Predictive Maintenance Market by Component (Solution and Service), Technique (Vibration Monitoring, Electrical Testing, Oil Analysis, Ultrasonic Leak Detectors, Shock Pulse, Infrared, and Others), Deployment Type (Cloud and On-Premise), Stakeholder (MRO, OEM/ODM, and Technology Integrators), Industry Vertical (Manufacturing, Energy & Utilities, Aerospace & Defense, Transportation & Logistics, Government, Healthcare, and Others): Global Opportunity Analysis And Industry Forecast, 2020–2027

Predictive maintenance (PdM) is a process used to monitor equipment during an operation with the purpose to identify any deterioration. It helps to plan maintenance schedules and reduce operational costs. In addition, data about previous breakdowns is used as a model when failures are likely to occur. This, in turn, helps to arbitrate a condition at the same time as sensors detect it. PdM techniques are used to identify the time when an in-service equipment requires maintenance to avoid expensive operational disruptions caused due to equipment failures. Increase in adoption of industry 4.0 and growth of the manufacturing industry drive demand for predictive maintenance solutions.

Increase in need to improve uptime of an asset and reduce cost, growth in investments of predictive maintenance, owing to adoption of IoT, and rise in need to extend lifetime of aging assets drive growth of the global predictive maintenance market. Further, increase in need to gain insights from adoption of new technologies boosts growth of the predictive maintenance market. However, difficulty in implementation and data security concerns hamper the market growth. Furthermore, adoption of advanced technologies such as machine learning, integration of predictive maintenance with IIoT, and growth in need for remote monitoring and asset management post COVID-19 pandemic is anticipated to fuel growth of the predictive maintenance market.

The global predictive maintenance market is segmented on the basis of component, deployment, technique, stakeholder, industry vertical, and region. By component, it is bifurcated into solution and service. According to deployment, it is classified into cloud and on-premise. Further, by technique, it is divided into vibration monitoring, electrical testing, oil analysis, ultrasonic leak detectors, shock pulse, infrared, and others. By stakeholder, it is classified into MRO, OEM/ODM, and technology integrators. On the basis of industry vertical, it is classified into manufacturing, energy & utilities, aerospace & defense, transportation & logistics, government, and others. Region wise, it is analyzed across North America, Europe, Asia-Pacific, and LAMEA.

The report analyzes the profiles of key players operating in the market. These include IBM Corporations, Microsoft, SAP SE, General Electric, Schneider Electric, Hitachi, PTC, Software AG, SAS, Engineering Consultants Group, Inc., Expert Microsystems, Inc., SparkCognition, C3.Ai, Uptake Technologies Inc., Fiix Inc., Operational Excellence (Opex) Group Ltd, TIBCO Software Inc., Asystom, Reliability Solutions Sp. zo.o. and Sigma Industrial Precision.

By Components:

By Technique:

By Deployment Type:

By Stakeholder:

By Industry Vertical:

By Region:

 

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

2.1.CXO PERSPECTIVE

3.1.MARKET DEFINITION AND SCOPE

3.2.KEY FINDINGS

3.2.1.Top investment pockets

3.2.2.Top impacting factors

3.3.PORTER'S FIVE FORCES ANALYSIS

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

3.5.1.1.Rise in need to extend lifetime of aging assets

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

3.5.3.3.Growth in need for remote monitoring and asset management post pandemic

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

3.9.1.1.Muller industries adopted Augury’s Auguscope device for predictive maintenance

3.9.1.2.Euromicron subsidiary Telent gained IoT master agreement from Deutsche Bahn

3.9.1.3.VAALCO to adopt PIMS from INTECSEA for subsea repair campaign

3.9.1.4.Israel Electric Corporation adopted Schneider Electric enables predictive maintenance to enhance reliability

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

3.11.COVID-19 IMPACT ANALYSIS ON PREDICTIVE MAINTENANCE MARKET

3.11.1.Impact on market size

3.11.2.Consumer trends, preferences, and budget impact

3.11.3.Regulatory framework

3.11.4.Economic impact

3.11.5.Key player strategies to tackle negative impact

3.11.6.Opportunity window (due to COVID outbreak)

