Manufacturing Predictive Analytics Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2022-2027
The global manufacturing predictive analytics market reached a value of US$ 926.8 Million in 2021. Looking forward, IMARC Group expects the market to reach US$ 2,915.8 Million by 2027, exhibiting a CAGR of 21.2% during 2022-2027. Keeping in mind the uncertainties of COVID-19, we are continuously tracking and evaluating the direct as well as the indirect influence of the pandemic on different end use industries. These insights are included in the report as a major market contributor.
Manufacturing predictive analytics refers to the interpretation and analysis of data related to the operations, events and technologies utilized in the manufacturing industry. The data is obtained from the Industrial Internet of Things (IIoT)-enabled sensors, mobile and web applications and devices and is stored on the cloud server. The analysis involves inventory stocking, quality monitoring and anomaly detection. It is also used for predicting operational challenges and potential breakdowns in the machinery, maintaining quality standards, improving performance, optimizing supply chains and minimizing costs. Manufacturing predictive analytics offers real-time contextual awareness, aids in digitizing the operations and accelerating innovation. As a result, it finds extensive applications across various industries, including retail, automotive, logistics and information technology (IT).
Manufacturing Predictive Analytics Market Trends:
The rapid digitization of the manufacturing industry across the globe is one of the key factors driving the growth of the market. Moreover, the increasing requirement for smart and scalable factory solutions is providing a thrust to the market growth. Manufacturing predictive analytics uses statistical tools and multiple data points to improve product quality, gain insights regarding the market trends and conduct preventive maintenance. In line with this, the rising demand for effective remote monitoring solutions due to the coronavirus (Covid-19) pandemic is also contributing to the market growth. Various technological advancements, such as the integration of manufacturing technologies with artificial intelligence (AI), big data and machine learning (ML) solutions, are acting as other growth-inducing factors. These solutions provide enhanced transparency, internal audits, fraud risk management and improved administrative performance. Other factors, including the emergence of Industry 4.0, along with the widespread adoption of business intelligence (BI) solutions, are anticipated to drive the market toward growth.
Key Market Segmentation:
IMARC Group provides an analysis of the key trends in each sub-segment of the global manufacturing predictive analytics market, along with forecasts at the global, regional and country level from 2022-2027. Our report has categorized the market based on component, deployment model, application and end use industry.
Breakup by Component:
Software
Services
Breakup by Deployment Model:
Cloud-based
On-premises
Breakup by Application:
Demand Forecasting
Machinery Inspection and Maintenance
Product Development
Supply Chain Management
Others
Breakup by End Use Industry:
Semiconductor and Electronics
Energy and Power
Pharmaceutical
Automobile
Heavy Metal and Machine Manufacturing
Others
Breakup by Region:
North America
United States
Canada
Asia-Pacific
China
Japan
India
South Korea
Australia
Indonesia
Others
Europe
Germany
France
United Kingdom
Italy
Spain
Russia
Others
Latin America
Brazil
Mexico
Others
Middle East and Africa
Competitive Landscape:
The competitive landscape of the industry has also been examined along with the profiles of the key players being Alteryx Inc., BRIDGEi2i Analytics, Cisco Systems Inc., Civis Analytics, FICO, International Business Machines Corporation, Microsoft Corporation, Oracle Corporation, RapidMiner Inc., SAP SE, SAS Institute Inc. and TIBCO Software Inc.
Key Questions Answered in This Report:
How has the global manufacturing predictive analytics market performed so far and how will it perform in the coming years?
What has been the impact of COVID-19 on the global manufacturing predictive analytics market?
What are the key regional markets?
What is the breakup of the market based on the component?
What is the breakup of the market based on the deployment model?
What is the breakup of the market based on the application?
What is the breakup of the market based on the end use industry?
What are the various stages in the value chain of the industry?
What are the key driving factors and challenges in the industry?
What is the structure of the global manufacturing predictive analytics market and who are the key players?
What is the degree of competition in the industry?
