Chapter 1: Introduction

1.1. Report Description
1.2. Key Market Segments
1.3. Research Methodology

1.3.1. Primary Research
1.3.2. Secondary Research
1.3.3. Analyst Tools & Models

Chapter 2: Executive Summary

2.1. Cxo Perspective

Chapter 3: Market Landscape

3.1. Market Definition And Scope
3.2. Key Findings

3.2.1. Top Investment Pockets
3.2.2. Top Impacting Factors
3.2.3. Top Winning Strategies

3.3. Porter'S Five Forces Analysis

3.3.1. Bargaining Power of Suppliers
3.3.2. Threat of New Entrants
3.3.3. Threat of Substitutes
3.3.4. Competitive Rivalry
3.3.5. Bargaining Power Among Buyers

3.4. Key Player Positioning
3.5. Market Dynamics

3.5.1. Drivers

3.5.1.1. The Need To Improve Uptime of Equipment And Maintenance Cost Reduction
3.5.1.2. Increase In Investment On Predictive Maintenance

3.5.2. Restraints

3.5.2.1. Lack of Skilled Staff
3.5.2.2. Difficult To Implement
3.5.2.3. Data Privacy And Security Concerns

3.5.3. Opportunity

3.5.3.1. Integration of Predictive Maintenance With Iiot And Use of Machine Learning
3.5.3.2. Real-Time Condition Monitoring To Assist In Taking Prompt Actions

3.6. Value Chain Analysis
3.7. Robotics Adoption In Manufacturing
3.8. Ai Implementation Analysis Across Industry Verticals
3.9. Qualitative Insights (Detection And Diagnosis)

3.9.1. Case Studies
3.9.2. Mueller Industries
3.9.3. Deutsche Bahn Ag
3.9.4. Vaalco Energy, Inc.
3.9.5. Israel Electric Corporation (Iec)

3.10. Models And Approaches

3.10.1. Statistical Pattern Classification:

3.10.1.1. Bayesian Network
3.10.1.2. Neural Networks
3.10.1.3. Linear Classification
3.10.1.4. Hybrid Models

3.10.2. Pattern Classification: Phases And Components

3.10.2.1. Training Phase
3.10.2.2. Testing Phase

3.10.3. Sub Problems Pattern Classification

3.10.3.1. Feature Extraction
3.10.3.2. Over Fitting
3.10.3.3. Model Selection
3.10.3.4. Prior Knowledge
3.10.3.5. Missing Features
3.10.3.6. Mereology
3.10.3.7. Segmentation
3.10.3.8. Context
3.10.3.9. Invariance'S Evidence
3.10.3.10. Pooling Costs And Risks
3.10.3.11. Computational Complexity

Chapter 4: Predictive Maintenance Market, By Component

4.1. Overview
4.2. Solution

4.2.1. Key Market Trends, Growth Factors And Opportunities
4.2.2. Market Size And Forecast, By Region
4.2.3. Market Analysis By Country

4.3. Service

4.3.1. Key Market Trends, Growth Factors, And Opportunities
4.3.2. Market Size And Forecast, By Region
4.3.3. Market Analysis By Country
4.3.4. Professional Service

4.3.4.1. Market Size And Forecast
4.3.4.2. Support And Maintenance
4.3.4.3. Deployment And Integration
4.3.4.4. Training And Education

4.3.5. Managed Service

Chapter 5: Predictive Maintenance Market, By Technique

5.1. Overview
5.2. Vibration Monitoring

5.2.1. Key Market Trends, Growth Factors And Opportunities
5.2.2. Market Size And Forecast, By Region
5.2.3. Market Analysis By Country

5.3. Electrical Testing

5.3.1. Key Market Trends, Growth Factors, And Opportunities
5.3.2. Market Size And Forecast, By Region
5.3.3. Market Analysis By Country

