预测分析市场基于(关键区域、市场参与者、规模和份额)- 到 2031 年的预测

  • Report Code : TIPTE100000160
  • Category : Technology, Media and Telecommunications
  • Status : Published
  • No. of Pages : 229
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预测分析市场规模预计将从 2022 年的 124.9294 亿美元增长到 2028 年的 380.3883 亿美元;预计 2022 年至 2028 年复合年增长率为 20.4%。

预测分析是高级分析的一个分支,它使用历史数据与统计建模、数据挖掘技术和机器学习相结合来对未来的结果做出预测。公司利用预测分析来查找数据中的模式,这有助于他们识别风险和机遇。这种类型的高级分析通常与大数据和数据科学相关。管理驻留在事务数据库、设备日志文件、图像、视频、传感器和其他数据源中的数据是当今公司面临的主要挑战。数据科学家使用深度学习和机器学习算法来查找模式并预测未来事件,以便从这些数据中收集见解。这些算法包括线性和非线性回归、神经网络、支持向量机和决策树。通过预测分析获得的见解可以在规范分析中进一步使用。

战略见解:

COVID-19 大流行对亚太预测分析市场的影响

2020 年,亚太地区受到 COVID-19 疫情的严重影响。作为全球人口最多的国家,中国面临的感染传播风险比该地区任何其他国家都大。据经济合作与发展组织(OECD)称,疫情还影响了印度、澳大利亚和日本等重要经济体。此外,由于封锁限制的放松和疫苗接种进程的进展,2021年多个亚太国家的办事处恢复了运营。 COVID-19 大流行扰乱了电子产品和设备的运营。由于旅行限制和业务关闭,半导体公司、客户和合作伙伴无限期地受到影响,严重影响收入并减少技术支出。该地区的企业预计将投入更多资金和精力来确定智能管理解决方案,以管理与在家工作模式相关的安全威胁,这可能成为许多国家的新常态。因此,预测分析市场预计在未来几年将经历大幅增长。

预测分析市场利润丰厚的区域

市场洞察 -预测分析市场

AIoT 技术的出现将推动未来预测分析市场的增长

物联网 (AIoT) 是人工智能 (AI) 和人工智能 (AI) 的结合。技术和物联网 (IoT) 基础设施。 AIoT旨在创建更高效的物联网运营,增强人机交互,并改进数据管理和分析。人工智能是机器(尤其是计算机系统)对人类智能过程的模拟,常用于自然语言处理、语音识别和机器视觉。物联网是一个由相互依赖的计算设备、机械和数字机器或具有唯一标识符的对象组成的系统,并且能够通过网络传输数据,而无需人与人或人与计算机的交互。 AIoT 对这两种技术来说都是变革性的、互惠互利的,因为人工智能通过机器学习能力为物联网增加价值并增强决策能力,而物联网则通过连接、信令和数据交换为人工智能增加价值。 AIoT 可以通过物联网生成的数据创造更多价值来改善业务和服务。人工智能使物联网设备能够利用收集到的大数据进行分析、学习并做出更好的决策,而无需人工干预。通过人工智能的集成,物联网创建了一个更加智能的系统。拥有这些系统的目的是在不需要人工干预的情况下做出准确的判断。 5G 的加入是 AIoT 领域最大的创新之一。 5G 旨在通过更高的带宽和更低的延迟,实现物联网设备中大型数据文件的更快传输。 AIoT 可以帮助解决现有的运营问题,例如与有效人力资本管理相关的成本或供应链和交付模式的复杂性,为预测分析市场的增长提供利润丰厚的机会。

组件-基于预测分析的市场洞察

预测分析市场分析按组件分为解决方案和服务。 2021 年,解决方案细分市场占据了更大的预测分析市场份额。预测分析解决方案涉及从现有数据源中提取信息、识别模式以及预测未来趋势和结果。它使用不同的技术,包括人工智能、统计建模和机器学习,来做出这些预测。预测分析解决方案提供了可靠的预测方法,因为它们专注于风险管理并考虑假设场景。此外,它还可以帮助组织适应行业需求并不断创新。解决方案的预测分析市场细分为风险分析、营销分析、销售分析、客户分析等。

