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市场调查报告书
商品编码
1508623

高阶预测分析软体市场:全球产业分析，规模，占有率，成长，趋势，2024年～2033年的预测

Advanced Predictive Analytics Software Market: Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2024-2033
出版日期: | 出版商: Persistence Market Research | 英文 250 Pages | 商品交期: 2-5个工作天内

价格
简介目录

Persistence Market Research发布了一份关于全球高阶预测分析软体市场的综合报告。该报告全面评估了主要市场动态，包括市场驱动因素、趋势、机会和课题，并提供了有关市场结构的详细见解。

关键见解

  • 高阶预测分析软体市场规模（2024 年）：120.279 亿美元
  • 预计市场价值（2033 年）：633.954 亿美元
  • 全球市场成长率（2024-2033 年复合年增长率）：20.3%

进阶预测分析软体市场 - 报告范围：

先进的预测分析软体可将数据转化为可行的见解，并在帮助企业做出明智决策、优化营运和改善客户体验方面发挥关键作用。这些软体解决方案利用机器学习、人工智慧和统计技术来预测未来结果、识别模式并揭示大量资料集中隐藏的相关性。该市场服务于各种行业，包括金融、医疗保健、零售、製造和电信，并提供从诈欺检测和风险管理到预测性维护和客户分析的广泛解决方案。

推动市场成长的因素：

全球高阶预测分析软体市场由几个关键因素推动，例如大数据和物联网技术的日益采用、对数据驱动决策流程的需求不断增长以及跨行业竞争差异化的需求。社交媒体、感测器和企业应用程式等多种来源的数据生成激增，推动了对高级分析工具的需求，以获取有意义的见解并提高业务绩效。机器学习演算法、云端运算和资料视觉化方面的技术进步透过提高预测分析解决方案的可扩展性、准确性和可访问性进一步推动市场成长。

市场限制因素：

儘管成长前景广阔，但高阶预测分析软体市场仍面临与资料隐私问题、整合复杂性和技能短缺相关的课题。 GDPR 和 CCPA 等严格的资料保护和隐私法规给组织带来了合规负担，并影响资料收集和分析实践。此外，将预测分析软体与现有 IT 基础架构和遗留系统整合可能非常复杂且占用大量资源。缺乏能够利用先进分析工具的熟练资料科学家和分析师是市场采用的主要障碍，特别是对于中小型企业而言。

市场机会：

由于技术创新、不断扩展的应用程式和不断发展的业务模式，高级预测分析软体市场提供了巨大的成长机会。将预测分析与区块链、扩增实境和边缘运算等新兴技术相结合，为市场扩张和价值创造开闢了新途径。农业、能源和体育等非传统领域扩大采用预测分析，这将扩大市场范围并刺激创新。策略合作伙伴关係、研发投资以及开发用户友好且具有成本效益的分析解决方案对于在动态分析环境中利用新机会并保持市场领先地位至关重要。

本报告涵盖的主要问题

  • 推动全球高阶预测分析软体市场成长的关键因素有哪些？
  • 哪些产业和应用正在推动不同领域采用预测分析？
  • 技术进步如何改变高阶预测分析软体市场的竞争格局？
  • 谁是高阶预测分析软体市场的主要参与者？ 他们采取了哪些策略来维持市场影响力？
  • 全球高阶预测分析软体市场的新趋势和未来前景是什么？

目录

第1章 摘要整理

第2章 市场概要

  • 市场范围/分类
  • 市场定义/范围/限制

第3章 主要市场趋势

  • 影响市场的主要趋势
  • 产品革新/开发趋势

第4章 价格分析

  • 价格分析，定价模式
    • 订阅定价模式
    • 永久授权
  • 平均价格分析基准

第5章 全球高阶预测分析软体市场需求分析

  • 过去的市场金额分析(2019年～2023年)
  • 现在及未来市场金额预测(2024年～2033年)
    • 与前一年同期比较成长趋势分析
    • 绝对额的机会分析