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

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

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

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

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

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

10.1.COMPETITIVE DASHBOARD

10.2.TOP WINNING STRATEGIES

10.3.KEY DEVELOPMENTS

10.3.1.Product development

10.3.2.Partnership

10.3.3.Product Launch

10.3.4.Acquisition

10.3.5.Agreement

10.3.6.Collaboration

10.3.7.Business Expansion

11.1.ASYSTOM

11.1.1.Company overview

11.1.2.Key executives

11.1.3.Company snapshot

11.1.4.Product portfolio

11.1.5.Key strategic moves and developments

11.2.C3.AI, INC.

11.2.1.Company overview

11.2.2.Key executives

11.2.3.Company snapshot

11.2.4.Operating business segments

11.2.5.Product portfolio

11.2.6.Business performance

11.2.7.Key strategic moves and developments

11.3.ENGINEERING CONSULTANTS GROUP, INC.

11.3.1.Company overview

11.3.2.Key executives

11.3.3.Company snapshot

11.3.4.Product portfolio

11.3.5.Key strategic moves and developments

11.4.EXPERT MICROSYSTEMS, INC.

11.4.1.Company overview

11.4.2.Key Executives

11.4.3.Company snapshot

11.4.4.Product portfolio

11.5.FIIX INC.

11.5.1.Company overview

11.5.2.Key executives

11.5.3.Company snapshot

11.5.4.Product portfolio

11.5.5.Key strategic moves and developments

11.6.OPERATIONAL EXCELLENCE (OPEX) GROUP LTD

11.6.1.Company overview

11.6.2.Key Executives

11.6.3.Company snapshot

11.6.4.Product portfolio

11.6.5.Key strategic moves and developments

11.7.SIGMA INDUSTRIAL PRECISION

11.7.1.Company overview

11.7.2.Key Executives

11.7.3.Company snapshot

11.7.4.Product portfolio

11.8.SPARKCOGNITION

11.8.1.Company overview

11.8.2.Key Executives

11.8.3.Company snapshot

11.8.4.Product portfolio

11.8.5.Key strategic moves and developments

11.9.TIBCO SOFTWARE INC

11.9.1.Company overview

11.9.2.Key Executives

11.9.3.Company snapshot

11.9.4.Product portfolio

11.9.5.Key strategic moves and developments

11.10.UPTAKE TECHNOLOGIES INC.

11.10.1.Company overview

11.10.2.Key Executives

11.10.3.Company snapshot

11.10.4.Product portfolio

11.10.5.Key strategic moves and developments

11.11.GENERAL ELECTRIC

11.11.1.Company overview

11.11.2.Key executives

11.11.3.Company snapshot

11.11.4.Operating business segments

11.11.5.Product portfolio

11.11.6.R&D expenditure

11.11.7.Business performance

11.11.8.Key strategic moves and developments

11.12.HITACHI, LTD.

11.12.1.Company overview

11.12.2.Key executives

11.12.3.Company snapshot

11.12.4.Operating business segments

11.12.5.Product portfolio

11.12.6.R&D Expenditure

11.12.7.Business performance

11.12.8.Key strategic moves and developments

11.13.INTERNATIONAL BUSINESS MACHINES CORPORATION

11.13.1.Company overview

11.13.2.Key Executives

11.13.3.Company snapshot

11.13.4.Operating business segments

11.13.5.Product portfolio

11.13.6.R&D Expenditure

11.13.7.Business performance

11.13.8.Key strategic moves and developments

11.14.MICROSOFT CORPORATION

11.14.1.Company overview

11.14.2.Key executives

11.14.3.Company snapshot

11.14.4.Operating business segments

11.14.5.Product portfolio

11.14.6.R&D Expenditure

11.14.7.Business performance

11.14.8.Key strategic moves and developments

11.15.PTC INC.

