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Predictive Maintenance Market
Predictive Maintenance Market by Offering (Software, Hardware), Deployment Mode, Organization Size, Technology (IoT, AI & ML), Application (Oil Analysis, Temperature Monitoring), End-use Industry, and Geography - Global Forecast to 2031
Report ID:MRICT - 1041253 Pages: 300 Jun-2024 Formats*: PDF Category: Information and Communications Technology Delivery: 24 to 72 HoursPredictive Maintenance Market Size & Forecast
The Predictive Maintenance Market is projected to reach $79.1 Billion by 2031, at a CAGR of 30.9% from 2024 to 2031. The growth of the predictive maintenance market is driven by the growing need to lower maintenance costs and improve asset performance and the increasing adoption of predictive maintenance in complex infrastructure systems. Furthermore, the expansion of predictive maintenance solutions in healthcare devices and navigation systems is expected to generate growth opportunities for the players operating in this market.
Predictive Maintenance Market Growth Drivers
Growing Need to Lower Maintenance Costs and Improve Asset Performance
Predictive maintenance is growingly used in industries to lower maintenance costs and to improve asset performance. There are several technologies used in predictive maintenance, such as data analytics and machine learning, condition monitoring, and performance optimizations. Using these technologies organizations are effectively lower maintenance costs, enhance asset reliability, and achieve operational efficiency through predictive maintenance practices. Moreover, predictive maintenance helps to reduce unplanned downtime and associated costs by addressing maintenance needs and optimizes spare parts inventory and procurement through predictive maintenance forecasting.
Additionally, with the increasing use of advanced technologies and the growing adoption of Industry 4.0, several companies are launching predictive maintenance solutions for organizations. For instanc, in October 2021, ABB Ltd (Switzerland) launched ABB Ability Genix, an asset performance management suite that brings next-generation AI-based predictive maintenance, asset reliability, and integrity insights to process and utility industries. Genix APM is an enterprise-grade application to monitor assets, prescribe maintenance actions, improve equipment utilization, and support lifecycle analysis and capital planning. Such growing developments help to increase the demand for predictive maintenance to lower the cost of maintenance and improve asset performance during the forecast period.
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Increasing Adoption of Predictive Maintenance in Complex Infrastructure Systems
The complex infrastructure systems comprise diverse equipment and components in predictive maintenance solutions that help to maintain this equipment on a regular basis. The predictive maintenance of IoT sensors and data collection mechanisms across these systems create a comprehensive dataset. Predictive maintenance helps to apply analytical techniques such as machine learning algorithms to analyze large volumes of data effectively. Additionally, it helps to develop predictive models that anticipate equipment failures or performance degradation based on historical patterns and real-time data. Predictive maintenance utilizes real-time monitoring technologies to continuously assess the condition of critical infrastructure components.
Additionally, the growing adoption of predictive maintenance solutions for risk assessment and mitigations to identify potential failure modes and prioritize assets based on criticality. The integration of predictive maintenance practices with asset management systems to streamline workflows and improve resource allocation. These solutions help to ensure seamless communication between predictive maintenance tools and other operational systems for coordinated maintenance activities. Thus, by addressing these factors, organizations can successfully increase the adoption of predictive maintenance in complex infrastructure systems.
Predictive Maintenance Market Trends
Integration of Digital Twins and Augmented Reality (AR)
The integration of digital twins and augmented reality (AR) plays a crucial role in enhancing predictive maintenance in complex infrastructure systems. The integration of AR in predictive maintenance helps to simulate maintenance procedures in a safe virtual environment, allowing technicians to practice and familiarize themselves with tasks before performing them on actual equipment. Additionally, the integration of AR helps visualize data from digital twins in a user-friendly manner that allows maintenance teams to quickly interpret complex information and make informed decisions. Thus, the growing integration of AR helps to reduce unplanned downtime, optimize spare parts inventory, and extend the lifespan of critical infrastructure assets.
Moreover, digital twins are virtual representations of physical assets or systems. They simulate real-world conditions and behaviors that allow predictive analysis and scenario testing without impacting actual operations. Digital twins gather data from sensors embedded in physical assets. This real-time data is crucial for predictive maintenance, as it provides insights into current conditions and performance metrics. With the growing integration of AR and digital twins, several companies are partnering to launch predictive maintenance solutions using digital twins. For instance, in March 2023, Modelon, Inc. (Sweden) partnered with Iquant LLC (U.S.) to deliver digital twin solutions for predictive maintenance of power plants and energy infrastructure. Modelon’s technology accurately models physical systems, allowing for the analysis of a real asset, including fluid dynamic behavior, heat transfer, and mechanical dynamics. Such growing developments help to increase the demand for digital twins and AR for predictive maintenance.
