶豫不決，因為不透明的演算法掩蓋了洞察驅動的過程，並可能引入難以解釋或辯護的潛在偏見和違規行為。這種透明度的缺失削弱了相關人員的信任，限制了決策者對增強分析在關鍵業務職能中的依賴，從而有效地阻礙了其廣泛應用。

這種管治缺失的影響是可以量化的，並且與市場成長動能放緩直接相關。根據ISC2預測，到2024年，45%的專家會將缺乏清晰的人工智慧策略視為其組織採用人工智慧的最大障礙。當企業缺乏管理這些先進系統的全面通訊協定時，它們面臨的安全漏洞和合違規風險就會增加。因此，這種不確定性導致許多企業推遲全面採用人工智慧，直接阻礙了整個市場的成熟度和成長潛力。

市場趨勢

隨著企業從高延遲的批次轉向即時數據可用性，向持續、即時智慧的轉變正在重塑市場格局。這項轉變的驅動力在於企業需要支援依賴即時資料流的即時決策和反應迅速的客戶體驗。隨著企業現代化進程的推進，資料流平台已成為其架構策略的核心，實現了資訊在不同系統間的無縫流動。這項演進的策略緊迫性顯而易見：根據 Confluent 於 2024 年 6 月發布的《2024 年資料流報告》，86% 的 IT 領導者將資料流列為首要 IT 投資重點或關鍵策略要務，這證實了即時能力對於保持競爭優勢至關重要。

同時，商業智慧和資料科學平台正日益融合，彌合技術團隊和業務用戶之間的鴻溝。現代增強型分析解決方案將這些學科結合起來，直接在商業智慧環境中部署機器學習模型。這種整合確保了先進的預測洞察能夠有效地擴展到生產環境並創造切實價值，而不是僅限於資料實驗室。這一轉型正在加速推進。根據 Databricks 於 2024 年 3 月發布的《2024 年數據與人工智慧現況報告》，企業投入生產的 AI 模型數量年增 11 倍，凸顯了企業正迅速轉向將資料科學創新與日常業務分析相結合的平台。

目錄

第1章概述

第2章調查方法

第3章執行摘要

第4章：客戶評價

第5章：全球增強分析市場展望

  • 市場規模及預測
    • 按金額
  • 市佔率及預測
    • 依部署類型（本機部署、雲端部署）
    • 依組織規模（中小企業、大型企業）
    • 按最終用戶（銀行、金融、保險、通訊、IT、物流、醫療保健、政府、零售等）
    • 按地區
    • 按公司（2025 年）
  • 市場地圖

第6章：北美增強分析市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 北美洲：國家分析
    • 美國
    • 加拿大
    • 墨西哥

7. 歐洲增強分析市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 歐洲：國家分析
    • 德國
    • 法國
    • 英國
    • 義大利
    • 西班牙

8. 亞太地區增強分析市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 亞太地區：國家分析
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳洲

9. 中東和非洲增強分析市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 中東和非洲：國家分析
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第10章：南美洲增強分析市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 南美洲：國家分析
    • 巴西
    • 哥倫比亞
    • 阿根廷

第11章 市場動態

  • 促進要素
  • 任務

第12章 市場趨勢與發展

  • 併購
  • 產品發布
  • 最新進展

第13章 全球增強分析市場：SWOT分析

第14章：波特五力分析

  • 產業競爭
  • 新進入者的可能性
  • 供應商電力
  • 顧客權力
  • 替代品的威脅

第15章 競爭格局

  • Microsoft Corporation
  • IBM Corporation
  • SAP SE
  • Salesforce, Inc.
  • QlikTech International AB
  • Tableau Software, LLC
  • Sisense Ltd.
  • TIBCO Software Inc.
  • Oracle Corporation
  • SAS Institute Inc.

第16章 策略建議

第17章：關於研究公司及免責聲明

簡介目錄
Product Code: 3862

The Global Augmented Analytics Market is projected to experience robust expansion, growing from USD 16.14 Billion in 2025 to USD 61.78 Billion by 2031, representing a compound annual growth rate of 25.07%. This sector leverages artificial intelligence and machine learning to automate essential data processes such as preparation, insight generation, and explanation, thereby empowering non-technical users to derive value without deep technical expertise. The market is primarily driven by the exponential rise in data complexity and the critical need to democratize data science capabilities across enterprises. This strategic shift toward automated intelligence is accelerating demand as organizations aim to reduce reliance on specialized staff; a priority reflected in recent surveys, such as the IEEE reporting in 2024 that 65% of global technology leaders view Artificial Intelligence as the most vital technology area for their organizations.