第6章 市场背景

  • 宏观经济要素
  • 预测要素 - 相关性及影响
  • 价值链
  • COVID-19危机 - 影响评估
  • 市场动态

第7章 全球高阶预测分析软体市场分析:各终端用户

  • 简介/主要调查结果
  • 过去的市场规模分析:各终端用户(2019年～2023年)
  • 现在及未来市场规模分析与预测:各终端用户(2024年～2033年)
    • 银行及金融服务
    • 保险
    • 政府，行政，公共事业
    • 医药品
    • 通讯IT预测
    • 零售(消费品)
    • 运输·物流
    • 医疗保健
    • 製造业
    • 媒体和娱乐
    • 能源(电力，石油、天然气)
    • 工程建设
    • 观光
    • 运动
  • 各终端用户的市场魅力分析

第8章 全球高阶预测分析软体市场分析:各地区

  • 简介/主要调查结果
  • 过去的市场规模分析:各地区(2019年～2023年)
  • 现在及未来市场规模分析与预测:各地区(2024年～2033年)
    • 北美
    • 南美
    • 欧洲
    • 东亚
    • 南亚·太平洋
    • 中东·非洲
  • 各地区的市场魅力分析

第9章 北美的高阶预测分析软体市场分析

第10章 南美的高阶预测分析软体市场分析

第11章 欧洲的高阶预测分析软体市场分析

第12章 南亚·太平洋的高阶预测分析软体市场分析

第13章 东亚的高阶预测分析软体市场分析

第14章 中东·非洲的高阶预测分析软体市场分析

第15章 主要国家分析 - 高阶预测分析软体市场

  • 美国
  • 加拿大
  • 墨西哥
  • 巴西
  • 德国
  • 义大利
  • 法国
  • 英国
  • 西班牙
  • 荷比卢三国
  • 俄罗斯
  • 其他的欧洲
  • 中国
  • 日本
  • 韩国
  • 印度
  • 马来西亚
  • 印尼
  • 新加坡
  • 澳洲和纽西兰
  • GCC各国
  • 土耳其
  • 南非
  • 其他的中东及非洲

第16章 市场结构分析

  • 各级企业的市场分析
  • 主要企业的市场占有率分析
  • 市场影响分析

第17章 竞争分析

  • 竞争仪表板
  • 竞争基准
  • 竞争详细内容
    • International Business Machines Corporation(IBM)
    • SAS Institute Inc.
    • Microsoft Corporation
    • SAP AG
    • Tableau Software Inc.
    • Information Builders, Inc.
    • Fair Isaac Corporation(FICO)
    • Teradata Corporation
    • Acxiom Corporation
    • Oracle Corporation
    • TIBCO Software Inc.

第18章 前提和缩写

第19章 调查手法

简介目录
Product Code: PMRREP8002

Persistence Market Research has recently released a comprehensive report on the worldwide market for advanced predictive analytics software. The report offers a thorough assessment of crucial market dynamics, including drivers, trends, opportunities, and challenges, providing detailed insights into the market structure.

Key Insights:

  • Advanced Predictive Analytics Software Market Size (2024E): USD 12,027.90 million
  • Projected Market Value (2033F): USD 63,395.40 million
  • Global Market Growth Rate (CAGR 2024 to 2033): 20.3%

Advanced Predictive Analytics Software Market - Report Scope:

Advanced predictive analytics software plays a crucial role in transforming data into actionable insights, enabling businesses to make informed decisions, optimize operations, and enhance customer experiences. These software solutions leverage machine learning, artificial intelligence, and statistical techniques to forecast future outcomes, identify patterns, and uncover hidden correlations within vast datasets. The market caters to various industries, including finance, healthcare, retail, manufacturing, and telecommunications, offering a range of solutions from fraud detection and risk management to predictive maintenance and customer analytics.

