予測分析の世界市場予測（～2028年）：タイプ、展開モデル、組織規模、地域別の分析

世界の予測分析の市場規模は、2021年に106億7,000万米ドルとなり、予測期間中に23.7％のCAGRで拡大し、2028年までに472億9,000万米ドルに達すると予測されています。

当レポートでは世界の予測分析市場を調査し、市場の促進要因・抑制要因、市場機会、COVID-19の影響、セグメント別の市場分析、競合情勢、主要企業のプロファイルなど、体系的な情報を提供しています。

目次

第1章 エグゼクティブサマリー

第2章 序文

第3章 市場動向分析

• 促進要因
• 抑制要因
• 市場機会
• 脅威
• 用途分析
• エンドユーザー分析
• 新興市場
• COVID-19の影響

第4章 ポーターのファイブフォース分析

第5章 世界の予測分析市場：タイプ別

• サービス
  • プロフェッショナルサービス
  • マネージドサービス
• ソリューション
  • リスク分析
  • 販売分析
  • ウェブおよびソーシャルメディア分析
  • ネットワーク分析
  • 財務分析
  • マーケティング分析
  • サプライチェーン分析
  • 顧客分析

第6章 世界の予測分析市場：展開モデル別

• クラウド
• オンプレミス

第7章 世界の予測分析市場：組織規模別

• 大企業
• 中小企業

第8章 世界の予測分析市場：用途別

• 顧客とチャネル
• 財務とリスク
• 販売とマーケティング

第9章 世界の予測分析市場：エンドユーザー別

• 銀行、金融サービス、保険
• エネルギーとユーティリティ
• エンジニアリングと建設
• 政府と防衛
• ヘルスケアとライフサイエンス
• 製造
• メディアとエンターテインメント
• 小売とEコマース
• 電気通信とIT
• 輸送とロジスティクス

第10章 世界の予測分析市場：地域別

• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • ドイツ
  • 英国
  • イタリア
  • フランス
  • スペイン
  • その他欧州
• アジア太平洋地域
  • 日本
  • 中国
  • インド
  • オーストラリア
  • ニュージーランド
  • 韓国
  • その他アジア太平洋地域
• 南米
  • アルゼンチン
  • ブラジル
  • チリ
  • その他南米
• 中東・アフリカ
  • サウジアラビア
  • アラブ首長国連邦
  • カタール
  • 南アフリカ
  • その他中東・アフリカ

第11章 主な発展

• 契約、パートナーシップ、コラボレーション、ジョイントベンチャー
• 買収と合併
• 新製品の発売
• 拡張
• その他の重要な戦略

第12章 企業プロファイル

• Alteryx, Inc.
• Cloudera Inc
• Fair Isaac Corporation
• Information Builders
• International Business Machines Corporation
• KNIME
• Microsoft Corporation
• Oracle Corporation
• QlikTech international AB
• Salesforce.com Inc.
• SAP SE
• SAS Institute Inc.
• Teradata Corp
• TIBCO Software Inc.
• Vista Equity Partners Management LLC

List of Tables

• Table 1 Global Predictive Analytics Market Outlook, By Region (2020-2028) (US $MN)
• Table 2 Global Predictive Analytics Market Outlook, By Type (2020-2028) (US $MN)
• Table 3 Global Predictive Analytics Market Outlook, By Services (2020-2028) (US $MN)
• Table 4 Global Predictive Analytics Market Outlook, By Professional Services (2020-2028) (US $MN)
• Table 5 Global Predictive Analytics Market Outlook, By Managed Services (2020-2028) (US $MN)
• Table 6 Global Predictive Analytics Market Outlook, By Solutions (2020-2028) (US $MN)
• Table 7 Global Predictive Analytics Market Outlook, By Risk Analytics (2020-2028) (US $MN)
• Table 8 Global Predictive Analytics Market Outlook, By Sales Analytics (2020-2028) (US $MN)
• Table 9 Global Predictive Analytics Market Outlook, By Web and Social Media Analytics (2020-2028) (US $MN)
• Table 10 Global Predictive Analytics Market Outlook, By Network Analytics (2020-2028) (US $MN)
• Table 11 Global Predictive Analytics Market Outlook, By Financial Analytics (2020-2028) (US $MN)
• Table 12 Global Predictive Analytics Market Outlook, By Marketing Analytics (2020-2028) (US $MN)
• Table 13 Global Predictive Analytics Market Outlook, By Supply Chain Analytics (2020-2028) (US $MN)
• Table 14 Global Predictive Analytics Market Outlook, By Customer Analytics (2020-2028) (US $MN)
• Table 15 Global Predictive Analytics Market Outlook, By Deployment Model (2020-2028) (US $MN)
• Table 16 Global Predictive Analytics Market Outlook, By Cloud (2020-2028) (US $MN)