Manufacturing predictive analytics refers to the interpretation and analysis of data related to the operations, events and technologies utilized in the manufacturing industry. The data is obtained from the Industrial Internet of Things (IIoT)-enabled sensors, mobile and web applications and devices and is stored on the cloud server. The analysis involves inventory stocking, quality monitoring and anomaly detection. It is also used for predicting operational challenges and potential breakdowns in the machinery, maintaining quality standards, improving performance, optimizing supply chains and minimizing costs. Manufacturing predictive analytics offers real-time contextual awareness, aids in digitizing the operations and accelerating innovation. As a result, it finds extensive applications across various industries, including retail, automotive, logistics and information technology (IT).
Manufacturing Predictive Analytics Market Trends:
The rapid digitization of the manufacturing industry across the globe is one of the key factors driving the growth of the market. Moreover, the increasing requirement for smart and scalable factory solutions is providing a thrust to the market growth. Manufacturing predictive analytics uses statistical tools and multiple data points to improve product quality, gain insights regarding the market trends and conduct preventive maintenance. In line with this, the rising demand for effective remote monitoring solutions due to the coronavirus (Covid-19) pandemic is also contributing to the market growth. Various technological advancements, such as the integration of manufacturing technologies with artificial intelligence (AI), big data and machine learning (ML) solutions, are acting as other growth-inducing factors. These solutions provide enhanced transparency, internal audits, fraud risk management and improved administrative performance. Other factors, including the emergence of Industry 4.0, along with the widespread adoption of business intelligence (BI) solutions, are anticipated to drive the market toward growth.
Key Market Segmentation:
IMARC Group provides an analysis of the key trends in each sub-segment of the global manufacturing predictive analytics market, along with forecasts at the global, regional and country level from 2022-2027. Our report has categorized the market based on component, deployment model, application and end use industry.
Breakup by Component:
Software
Services
Breakup by Deployment Model:
Cloud-based
On-premises
Breakup by Application:
Demand Forecasting
Machinery Inspection and Maintenance
Product Development
Supply Chain Management
Others
Breakup by End Use Industry:
Semiconductor and Electronics
Energy and Power
Pharmaceutical
Automobile
Heavy Metal and Machine Manufacturing
Others
Breakup by Region:
North America
United States
Canada
Asia-Pacific
China
Japan
India
South Korea
Australia
Indonesia
Others
Europe
Germany
France
United Kingdom
Italy
Spain
Russia
Others
Latin America
Brazil
Mexico
Others
Middle East and Africa
Competitive Landscape:
The competitive landscape of the industry has also been examined along with the profiles of the key players being Alteryx Inc., BRIDGEi2i Analytics, Cisco Systems Inc., Civis Analytics, FICO, International Business Machines Corporation, Microsoft Corporation, Oracle Corporation, RapidMiner Inc., SAP SE, SAS Institute Inc. and TIBCO Software Inc.
Key Questions Answered in This Report:
How has the global manufacturing predictive analytics market performed so far and how will it perform in the coming years?
What has been the impact of COVID-19 on the global manufacturing predictive analytics market?
What are the key regional markets?
What is the breakup of the market based on the component?
What is the breakup of the market based on the deployment model?
What is the breakup of the market based on the application?
What is the breakup of the market based on the end use industry?
What are the various stages in the value chain of the industry?
What are the key driving factors and challenges in the industry?
What is the structure of the global manufacturing predictive analytics market and who are the key players?
What is the degree of competition in the industry?