11.15.1.Company overview

11.15.2.Key Executives

11.15.3.Company snapshot

11.15.4.Operating business segments

11.15.5.Product portfolio

11.15.6.R&D Expenditure

11.15.7.Business performance

11.15.8.Key strategic moves and developments

11.16.SAP

11.16.1.Company overview

11.16.2.Key Executives

11.16.3.Company snapshot

11.16.4.Operating business segments

11.16.5.Product portfolio

11.16.6.R&D Expenditure

11.16.7.Business performance

11.16.8.Key strategic moves and developments

11.17.SAS INSTITUTE INC.

11.17.1.Company overview

11.17.2.Key Executives

11.17.3.Company snapshot

11.17.4.Product portfolio

11.17.5.Key strategic moves and developments

11.18.SCHNEIDER ELECTRIC SE

11.18.1.Company overview

11.18.2.Key executives

11.18.3.Company snapshot

11.18.4.Operating business segments

11.18.5.Product portfolio

11.18.6.R&D Expenditure

11.18.7.Business performance

11.18.8.Key strategic moves and developments

11.19.SOFTWARE AG

11.19.1.Company overview

11.19.2.Key Executives

11.19.3.Company snapshot

11.19.4.Operating business segments

11.19.5.Product portfolio

11.19.6.R&D Expenditure

11.19.7.Business performance

11.19.8.Key strategic moves and developments

11.20.RELIABILITY SOLUTIONS SP. Z O.O.

11.20.1.Company overview

11.20.2.Key Executives

11.20.3.Company snapshot

11.20.4.Product portfolio

11.20.5.Key strategic moves and development

LIST OF TABLES

TABLE 01.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY COMPONENT, 2019-2027 ($MILLION)

TABLE 02.PREDICTIVE MAINTENANCE MARKET FOR SOLUTION REVENUE, BY REGION 2019-2027 ($MILLION)

TABLE 03.PREDICTIVE MAINTENANCE MARKET REVENUE FOR SERVICE, BY REGION, 2019-2027 ($MILLION)

TABLE 04.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2019-2027 ($MILLION)

TABLE 05.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY PROFESSIONAL SERVICE, 2019-2027 ($MILLION)

TABLE 06.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 07.PREDICTIVE MAINTENANCE MARKET REVENUE FOR VIBRATION MONITORING, BY REGION 2019-2027 ($MILLION)

TABLE 08.PREDICTIVE MAINTENANCE MARKET REVENUE FOR ELECTRICAL TESTING, BY REGION, 2019-2027 ($MILLION)

TABLE 09.PREDICTIVE MAINTENANCE MARKET REVENUE FOR OIL ANALYSIS, BY REGION, 2019-2027 ($MILLION)

TABLE 10.PREDICTIVE MAINTENANCE MARKET REVENUE FOR ULTRASONIC LEAK DETECTORS, BY REGION, 2019-2027 ($MILLION)

TABLE 11.PREDICTIVE MAINTENANCE MARKET REVENUE FOR SHOCK PULSE, BY REGION, 2019-2027 ($MILLION)

TABLE 12.PREDICTIVE MAINTENANCE MARKET REVENUE FOR INFRARED, BY REGION 2019-2027 ($MILLION)

TABLE 13.PREDICTIVE MAINTENANCE MARKET REVENUE FOR OTHERS, BY REGION 2019-2027 ($MILLION)

TABLE 14.GLOBAL PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 15.PREDICTIVE MAINTENANCE MARKET REVENUE FOR CLOUD, BY REGION 2019-2027 ($MILLION)

TABLE 16.PREDICTIVE MAINTENANCE MARKET REVENUE FOR ON-PREMISE, BY REGION 2019-2027 ($MILLION)

TABLE 17.GLOBAL PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDER, 2019-2027 ($MILLION)

TABLE 18.PREDICTIVE MAINTENANCE MARKET REVENUE FOR MRO, BY REGION 2019-2027 ($MILLION)

TABLE 19.PREDICTIVE MAINTENANCE MARKET REVENUE FOR OEM/ODM, BY REGION 2019-2027 ($MILLION)

TABLE 20.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY INTEGRATORS, 2019-2027 ($MILLION)