Table17 Global Predictive Analytics Market Outlook, By On-Premises (2020-2028) (US $MN)

• Table 18 Global Predictive Analytics Market Outlook, By Organization Size (2020-2028) (US $MN)
• Table 19 Global Predictive Analytics Market Outlook, By Large Enterprises (2020-2028) (US $MN)
• Table 20 Global Predictive Analytics Market Outlook, By Small and Medium-Sized Enterprises (2020-2028) (US $MN)
• Table 21 Global Predictive Analytics Market Outlook, By Application (2020-2028) (US $MN)
• Table 22 Global Predictive Analytics Market Outlook, By Customer & Channel (2020-2028) (US $MN)
• Table 23 Global Predictive Analytics Market Outlook, By Finance and Risk (2020-2028) (US $MN)
• Table 24 Global Predictive Analytics Market Outlook, By Sales & Marketing (2020-2028) (US $MN)
• Table 25 Global Predictive Analytics Market Outlook, By End User (2020-2028) (US $MN)
• Table 26 Global Predictive Analytics Market Outlook, By Banking, Financial Services, and Insurance (2020-2028) (US $MN)
• Table 27 Global Predictive Analytics Market Outlook, By Energy and Utilities (2020-2028) (US $MN)
• Table 28 Global Predictive Analytics Market Outlook, By Engineering & Construction (2020-2028) (US $MN)
• Table 29 Global Predictive Analytics Market Outlook, By Government and Defense (2020-2028) (US $MN)
• Table 30 Global Predictive Analytics Market Outlook, By Healthcare and Life Sciences (2020-2028) (US $MN)
• Table 31 Global Predictive Analytics Market Outlook, By Manufacturing (2020-2028) (US $MN)
• Table 32 Global Predictive Analytics Market Outlook, By Media and Entertainment (2020-2028) (US $MN)
• Table 33 Global Predictive Analytics Market Outlook, By Retail and Ecommerce (2020-2028) (US $MN)
• Table 34 Global Predictive Analytics Market Outlook, By Telecommunications and IT (2020-2028) (US $MN)
• Table 35 Global Predictive Analytics Market Outlook, By Transportation and Logistics (2020-2028) (US $MN)

Note- Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.

According to Stratistics MRC, the Global Predictive Analytics Market is accounted for $10.67 billion in 2021 and is expected to reach $47.29 billion by 2028 growing at a CAGR of 23.7% during the forecast period. Predictive analytics is the branch of the highly developed analytics which is used to make predictions about unknown future events. Predictive analytics uses many techniques from data mining, statistics, modelling, machine learning, and artificial intelligence to analyze current data to make predictions about future. The objective is to go beyond and know what has happened to provide a best estimation of what will happen in the future. This use of analytics will be helpful to avoid predicted problems, such as equipment failure or depleted stock, or to capitalize on opportunities to market products to customers, like targeting people in happy or dejecting moods after a sporting event.

Market Dynamics:

Driver:

Rise in acceptance of predictive modeling tools

Predictive analytics has long been used for operations, logistics, and supply chain management. These tools help in accelerating the methods of developing and analyzing predictive models that are used by organizations for conducting operations such as customer analytics, risk reporting, threat management, and product innovation. Also, several enterprises are streamlining their sales pipelines from lead generation to customer base by using predictive analytics on large volumes of customer data. Moreover, the use of predictive modeling tools for social media advertising, e-mail campaigns, and cognitive analysis of customers has led to growth in sales and an increase in customer retention. Thus, several industries such as BFSI, retail & e-commerce, and manufacturing are adopting predictive modeling tools, which are expected to contribute to the market growth.