1 PREFACE
2 SCOPE AND METHODOLOGY
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 EXECUTIVE SUMMARY
4 INTRODUCTION
4.1 Overview
4.2 Key Industry Trends
5 GLOBAL MANUFACTURING PREDICTIVE ANALYTICS MARKET
5.1 Market Overview
5.2 Market Performance
5.3 Impact of COVID-19
5.4 Market Forecast
6 MARKET BREAKUP BY COMPONENT
6.1 Software
6.1.1 Market Trends
6.1.2 Market Forecast
6.2 Services
6.2.1 Market Trends
6.2.2 Market Forecast
7 MARKET BREAKUP BY DEPLOYMENT MODEL
7.1 Cloud-based
7.1.1 Market Trends
7.1.2 Market Forecast
7.2 On-premises
7.2.1 Market Trends
7.2.2 Market Forecast
8 MARKET BREAKUP BY APPLICATION
8.1 Demand Forecasting
8.1.1 Market Trends
8.1.2 Market Forecast
8.2 Machinery Inspection and Maintenance
8.2.1 Market Trends
8.2.2 Market Forecast
8.3 Product Development
8.3.1 Market Trends
8.3.2 Market Forecast
8.4 Supply Chain Management
8.4.1 Market Trends
8.4.2 Market Forecast
8.5 Others
8.5.1 Market Trends
8.5.2 Market Forecast
9 MARKET BREAKUP BY END USE INDUSTRY
9.1 Semiconductor and Electronics
9.1.1 Market Trends
9.1.2 Market Forecast
9.2 Energy and Power
9.2.1 Market Trends
9.2.2 Market Forecast
9.3 Pharmaceutical
9.3.1 Market Trends
9.3.2 Market Forecast
9.4 Automobile
9.4.1 Market Trends
9.4.2 Market Forecast
9.5 Heavy Metal and Machine Manufacturing
9.5.1 Market Trends
9.5.2 Market Forecast
9.6 Others
9.6.1 Market Trends
9.6.2 Market Forecast
10 MARKET BREAKUP BY REGION
10.1 North America
10.1.1 United States
10.1.1.1 Market Trends
10.1.1.2 Market Forecast
10.1.2 Canada
10.1.2.1 Market Trends
10.1.2.2 Market Forecast
10.2 Asia-Pacific
10.2.1 China
10.2.1.1 Market Trends
10.2.1.2 Market Forecast
10.2.2 Japan
10.2.2.1 Market Trends
10.2.2.2 Market Forecast
10.2.3 India
10.2.3.1 Market Trends
10.2.3.2 Market Forecast
10.2.4 South Korea
10.2.4.1 Market Trends
10.2.4.2 Market Forecast
10.2.5 Australia
10.2.5.1 Market Trends
10.2.5.2 Market Forecast
10.2.6 Indonesia
10.2.6.1 Market Trends
10.2.6.2 Market Forecast
10.2.7 Others
10.2.7.1 Market Trends
10.2.7.2 Market Forecast
10.3 Europe
10.3.1 Germany
10.3.1.1 Market Trends
10.3.1.2 Market Forecast
10.3.2 France
10.3.2.1 Market Trends
10.3.2.2 Market Forecast
10.3.3 United Kingdom
10.3.3.1 Market Trends
10.3.3.2 Market Forecast
10.3.4 Italy
10.3.4.1 Market Trends
10.3.4.2 Market Forecast
10.3.5 Spain
10.3.5.1 Market Trends
10.3.5.2 Market Forecast
10.3.6 Russia
10.3.6.1 Market Trends
10.3.6.2 Market Forecast
10.3.7 Others
10.3.7.1 Market Trends
10.3.7.2 Market Forecast
10.4 Latin America
10.4.1 Brazil
10.4.1.1 Market Trends
10.4.1.2 Market Forecast
10.4.2 Mexico
10.4.2.1 Market Trends
10.4.2.2 Market Forecast
10.4.3 Others
10.4.3.1 Market Trends
10.4.3.2 Market Forecast
10.5 Middle East and Africa
10.5.1 Market Trends
10.5.2 Market Breakup by Country
10.5.3 Market Forecast
11 SWOT ANALYSIS
11.1 Overview
11.2 Strengths
11.3 Weaknesses
11.4 Opportunities
11.5 Threats
12 VALUE CHAIN ANALYSIS
13 PORTERS FIVE FORCES ANALYSIS
13.1 Overview
13.2 Bargaining Power of Buyers
13.3 Bargaining Power of Suppliers
13.4 Degree of Competition
13.5 Threat of New Entrants
13.6 Threat of Substitutes
14 PRICE ANALYSIS
15 COMPETITIVE LANDSCAPE
15.1 Market Structure
15.2 Key Players
15.3 Profiles of Key Players
15.3.1 Alteryx Inc.
15.3.1.1 Company Overview
15.3.1.2 Product Portfolio
15.3.1.3 Financials
15.3.2 BRIDGEi2i Analytics
15.3.2.1 Company Overview
15.3.2.2 Product Portfolio
15.3.3 Cisco Systems Inc.
15.3.3.1 Company Overview
15.3.3.2 Product Portfolio
15.3.3.3 Financials
15.3.3.4 SWOT Analysis
15.3.4 Civis Analytics
15.3.4.1 Company Overview
15.3.4.2 Product Portfolio
15.3.5 FICO
15.3.5.1 Company Overview
15.3.5.2 Product Portfolio
15.3.5.3 Financials
15.3.5.4 SWOT Analysis
15.3.6 International Business Machines Corporation
15.3.6.1 Company Overview
15.3.6.2 Product Portfolio
15.3.6.3 Financials
15.3.6.4 SWOT Analysis
15.3.7 Microsoft Corporation
15.3.7.1 Company Overview
15.3.7.2 Product Portfolio
15.3.7.3 Financials
15.3.7.4 SWOT Analysis
15.3.8 Oracle Corporation
15.3.8.1 Company Overview
15.3.8.2 Product Portfolio
15.3.8.3 Financials
15.3.8.4 SWOT Analysis
15.3.9 RapidMiner Inc.
15.3.9.1 Company Overview
15.3.9.2 Product Portfolio
15.3.10 SAP SE
15.3.10.1 Company Overview
15.3.10.2 Product Portfolio
15.3.10.3 Financials
15.3.10.4 SWOT Analysis
15.3.11 SAS Institute Inc.
15.3.11.1 Company Overview
15.3.11.2 Product Portfolio
15.3.11.3 SWOT Analysis
15.3.12 TIBCO Software Inc.
15.3.12.1 Company Overview