基于部署模式的预测分析市场洞察

预测分析市场按部署模式划分,分析分为本地部署和基于云的分析。基于云的细分市场在 2021 年占据了更大的预测分析市场份额。许多组织使用多个云环境,并可能使用一系列定制的基础设施监控、管理和故障排除解决方案。为了在混合多云环境中获得可见性,使用传统扫描方法的云运营团队可以依赖手动功能,而忽略底层环境中的相关信息片段。预测分析使用户能够专注于数据洞察,而不是独立收集、处理和分析来自多个云环境的信息。无论云网络有多复杂,支持预测分析功能的先进机器学习算法都可以在复杂的底层基础设施和数据分析之间提供必要的抽象。

预测分析市场的参与者主要关注开发先进、高效的产品。

  • 2022 年,SAP 收购了 Askdata,这是一家搜索驱动的分析公司。 Askdata 与 SAP 的集成可能会让他们的客户通过最大限度地基于人工智能功能的业务洞察力来做出更明智的决策。
  • 2020 年,HPE 收购了 Defined AI,这是一家位于旧金山的提供软件堆栈的初创公司利用其机器学习功能加速模型训练。

公司简介:

  • IBM Corporation
  • Microsoft Corporation
  • Oracle Corporation
  • SAP SE
  • Google LLC
  • SAS Institute Inc.
  • Salesforce.com, inc.
  • >
  • Amazon Web Services
  • Hewlett Packard Enterprise Development LP (HPE)
  • NTT DATA Corporation
Report Coverage
Report Coverage

Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends

Segment Covered
Segment Covered

This text is related
to segments covered.

Regional Scope
Regional Scope

North America, Europe, Asia Pacific, Middle East & Africa, South & Central America

Country Scope
Country Scope

This text is related
to country scope.

Frequently Asked Questions


What is the estimated global market size for the predictive analytics market in 2021?

The global predictive analytics market was valued at US$ 10,578.88 Mn in 2021

What are the driving factors impacting the global predictive analytics market?

The key driving factors impacting the predictive analytics market are rise in adoption of big data technologies and increase in uptake of predictive analytics tools.

Which are the key players holding the major market share of predictive analytics market?

The key players holding the major market share of predictive analytics are IBM Corporation; Microsoft Corporation; Oracle Corporation; SAP SE; Google LLC; SAS Institute Inc.; Salesforce.com, inc.; Amazon Web Services; Hewlett Packard Enterprise Development LP (HPE); and NTT DATA Corporation

Which is the fastest growing regional market?

North America is the fastest-growing regional market in the global predictive analytics market in 2021.

Which countries are registering a high growth rate during the forecast period?

US, UK, India, South Africa, and Brazil are the countries are registering a high growth rate during the forecast period.

Which is the leading component segment in the predictive analytics market?

The services segment led the predictive analytics in 2021.

What will be the global market size for the predictive analytics market by 2028?

The global predictive analytics market size is projected to reach US$ 38,038.83 Mn by 2028.

What is the incremental growth of the predictive analytics market during the forecast period?

The incremental growth of the predictive analytics market during the forecast period is US$ 25,545.9 million with a CAGR of 20.4%

The List of Companies - Predictive Analytics Market

  1. IBM Corporation
  2. Microsoft Corporation
  3. Oracle Corporation
  4. SAP SE
  5. Google LLC
  6. SAS Institute Inc.
  7. Salesforce.com, inc.
  8. Amazon Web Services
  9. Hewlett Packard Enterprise Development LP (HPE);
  10. NTT DATA Corporation

The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.

  1. Data Collection and Secondary Research:

As a market research and consulting firm operating from a decade, we have published and advised several client across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.

Several associations trade associates, technical forums, institutes, societies and organization are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in last 3 years are scrutinized and analyzed to understand the current market trends.

  1. Primary Research:

The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.

For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.

A typical research interview fulfils the following functions:

  • Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
  • Validates and strengthens in-house secondary research findings
  • Develops the analysis team’s expertise and market understanding

Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:

  • Industry participants: VPs, business development managers, market intelligence managers and national sales managers
  • Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.

Below is the breakup of our primary respondents by company, designation, and region:

Research Methodology

Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.

  1. Data Analysis:

Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.

  • Macro-Economic Factor Analysis:

We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.

  • Country Level Data:

Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.

  • Company Profile:

The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.

  • Developing Base Number:

Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.

  1. Data Triangulation and Final Review:

The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.

We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.

We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.

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