Predictive Maintenance Analysis: Key Findings
By Offering: In 2024, the Software Segment to Dominate the Predictive Maintenance Market
Based on offering, the predictive maintenance market is segmented into software, hardware, and services. In 2024, the software segment is expected to account for the largest share of above 81.0% of the predictive maintenance market. The segment's large market share is attributed to the growing need to lower maintenance costs, the growing adoption of predictive maintenance software to ensure compliance by providing documentation of maintenance activities and adherence to maintenance schedules; and the increasing use of predictive maintenance to provide valuable insights into equipment performance, trends, and patterns for decision making and optimization of maintenance strategies.
However, the services segment is expected to register the highest CAGR during the forecast period. The growth of this segment is attributed to the adoption of predictive maintenance services to analyze equipment data and identify potential issues, and the growing need to lower overall maintenance costs. Predictive maintenance services help to create a safer work environment for employees by reducing the risk of unexpected equipment failures and the growing integration of IoT, AI, and Ml in predictive maintenance to provide real-time monitoring of equipment performance, contributing to the segment's high growth.
By Deployment Mode: In 2024, the Cloud-based Deployments Segment to Dominate the Predictive Maintenance Market
Based on deployment mode, the predictive maintenance market is segmented into cloud-based deployments and on-premise deployments. In 2024, the cloud-based deployments segment is expected to account for the larger share of above 58.0% of the predictive maintenance market. The segment's large market share is attributed to the growing adoption of cloud-based solutions to scale up or down based on the needs of the business; the increasing use of cloud-based predictive maintenance to analyze large volumes of data in real-time and leverages the scalability of cloud computing resources; and cloud-based platforms offering advanced analytics capabilities, including machine learning and predictive modeling.
Also, this segment is expected to register the highest CAGR during the forecast period.
By Organization Size: In 2024, the Large Enterprises Segment to Dominate the Predictive Maintenance Market
Based on organization size, the predictive maintenance market is segmented into large enterprises and small & medium-sized enterprises. In 2024, the large enterprises segment is expected to account for the larger share of above 74.0% of the predictive maintenance market. The segment's large market share is attributed to the growing adoption of predictive maintenance to avoid costly unplanned downtime and repairs. Predictive maintenance is used in large enterprises to monitor equipment health in real time, identify performance degradation, and take proactive measures to maintain optimal operating conditions.
However, the small & medium-sized enterprises segment is expected to register the highest CAGR during the forecast period. The growth of this segment is attributed to the growing adoption of predictive maintenance to reduce the burden on maintenance staff by automating the monitoring and analysis of equipment health. Predictive maintenance helps SMEs to meet regulatory requirements by ensuring that equipment is properly maintained and operating within prescribed limits, and the rising use of predictive maintenance in SMEs to enhance their operational efficiency, mitigate risks, and position themselves for long-term sustainability.
By Technology: In 2024, the IoT Segment to Dominate the Predictive Maintenance Market
Based on technology, the predictive maintenance market is segmented into internet of things (IoT), AI and machine learning, cloud connectivity, modern database and ERP, advanced analytics, and digital twins. In 2024, the IoT segment is expected to account for the largest share of the predictive maintenance market. The segment's large market share is attributed to the growing use of IoT-based predictive maintenance to predict equipment failures and improve technician efficiency by providing real-time information about equipment performance.
However, the AI and machine learning segment is expected to register the highest CAGR during the forecast period. This segment's growth is attributed to the growing adoption of AI and ML in predictive maintenance for real-time analytics. AI-based predictive maintenance contributes to energy savings and reduces the environmental footprint of industrial operations. AI and ML algorithms analyze large volumes of data from sensors, equipment logs, and other sources to identify patterns and trends, also contributing to the segment’s high growth.
By Application: In 2024, the Temperature Monitoring Segment to Dominate the Predictive Maintenance Market
Based on application, the predictive maintenance market is segmented into vibration analysis, oil analysis, acoustics monitoring, motor circuit analysis, infrared thermography, temperature monitoring, and other applications. In 2024, the temperature monitoring segment is expected to account for the largest share of above 26.0% of the predictive maintenance market. The segment's large market share is attributed to the growing adoption of predictive maintenance for equipment failures or malfunctions for early intervention, energy savings, reduced operating costs of equipment, and the rising use of predictive maintenance to provide notification to maintenance personnel for investigation and preventive action.
However, the vibration analysis segment is expected to register the highest CAGR during the forecast period. The growth of this segment is attributed to the growing adoption of predictive maintenance for vibration analysis to detect, measure, and analyze vibration in rotating parts of machinery and the rising use of predictive maintenance to control downtime and maintenance processes and enhance product quality with machinery running at rated tolerances more consistently.