Market Growth Drivers:

The global advanced predictive analytics software market is propelled by several key factors, including the increasing adoption of big data and IoT technologies, the growing demand for data-driven decision-making processes, and the need for competitive differentiation across industries. The proliferation of data generation from multiple sources, such as social media, sensors, and enterprise applications, fuels the demand for advanced analytics tools to derive meaningful insights and enhance business performance. Technological advancements in machine learning algorithms, cloud computing, and data visualization further drive market growth by improving the scalability, accuracy, and accessibility of predictive analytics solutions.

Market Restraints:

Despite promising growth prospects, the advanced predictive analytics software market faces challenges related to data privacy concerns, integration complexities, and skill shortages. Stringent regulations governing data protection and privacy, such as GDPR and CCPA, impose compliance burdens on organizations, affecting data collection and analytics practices. Additionally, the integration of predictive analytics software with existing IT infrastructure and legacy systems can be complex and resource-intensive. The shortage of skilled data scientists and analysts capable of leveraging advanced analytics tools poses a significant barrier to market adoption, particularly for small and medium-sized enterprises.

Market Opportunities:

The advanced predictive analytics software market presents significant growth opportunities driven by technological innovations, expanding applications, and evolving business models. The integration of predictive analytics with emerging technologies, such as blockchain, augmented reality, and edge computing, opens new avenues for market expansion and value creation. The increasing adoption of predictive analytics in non-traditional sectors, such as agriculture, energy, and sports, broadens the market scope and stimulates innovation. Strategic partnerships, investment in R&D, and the development of user-friendly, cost-effective analytics solutions are essential to capitalize on emerging opportunities and sustain market leadership in the dynamic analytics landscape.

Key Questions Answered in the Report:

  • What are the primary factors driving the growth of the advanced predictive analytics software market globally?
  • Which industries and applications are driving the adoption of predictive analytics across different sectors?
  • How are technological advancements reshaping the competitive landscape of the advanced predictive analytics software market?
  • Who are the key players contributing to the advanced predictive analytics software market, and what strategies are they employing to maintain market relevance?
  • What are the emerging trends and future prospects in the global advanced predictive analytics software market?

Competitive Intelligence and Business Strategy:

Leading players in the global advanced predictive analytics software market, including IBM Corporation, SAS Institute Inc., SAP SE, and Oracle Corporation, focus on innovation, product differentiation, and strategic partnerships to gain a competitive edge. These companies invest in R&D to develop advanced analytics solutions, including AI-driven platforms, real-time analytics, and automated machine learning tools, catering to diverse industry needs and use cases. Collaborations with cloud service providers, data platform vendors, and industry-specific solution providers facilitate market access and promote technology adoption. Moreover, emphasis on customer education, training programs, and community engagement fosters market growth and enhances customer outcomes in the rapidly evolving analytics landscape.

Key Companies Profiled:

  • International Business Machines Corporation (IBM)
  • SAS Institute Inc.
  • Microsoft Corporation
  • SAP AG
  • Tableau Software Inc.
  • Information Builders, Inc.
  • Fair Isaac Corporation (FICO)
  • Teradata Corporation
  • Acxiom Corporation
  • Oracle Corporation
  • TIBCO Software Inc.

Key Segments of Advanced Predictive Analytics Software Market Research

By End User:

  • Banking and Financial Services
  • Insurance
  • Government, Public Administration and Utilities
  • Pharmaceuticals
  • Telecom and IT predictive
  • Retail (Consumer Goods)
  • Transportation and Logistics
  • Healthcare
  • Manufacturing
  • Media and Entertainment
  • Energy (Electricity, Oil and Gas)
  • Engineering and Construction
  • Tourism
  • Sports

By Region:

  • North America
  • Latin America
  • Europe
  • East Asia
  • South Asia & Pacific
  • Middle East and Africa (MEA)