Restraint:

Lack of skilled labor and cost complexity of software

The absence of trained professionals with sufficient knowledge of the functioning restricts market development. For this market, numerous restrictive variables are described as complex analytical workflows and a variety of data models based on business needs. It has a heap of problems to address for predictive analysis to work effectively. The trend found from which observations are made cannot always be consistent. Various market models follow distinct trends. Understanding each trend and predicting the outcome accordingly is one of the restraints.

Opportunity:

Rise of modern technologies such as IoT and AI

IoT environment is increasing the implementation of it, as it facilitates predictive maintenance leading to enhanced energy efficiency and higher levels of production uptime. In addition, numerous industries are demanding a solution that can predict when their machines are going to get damaged. They are implementing sensors that can analyze the patterns and predict the outcome of any anomaly in the operation of machines. This as a result enables industries to reduce the downtime of the machine and increase productivity. This benefit is expected to create opportunity. Predictive analytics-driven by AI can take the existing data and unlock immense value from it. AI-powered analytics can help in predicting which leads to score as potential customers, present insights on the competitors, and predict what target audiences want to buy and consume.

Threat:

Incorporation of data from data silos

Removing value from data has become a key requirement for companies to successfully mitigate risks, target valuable customers, and evaluate business performance. Additionally, monetizing these data assets require the availability of a sufficient amount of data. Moreoevr, data merging from distinct data sources into meaningful information can incite various new challenges for organizations, especially centralized business enterprises. Data exchange and data ecosystem deliver tools to analyze the collected data at a centralized location and help extract and cross-check business-critical components. The development of data exchanges and data ecosystems varies based on the assumptions made in the value of the data for each customer segment.

Cloud segment is expected to be the largest during the forecast period

Cloud segment is expected to be the largest during the forecast period, owing to its cost-effectiveness and easy worldwide accessibility cloud-based deployment model registered significant growth. Besides, owing to modernizations in cloud technologies and a rise in data generation from numerous constituents and customers, the cloud-based deployment model is gaining traction.

The Services segment is expected to have the highest CAGR during the forecast period

The Services segment is expected to have the highest CAGR during the forecast period. The growth of the service segment is mainly accredited to increasing deployment of predictive analytics solutions in numerous industry verticals, which is likely to lead to increased demand for pre- and post-deployment services.

Region with highest share:

The North America is projected to hold the highest market share, due to the existence of numerous developed economies, such as Canada and the US, and focus on innovating the existing solutions. Moreover, early acceptance of technologies and high penetration in several industry verticals, such as manufacturing, healthcare, transportation, and logistics, are driving the growth of the market in this province. Also, technological advancements and a strong presence of market players, particularly in the U.S. Additionally, funding provided to new entrants by venture capitalists is anticipated to alleviate the competition in the market.

Region with highest CAGR:

Asia Pacific is projected to have the highest CAGR, owing to growing deployment and acceptance of advanced predictive analytics solutions. Moreover, higher potential of the Asia Pacific market leads to solution and service providers increasing their existence in the province. Moreover, increasing focus and investments made on emerging technologies such as artificial intelligence, IoT, and machine learning is expected to drive the market in the province.

Key players in the market:

Some of the key players profiled in the Predictive Analytics Market include Alteryx, Inc., Cloudera Inc, Fair Isaac Corporation, Information Builders, International Business Machines Corporation, KNIME, Microsoft Corporation, Oracle Corporation, QlikTech international AB, Salesforce.com Inc., SAP SE, SAS Institute Inc., Teradata Corp, TIBCO Software Inc., Vista Equity Partners Management LLC.

Key developments:

In August 2020: SAP partnered with HPE to deliver SAP HANA Enterprise Cloud with HPE GreenLake Cloud Services. This partnership will enable customers to keep their SAP software landscape and data on-premises.