5.4. Oil Analysis

5.4.1. Key Market Trends, Growth Factors, And Opportunities
5.4.2. Market Size And Forecast, By Region
5.4.3. Market Analysis By Country

5.5. Ultrasonic Leak Detectors

5.5.1. Key Market Trends, Growth Factors, And Opportunities
5.5.2. Market Size And Forecast, By Region
5.5.3. Market Analysis By Country

5.6. Shock Pulse

5.6.1. Key Market Trends, Growth Factors, And Opportunities
5.6.2. Market Size And Forecast, By Region
5.6.3. Market Analysis By Country

5.7. Infrared

5.7.1. Key Market Trends, Growth Factors And Opportunities
5.7.2. Market Size And Forecast, By Region
5.7.3. Market Analysis By Country

5.8. Others

5.8.1. Key Market Trends, Growth Factors And Opportunities
5.8.2. Market Size And Forecast, By Region
5.8.3. Market Analysis By Country

Chapter 6: Predictive Maintenance Market, By Deployment Type

6.1. Overview
6.2. Cloud

6.2.1. Key Market Trends, Growth Factors And Opportunities
6.2.2. Market Size And Forecast, By Region
6.2.3. Market Analysis By Country

6.3. On-Premise

6.3.1. Key Market Trends, Growth Factors And Opportunities
6.3.2. Market Size And Forecast, By Region
6.3.3. Market Analysis By Country

Chapter 7: Predictive Maintenance Market, By Stakeholder

7.1. Overview
7.2. Mro

7.2.1. Key Market Trends, Growth Factors And Opportunities
7.2.2. Market Size And Forecast, By Region
7.2.3. Market Analysis By Country

7.3. Oem/Odm

7.3.1. Key Market Trends, Growth Factors And Opportunities
7.3.2. Market Size And Forecast, By Region
7.3.3. Market Analysis By Country

7.4. Technology Integrators

7.4.1. Key Market Trends, Growth Factors And Opportunities
7.4.2. Market Size And Forecast, By Region
7.4.3. Market Analysis By Country
7.4.4. Pure Play
7.4.5. End-To-End

Chapter 8: Predictive Maintenance Market, By Industry Vertical

8.1. Overview
8.2. Manufacturing

8.2.1. Key Market Trends, Growth Factors And Opportunities
8.2.2. Market Size And Forecast, By Region
8.2.3. Market Analysis By Country

8.3. Energy & Utilities

8.3.1. Key Market Trends, Growth Factors And Opportunities
8.3.2. Market Size And Forecast, By Region
8.3.3. Market Analysis By Country

8.4. Aerospace & Defense

8.4.1. Key Market Trends, Growth Factors And Opportunities
8.4.2. Market Size And Forecast, By Region
8.4.3. Market Analysis By Country

8.5. Transportation & Logistics

8.5.1. Key Market Trends, Growth Factors And Opportunities
8.5.2. Market Size And Forecast, By Region
8.5.3. Market Analysis By Country

8.6. Government

8.6.1. Key Market Trends, Growth Factors And Opportunities
8.6.2. Market Size And Forecast, By Region
8.6.3. Market Analysis By Country

8.7. Healthcare

8.7.1. Key Market Trends, Growth Factors And Opportunities
8.7.2. Market Size And Forecast, By Region
8.7.3. Market Analysis By Country

8.8. Others

8.8.1. Key Market Trends, Growth Factors And Opportunities
8.8.2. Market Size And Forecast, By Region
8.8.3. Market Analysis By Country

Chapter 9: Predictive Maintenance Market, By Region

9.1. Overview
9.2. North America

9.2.1. Key Market Trends, Growth Factors And Opportunities
9.2.2. Market Size And Forecast, By Component
9.2.3. Market Size And Forecast, By Technique
9.2.4. Market Size And Forecast, By Deployment Type
9.2.5. Market Size And Forecast, By Stakeholders
9.2.6. Market Size And Forecast, By Industry Vertical
9.2.7. Market Analysis By Country