Table of Contents

1. Executive Summary

  • 1.1. Global Market Outlook
  • 1.2. Demand Side Trends
  • 1.3. Supply Side Trends
  • 1.4. Analysis and Recommendations

2. Market Overview

  • 2.1. Market Coverage / Taxonomy
  • 2.2. Market Definition / Scope / Limitations

3. Key Market Trends

  • 3.1. Key Trends Impacting the Market
  • 3.2. Product Innovation / Development Trends

4. Pricing Analysis

  • 4.1. Pricing Analysis, By Pricing Model
    • 4.1.1. Subscription Pricing Model
    • 4.1.2. Perpetual Licensing
  • 4.2. Average Pricing Analysis Benchmark

5. Global Advanced Predictive Analytics Software Market Demand (in Value in US$ Mn) Analysis 2019-2023 and Forecast, 2024-2033

  • 5.1. Historical Market Value (US$ Mn) Analysis, 2019-2023
  • 5.2. Current and Future Market Value (US$ Mn) Projections, 2024-2033
    • 5.2.1. Y-o-Y Growth Trend Analysis
    • 5.2.2. Absolute $ Opportunity Analysis

6. Market Background

  • 6.1. Macro-Economic Factors
  • 6.2. Forecast Factors - Relevance & Impact
  • 6.3. Value Chain
  • 6.4. COVID-19 Crisis - Impact Assessment
    • 6.4.1. Current Statistics
    • 6.4.2. Short-Mid-Long Term Outlook
    • 6.4.3. Likely Rebound
  • 6.5. Market Dynamics
    • 6.5.1. Drivers
    • 6.5.2. Restraints
    • 6.5.3. Opportunities

7. Global Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033, By End User

  • 7.1. Introduction / Key Findings
  • 7.2. Historical Market Size (US$ Mn) Analysis By End User, 2019-2023
  • 7.3. Current and Future Market Size (US$ Mn) Analysis and Forecast By End User, 2024-2033
    • 7.3.1. Banking and Financial Services
    • 7.3.2. Insurance
    • 7.3.3. Government, Public Administration and Utilities
    • 7.3.4. Pharmaceuticals
    • 7.3.5. Telecom and IT predictive
    • 7.3.6. Retail (Consumer Goods)
    • 7.3.7. Transportation and Logistics
    • 7.3.8. Healthcare
    • 7.3.9. Manufacturing
    • 7.3.10. Media and Entertainment
    • 7.3.11. Energy (Electricity, Oil and Gas)
    • 7.3.12. Engineering and Construction
    • 7.3.13. Tourism
    • 7.3.14. Sports
  • 7.4. Market Attractiveness Analysis By End User

8. Global Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033, By Region

  • 8.1. Introduction / Key Findings
  • 8.2. Historical Market Size (US$ Mn) Analysis By Region, 2019-2023
  • 8.3. Current and Future Market Size (US$ Mn) Analysis and Forecast By Region, 2024-2033
    • 8.3.1. North America
    • 8.3.2. Latin America
    • 8.3.3. Europe
    • 8.3.4. East Asia
    • 8.3.5. South Asia Pacific
    • 8.3.6. Middle East and Africa
  • 8.4. Market Attractiveness Analysis By Region

9. North America Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 9.1. Introduction
  • 9.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 9.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 9.3.1. By End User
    • 9.3.2. By Country
      • 9.3.2.1. U.S.
      • 9.3.2.2. Canada
  • 9.4. Market Attractiveness Analysis
    • 9.4.1. By End User
    • 9.4.2. By Country
  • 9.5. Market Trends
  • 9.6. Key Market Participants - Intensity Mapping

10. Latin America Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 10.1. Introduction
  • 10.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 10.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 10.3.1. By End User
    • 10.3.2. By Country
      • 10.3.2.1. Brazil
      • 10.3.2.2. Mexico
      • 10.3.2.3. Rest of Latin America
  • 10.4. Market Attractiveness Analysis
    • 10.4.1. By End User
    • 10.4.2. By Country