Market Overview
Forecast Period2027-2031
Market Size 2025USD 16.14 Billion
Market Size 2031USD 61.78 Billion
CAGR 2026-203125.07%
Fastest Growing SegmentOn-Premise
Largest MarketAsia Pacific

However, this market growth is significantly challenged by inadequate data governance and the absence of established ethical frameworks. Organizations often face difficulties in maintaining data integrity and fostering trust when implementing these automated solutions, creating a barrier to widespread adoption. This governance gap poses a tangible risk to scalability, as highlighted by ISACA findings; in 2024, only 15% of organizations had implemented formal AI policies to effectively manage these technologies. Consequently, the lack of robust oversight remains a critical hurdle that could impede the broader maturity and acceptance of the global augmented analytics market.

Market Driver

The deepening integration of AI and ML technologies acts as the primary engine driving the Global Augmented Analytics Market. As organizations aim to process immense datasets, they are embedding generative AI to automate insight generation and natural language querying, allowing businesses to bypass labor-intensive data modeling in favor of immediate strategic application. The momentum behind this adoption is significant; according to IBM's 'Global AI Adoption Index 2024' released in January 2024, 42% of enterprise-scale organizations have actively deployed AI within their operations. This surge suggests a maturing infrastructure capable of supporting advanced augmented capabilities, ensuring analytics tools evolve from descriptive dashboards into predictive decision-making engines.

Simultaneously, extensive digital transformation initiatives are amplifying the need for unified data solutions to navigate complex environments. As companies digitize operations, they often encounter fragmented information landscapes that hinder agility, necessitating augmented analytics to automate data harmonization across disparate systems. The urgency of this issue is underscored by connectivity challenges; according to MuleSoft's '2024 Connectivity Benchmark Report' from February 2024, 81% of IT leaders indicated that data silos are obstructing their digital transformation efforts. Furthermore, the workforce is increasingly prepared for these advanced tools, with Microsoft and LinkedIn reporting in 2024 that 75% of global knowledge workers use AI at work, demonstrating a ready user base for automated analytic solutions.

Market Challenge

Inadequate data governance and the lack of established ethical frameworks constitute significant impediments to the expansion of the Global Augmented Analytics Market. As organizations increasingly integrate automated decision-making tools, the inability to ensure data accuracy, privacy, and ethical compliance introduces substantial operational risks. Business leaders often hesitate to scale these technologies because opaque algorithms can obscure the derivation of insights, leading to potential biases or regulatory violations that are difficult to explain or defend. This lack of transparency erodes stakeholder trust, causing decision-makers to limit their reliance on augmented analytics for critical business functions and effectively stalling widespread adoption.

The impact of this governance deficit is quantifiable and directly correlates with slowed market momentum. According to ISC2, in 2024, 45% of professionals cited the lack of a clear artificial intelligence strategy as a top barrier to adoption within their organizations. When companies lack comprehensive protocols to manage these advanced systems, they face heightened exposure to security vulnerabilities and compliance failures. Consequently, this uncertainty compels many enterprises to delay full-scale implementation, directly hampering the broader market's maturity and growth potential.

Market Trends

The shift toward Continuous and Real-Time Intelligence is transforming the market as organizations move away from high-latency batch processing in favor of immediate data availability. This transition is driven by the necessity to support instant decision-making and responsive customer experiences that rely on live data streams. As enterprises modernize, data streaming platforms are becoming central to architectural strategies, enabling the seamless flow of information across disparate systems. The strategic urgency of this evolution is evident; according to Confluent's '2024 Data Streaming Report' from June 2024, 86% of IT leaders identified data streaming as a top strategic or important priority for their IT investments, confirming that real-time capabilities are essential for maintaining competitive agility.