15.3.12.2 Product Portfolio
15.3.12.3 SWOT Analysis
2 SCOPE AND METHODOLOGY
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 EXECUTIVE SUMMARY
4 INTRODUCTION
4.1 Overview
4.2 Key Industry Trends
5 GLOBAL MANUFACTURING PREDICTIVE ANALYTICS MARKET
5.1 Market Overview
5.2 Market Performance
5.3 Impact of COVID-19
5.4 Market Forecast
6 MARKET BREAKUP BY COMPONENT
6.1 Software
6.1.1 Market Trends
6.1.2 Market Forecast
6.2 Services
6.2.1 Market Trends
6.2.2 Market Forecast
7 MARKET BREAKUP BY DEPLOYMENT MODEL
7.1 Cloud-based
7.1.1 Market Trends
7.1.2 Market Forecast
7.2 On-premises
7.2.1 Market Trends
7.2.2 Market Forecast
8 MARKET BREAKUP BY APPLICATION
8.1 Demand Forecasting
8.1.1 Market Trends
8.1.2 Market Forecast
8.2 Machinery Inspection and Maintenance
8.2.1 Market Trends
8.2.2 Market Forecast
8.3 Product Development
8.3.1 Market Trends
8.3.2 Market Forecast
8.4 Supply Chain Management
8.4.1 Market Trends
8.4.2 Market Forecast
8.5 Others
8.5.1 Market Trends
8.5.2 Market Forecast
9 MARKET BREAKUP BY END USE INDUSTRY
9.1 Semiconductor and Electronics
9.1.1 Market Trends
9.1.2 Market Forecast
9.2 Energy and Power
9.2.1 Market Trends
9.2.2 Market Forecast
9.3 Pharmaceutical
9.3.1 Market Trends
9.3.2 Market Forecast
9.4 Automobile
9.4.1 Market Trends
9.4.2 Market Forecast
9.5 Heavy Metal and Machine Manufacturing
9.5.1 Market Trends
9.5.2 Market Forecast
9.6 Others
9.6.1 Market Trends
9.6.2 Market Forecast
10 MARKET BREAKUP BY REGION
10.1 North America
10.1.1 United States
10.1.1.1 Market Trends
10.1.1.2 Market Forecast
10.1.2 Canada
10.1.2.1 Market Trends
10.1.2.2 Market Forecast
10.2 Asia-Pacific
10.2.1 China
10.2.1.1 Market Trends
10.2.1.2 Market Forecast
10.2.2 Japan
10.2.2.1 Market Trends
10.2.2.2 Market Forecast
10.2.3 India
10.2.3.1 Market Trends
10.2.3.2 Market Forecast
10.2.4 South Korea
10.2.4.1 Market Trends
10.2.4.2 Market Forecast
10.2.5 Australia
10.2.5.1 Market Trends
10.2.5.2 Market Forecast
10.2.6 Indonesia
10.2.6.1 Market Trends
10.2.6.2 Market Forecast
10.2.7 Others
10.2.7.1 Market Trends
10.2.7.2 Market Forecast
10.3 Europe
10.3.1 Germany
10.3.1.1 Market Trends
10.3.1.2 Market Forecast
10.3.2 France
10.3.2.1 Market Trends
10.3.2.2 Market Forecast
10.3.3 United Kingdom
10.3.3.1 Market Trends
10.3.3.2 Market Forecast
10.3.4 Italy
10.3.4.1 Market Trends
10.3.4.2 Market Forecast
10.3.5 Spain
10.3.5.1 Market Trends
10.3.5.2 Market Forecast
10.3.6 Russia
10.3.6.1 Market Trends
10.3.6.2 Market Forecast
10.3.7 Others
10.3.7.1 Market Trends
10.3.7.2 Market Forecast
10.4 Latin America
10.4.1 Brazil
10.4.1.1 Market Trends
10.4.1.2 Market Forecast
10.4.2 Mexico
10.4.2.1 Market Trends
10.4.2.2 Market Forecast
10.4.3 Others
10.4.3.1 Market Trends
10.4.3.2 Market Forecast
10.5 Middle East and Africa
10.5.1 Market Trends
10.5.2 Market Breakup by Country
10.5.3 Market Forecast
11 SWOT ANALYSIS
11.1 Overview
11.2 Strengths
11.3 Weaknesses
11.4 Opportunities
11.5 Threats
12 VALUE CHAIN ANALYSIS
13 PORTERS FIVE FORCES ANALYSIS
13.1 Overview
13.2 Bargaining Power of Buyers
13.3 Bargaining Power of Suppliers
13.4 Degree of Competition
13.5 Threat of New Entrants
13.6 Threat of Substitutes
14 PRICE ANALYSIS
15 COMPETITIVE LANDSCAPE
15.1 Market Structure
15.2 Key Players
15.3 Profiles of Key Players
15.3.1 Alteryx Inc.
15.3.1.1 Company Overview
15.3.1.2 Product Portfolio
15.3.1.3 Financials
15.3.2 BRIDGEi2i Analytics
15.3.2.1 Company Overview
15.3.2.2 Product Portfolio
15.3.3 Cisco Systems Inc.
15.3.3.1 Company Overview
15.3.3.2 Product Portfolio
15.3.3.3 Financials
15.3.3.4 SWOT Analysis
15.3.4 Civis Analytics
15.3.4.1 Company Overview
15.3.4.2 Product Portfolio
15.3.5 FICO
15.3.5.1 Company Overview
15.3.5.2 Product Portfolio
15.3.5.3 Financials
15.3.5.4 SWOT Analysis
15.3.6 International Business Machines Corporation
15.3.6.1 Company Overview
15.3.6.2 Product Portfolio
15.3.6.3 Financials
15.3.6.4 SWOT Analysis
15.3.7 Microsoft Corporation
15.3.7.1 Company Overview
15.3.7.2 Product Portfolio
15.3.7.3 Financials
15.3.7.4 SWOT Analysis
15.3.8 Oracle Corporation
15.3.8.1 Company Overview
15.3.8.2 Product Portfolio
15.3.8.3 Financials
15.3.8.4 SWOT Analysis
15.3.9 RapidMiner Inc.
15.3.9.1 Company Overview
15.3.9.2 Product Portfolio
15.3.10 SAP SE
15.3.10.1 Company Overview
15.3.10.2 Product Portfolio
15.3.10.3 Financials
15.3.10.4 SWOT Analysis
15.3.11 SAS Institute Inc.
15.3.11.1 Company Overview
15.3.11.2 Product Portfolio
15.3.11.3 SWOT Analysis