11. Europe Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 11.1. Introduction
  • 11.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 11.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 11.3.1. By End User
    • 11.3.2. By Country
      • 11.3.2.1. Germany
      • 11.3.2.2. Italy
      • 11.3.2.3. France
      • 11.3.2.4. U.K.
      • 11.3.2.5. Spain
      • 11.3.2.6. BENELUX
      • 11.3.2.7. Russia
      • 11.3.2.8. Rest of Europe
  • 11.4. Market Attractiveness Analysis
    • 11.4.1. By End User
    • 11.4.2. By Country

12. South Asia & Pacific Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 12.1. Introduction
  • 12.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 12.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 12.3.1. By End User
    • 12.3.2. By Country
      • 12.3.2.1. India
      • 12.3.2.2. Indonesia
      • 12.3.2.3. Malaysia
      • 12.3.2.4. Singapore
      • 12.3.2.5. Australia & New Zealand
      • 12.3.2.6. Rest of South Asia and Pacific
  • 12.4. Market Attractiveness Analysis
    • 12.4.1. By End User
    • 12.4.2. By Country

13. East Asia Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 13.1. Introduction
  • 13.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 13.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 13.3.1. By End User
    • 13.3.2. By Country
      • 13.3.2.1. China
      • 13.3.2.2. Japan
      • 13.3.2.3. South Korea
  • 13.4. Market Attractiveness Analysis
    • 13.4.1. By End User
    • 13.4.2. By Country

14. Middle East and Africa Advanced Predictive Analytics Software Market Analysis 2019-2023 and Forecast 2024-2033

  • 14.1. Introduction
  • 14.2. Historical Market Size (US$ Mn) Trend Analysis By Market Taxonomy, 2019-2023
  • 14.3. Current and Future Market Size (US$ Mn) Forecast By Market Taxonomy, 2024-2033
    • 14.3.1. By End User
    • 14.3.2. By Country
      • 14.3.2.1. GCC Countries
      • 14.3.2.2. Turkey
      • 14.3.2.3. South Africa
      • 14.3.2.4. Rest of Middle East and Africa
  • 14.4. Market Attractiveness Analysis
    • 14.4.1. By End User
    • 14.4.2. By Country

15. Key Countries Analysis- Advanced Predictive Analytics Software Market

  • 15.1. U.S. Advanced Predictive Analytics Software Market Analysis
    • 15.1.1. By End User
  • 15.2. Canada Advanced Predictive Analytics Software Market Analysis
    • 15.2.1. By End User
  • 15.3. Mexico Advanced Predictive Analytics Software Market Analysis
    • 15.3.1. By End User
  • 15.4. Brazil Advanced Predictive Analytics Software Market Analysis
    • 15.4.1. By End User
  • 15.5. Germany Advanced Predictive Analytics Software Market Analysis
    • 15.5.1. By End User
  • 15.6. Italy Advanced Predictive Analytics Software Market Analysis
    • 15.6.1. By End User
  • 15.7. France Advanced Predictive Analytics Software Market Analysis
    • 15.7.1. By End User
  • 15.8. U.K. Advanced Predictive Analytics Software Market Analysis
    • 15.8.1. By End User
  • 15.9. Spain Advanced Predictive Analytics Software Market Analysis
    • 15.9.1. By End User
  • 15.10. BENELUX Advanced Predictive Analytics Software Market Analysis
    • 15.10.1. By End User
  • 15.11. Russia Advanced Predictive Analytics Software Market Analysis
    • 15.11.1. By End User
  • 15.12. Rest of Europe Advanced Predictive Analytics Software Market Analysis
    • 15.12.1. By End User
  • 15.13. China Advanced Predictive Analytics Software Market Analysis
    • 15.13.1. By End User
  • 15.14. Japan Advanced Predictive Analytics Software Market Analysis
    • 15.14.1. By End User
  • 15.15. South Korea Advanced Predictive Analytics Software Market Analysis
    • 15.15.1. By End User
  • 15.16. India Advanced Predictive Analytics Software Market Analysis
    • 15.16.1. By End User
  • 15.17. Malaysia Advanced Predictive Analytics Software Market Analysis
    • 15.17.1. By End User
  • 15.18. Indonesia Advanced Predictive Analytics Software Market Analysis
    • 15.18.1. By End User
  • 15.19. Singapore Advanced Predictive Analytics Software Market Analysis
    • 15.19.1. By End User
  • 15.20. Australia and New Zealand Advanced Predictive Analytics Software Market Analysis
    • 15.20.1. By End User
  • 15.21. GCC Countries Advanced Predictive Analytics Software Market Analysis
    • 15.21.1. By End User
  • 15.22. Turkey Advanced Predictive Analytics Software Market Analysis
    • 15.22.1. By End User
  • 15.23. South Africa Advanced Predictive Analytics Software Market Analysis
    • 15.23.1. By End User
  • 15.24. Rest of Middle East and Africa Advanced Predictive Analytics Software Market Analysis
    • 15.24.1. By End User