9.2.7.1. U.S.

9.2.7.1.1. Market Size And Forecast, By Component
9.2.7.1.2. Market Size And Forecast, By Technique
9.2.7.1.3. Market Size And Forecast, By Deployment Type
9.2.7.1.4. Market Size And Forecast, By Stakeholders
9.2.7.1.5. Market Size And Forecast, By Industry Vertical

9.2.7.2. Canada

9.2.7.2.1. Market Size And Forecast, By Component
9.2.7.2.2. Market Size And Forecast, By Technique
9.2.7.2.3. Market Size And Forecast, By Deployment Type
9.2.7.2.4. Market Size And Forecast, By Stakeholders
9.2.7.2.5. Market Size And Forecast, By Industry Vertical

9.3. Europe

9.3.1. Key Market Trends, Growth Factors And Opportunities
9.3.2. Market Size And Forecast, By Component
9.3.3. Market Size And Forecast, By Technique
9.3.4. Market Size And Forecast, By Deployment Type
9.3.5. Market Size And Forecast, By Stakeholders
9.3.6. Market Size And Forecast, By Industry Vertical
9.3.7. Market Analysis By Country

9.3.7.1. Germany

9.3.7.1.1. Market Size And Forecast, By Component
9.3.7.1.2. Market Size And Forecast, By Technique
9.3.7.1.3. Market Size And Forecast, By Deployment Type
9.3.7.1.4. Market Size And Forecast, By Stakeholders
9.3.7.1.5. Market Size And Forecast, By Industry Vertical

9.3.7.2. France

9.3.7.2.1. Market Size And Forecast, By Component
9.3.7.2.2. Market Size And Forecast, By Technique
9.3.7.2.3. Market Size And Forecast, By Deployment Type
9.3.7.2.4. Market Size And Forecast, By Stakeholders
9.3.7.2.5. Market Size And Forecast, By Industry Vertical

9.3.7.3. Uk

9.3.7.3.1. Market Size And Forecast, By Component
9.3.7.3.2. Market Size And Forecast, By Technique
9.3.7.3.3. Market Size And Forecast, By Deployment Type
9.3.7.3.4. Market Size And Forecast, By Stakeholders
9.3.7.3.5. Market Size And Forecast, By Industry Vertical

9.3.7.4. Italy

9.3.7.4.1. Market Size And Forecast, By Component
9.3.7.4.2. Market Size And Forecast, By Technique
9.3.7.4.3. Market Size And Forecast, By Deployment Type
9.3.7.4.4. Market Size And Forecast, By Stakeholders
9.3.7.4.5. Market Size And Forecast, By Industry Vertical

9.3.7.5. Rest of Europe

9.3.7.5.1. Market Size And Forecast, By Component
9.3.7.5.2. Market Size And Forecast, By Technique
9.3.7.5.3. Market Size And Forecast, By Deployment Type
9.3.7.5.4. Market Size And Forecast, By Stakeholders
9.3.7.5.5. Market Size And Forecast, By Industry Vertical

9.4. Asia-Pacific

9.4.1. Key Market Trends, Growth Factors And Opportunities
9.4.2. Market Size And Forecast, By Component
9.4.3. Market Size And Forecast, By Technique
9.4.4. Market Size And Forecast, By Deployment Type
9.4.5. Market Size And Forecast, By Stakeholders
9.4.6. Market Size And Forecast, By Industry Vertical
9.4.7. Market Analysis By Country

9.4.7.1. Japan

9.4.7.1.1. Market Size And Forecast, By Component
9.4.7.1.2. Market Size And Forecast, By Technique
9.4.7.1.3. Market Size And Forecast, By Deployment Type
9.4.7.1.4. Market Size And Forecast, By Stakeholders
9.4.7.1.5. Market Size And Forecast, By Industry Vertical