15.3.12 TIBCO Software Inc.
15.3.12.1 Company Overview
15.3.12.2 Product Portfolio
15.3.12.3 SWOT Analysis
LIST OF TABLES
Table 1: Global: Manufacturing Predictive Analytics Market: Key Industry Highlights, 2021 and 2027
Table 2: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Component (in Million US$), 2022-2027
Table 3: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Deployment Model (in Million US$), 2022-2027
Table 4: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Application (in Million US$), 2022-2027
Table 5: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by End Use Industry (in Million US$), 2022-2027
Table 6: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Region (in Million US$), 2022-2027
Table 7: Global: Manufacturing Predictive Analytics Market: Competitive Structure
Table 8: Global: Manufacturing Predictive Analytics Market: Key Players
Table 1: Global: Manufacturing Predictive Analytics Market: Key Industry Highlights, 2021 and 2027
Table 2: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Component (in Million US$), 2022-2027
Table 3: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Deployment Model (in Million US$), 2022-2027
Table 4: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Application (in Million US$), 2022-2027
Table 5: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by End Use Industry (in Million US$), 2022-2027
Table 6: Global: Manufacturing Predictive Analytics Market Forecast: Breakup by Region (in Million US$), 2022-2027
Table 7: Global: Manufacturing Predictive Analytics Market: Competitive Structure
Table 8: Global: Manufacturing Predictive Analytics Market: Key Players
LIST OF FIGURES
Figure 1: Global: Manufacturing Predictive Analytics Market: Major Drivers and Challenges
Figure 2: Global: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016-2021
Figure 3: Global: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 4: Global: Manufacturing Predictive Analytics Market: Breakup by Component (in %), 2021
Figure 5: Global: Manufacturing Predictive Analytics Market: Breakup by Deployment Model (in %), 2021
Figure 6: Global: Manufacturing Predictive Analytics Market: Breakup by Application (in %), 2021
Figure 7: Global: Manufacturing Predictive Analytics Market: Breakup by End Use Industry (in %), 2021
Figure 8: Global: Manufacturing Predictive Analytics Market: Breakup by Region (in %), 2021
Figure 9: Global: Manufacturing Predictive Analytics (Software) Market: Sales Value (in Million US$), 2016 & 2021
Figure 10: Global: Manufacturing Predictive Analytics (Software) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 11: Global: Manufacturing Predictive Analytics (Services) Market: Sales Value (in Million US$), 2016 & 2021
Figure 12: Global: Manufacturing Predictive Analytics (Services) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 13: Global: Manufacturing Predictive Analytics (Cloud-based) Market: Sales Value (in Million US$), 2016 & 2021
Figure 14: Global: Manufacturing Predictive Analytics (Cloud-based) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 15: Global: Manufacturing Predictive Analytics (On-premises) Market: Sales Value (in Million US$), 2016 & 2021
Figure 16: Global: Manufacturing Predictive Analytics (On-premises) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 17: Global: Manufacturing Predictive Analytics (Demand Forecasting) Market: Sales Value (in Million US$), 2016 & 2021
Figure 18: Global: Manufacturing Predictive Analytics (Demand Forecasting) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 19: Global: Manufacturing Predictive Analytics (Machinery Inspection and Maintenance) Market: Sales Value (in Million US$), 2016 & 2021
Figure 20: Global: Manufacturing Predictive Analytics (Machinery Inspection and Maintenance) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 21: Global: Manufacturing Predictive Analytics (Product Development) Market: Sales Value (in Million US$), 2016 & 2021
Figure 22: Global: Manufacturing Predictive Analytics (Product Development) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 23: Global: Manufacturing Predictive Analytics (Supply Chain Management) Market: Sales Value (in Million US$), 2016 & 2021
Figure 24: Global: Manufacturing Predictive Analytics (Supply Chain Management) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 25: Global: Manufacturing Predictive Analytics (Other Applications) Market: Sales Value (in Million US$), 2016 & 2021