By End-use Industry: In 2024, the Manufacturing Segment to Dominate the Predictive Maintenance Market
Based on end-use industry, the predictive maintenance market is segmented into manufacturing, energy & utilities, automotive & transportation, aerospace & defense, oil & gas, healthcare, construction & mining, IT & telecom, and other end-use industries. In 2024, the manufacturing segment is expected to account for the largest share of above 30.0% of the predictive maintenance market. The segment's large market share is attributed to the growing adoption of predictive maintenance to avoid costs associated with unscheduled downtime and the increasing adoption of Industry 4.0 for manufacturing to increase production efficiency and reduce costs.
However, the healthcare segment is expected to register the highest CAGR during the forecast period. This segment's growth is attributed to the growing use of IoT and telematics in healthcare facilities and the increasing use of predictive maintenance to collect data on parameters such as temperature, pressure, and electrical current of medical equipment.
Geographical Analysis
In 2024, North America to Dominate the Predictive Maintenance Market
In 2024, North America is expected to account for the largest share of above 33.0% of the predictive maintenance market. North America’s significant market share can be attributed to the increasing demand for predictive maintenance in the healthcare sector, the growing demand to reduce equipment failure, maintenance costs, and downtime, the rising adoption of advanced technology such as IoT, AI, and ML; and the increasing the number of industries in North America to meet demand and supply.
However, the Asia-Pacific market is expected to register the highest CAGR of above 32.0% during the forecast period. This region's growth is attributed to the growing expansion of small & medium-sized industries, the growing industrialization coupled with increasing government initiatives, the growing need to lower maintenance costs and improve asset performance, and the emergence of industry 4.0 in the manufacturing landscape in various countries such as China, India, and Japan.
Predictive Maintenance Market: Key Companies
The report offers a competitive analysis based on an extensive assessment of the leading players’ product portfolios, geographic presence, and key growth strategies adopted in the last 3–to 4 years. Some of the key players operating in the predictive maintenance market are International Business Machines Corporation (U.S.), ABB Ltd (Switzerland), Hitachi, Ltd. (Japan), Siemens AG (Germany), Amazon Web Services, Inc. (A Subsidiary of Amazon.com, Inc.) (U.S.), Google LLC (A Subsidiary of Alphabet Inc.) (U.S.), Microsoft Corporation (U.S.), Emerson Electric Co. (U.S.), Oracle Corporation (U.S.), Splunk Inc. (A Subsidiary of Cisco Systems, Inc.) (U.S.), Axiomtek Co., Ltd. (Taiwan), Presage Insights pvt ltd (India), XMPro Inc. (U.S.), Faclon Labs Private Limited (India), and SenseGrow Inc. (U.S.).
Predictive Maintenance Industry Overview: Latest Developments from Key Industry Players
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In July 2022, CemAI, Inc. (U.S.) launched artificial intelligence (AI) solutions for cement plants with a predictive maintenance solution that combines proprietary licensed software with a continuous monitoring and incident resolution service for cement manufacturing lines.
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In January 2022, Bigfinite Inc. (Aizon) (U.S.) launched its new asset monitoring application for pharmaceutical manufacturers and biotech companies. Aizon’s GxP-compliant AI SaaS Platform, Aizon Asset Health, provides intelligent historical maintenance analysis, proactively monitors the condition of critical assets in real time, and identifies potential problems.
- In January 2022, Telefónica Tech S.L.U. (Spain) signed an agreement with Grupo Álava Ingenieros SL (Spain) to launch a predictive maintenance solution that will provide industrial companies with an advanced data platform with which to optimize their activity by being able to anticipate possible faults or defects in machinery through a predictive maintenance plan.
Predictive Maintenance Market Research Summary
|
Particulars |
Details |
|
Number of Pages |
300 |
|
Format |
|
|
Forecast Period |
2024–2031 |
|
Base Year |
2023 |
|
CAGR (Value) |
30.9% |
|
Market Size (Value) |
USD 79.1 Billion by 2031 |
|
Segments Covered |
By Offering
By Deployment Mode
By Organization Size
By Technology
By Application
By End-use Industry
|
|
Countries Covered |
North America (U.S., Canada), Europe (Germany, U.K., France, Italy, Netherlands, Spain, Sweden, and Rest of Europe), Asia-Pacific (China, India, Japan, South Korea, Singapore, Australia & New Zealand, Indonesia, and Rest of Asia-Pacific), Latin America (Brazil, Mexico, and Rest of Latin America), and the Middle East & Africa (Saudi Arabia, UAE, Israel, and Rest of the Middle East & Africa) |
|
Key Companies |
International Business Machines Corporation (U.S.), ABB Ltd (Switzerland), Hitachi, Ltd. (Japan), Siemens AG (Germany), Amazon Web Services, Inc. (A Subsidiary of Amazon.com, Inc.) (U.S.), Google LLC (A Subsidiary of Alphabet Inc.) (U.S.), Microsoft Corporation (U.S.), Emerson Electric Co. (U.S.), Oracle Corporation (U.S.), Splunk Inc. (A Subsidiary of Cisco Systems, Inc.) (U.S.), Axiomtek Co., Ltd. (Taiwan), Presage Insights pvt ltd (India), XMPro Inc. (U.S.), Faclon Labs Private Limited (India), and SenseGrow Inc. (U.S.). |
Key questions answered in the predictive maintenance market report:
The predictive maintenance market study focuses on market assessment and opportunity analysis through the sales of predictive maintenance offerings across different regions and market segmentations. This study is also focused on competitive analysis for predictive maintenance based on an extensive assessment of the leading players’ product portfolios, geographic presence, and key growth strategies.