9.4.7.2. China

9.4.7.2.1. Market Size And Forecast, By Component
9.4.7.2.2. Market Size And Forecast, By Technique
9.4.7.2.3. Market Size And Forecast, By Deployment Type
9.4.7.2.4. Market Size And Forecast, By Stakeholders
9.4.7.2.5. Market Size And Forecast, By Industry Vertical

9.4.7.3. India

9.4.7.3.1. Market Size And Forecast, By Component
9.4.7.3.2. Market Size And Forecast, By Technique
9.4.7.3.3. India Size And Forecast, By Deployment Type
9.4.7.3.4. Market Size And Forecast, By Stakeholders
9.4.7.3.5. Market Size And Forecast, By Industry Vertical

9.4.7.4. South Korea

9.4.7.4.1. Market Size And Forecast, By Component
9.4.7.4.2. Market Size And Forecast, By Technique
9.4.7.4.3. Market Size And Forecast, By Deployment Type
9.4.7.4.4. Market Size And Forecast, By Stakeholders
9.4.7.4.5. Market Size And Forecast, By Industry Vertical

9.4.7.5. Rest of Asia-Pacific

9.4.7.5.1. Market Size And Forecast, By Component
9.4.7.5.2. Market Size And Forecast, By Technique
9.4.7.5.3. Market Size And Forecast, By Deployment Type
9.4.7.5.4. Market Size And Forecast, By Stakeholders
9.4.7.5.5. Market Size And Forecast, By Industry Vertical

9.5. Lamea

9.5.1. Key Market Trends, Growth Factors And Opportunities
9.5.2. Market Size And Forecast, By Component
9.5.3. Market Size And Forecast, By Technique
9.5.4. Market Size And Forecast, By Deployment Type
9.5.5. Market Size And Forecast, By Stakeholders
9.5.6. Market Size And Forecast, By Industry Vertical
9.5.7. Market Analysis By Country

9.5.7.1. Latin America

9.5.7.1.1. Market Size And Forecast, By Component
9.5.7.1.2. Market Size And Forecast, By Technique
9.5.7.1.3. Market Size And Forecast, By Deployment Type
9.5.7.1.4. Market Size And Forecast, By Stakeholders
9.5.7.1.5. Market Size And Forecast, By Industry Vertical

9.5.7.2. Middle East

9.5.7.2.1. Market Size And Forecast, By Component
9.5.7.2.2. Market Size And Forecast, By Technique
9.5.7.2.3. Market Size And Forecast, By Deployment Type
9.5.7.2.4. Market Size And Forecast, By Stakeholders
9.5.7.2.5. Market Size And Forecast, By Industry Vertical

9.5.7.3. Africa

9.5.7.3.1. Market Size And Forecast, By Component
9.5.7.3.2. Market Size And Forecast, By Technique
9.5.7.3.3. Market Size And Forecast, By Deployment Type
9.5.7.3.4. Market Size And Forecast, By Stakeholders
9.5.7.3.5. Market Size And Forecast, By Industry Vertical

Chapter 10: Company Profiles

10.1. Asystom

10.1.1. Company Overview
10.1.2. Key Executives
10.1.3. Company Snapshot
10.1.4. Product Portfolio
10.1.5. Key Strategic Moves And Developments

10.2. C3.Ai, Inc.

10.2.1. Company Overview
10.2.2. Key Executives
10.2.3. Company Snapshot
10.2.4. Product Portfolio
10.2.5. Key Strategic Moves And Developments

10.3. Engineering Consultants Group, Inc.

10.3.1. Company Overview
10.3.2. Key Executives
10.3.3. Company Snapshot
10.3.4. Product Portfolio
10.3.5. Key Strategic Moves And Developments

10.4. Expert Microsystems, Inc.

10.4.1. Company Overview
10.4.2. Key Executives
10.4.3. Company Snapshot
10.4.4. Product Portfolio

10.5. Fiix Inc.

10.5.1. Company Overview
10.5.2. Key Executives
10.5.3. Company Snapshot
10.5.4. Product Portfolio
10.5.5. Key Strategic Moves And Developments