Figure 26: Global: Manufacturing Predictive Analytics (Other Applications) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 27: Global: Manufacturing Predictive Analytics (Semiconductor and Electronics) Market: Sales Value (in Million US$), 2016 & 2021
Figure 28: Global: Manufacturing Predictive Analytics (Semiconductor and Electronics) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 29: Global: Manufacturing Predictive Analytics (Energy and Power) Market: Sales Value (in Million US$), 2016 & 2021
Figure 30: Global: Manufacturing Predictive Analytics (Energy and Power) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 31: Global: Manufacturing Predictive Analytics (Pharmaceutical) Market: Sales Value (in Million US$), 2016 & 2021
Figure 32: Global: Manufacturing Predictive Analytics (Pharmaceutical) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 33: Global: Manufacturing Predictive Analytics (Automobile) Market: Sales Value (in Million US$), 2016 & 2021
Figure 34: Global: Manufacturing Predictive Analytics (Automobile) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 35: Global: Manufacturing Predictive Analytics (Heavy Metal and Machine Manufacturing) Market: Sales Value (in Million US$), 2016 & 2021
Figure 36: Global: Manufacturing Predictive Analytics (Heavy Metal and Machine Manufacturing) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 37: Global: Manufacturing Predictive Analytics (Other End Use Industries) Market: Sales Value (in Million US$), 2016 & 2021
Figure 38: Global: Manufacturing Predictive Analytics (Other End Use Industries) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 39: North America: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 40: North America: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 41: United States: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 42: United States: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 43: Canada: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 44: Canada: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 45: Asia-Pacific: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 46: Asia-Pacific: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 47: China: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 48: China: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 49: Japan: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 50: Japan: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 51: India: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 52: India: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 53: South Korea: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 54: South Korea: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 55: Australia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 56: Australia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 57: Indonesia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 58: Indonesia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 59: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 60: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 61: Europe: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 62: Europe: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 63: Germany: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 64: Germany: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 65: France: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 66: France: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 67: United Kingdom: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 68: United Kingdom: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 69: Italy: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 70: Italy: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 71: Spain: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 72: Spain: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 73: Russia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 74: Russia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 75: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 76: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 77: Latin America: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 78: Latin America: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 79: Brazil: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 80: Brazil: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 81: Mexico: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 82: Mexico: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 83: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 84: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 85: Middle East and Africa: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 86: Middle East and Africa: Manufacturing Predictive Analytics Market: Breakup by Country (in %), 2021