In September 2021: Teradata announced that Tesco PLC is expanding its cooperation with Teradata by incorporating Vantage into its data platform. Tesco may use Vantage to eliminate silos and query all their data in real time, regardless of whether it is in the cloud, multiple clouds, on-premises, or any mix thereof, to gain a comprehensive view of their business.

In January 2021: TIBCO Software announced the successful completion of its acquisition of Information Builders, Inc. (ibi). ibi's data management and analytics capabilities will be added to the superior TIBCO Connected Intelligence platform as a result of the acquisition. Through this acquisition, TIBCO software concentrates on business alignment and resource mapping to ensure the continued health and support of its increased client base and global partner network.

Types Covered:

• Services
• Solutions

Deployment Models Covered:

• Cloud
• On-Premises

Organization Sizes Covered:

• Large Enterprises
• Small and Medium-Sized Enterprises

Applications Covered:

• Customer & Channel
• Finance and Risk
• Sales & Marketing

End Users Covered:

• Banking, Financial Services, and Insurance
• Energy and Utilities
• Engineering & Construction
• Government and Defense
• Healthcare and Life Sciences
• Manufacturing
• Media and Entertainment
• Retail and Ecommerce
• Telecommunications and IT
• Transportation and Logistics

Regions Covered:

• North America
  • US
  • Canada
  • Mexico
• Europe
  • Germany
  • UK
  • Italy
  • France
  • Spain
  • Rest of Europe
• Asia Pacific
  • Japan
  • China
  • India
  • Australia
  • New Zealand
  • South Korea
  • Rest of Asia Pacific
• South America
  • Argentina
  • Brazil
  • Chile
  • Rest of South America
• Middle East & Africa
  • Saudi Arabia
  • UAE
  • Qatar
  • South Africa
  • Rest of Middle East & Africa

What our report offers:

• Market share assessments for the regional and country-level segments
• Strategic recommendations for the new entrants
• Covers Market data for the years 2020, 2021, 2022, 2025 and 2028
• Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
• Strategic recommendations in key business segments based on the market estimations
• Competitive landscaping mapping the key common trends
• Company profiling with detailed strategies, financials, and recent developments
• Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

• Company Profiling
  • Comprehensive profiling of additional market players (up to 3)
  • SWOT Analysis of key players (up to 3)
• Regional Segmentation
  • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
  • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

• 2.1 Abstract
• 2.2 Stake Holders
• 2.3 Research Scope
• 2.4 Research Methodology
  • 2.4.1 Data Mining
  • 2.4.2 Data Analysis
  • 2.4.3 Data Validation
  • 2.4.4 Research Approach
• 2.5 Research Sources
  • 2.5.1 Primary Research Sources
  • 2.5.2 Secondary Research Sources
  • 2.5.3 Assumptions

3 Market Trend Analysis

• 3.1 Introduction
• 3.2 Drivers
• 3.3 Restraints
• 3.4 Opportunities
• 3.5 Threats
• 3.6 Application Analysis
• 3.7 End User Analysis
• 3.8 Emerging Markets
• 3.9 Impact of Covid-19

4 Porters Five Force Analysis

• 4.1 Bargaining power of suppliers
• 4.2 Bargaining power of buyers
• 4.3 Threat of substitutes
• 4.4 Threat of new entrants
• 4.5 Competitive rivalry