10.6. Operational Excellence (Opex) Group Ltd

10.6.1. Company Overview
10.6.2. Key Executives
10.6.3. Company Snapshot
10.6.4. Product Portfolio
10.6.5. Key Strategic Moves And Developments

10.7. Sigma Industrial Precision

10.7.1. Company Overview
10.7.2. Key Executives
10.7.3. Company Snapshot
10.7.4. Product Portfolio

10.8. Spark Cognition

10.8.1. Company Overview
10.8.2. Key Executives
10.8.3. Company Snapshot
10.8.4. Product Portfolio
10.8.5. Key Strategic Moves And Developments

10.9. Tibco Software Inc.

10.9.1. Company Overview
10.9.2. Key Executives
10.9.3. Company Snapshot
10.9.4. Product Portfolio
10.9.5. Key Strategic Moves And Developments

10.10. Uptake Technologies Inc.

10.10.1. Company Overview
10.10.2. Key Executives
10.10.3. Company Snapshot
10.10.4. Product Portfolio
10.10.5. Key Strategic Moves And Developments

10.11. General Electric

10.11.1. Company Overview
10.11.2. Key Executives
10.11.3. Company Snapshot
10.11.4. Operating Business Segments
10.11.5. Product Portfolio
10.11.6. Business Performance
10.11.7. Key Strategic Moves And Developments

10.12. Hitachi, Ltd.

10.12.1. Company Overview
10.12.2. Key Executives
10.12.3. Company Snapshot
10.12.4. Operating Business Segments
10.12.5. Product Portfolio
10.12.6. R&D Expenditure
10.12.7. Business Performance
10.12.8. Key Strategic Moves And Developments

10.13. International Business Machines Corporation (Ibm)

10.13.1. Company Overview
10.13.2. Key Executives
10.13.3. Company Snapshot
10.13.4. Operating Business Segments
10.13.5. Product Portfolio
10.13.6. R&D Expenditure
10.13.7. Business Performance
10.13.8. Key Strategic Moves And Developments

10.14. Microsoft Corporation

10.14.1. Company Overview
10.14.2. Key Executives
10.14.3. Company Snapshot
10.14.4. Operating Business Segments
10.14.5. Product Portfolio
10.14.6. R&D Expenditure
10.14.7. Business Performance
10.14.8. Key Strategic Moves And Developments

10.15. Ptc Inc.

10.15.1. Company Overview
10.15.2. Key Executives
10.15.3. Company Snapshot
10.15.4. Operating Business Segments
10.15.5. Product Portfolio
10.15.6. R&D Expenditure
10.15.7. Business Performance
10.15.8. Key Strategic Moves And Developments

10.16. Sap

10.16.1. Company Overview
10.16.2. Key Executives
10.16.3. Company Snapshot
10.16.4. Operating Business Segments
10.16.5. Product Portfolio
10.16.6. R&D Expenditure
10.16.7. Business Performance
10.16.8. Key Strategic Moves And Developments

10.17. Sas Institute Inc.

10.17.1. Company Overview
10.17.2. Key Executives
10.17.3. Company Snapshot
10.17.4. Product Portfolio
10.17.5. Key Strategic Moves And Developments

10.18. Schneider Electric Se

10.18.1. Company Overview
10.18.2. Key Executives
10.18.3. Company Snapshot
10.18.4. Operating Business Segments
10.18.5. Product Portfolio
10.18.6. R&D Expenditure
10.18.7. Business Performance
10.18.8. Key Strategic Moves And Developments

10.19. Software Ag

10.19.1. Company Overview
10.19.2. Key Executives
10.19.3. Company Snapshot
10.19.4. Operating Business Segments
10.19.5. Product Portfolio
10.19.6. R&D Expenditure
10.19.7. Business Performance
10.19.8. Key Strategic Moves And Developments