Figure 87: Middle East and Africa: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 88: Global: Manufacturing Predictive Analytics Industry: SWOT Analysis
Figure 89: Global: Manufacturing Predictive Analytics Industry: Value Chain Analysis
Figure 90: Global: Manufacturing Predictive Analytics Industry: Porter's Five Forces Analysis
Figure 1: Global: Manufacturing Predictive Analytics Market: Major Drivers and Challenges
Figure 2: Global: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016-2021
Figure 3: Global: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 4: Global: Manufacturing Predictive Analytics Market: Breakup by Component (in %), 2021
Figure 5: Global: Manufacturing Predictive Analytics Market: Breakup by Deployment Model (in %), 2021
Figure 6: Global: Manufacturing Predictive Analytics Market: Breakup by Application (in %), 2021
Figure 7: Global: Manufacturing Predictive Analytics Market: Breakup by End Use Industry (in %), 2021
Figure 8: Global: Manufacturing Predictive Analytics Market: Breakup by Region (in %), 2021
Figure 9: Global: Manufacturing Predictive Analytics (Software) Market: Sales Value (in Million US$), 2016 & 2021
Figure 10: Global: Manufacturing Predictive Analytics (Software) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 11: Global: Manufacturing Predictive Analytics (Services) Market: Sales Value (in Million US$), 2016 & 2021
Figure 12: Global: Manufacturing Predictive Analytics (Services) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 13: Global: Manufacturing Predictive Analytics (Cloud-based) Market: Sales Value (in Million US$), 2016 & 2021
Figure 14: Global: Manufacturing Predictive Analytics (Cloud-based) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 15: Global: Manufacturing Predictive Analytics (On-premises) Market: Sales Value (in Million US$), 2016 & 2021
Figure 16: Global: Manufacturing Predictive Analytics (On-premises) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 17: Global: Manufacturing Predictive Analytics (Demand Forecasting) Market: Sales Value (in Million US$), 2016 & 2021
Figure 18: Global: Manufacturing Predictive Analytics (Demand Forecasting) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 19: Global: Manufacturing Predictive Analytics (Machinery Inspection and Maintenance) Market: Sales Value (in Million US$), 2016 & 2021
Figure 20: Global: Manufacturing Predictive Analytics (Machinery Inspection and Maintenance) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 21: Global: Manufacturing Predictive Analytics (Product Development) Market: Sales Value (in Million US$), 2016 & 2021
Figure 22: Global: Manufacturing Predictive Analytics (Product Development) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 23: Global: Manufacturing Predictive Analytics (Supply Chain Management) Market: Sales Value (in Million US$), 2016 & 2021
Figure 24: Global: Manufacturing Predictive Analytics (Supply Chain Management) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 25: Global: Manufacturing Predictive Analytics (Other Applications) Market: Sales Value (in Million US$), 2016 & 2021
Figure 26: Global: Manufacturing Predictive Analytics (Other Applications) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 27: Global: Manufacturing Predictive Analytics (Semiconductor and Electronics) Market: Sales Value (in Million US$), 2016 & 2021
Figure 28: Global: Manufacturing Predictive Analytics (Semiconductor and Electronics) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 29: Global: Manufacturing Predictive Analytics (Energy and Power) Market: Sales Value (in Million US$), 2016 & 2021
Figure 30: Global: Manufacturing Predictive Analytics (Energy and Power) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 31: Global: Manufacturing Predictive Analytics (Pharmaceutical) Market: Sales Value (in Million US$), 2016 & 2021