Concurrently, the Convergence of Business Intelligence and Data Science Platforms is bridging the gap between technical teams and business users. Modern augmented analytics solutions are unifying these disciplines, allowing machine learning models to be operationalized directly within business intelligence environments. This integration ensures that advanced predictive insights are not confined to data labs but are scaled effectively into production to drive tangible value. The acceleration of this shift is substantial; according to Databricks' '2024 State of Data + AI Report' from March 2024, organizations put 11x more AI models into production year-over-year compared to the previous period, highlighting the rapid move toward unified platforms that synthesize data science innovation with everyday business analytics.

Key Market Players

  • Microsoft Corporation
  • IBM Corporation
  • SAP SE
  • Salesforce, Inc.
  • QlikTech International AB
  • Tableau Software, LLC
  • Sisense Ltd.
  • TIBCO Software Inc.
  • Oracle Corporation
  • SAS Institute Inc.

Report Scope

In this report, the Global Augmented Analytics Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

Augmented Analytics Market, By Deployment

  • On-premise
  • Cloud

Augmented Analytics Market, By Organization Size

  • SMEs
  • Large Enterprises

Augmented Analytics Market, By End-User

  • BFSI
  • Telecom & IT
  • Logistics
  • Healthcare
  • Government
  • Retail
  • Others

Augmented Analytics Market, By Region

  • North America
    • United States
    • Canada
    • Mexico
  • Europe
    • France
    • United Kingdom
    • Italy
    • Germany
    • Spain
  • Asia Pacific
    • China
    • India
    • Japan
    • Australia
    • South Korea
  • South America
    • Brazil
    • Argentina
    • Colombia
  • Middle East & Africa
    • South Africa
    • Saudi Arabia
    • UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies present in the Global Augmented Analytics Market.

Available Customizations:

Global Augmented Analytics Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

  • Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

  • 1.1. Market Definition
  • 1.2. Scope of the Market
    • 1.2.1. Markets Covered
    • 1.2.2. Years Considered for Study
    • 1.2.3. Key Market Segmentations

2. Research Methodology

  • 2.1. Objective of the Study
  • 2.2. Baseline Methodology
  • 2.3. Key Industry Partners
  • 2.4. Major Association and Secondary Sources
  • 2.5. Forecasting Methodology
  • 2.6. Data Triangulation & Validation
  • 2.7. Assumptions and Limitations

3. Executive Summary

  • 3.1. Overview of the Market
  • 3.2. Overview of Key Market Segmentations
  • 3.3. Overview of Key Market Players
  • 3.4. Overview of Key Regions/Countries
  • 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global Augmented Analytics Market Outlook

  • 5.1. Market Size & Forecast
    • 5.1.1. By Value
  • 5.2. Market Share & Forecast
    • 5.2.1. By Deployment (On-premise, Cloud)
    • 5.2.2. By Organization Size (SMEs, Large Enterprises)
    • 5.2.3. By End-User (BFSI, Telecom & IT, Logistics, Healthcare, Government, Retail, Others)
    • 5.2.4. By Region
    • 5.2.5. By Company (2025)
  • 5.3. Market Map

6. North America Augmented Analytics Market Outlook

  • 6.1. Market Size & Forecast
    • 6.1.1. By Value
  • 6.2. Market Share & Forecast
    • 6.2.1. By Deployment
    • 6.2.2. By Organization Size
    • 6.2.3. By End-User
    • 6.2.4. By Country
  • 6.3. North America: Country Analysis
    • 6.3.1. United States Augmented Analytics Market Outlook
      • 6.3.1.1. Market Size & Forecast
        • 6.3.1.1.1. By Value
      • 6.3.1.2. Market Share & Forecast
        • 6.3.1.2.1. By Deployment
        • 6.3.1.2.2. By Organization Size
        • 6.3.1.2.3. By End-User
    • 6.3.2. Canada Augmented Analytics Market Outlook
      • 6.3.2.1. Market Size & Forecast
        • 6.3.2.1.1. By Value
      • 6.3.2.2. Market Share & Forecast
        • 6.3.2.2.1. By Deployment
        • 6.3.2.2.2. By Organization Size
        • 6.3.2.2.3. By End-User
    • 6.3.3. Mexico Augmented Analytics Market Outlook
      • 6.3.3.1. Market Size & Forecast
        • 6.3.3.1.1. By Value
      • 6.3.3.2. Market Share & Forecast
        • 6.3.3.2.1. By Deployment
        • 6.3.3.2.2. By Organization Size
        • 6.3.3.2.3. By End-User