The predictive maintenance market is projected to reach $79.1 billion by 2031, at a CAGR of 30.9% from 2024 to 2031.
In 2024, the IoT segment is expected to account for the largest share of the predictive maintenance market. The segment's large market share is attributed to the growing use of IoT-based predictive maintenance to predict equipment failures and improve technician efficiency by providing real-time information about equipment performance.
The vibration analysis segment is expected to register the highest CAGR during the forecast period. This segment's growth is attributed to the growing adoption of predictive maintenance for vibration analysis to detect, measure, and analyze vibration in rotating parts of machinery; the rising use of predictive maintenance to control downtime and maintenance processes and enhance product quality with machinery running at rated tolerances more consistently.
The growth of the predictive maintenance market is driven by the growing need to lower maintenance costs and improve asset performance and the increasing adoption of predictive maintenance in complex infrastructure systems. Furthermore, the expansion of predictive maintenance solutions in healthcare devices and navigation systems is expected to generate growth opportunities for the players operating in this market.
The key players operating in the predictive maintenance market International Business Machines Corporation (U.S.), ABB Ltd (Switzerland), Hitachi, Ltd. (Japan), Siemens AG (Germany), Amazon Web Services, Inc. (A Subsidiary of Amazon.com, Inc.) (U.S.), Google LLC (A Subsidiary of Alphabet Inc.) (U.S.), Microsoft Corporation (U.S.), Emerson Electric Co. (U.S.), Oracle Corporation (U.S.), Splunk Inc. (A Subsidiary of Cisco Systems, Inc.) (U.S.), Axiomtek Co., Ltd. (Taiwan), Presage Insights pvt ltd (India), XMPro Inc. (U.S.), Faclon Labs Private Limited (India), and SenseGrow Inc. (U.S.).
The Asia-Pacific region is expected to register the highest CAGR of above 32.0% during the forecast period. This market's growth is attributed to the growing expansion of small & medium-sized industries, the growing industrialization coupled with increasing government initiatives, the growing need to lower maintenance costs and improve asset performance, and the rising emergence of Industry 4.0 in the manufacturing landscape in various countries such as China, India, and Japan.
1. Introduction
1.1. Market Definition & Scope
1.2. Currency & Limitations
1.2.1. Currency
1.2.2. Limitations
2. Research Methodology
2.1. Research Approach
2.2. Process of Data Collection and Validation
2.2.1. Secondary Research
2.2.2. Primary Research /Interviews with Key Opinion Leaders of the Industry
2.3. Market Sizing and Forecast
2.3.1. Market Size Estimation Approach
2.3.2. Growth Forecast Approach
2.4. Assumptions for the Study
3. Executive Summary
3.1. Market Overview
3.2. Market Analysis, by Offering
3.3. Market Analysis, by Deployment Mode
3.4. Market Analysis, by Organization Size
3.5. Market Analysis, by Technology
3.6. Market Analysis, by Application
3.7. Market Analysis, by End-use Industry
3.8. Market Analysis, by Geography
3.9. Competitive Analysis
4. Market Insights
4.1. Overview
4.2. Factors Affecting Market Growth
4.2.1. Drivers
4.2.1.1. Growing Need to Lower Maintenance Costs and Improve Asset Performance
4.2.1.2. Increasing Adoption of Predictive Maintenance in Complex Infrastructure Systems
4.2.2. Restraints