16. Market Structure Analysis

  • 16.1. Market Analysis by Tier of Companies
  • 16.2. Market Share Analysis of Top Players
  • 16.3. Market Presence Analysis

17. Competition Analysis

  • 17.1. Competition Dashboard
  • 17.2. Competition Benchmarking
  • 17.3. Competition Deep Dive
    • 17.3.1. International Business Machines Corporation (IBM)
      • 17.3.1.1. Business Overview
      • 17.3.1.2. Product Portfolio
      • 17.3.1.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.1.4. Key Strategy & Developments
    • 17.3.2. SAS Institute Inc.
      • 17.3.2.1. Business Overview
      • 17.3.2.2. Product Portfolio
      • 17.3.2.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.2.4. Key Strategy & Developments
    • 17.3.3. Microsoft Corporation
      • 17.3.3.1. Business Overview
      • 17.3.3.2. Product Portfolio
      • 17.3.3.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.3.4. Key Strategy & Developments
    • 17.3.4. SAP AG
      • 17.3.4.1. Business Overview
      • 17.3.4.2. Product Portfolio
      • 17.3.4.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.4.4. Key Strategy & Developments
    • 17.3.5. Tableau Software Inc.
      • 17.3.5.1. Business Overview
      • 17.3.5.2. Product Portfolio
      • 17.3.5.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.5.4. Key Strategy & Developments
    • 17.3.6. Information Builders, Inc.
      • 17.3.6.1. Business Overview
      • 17.3.6.2. Product Portfolio
      • 17.3.6.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.6.4. Key Strategy & Developments
    • 17.3.7. Fair Isaac Corporation (FICO)
      • 17.3.7.1. Business Overview
      • 17.3.7.2. Product Portfolio
      • 17.3.7.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.7.4. Key Strategy & Developments
    • 17.3.8. Teradata Corporation
      • 17.3.8.1. Business Overview
      • 17.3.8.2. Product Portfolio
      • 17.3.8.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.8.4. Key Strategy & Developments
    • 17.3.9. Acxiom Corporation
      • 17.3.9.1. Business Overview
      • 17.3.9.2. Product Portfolio
      • 17.3.9.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.9.4. Key Strategy & Developments
    • 17.3.10. Oracle Corporation
      • 17.3.10.1. Business Overview
      • 17.3.10.2. Product Portfolio
      • 17.3.10.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.10.4. Key Strategy & Developments
    • 17.3.11. TIBCO Software Inc.
      • 17.3.11.1. Business Overview
      • 17.3.11.2. Product Portfolio
      • 17.3.11.3. Profitability by Market Segments (Business Segments/Region)
      • 17.3.11.4. Key Strategy & Developments

18. Assumptions and Acronyms Used

19. Research Methodology