TABLE 21.PREDICTIVE MAINTENANCE MARKET REVENUE FOR TECHNOLOGY INTEGRATORS, BY REGION 2019-2027 ($MILLION)

TABLE 22.GLOBAL PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 23.PREDICTIVE MAINTENANCE MARKET REVENUE FOR MANUFACTURING, BY REGION 2019-2027 ($MILLION)

TABLE 24.PREDICTIVE MAINTENANCE MARKET REVENUE FOR ENERGY & UTILITIES, BY REGION 2019-2027 ($MILLION)

TABLE 25.PREDICTIVE MAINTENANCE MARKET REVENUE FOR AEROSPACE & DEFENSE, BY REGION 2019-2027 ($MILLION)

TABLE 26.PREDICTIVE MAINTENANCE MARKET REVENUE FOR TRANSPORTATION & LOGISTICS, BY REGION 2019-2027 ($MILLION)

TABLE 27.PREDICTIVE MAINTENANCE MARKET REVENUE FOR GOVERNMENT, BY REGION 2019-2027 ($MILLION)

TABLE 28.PREDICTIVE MAINTENANCE MARKET REVENUE FOR HEALTHCARE, BY REGION 2019-2027 ($MILLION)

TABLE 29.PREDICTIVE MAINTENANCE MARKET REVENUE FOR OTHERS, BY REGION 2019-2027 ($MILLION)

TABLE 30.PREDICTIVE MAINTENANCE MARKET REVENUE, BY REGION, 2019–2027($MILLION)

TABLE 31.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 32.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 33.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 34.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 35.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 36.NORTH AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COUNTRY, 2019-2027 ($MILLION)

TABLE 37.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 38.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 39.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 40.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 41.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 42.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 43.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 44.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 45.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 46.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 47.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 48.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 49.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 50.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 51.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 52.EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY COUNTRY, 2019-2027 ($MILLION)

TABLE 53.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 54.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 55.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 56.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 57.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 58.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 59.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 60.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 61.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 62.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 63.UK PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 64.UK PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 65.UK PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 66.UK PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 67.UK PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 68.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 69.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 70.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 71.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 72.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 73.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 74.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 75.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 76.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 77.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 78.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 79.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 80.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 81.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 82.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 83.ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY COUNTRY, 2019-2027 ($MILLION)

TABLE 84.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 85.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 86.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 87.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 88.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 89.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 90.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 91.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 92.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 93.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 94.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 95.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 96.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 97.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 98.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 99.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 100.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 101.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 102.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 103.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 104.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 105.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 106.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 107.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 108.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 109.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 110.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 111.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 112.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 113.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 114.LAMEA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COUNTRY, 2019-2027 ($MILLION)

TABLE 115.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 116.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 117.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 118.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 119.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 120.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 121.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 122.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 123.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 124.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 125.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT 2019-2027 ($MILLION)

TABLE 126.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019-2027 ($MILLION)

TABLE 127.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY DEPLOYMENT TYPE, 2019-2027 ($MILLION)

TABLE 128.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY STAKEHOLDERS, 2019-2027 ($MILLION)

TABLE 129.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, BY INDUSTRY VERTICAL, 2019-2027 ($MILLION)

TABLE 130.PRODUCT DEVELOPMENT (2017-2020)

TABLE 131.PARTNERSHIP (2017-2020)

TABLE 132.PRODUCT LAUNCH (2017-2020)

TABLE 133.ACQUISITION (2017-2020)

TABLE 134.AGREEMENT (2017-2020)

TABLE 135.COLLABORATION (2017-2021)

TABLE 136.BUSINESS EXPANSION (2017-2020)

TABLE 137.ASYSTOM: KEY EXECUTIVES

TABLE 138.ASYSTOM: COMPANY SNAPSHOT

TABLE 139.ASYSTOM: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 140.C3.AI, INC.: KEY EXECUTIVES

TABLE 141.C3.AI, INC.: COMPANY SNAPSHOT

TABLE 142.C3.AI, INC.: OPERATING SEGMENTS

TABLE 143.C3.AI, INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 144.ENGINEERING CONSULTANTS GROUP, INC.: KEY EXECUTIVES