4.2.2.1. Data Privacy and Security
4.2.3. Opportunities
4.2.3.1. Expansion of Predictive Maintenance Solutions in Healthcare Devices and Navigation Systems
4.2.4. Challenges
4.2.4.1. Lack of Skilled Workforce
4.3. Key Trends
4.3.1. Integration of Digital Twins and Augmented Reality (AR)
4.4. Case Studies
4.4.1. Case Study A
4.4.2. Case Study B
4.4.3. Case Study C
4.5. Value Chain Analysis
5. Global Predictive Maintenance Market Assessment–by Offering
5.1. Overview
5.2. Software
5.3. Hardware
5.3.1. Sensors
5.3.1.1. Vibration Sensors
5.3.1.2. Temperature Sensors
5.3.1.3. Pressure Sensors
5.3.1.4. Acoustic Sensors
5.3.1.5. Ultrasonic Sensors
5.3.1.6. Other Sensors
5.3.2. Data Acquisition Systems
5.3.3. Connectivity Devices
5.3.4. Other Hardware
5.4. Services
5.4.1. Professional Services
5.4.2. Managed Services
6. Global Predictive Maintenance Market Assessment—by Deployment Mode
6.1. Overview
6.2. Cloud-based Deployments
6.3. On-premise Deployments
7. Global Predictive Maintenance Market Assessment–by Organization Size
7.1. Overview
7.2. Large Enterprises
7.3. Small & Medium-sized Enterprises
8. Global Predictive Maintenance Market Assessment–by Technology
8.1. Overview
8.2. Internet of Things (IoT)
8.3. AI and Machine Learning
8.4. Cloud Connectivity
8.5. Modern Database and ERP
8.6. Advanced Analytics
8.7. Digital Twins
9. Global Predictive Maintenance Market Assessment–by Application
9.1. Overview
9.2. Vibration Analysis
9.3. Oil Analysis
9.4. Acoustics Monitoring
9.5. Motor Circuit Analysis
9.6. Infrared Thermography
9.7. Temperature Monitoring
9.8. Other Applications
10. Global Predictive Maintenance Market Assessment–by End-use Industry
10.1. Overview
10.2. Manufacturing
10.3. Energy & Utilities
10.4. Automotive & Transportation
10.5. Aerospace & Defense
10.6. Oil & Gas
10.7. Healthcare
10.8. Construction & Mining
10.9. IT & Telecom
10.10. Other End-use Industries
11. Predictive Maintenance Market Assessment–by Geography
11.1. Overview
11.2. North America
11.2.1. U.S.
11.2.2. Canada
11.3. Europe
11.3.1. Germany
11.3.2. U.K.
11.3.3. France
11.3.4. Italy
11.3.5. Netherlands
11.3.6. Spain
11.3.7. Sweden
11.3.8. Rest of Europe
11.4. Asia-Pacific
11.4.1. Japan
11.4.2. China
11.4.3. India
11.4.4. South Korea
11.4.5. Singapore
11.4.6. Australia & New Zealand
11.4.7. Indonesia
11.4.8. Rest of Asia-Pacific
11.5. Latin America
11.5.1. Mexico
11.5.2. Brazil
11.5.3. Rest of Latin America
11.6. Middle East & Africa
11.6.1. UAE
11.6.2. Saudi Arabia
11.6.3. Israel
11.6.4. Rest of Middle East & Africa
12. Competition Analysis
12.1. Overview
12.2. Key Growth Strategies
12.3. Competitive Benchmarking
12.4. Competitive Dashboard
12.4.1. Industry Leaders
12.4.2. Market Differentiators
12.4.3. Vanguards
12.4.4. Emerging Companies
12.5. Market Ranking, by Key Players
13. Company Profiles (Company Overview, Financial Overview, Product Portfolio, and Strategic Developments)
13.1. International Business Machines Corporation
13.2. ABB Ltd
13.3. Hitachi, Ltd.
13.4. Siemens AG
13.5. Amazon Web Services, Inc. (A Subsidiary of Amazon.com, Inc.)
13.6. Google LLC (A Subsidiary of Alphabet Inc.)
13.7. Microsoft Corporation
13.8. Emerson Electric Co.
13.9. Oracle Corporation
13.10. Splunk Inc. (A Subsidiary of Cisco Systems, Inc.)
13.11. Axiomtek Co., Ltd.
13.12. Presage Insights pvt ltd
13.13. XMPro Inc.
13.14. Faclon Labs Private Limited
13.15. SenseGrow Inc.
(Note: SWOT analyses of the top 5 companies will be provided.)