7. Europe Augmented Analytics Market Outlook

  • 7.1. Market Size & Forecast
    • 7.1.1. By Value
  • 7.2. Market Share & Forecast
    • 7.2.1. By Deployment
    • 7.2.2. By Organization Size
    • 7.2.3. By End-User
    • 7.2.4. By Country
  • 7.3. Europe: Country Analysis
    • 7.3.1. Germany Augmented Analytics Market Outlook
      • 7.3.1.1. Market Size & Forecast
        • 7.3.1.1.1. By Value
      • 7.3.1.2. Market Share & Forecast
        • 7.3.1.2.1. By Deployment
        • 7.3.1.2.2. By Organization Size
        • 7.3.1.2.3. By End-User
    • 7.3.2. France Augmented Analytics Market Outlook
      • 7.3.2.1. Market Size & Forecast
        • 7.3.2.1.1. By Value
      • 7.3.2.2. Market Share & Forecast
        • 7.3.2.2.1. By Deployment
        • 7.3.2.2.2. By Organization Size
        • 7.3.2.2.3. By End-User
    • 7.3.3. United Kingdom Augmented Analytics Market Outlook
      • 7.3.3.1. Market Size & Forecast
        • 7.3.3.1.1. By Value
      • 7.3.3.2. Market Share & Forecast
        • 7.3.3.2.1. By Deployment
        • 7.3.3.2.2. By Organization Size
        • 7.3.3.2.3. By End-User
    • 7.3.4. Italy Augmented Analytics Market Outlook
      • 7.3.4.1. Market Size & Forecast
        • 7.3.4.1.1. By Value
      • 7.3.4.2. Market Share & Forecast
        • 7.3.4.2.1. By Deployment
        • 7.3.4.2.2. By Organization Size
        • 7.3.4.2.3. By End-User
    • 7.3.5. Spain Augmented Analytics Market Outlook
      • 7.3.5.1. Market Size & Forecast
        • 7.3.5.1.1. By Value
      • 7.3.5.2. Market Share & Forecast
        • 7.3.5.2.1. By Deployment
        • 7.3.5.2.2. By Organization Size
        • 7.3.5.2.3. By End-User

8. Asia Pacific Augmented Analytics Market Outlook

  • 8.1. Market Size & Forecast
    • 8.1.1. By Value
  • 8.2. Market Share & Forecast
    • 8.2.1. By Deployment
    • 8.2.2. By Organization Size
    • 8.2.3. By End-User
    • 8.2.4. By Country
  • 8.3. Asia Pacific: Country Analysis
    • 8.3.1. China Augmented Analytics Market Outlook
      • 8.3.1.1. Market Size & Forecast
        • 8.3.1.1.1. By Value
      • 8.3.1.2. Market Share & Forecast
        • 8.3.1.2.1. By Deployment
        • 8.3.1.2.2. By Organization Size
        • 8.3.1.2.3. By End-User
    • 8.3.2. India Augmented Analytics Market Outlook
      • 8.3.2.1. Market Size & Forecast
        • 8.3.2.1.1. By Value
      • 8.3.2.2. Market Share & Forecast
        • 8.3.2.2.1. By Deployment
        • 8.3.2.2.2. By Organization Size
        • 8.3.2.2.3. By End-User
    • 8.3.3. Japan Augmented Analytics Market Outlook
      • 8.3.3.1. Market Size & Forecast
        • 8.3.3.1.1. By Value
      • 8.3.3.2. Market Share & Forecast
        • 8.3.3.2.1. By Deployment
        • 8.3.3.2.2. By Organization Size
        • 8.3.3.2.3. By End-User
    • 8.3.4. South Korea Augmented Analytics Market Outlook
      • 8.3.4.1. Market Size & Forecast
        • 8.3.4.1.1. By Value
      • 8.3.4.2. Market Share & Forecast
        • 8.3.4.2.1. By Deployment
        • 8.3.4.2.2. By Organization Size
        • 8.3.4.2.3. By End-User
    • 8.3.5. Australia Augmented Analytics Market Outlook
      • 8.3.5.1. Market Size & Forecast
        • 8.3.5.1.1. By Value
      • 8.3.5.2. Market Share & Forecast
        • 8.3.5.2.1. By Deployment
        • 8.3.5.2.2. By Organization Size
        • 8.3.5.2.3. By End-User