TABLE 145.ENGINEERING CONSULTANTS GROUP, INC.: COMPANY SNAPSHOT

TABLE 146.ENGINEERING CONSULTANTS GROUP, INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 147.EXPERT MICROSYSTEMS, INC.: KEY EXECUTIVES

TABLE 148.EXPERT MICROSYSTEMS, INC.: COMPANY SNAPSHOT

TABLE 150.FIIX INC.: KEY EXECUTIVES

TABLE 151.FIIX INC.: COMPANY SNAPSHOT

TABLE 152.FIIX INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 153.OPERATIONAL EXCELLENCE (OPEX) GROUP LTD: KEY EXECUTIVES

TABLE 154.OPERATIONAL EXCELLENCE (OPEX) GROUP LTD: COMPANY SNAPSHOT

TABLE 155.OPERATIONAL EXCELLENCE (OPEX) GROUP LTD: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 156.SIGMA INDUSTRIAL PRECISION: KEY EXECUTIVES

TABLE 157.SIGMA INDUSTRIAL PRECISION: COMPANY SNAPSHOT

TABLE 158.SIGMA INDUSTRIAL PRECISION: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 159.SPARKCOGNITION: KEY EXECUTIVES

TABLE 160.SPARKCOGNITION: COMPANY SNAPSHOT

TABLE 161.SPARKCOGNITION: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 162.TIBCO SOFTWARE INC.: KEY EXECUTIVES

TABLE 163.TIBCO SOFTWARE INC.: COMPANY SNAPSHOT

TABLE 164.TIBCO SOFTWARE INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 165.UPTAKE TECHNOLOGIES INC.: KEY EXECUTIVES

TABLE 166.UPTAKE TECHNOLOGIES INC.: COMPANY SNAPSHOT

TABLE 167.UPTAKE TECHNOLOGIES INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 169.GENERAL ELECTRIC: COMPANY SNAPSHOT

TABLE 170.GENERAL ELECTRIC: OPERATING SEGMENTS

TABLE 171.GENERAL ELECTRIC: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 173.HITACHI, LTD.: COMPANY SNAPSHOT

TABLE 174.HITACHI, LTD.: OPERATING SEGMENTS

TABLE 175.HITACHI LTD: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 176.INTERNATIONAL BUSINESS MACHINES CORPORATION: KEY EXECUTIVES

TABLE 177.INTERNATIONAL BUSINESS MACHINES CORPORATION: COMPANY SNAPSHOT

TABLE 178.INTERNATIONAL BUSINESS MACHINES CORPORATION: OPERATING SEGMENTS

TABLE 179.INTERNATIONAL BUSINESS MACHINES CORPORATION: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 180.MICROSOFT CORPORATION: KEY EXECUTIVES

TABLE 181.MICROSOFT CORPORATION: COMPANY SNAPSHOT

TABLE 182.MICROSOFT CORPORATION: OPERATING SEGMENTS

TABLE 183.MICROSOFT CORPORATION: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 184.PTC INC.: KEY EXECUTIVES

TABLE 185.PTC INC.: COMPANY SNAPSHOT

TABLE 186.PTC INC.: OPERATING SEGMENTS

TABLE 187.PTC INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 188.SAP: KEY EXECUTIVES