Figure 32: Global: Manufacturing Predictive Analytics (Pharmaceutical) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 33: Global: Manufacturing Predictive Analytics (Automobile) Market: Sales Value (in Million US$), 2016 & 2021
Figure 34: Global: Manufacturing Predictive Analytics (Automobile) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 35: Global: Manufacturing Predictive Analytics (Heavy Metal and Machine Manufacturing) Market: Sales Value (in Million US$), 2016 & 2021
Figure 36: Global: Manufacturing Predictive Analytics (Heavy Metal and Machine Manufacturing) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 37: Global: Manufacturing Predictive Analytics (Other End Use Industries) Market: Sales Value (in Million US$), 2016 & 2021
Figure 38: Global: Manufacturing Predictive Analytics (Other End Use Industries) Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 39: North America: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 40: North America: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 41: United States: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 42: United States: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 43: Canada: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 44: Canada: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 45: Asia-Pacific: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 46: Asia-Pacific: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 47: China: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 48: China: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 49: Japan: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 50: Japan: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 51: India: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 52: India: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 53: South Korea: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 54: South Korea: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 55: Australia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 56: Australia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 57: Indonesia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 58: Indonesia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 59: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 60: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 61: Europe: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 62: Europe: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 63: Germany: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 64: Germany: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 65: France: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 66: France: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 67: United Kingdom: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 68: United Kingdom: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 69: Italy: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 70: Italy: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 71: Spain: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 72: Spain: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 73: Russia: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 74: Russia: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 75: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 76: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 77: Latin America: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 78: Latin America: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 79: Brazil: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 80: Brazil: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 81: Mexico: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 82: Mexico: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 83: Others: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 84: Others: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 85: Middle East and Africa: Manufacturing Predictive Analytics Market: Sales Value (in Million US$), 2016 & 2021
Figure 86: Middle East and Africa: Manufacturing Predictive Analytics Market: Breakup by Country (in %), 2021
Figure 87: Middle East and Africa: Manufacturing Predictive Analytics Market Forecast: Sales Value (in Million US$), 2022-2027
Figure 88: Global: Manufacturing Predictive Analytics Industry: SWOT Analysis
Figure 89: Global: Manufacturing Predictive Analytics Industry: Value Chain Analysis
Figure 90: Global: Manufacturing Predictive Analytics Industry: Porter's Five Forces Analysis