14. Appendix
14.1. Available Customization
14.2. Related Reports
List of Tables
Table 1 Currency Conversion Rate (2018–2022)
Table 2 Global Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 3 Global Predictive Maintenance Software Market –by Country/Region, 2022–2031 (USD Million)
Table 4 Global Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 5 Global Predictive Maintenance Hardware Market –by Country/Region, 2022–2031 (USD Million)
Table 6 Global Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 7 Global Predictive Maintenance Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 8 Global Vibration Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 9 Global Temperature Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 10 Global Pressure Sensors Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 11 Global Acoustic Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 12 Global Ultrasonic Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 13 Global Other Sensors Market –by Country/Region, 2022–2031 (USD Million)
Table 14 Global Predictive Maintenance Data Acquisition Systems Market –by Country/Region, 2022–2031 (USD Million)
Table 15 Global Predictive Maintenance Connectivity Devices Market –by Country/Region, 2022–2031 (USD Million)
Table 16 Global Predictive Maintenance Other Hardware Market –by Country/Region, 2022–2031 (USD Million)
Table 17 Global Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 18 Global Predictive Maintenance Services Market –by Country/Region, 2022–2031 (USD Million)
Table 19 Global Predictive Maintenance Professional Services Market –by Country/Region, 2022–2031 (USD Million)
Table 20 Global Predictive Maintenance Managed Services Market –by Country/Region, 2022–2031 (USD Million)
Table 21 Global Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 22 Global Cloud-based Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 23 Global On-premise Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 24 Global Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 25 Global Predictive Maintenance Market for Large Enterprises –by Country/Region, 2022–2031 (USD Million)
Table 26 Global Predictive Maintenance Market for Small & Medium-sized Enterprises –by Country/Region, 2022–2031 (USD Million)
Table 27 Global Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 28 Global IoT-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 29 Global AI and Machine Learning-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 30 Global Cloud Connectivity-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 31 Global Modern Database and ERP-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 32 Global Advanced Analytics-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 33 Global Digital Twins-enabled Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 34 Global Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 35 Global Predictive Maintenance Market for Vibration Analysis –by Country/Region, 2022–2031 (USD Million)
Table 36 Global Predictive Maintenance Market for Oil Analysis –by Country/Region, 2022–2031 (USD Million)
Table 37 Global Predictive Maintenance Market for Acoustics Monitoring –by Country/Region, 2022–2031 (USD Million)
Table 38 Global Predictive Maintenance Market for Motor Circuit Analysis –by Country/Region, 2022–2031 (USD Million)
Table 39 Global Predictive Maintenance Market for Infrared Thermography –by Country/Region, 2022–2031 (USD Million)
Table 40 Global Predictive Maintenance Market for Temperature Monitoring –by Country/Region, 2022–2031 (USD Million)
Table 41 Global Predictive Maintenance Market for Other Applications –by Country/Region, 2022–2031 (USD Million)
Table 42 Global Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 43 Global Predictive Maintenance Market for Manufacturing –by Country/Region, 2022–2031 (USD Million)
Table 44 Global Predictive Maintenance Market for Energy & Utilities –by Country/Region, 2022–2031 (USD Million)
Table 45 Global Predictive Maintenance Market for Automotive & Transportation –by Country/Region, 2022–2031 (USD Million)
Table 46 Global Predictive Maintenance Market for Aerospace & Defense –by Country/Region, 2022–2031 (USD Million)
Table 47 Global Predictive Maintenance Market for Oil & Gas –by Country/Region, 2022–2031 (USD Million)
Table 48 Global Predictive Maintenance Market for Healthcare –by Country/Region, 2022–2031 (USD Million)
Table 49 Global Predictive Maintenance Market for Construction & Mining –by Country/Region, 2022–2031 (USD Million)
Table 50 Global Predictive Maintenance Market for IT & Telecom –by Country/Region, 2022–2031 (USD Million)
Table 51 Global Predictive Maintenance Market for Other End-use Industries –by Country/Region, 2022–2031 (USD Million)
Table 52 Global Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 53 North America: Predictive Maintenance Market –by Country, 2022–2031 (USD Million)
Table 54 North America: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 55 North America: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 56 North America: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 57 North America: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 58 North America: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 59 North America: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 60 North America: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 61 North America: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 62 North America: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 63 U.S.: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 64 U.S.: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 65 U.S.: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 66 U.S.: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 67 U.S.: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 68 U.S.: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 69 U.S.: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 70 U.S.: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 71 U.S.: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 72 Canada: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 73 Canada: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 74 Canada: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 75 Canada: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 76 Canada: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 77 Canada: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 78 Canada: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 79 Canada: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 80 Canada: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 81 Europe: Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 82 Europe: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 83 Europe: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 84 Europe: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 85 Europe: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 86 Europe: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 87 Europe: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 88 Europe: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 89 Europe: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 90 Europe: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 91 Germany: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 92 Germany: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 93 Germany: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 94 Germany: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 95 Germany: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 96 Germany: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 97 Germany: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 98 Germany: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 99 Germany: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 100 U.K.: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 101 U.K.: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 102 U.K.: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 103 U.K.: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 104 U.K.: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 105 U.K.: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 106 U.K.: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 107 U.K.: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 108 U.K.: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 109 France: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 110 France: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 111 France: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 112 France: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 113 France: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 114 France: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 115 France: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 116 France: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 117 