TABLE 189.SAP: COMPANY SNAPSHOT

TABLE 190.SAP: OPERATING SEGMENTS

TABLE 191.SAP SE: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 192.SAS INSTITUTE INC.: KEY EXECUTIVES

TABLE 193.SAS INSTITUTE INC.: COMPANY SNAPSHOT

TABLE 194.SAS INSTITUTE INC.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 195.SCHNEIDER ELECTRIC: KEY EXECUTIVES

TABLE 196.SCHNEIDER ELECTRIC: COMPANY SNAPSHOT

TABLE 197.SCHNEIDER ELECTRIC: OPERATING SEGMENTS

TABLE 198.SCHNEIDER ELECTRIC SE: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 199.SOFTWARE AG: KEY EXECUTIVES

TABLE 200.SOFTWARE AG: COMPANY SNAPSHOT

TABLE 201.SOFTWARE AG: OPERATING SEGMENTS

TABLE 202.SOFTWARE AG: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO

TABLE 203.RELIABILITY SOLUTIONS SP. Z O.O.: KEY EXECUTIVES

TABLE 204.RELIABILITY SOLUTIONS SP. Z O.O.: COMPANY SNAPSHOT

TABLE 205.RELIABILITY SOLUTIONS SP. Z O.O.: PREDICTIVE MAINTENANCE PRODUCT PORTFOLIO LIST OF FIGURES

FIGURE 01.KEY MARKET SEGMENTS

FIGURE 02.PREDICTIVE MAINTENANCE MARKET, 2019–2027

FIGURE 03.PREDICTIVE MAINTENANCE MARKET, BY REGION, 2019–2027

FIGURE 04.TOP INVESTMENT POCKETS

FIGURE 05.TOP IMPACTING FACTORS

FIGURE 06.BARGAINING POWER OF SUPPLIERS

FIGURE 07.THREAT OF NEW ENTRANTS

FIGURE 08.THREAT OF SUBSTITUTES

FIGURE 09.COMPETITIVE RIVALRY

FIGURE 10.BARGAINING POWER AMONG BUYERS

FIGURE 11.KEY PLAYER POSITIONING

FIGURE 12.VALUE CHAIN ANALYSIS

FIGURE 13.END TO END SAP DIGITAL OPERATION ARCHITECURE OVERVIEW

FIGURE 14.GLOBAL PREDICTIVE MAINTENANCE MARKET REVENUE, BY COMPONENT, 2019–2027 ($MILLION)

FIGURE 15.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR SOLUTION, BY COUNTRY, 2019 & 2027 (%)

FIGURE 16.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR SERVICE, BY COUNTRY, 2019 & 2027 (%)

FIGURE 17.GLOBAL PREDICTIVE MAINTENANCE MARKET REVENUE, BY TECHNIQUE, 2019–2027 ($MILLION)

FIGURE 18.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR VIBRATION MONITORING, BY COUNTRY, 2019 & 2027 (%)

FIGURE 19.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR ELECTRICAL TESTING, BY COUNTRY, 2019 & 2027 (%)

FIGURE 20.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR OIL ANALYSIS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 21.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR ULTRASONIC LEAK DETECTORS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 22.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR SHOCK PULSE, BY COUNTRY, 2019 & 2027 (%)

FIGURE 23.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR INFRARED, BY COUNTRY, 2019 & 2027 (%)

FIGURE 24.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR OTHERS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 25.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT TYPE, 2018-2026

FIGURE 26.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR CLOUD, BY COUNTRY, 2019 & 2027 (%)

FIGURE 27.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR ON-PREMISE, BY COUNTRY, 2019 & 2027 (%)

FIGURE 28.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY STAKEHOLDER, 2018-2026

FIGURE 29.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR MRO, BY COUNTRY, 2019 & 2027 (%)

FIGURE 30.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR OEM/ODM, BY COUNTRY, 2019 & 2027 (%)

FIGURE 31.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR TECHNOLOGY INTEGRATORS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 32.GLOBAL PREDICTIVE MAINTENANCE MARKET, BY INDUSTRY VERTICAL, 2018-2026

FIGURE 33.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR MANUFACTURING, BY COUNTRY, 2019 & 2027 (%)

FIGURE 34.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR ENERGY & UTILITIES, BY COUNTRY, 2019 & 2027 (%)

FIGURE 35.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019 & 2027 (%)

FIGURE 36.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR TRANSPORTATION & LOGISTICS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 37.COMPARATIVE SHARE ANALYSIS PREDICTIVE MAINTENANCE MARKET FOR GOVERNMENT, BY COUNTRY, 2019 & 2027 (%)

FIGURE 38.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR HEALTHCARE, BY COUNTRY, 2019 & 2027 (%)