5 Global Predictive Analytics Market, By Type

• 5.1 Introduction
• 5.2 Services
  • 5.2.1 Professional Services
    • 5.2.1.1 Consulting
    • 5.2.2.2 Support and Maintenance
  • 5.2.2 Managed Services
• 5.3 Solutions
  • 5.3.1 Risk Analytics
    • 5.3.1.1 Operational Risk Management
    • 5.3.1.2 Credit and Market Risk Management
    • 5.3.1.3 Cyber Risk Management
  • 5.3.2 Sales Analytics
    • 5.3.2.1 Sales Rep Efficiency Management
    • 5.3.2.2 Sales Life Cycle Management
  • 5.3.3 Web and Social Media Analytics
    • 5.3.3.1 Competitor Benchmarking
    • 5.3.3.2 Performance Monitoring
    • 5.3.3.3 Social Media Management
    • 5.3.3.4 Search Engine Optimization
  • 5.3.4 Network Analytics
    • 5.3.4.1 Traffic Management
    • 5.3.4.2 Intelligent Network Optimization
  • 5.3.5 Financial Analytics
    • 5.3.5.1 Governance and Compliance Management
    • 5.3.5.2 Fraud Detection
    • 5.3.5.3 Profitability Management
  • 5.3.6 Marketing Analytics
    • 5.3.6.1 Yield Management
    • 5.3.6.2 Product and Service Development Strategies
    • 5.3.6.3 Predictive Modelling
  • 5.3.7 Supply Chain Analytics
    • 5.3.7.1 Manufacturing Analysis
    • 5.3.7.2 Inventory Management
    • 5.3.7.3 Distribution and Logistics Optimization
  • 5.3.8 Customer Analytics
    • 5.3.8.1 Customer Behavior Analysis
    • 5.3.8.2 Monitoring Customer Loyalty and Satisfaction
    • 5.3.8.3 Customer Segmentation and Clustering

6 Global Predictive Analytics Market, By Deployment Model

• 6.1 Introduction
• 6.2 Cloud
• 6.3 On-Premises

7 Global Predictive Analytics Market, By Organization Size

• 7.1 Introduction
• 7.2 Large Enterprises
• 7.3 Small and Medium-Sized Enterprises

8 Global Predictive Analytics Market, By Application

• 8.1 Introduction
• 8.2 Customer & Channel
• 8.3 Finance and Risk
• 8.4 Sales & Marketing

9 Global Predictive Analytics Market, By End User

• 9.1 Introduction
• 9.2 Banking, Financial Services, and Insurance
• 9.3 Energy and Utilities
• 9.4 Engineering & Construction
• 9.5 Government and Defense
• 9.6 Healthcare and Life Sciences
• 9.7 Manufacturing
• 9.8 Media and Entertainment
• 9.9 Retail and Ecommerce
• 9.10 Telecommunications and IT
• 9.11 Transportation and Logistics

10 Global Predictive Analytics Market, By Geography

• 10.1 Introduction
• 10.2 North America
  • 10.2.1 US
  • 10.2.2 Canada
  • 10.2.3 Mexico
• 10.3 Europe
  • 10.3.1 Germany
  • 10.3.2 UK
  • 10.3.3 Italy
  • 10.3.4 France
  • 10.3.5 Spain
  • 10.3.6 Rest of Europe
• 10.4 Asia Pacific
  • 10.4.1 Japan
  • 10.4.2 China
  • 10.4.3 India
  • 10.4.4 Australia
  • 10.4.5 New Zealand
  • 10.4.6 South Korea
  • 10.4.7 Rest of Asia Pacific
• 10.5 South America
  • 10.5.1 Argentina
  • 10.5.2 Brazil
  • 10.5.3 Chile
  • 10.5.4 Rest of South America
• 10.6 Middle East & Africa
  • 10.6.1 Saudi Arabia
  • 10.6.2 UAE
  • 10.6.3 Qatar
  • 10.6.4 South Africa
  • 10.6.5 Rest of Middle East & Africa

11 Key Developments

• 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
• 11.2 Acquisitions & Mergers
• 11.3 New Product Launch
• 11.4 Expansions
• 11.5 Other Key Strategies

12 Company Profiling

• 12.1 Alteryx, Inc.
• 12.2 Cloudera Inc
• 12.3 Fair Isaac Corporation
• 12.4 Information Builders
• 12.5 International Business Machines Corporation
• 12.6 KNIME
• 12.7 Microsoft Corporation
• 12.8 Oracle Corporation
• 12.9 QlikTech international AB
• 12.10 Salesforce.com Inc.
• 12.11 SAP SE
• 12.12 SAS Institute Inc.
• 12.13 Teradata Corp
• 12.14 TIBCO Software Inc.
• 12.15 Vista Equity Partners Management LLC