France: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 118 Italy: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 119 Italy: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 120 Italy: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 121 Italy: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 122 Italy: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 123 Italy: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 124 Italy: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 125 Italy: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 126 Italy: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 127 Netherlands: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 128 Netherlands: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 129 Netherlands: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 130 Netherlands: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 131 Netherlands: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 132 Netherlands: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 133 Netherlands: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 134 Netherlands: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 135 Netherlands: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 136 Spain: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 137 Spain: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 138 Spain: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 139 Spain: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 140 Spain: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 141 Spain: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 142 Spain: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 143 Spain: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 144 Spain: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 145 Sweden: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 146 Sweden: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 147 Sweden: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 148 Sweden: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 149 Sweden: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 150 Sweden: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 151 Sweden: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 152 Sweden: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 153 Sweden: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 154 Rest of Europe: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 155 Rest of Europe: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 156 Rest of Europe: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 157 Rest of Europe: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 158 Rest of Europe: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 159 Rest of Europe: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 160 Rest of Europe: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 161 Rest of Europe: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 162 Rest of Europe: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 163 Asia-Pacific: Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 164 Asia-Pacific: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 165 Asia-Pacific: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 166 Asia-Pacific: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 167 Asia-Pacific: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 168 Asia-Pacific: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 169 Asia-Pacific: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 170 Asia-Pacific: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 171 Asia-Pacific: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 172 Asia-Pacific: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 173 Japan: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 174 Japan: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 175 Japan: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 176 Japan: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 177 Japan: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 178 Japan: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 179 Japan: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 180 Japan: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 181 Japan: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 182 China: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 183 China: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 184 China: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 185 China: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 186 China: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 187 China: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 188 China: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 189 China: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 190 China: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 191 India: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 192 India: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 193 India: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 194 India: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 195 India: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 196 India: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 197 India: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 198 India: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 199 India: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 200 South Korea: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 201 South Korea: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 202 South Korea: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 203 South Korea: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 204 South Korea: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 205 South Korea: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 206 South Korea: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 207 South Korea: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 208 South Korea: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 209 Singapore: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 210 Singapore: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 211 Singapore: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 212 Singapore: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 213 Singapore: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 214 Singapore: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 215 Singapore: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 216 Singapore: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 217 Singapore: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 218 Australia & New Zealand: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 219 Australia & New Zealand: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 220 Australia & New Zealand: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 221 Australia & New Zealand: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 222 Australia & New Zealand: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 223 Australia & New Zealand: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 224 Australia & New Zealand: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 225 Australia & New Zealand: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 226 Australia & New Zealand: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 227 Indonesia: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 228 Indonesia: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 229 Indonesia: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 230 Indonesia: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 231 Indonesia: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 232 Indonesia: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 233 Indonesia: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 234 Indonesia: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 235 Indonesia: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 236 Rest of Asia-Pacific: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 237 Rest of Asia-Pacific: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 238 Rest of Asia-Pacific: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 239 Rest of Asia-Pacific: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 240 Rest of Asia-Pacific: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 241 Rest of Asia-Pacific: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 242 Rest of Asia-Pacific: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 243 Rest of Asia-Pacific: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 244 Rest of Asia-Pacific: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 245 Latin America: Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 246 Latin America: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 247 Latin America: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 