FIGURE 39.COMPARATIVE SHARE ANALYSIS OF PREDICTIVE MAINTENANCE MARKET FOR OTHERS, BY COUNTRY, 2019 & 2027 (%)

FIGURE 40.U.S. PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 41.CANADA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 42.GERMANY PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 43.FRANCE PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 44.UK PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 45.ITALY PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 46.REST OF EUROPE PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 47.JAPAN PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 48.CHINA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 49.INDIA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 50.SOUTH KOREA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 51.REST OF ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 52.LATIN AMERICA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 53.MIDDLE EAST PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 54.AFRICA PREDICTIVE MAINTENANCE MARKET REVENUE, 2019-2027 ($MILLION)

FIGURE 55.COMPETITIVE DASHBOARD

FIGURE 56.COMPETITIVE DASHBOARD

FIGURE 57.COMPETITIVE DASHBOARD

FIGURE 58.COMPETITIVE DASHBOARD

FIGURE 59.COMPETITIVE HEATMAP OF KEY PLAYERS

FIGURE 60.TOP WINNING STRATEGIES, BY YEAR, 2017-2020

FIGURE 61.TOP WINNING STRATEGIES, BY DEVELOPMENT, 2017-2020

FIGURE 62.TOP WINNING STRATEGIES, BY COMPANY, 2017-2020

FIGURE 63.C3.AI, INC.: REVENUE, 2017–2019 ($MILLION)

FIGURE 64.C3.AI, INC.: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 65.C3.AI, INC.: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 66.R&D EXPENDITURE, 2018-2020 ($MILLION)

FIGURE 67.GENERAL ELECTRIC: REVENUE, 2018-2020 ($MILLION)

FIGURE 68.GENERAL ELECTRIC: REVENUE SHARE, BY SEGMENT, 2020 (%)

FIGURE 69.GENERAL ELECTRIC: REVENUE SHARE, BY REGION, 2020 (%)

FIGURE 70.R&D EXPENDITURE, 2017-2019 ($MILLION)

FIGURE 71.HITACHI, LTD.: REVENUE, 2017-2019 ($MILLION)

FIGURE 72.HITACHI, LTD.: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 73.HITACHI, LTD.: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 74.R&D EXPENDITURE, 2017–2019 ($MILLION)

FIGURE 75.INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE, 2017–2019 ($MILLION)

FIGURE 76.INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 77.INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 78.R&D EXPENDITURE, 2017–2019 ($MILLION)

FIGURE 79.MICROSOFT CORPORATION: REVENUE, 2017–2019 ($MILLION)

FIGURE 80.MICROSOFT CORPORATION: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 81.MICROSOFT CORPORATION: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 82.R&D EXPENDITURE, 2017-2019 ($MILLION)

FIGURE 83.PTC INC.: REVENUE, 2017-2019 ($MILLION)

FIGURE 84.PTC INC.: REVENUE SHARE, BY SEGMENT, 2018 (%)

FIGURE 85.PTC INC.: REVENUE SHARE, BY REGION, 2018 (%)

FIGURE 86.R&D EXPENDITURE, 2017–2018 ($MILLION)

FIGURE 87.SAP: REVENUE, 2017–2019 ($MILLION)

FIGURE 88.SAP: REVENUE SHARE, BY SEGMENT, 2018 (%)

FIGURE 89.SAP: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 90.R&D EXPENDITURE, 2017–2019 ($MILLION)

FIGURE 91.SCHNEIDER ELECTRIC SE: REVENUE, 2017–2019 ($MILLION)

FIGURE 92.SCHNEIDER ELECTRIC SE: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 93.SCHNEIDER ELECTRIC SE: REVENUE SHARE, BY REGION, 2019 (%)

FIGURE 94.R&D EXPENDITURE, 2018–2019 ($MILLION)

FIGURE 95.SOFTWARE AG: REVENUE, 2017–2019 ($MILLION)

FIGURE 96.SOFTWARE AG: REVENUE SHARE, BY SEGMENT, 2019 (%)

FIGURE 97.SOFTWARE AG: REVENUE SHARE, BY REGION, 2019 (%