9. Middle East & Africa Augmented Analytics Market Outlook

  • 9.1. Market Size & Forecast
    • 9.1.1. By Value
  • 9.2. Market Share & Forecast
    • 9.2.1. By Deployment
    • 9.2.2. By Organization Size
    • 9.2.3. By End-User
    • 9.2.4. By Country
  • 9.3. Middle East & Africa: Country Analysis
    • 9.3.1. Saudi Arabia Augmented Analytics Market Outlook
      • 9.3.1.1. Market Size & Forecast
        • 9.3.1.1.1. By Value
      • 9.3.1.2. Market Share & Forecast
        • 9.3.1.2.1. By Deployment
        • 9.3.1.2.2. By Organization Size
        • 9.3.1.2.3. By End-User
    • 9.3.2. UAE Augmented Analytics Market Outlook
      • 9.3.2.1. Market Size & Forecast
        • 9.3.2.1.1. By Value
      • 9.3.2.2. Market Share & Forecast
        • 9.3.2.2.1. By Deployment
        • 9.3.2.2.2. By Organization Size
        • 9.3.2.2.3. By End-User
    • 9.3.3. South Africa Augmented Analytics Market Outlook
      • 9.3.3.1. Market Size & Forecast
        • 9.3.3.1.1. By Value
      • 9.3.3.2. Market Share & Forecast
        • 9.3.3.2.1. By Deployment
        • 9.3.3.2.2. By Organization Size
        • 9.3.3.2.3. By End-User

10. South America Augmented Analytics Market Outlook

  • 10.1. Market Size & Forecast
    • 10.1.1. By Value
  • 10.2. Market Share & Forecast
    • 10.2.1. By Deployment
    • 10.2.2. By Organization Size
    • 10.2.3. By End-User
    • 10.2.4. By Country
  • 10.3. South America: Country Analysis
    • 10.3.1. Brazil Augmented Analytics Market Outlook
      • 10.3.1.1. Market Size & Forecast
        • 10.3.1.1.1. By Value
      • 10.3.1.2. Market Share & Forecast
        • 10.3.1.2.1. By Deployment
        • 10.3.1.2.2. By Organization Size
        • 10.3.1.2.3. By End-User
    • 10.3.2. Colombia Augmented Analytics Market Outlook
      • 10.3.2.1. Market Size & Forecast
        • 10.3.2.1.1. By Value
      • 10.3.2.2. Market Share & Forecast
        • 10.3.2.2.1. By Deployment
        • 10.3.2.2.2. By Organization Size
        • 10.3.2.2.3. By End-User
    • 10.3.3. Argentina Augmented Analytics Market Outlook
      • 10.3.3.1. Market Size & Forecast
        • 10.3.3.1.1. By Value
      • 10.3.3.2. Market Share & Forecast
        • 10.3.3.2.1. By Deployment
        • 10.3.3.2.2. By Organization Size
        • 10.3.3.2.3. By End-User

11. Market Dynamics

  • 11.1. Drivers
  • 11.2. Challenges

12. Market Trends & Developments

  • 12.1. Merger & Acquisition (If Any)
  • 12.2. Product Launches (If Any)
  • 12.3. Recent Developments

13. Global Augmented Analytics Market: SWOT Analysis

14. Porter's Five Forces Analysis

  • 14.1. Competition in the Industry
  • 14.2. Potential of New Entrants
  • 14.3. Power of Suppliers
  • 14.4. Power of Customers
  • 14.5. Threat of Substitute Products

15. Competitive Landscape

  • 15.1. Microsoft Corporation
    • 15.1.1. Business Overview
    • 15.1.2. Products & Services
    • 15.1.3. Recent Developments
    • 15.1.4. Key Personnel
    • 15.1.5. SWOT Analysis
  • 15.2. IBM Corporation
  • 15.3. SAP SE
  • 15.4. Salesforce, Inc.
  • 15.5. QlikTech International AB
  • 15.6. Tableau Software, LLC
  • 15.7. Sisense Ltd.
  • 15.8. TIBCO Software Inc.
  • 15.9. Oracle Corporation
  • 15.10. SAS Institute Inc.

16. Strategic Recommendations

17. About Us & Disclaimer