248 Latin America: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 249 Latin America: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 250 Latin America: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 251 Latin America: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 252 Latin America: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 253 Latin America: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 254 Latin America: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 255 Mexico: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 256 Mexico: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 257 Mexico: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 258 Mexico: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 259 Mexico: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 260 Mexico: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 261 Mexico: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 262 Mexico: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 263 Mexico: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 264 Brazil: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 265 Brazil: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 266 Brazil: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 267 Brazil: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 268 Brazil: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 269 Brazil: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 270 Brazil: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 271 Brazil: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 272 Brazil: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 273 Rest of Latin America: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 274 Rest of Latin America: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 275 Rest of Latin America: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 276 Rest of Latin America: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 277 Rest of Latin America: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 278 Rest of Latin America: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 279 Rest of Latin America: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 280 Rest of Latin America: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 281 Rest of Latin America: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 282 Middle East & Africa: Predictive Maintenance Market –by Country/Region, 2022–2031 (USD Million)
Table 283 Middle East & Africa: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 284 Middle East & Africa: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 285 Middle East & Africa: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 286 Middle East & Africa: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 287 Middle East & Africa: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 288 Middle East & Africa: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 289 Middle East & Africa: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 290 Middle East & Africa: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 291 Middle East & Africa: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 292 UAE: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 293 UAE: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 294 UAE: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 295 UAE: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 296 UAE: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 297 UAE: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 298 UAE: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 299 UAE: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 300 UAE: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 301 Saudi Arabia: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 302 Saudi Arabia: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 303 Saudi Arabia: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 304 Saudi Arabia: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 305 Saudi Arabia: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 306 Saudi Arabia: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 307 Saudi Arabia: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 308 Saudi Arabia: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 309 Saudi Arabia: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 310 Israel: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 311 Israel: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 312 Israel: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 313 Israel: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 314 Israel: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 315 Israel: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 316 Israel: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 317 Israel: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 318 Israel: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 319 Rest of Middle East & Africa: Predictive Maintenance Market –by Offering, 2022–2031 (USD Million)
Table 320 Rest of Middle East & Africa: Predictive Maintenance Hardware Market –by Type, 2022–2031 (USD Million)
Table 321 Rest of Middle East & Africa: Predictive Maintenance Sensors Market –by Type, 2022–2031 (USD Million)
Table 322 Rest of Middle East & Africa: Predictive Maintenance Services Market –by Type, 2022–2031 (USD Million)
Table 323 Rest of Middle East & Africa: Predictive Maintenance Market –by Deployment Mode, 2022–2031 (USD Million)
Table 324 Rest of Middle East & Africa: Predictive Maintenance Market –by Organization Size, 2022–2031 (USD Million)
Table 325 Rest of Middle East & Africa: Predictive Maintenance Market –by Technology, 2022–2031 (USD Million)
Table 326 Rest of Middle East & Africa: Predictive Maintenance Market –by Application, 2022–2031 (USD Million)
Table 327 Rest of Middle East & Africa: Predictive Maintenance Market –by End-use Industry, 2022–2031 (USD Million)
Table 328 Recent Developments by Major Market Players (2021–2024)
Table 329 Market Ranking, by Key Players
List of Figures
Figure 1 Market Ecosystem
Figure 2 Key Stakeholders
Figure 3 Research Process
Figure 4 Key Secondary Sources
Figure 5 Primary Research Techniques
Figure 6 Key Executives Interviewed
Figure 7 Breakdown of Primary Interviews (Supply-side & Demand-side)
Figure 8 Market Sizing and Growth Forecast Approach
Figure 9 Key Insights
Figure 10 In 2024, the Software Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 11 In 2024, the Cloud-based Deployments Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 12 In 2024, the Large Enterprises Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 13 In 2024, the Internet of Things (IoT) Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 14 In 2024, the Temperature Monitoring Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 15 In 2024, the Manufacturing Segment is Expected to Dominate the Global Predictive Maintenance Market
Figure 16 Global Predictive Maintenance Market, by Region (2024 Vs. 2031)
Figure 17 Impact Analysis Of Market Dynamics
Figure 18 Global Predictive Maintenance Market, by Offering, 2024 Vs. 2031 (USD Million)
Figure 19 Global Predictive Maintenance Market, by Deployment Mode, 2024 Vs. 2031 (USD Million)
Figure 20 Global Predictive Maintenance Market, by Organization Size, 2024 Vs. 2031 (USD Million)
Figure 21 Global Predictive Maintenance Market, by Technology, 2024 Vs. 2031 (USD Million)
Figure 22 Global Predictive Maintenance Market, by Application, 2024 Vs. 2031 (USD Million)
Figure 23 Global Predictive Maintenance Market, by End-use Industry, 2024 Vs. 2031 (USD Million)
Figure 24 Global Predictive Maintenance Market, by Geography, 2024 Vs. 2031 (USD Million)
Figure 25 Geographic Snapshot: Predictive Maintenance Market In North America
Figure 26 Geographic Snapshot: Predictive Maintenance Market In Europe
Figure 27 Geographic Snapshot: Predictive Maintenance Market In Asia-Pacific
Figure 28 Geographic Snapshot: Predictive Maintenance Market In Latin America
Figure 29 Geographic Snapshot: Predictive Maintenance Market In Middle East & Africa
Figure 30 Growth Strategies Adopted by Leading Market Player (2021–2024)
Figure 31 Competitive Benchmarking Analysis (2021–2024)
Figure 32 Competitive Dashboard: Predictive Maintenance Market
Figure 33 International Business Machines Corporation: Financial Overview (2022)
Figure 34 ABB Ltd: Financial Overview (2022)
Figure 35 Hitachi, Ltd.: Financial Overview (2022)
Figure 36 Siemens AG: Financial Overview (2022)
Figure 37 Amazon.com, Inc.: Financial Overview (2022)
Figure 38 Alphabet Inc.: Financial Overview (2022)
Figure 39 Microsoft Corporation: Financial Overview (2022)
Figure 40 Emerson Electric Co.: Financial Overview (2022)
Figure 41 Oracle Corporation: Financial Overview (2022)
Figure 42 Cisco Systems, Inc: Financial Overview (2022)
Figure 43 Axiomtek Co., Ltd.: Financial Overview (2022)
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