運用予知保全の世界市場レポート 2024年

運用予知保全市場規模は、今後数年で飛躍的な成長が見込まれます。2028年には複合年間成長率（CAGR）26.3％で186億2,000万米ドルに成長します。予測期間中に予想される成長は、新たな産業や用途への拡大、事前予防的メンテナンス・ソリューションに対する需要の増加、新興国での市場浸透、予知保全手法の採用、持続可能性とエネルギー効率への取り組みへの注目の高まりなど、いくつかの要因によるものと考えられます。予測期間中に予想される主な動向には、IoTセンサーとデータ分析の統合、機械学習アルゴリズムの採用、さまざまな業界にわたるアプリケーションの拡大、クラウドベースのプラットフォームの開発、企業の資産管理システムとの統合などがあります。

運用予知保全市場の成長は、当面の間、IoT（モノのインターネット）デバイスの採用増加によって牽引されると予想されます。センサー、アクチュエーター、家電製品などのIoTデバイスは、ネットワークにワイヤレスで接続し、データを送信します。これは、高速インターネット接続の普及、産業オートメーション、サプライチェーン管理の進歩、データ分析機能によって促進されています。これらのデバイスは運用予知保全に不可欠であり、リアルタイムのモニタリング、データ分析、問題の早期発見、状態に応じたメンテナンス、予測的洞察、継続的改善を可能にします。これらの機器により、企業は資産パフォーマンスを最適化し、コストを削減し、経営効率を高めることができます。たとえば、Akamai Technologies Inc.は、IoT接続が2021年の151億から2025年には233億に増加すると予測しており、運用予知保全市場を牽引するIoTデバイスの普及が進んでいることを示しています。

運用予知保全市場の主要企業は、AIベースの予知保全ソリューションなどの革新的なAI技術を活用して、予知保全プロセスの精度、効率、有効性を高めています。これらのソリューションは、AIやML（機械学習）技術を活用し、インターネットベースのクラウド接続に依存することなく、ローカルで産業機器の状態を監視します。例えばQuickLogic Corporationは2021年5月、QuickLogic EOS S3 PlatformとSensiML Analytics Toolkitを活用したAIベースの予知保全ソリューションを発表しました。このソリューションは、AIとML技術を統合して製造装置を監視し、正常動作と異常動作を区別します。モバイル市場とIoTアプリケーション向けに設計されたこのプラットフォームは、低消費電力を実現し、幅広いオープンソースソフトウェアとハードウェアをサポートしているため、迅速で効率的なソリューション開発が容易になっています。

目次

第1章 エグゼクティブサマリー

第2章 市場の特徴

第3章 市場動向と戦略

第4章 マクロ経済シナリオ

• 高インフレが市場に与える影響
• ウクライナ・ロシア戦争が市場に与える影響
• COVID-19による市場への影響

第5章 世界の市場規模と成長

• 世界の運用予知保全市場促進要因と抑制要因
  • 市場の促進要因
  • 市場抑制要因
• 世界の運用予知保全市場の実績：規模と成長, 2018-2023
• 世界の運用予知保全市場の予測：規模と成長, 2023-2028, 2033F

第6章 市場セグメンテーション

• 世界の運用予知保全市場：タイプ別、実績と予測, 2018-2023, 2023-2028F, 2033F
• ソフトウェア
• サービス
• 世界の運用予知保全市場導入モデル別、実績と予測, 2018-2023, 2023-2028F, 2033F
• クラウド
• オンプレミス
• 世界の運用予知保全市場：技術別、実績と予測, 2018-2023, 2023-2028F, 2033F
• 機械学習
• ディープラーニング
• ビッグデータと分析
• 世界の運用予知保全市場：エンドユーザー別、実績と予測, 2018-2023, 2023-2028F, 2033F
• 公共部門
• 自動車
• 製造業
• ヘルスケア
• エネルギーとユーティリティ
• 輸送機関
• その他のエンドユーザー

第7章 地域別・国別分析

• 世界の運用予知保全市場：地域別、実績と予測, 2018-2023, 2023-2028F, 2033F
• 世界の運用予知保全市場：国別、実績と予測, 2018-2023, 2023-2028F, 2033F

第8章 アジア太平洋市場

第9章 中国市場

第10章 インド市場

第11章 日本市場

第12章 オーストラリア市場

第13章 インドネシア市場

第14章 韓国市場

第15章 西欧市場

第16章 英国市場

第17章 ドイツ市場

第18章 フランス市場

第19章 イタリア市場

第20章 スペイン市場

第21章 東欧市場

第22章 ロシア市場

第23章 北米市場

第24章 米国市場

第25章 カナダ市場

第26章 南米市場

第27章 ブラジル市場

第28章 中東市場

第29章 アフリカ市場

第30章 競合情勢と企業プロファイル

• 運用予知保全市場：競合情勢
• 運用予知保全市場：企業プロファイル
  • Google LLC
  • Microsoft Corporation
  • Robert Bosch GmbH
  • Hitachi Ltd.
  • Amazon Web Services Inc.

第31章 その他の大手企業と革新的企業

• The International Business Machines Corporation
• General Electric Company
• Schneider Electric SE
• SAP SE
• Svenska Kullagerfabriken AB
• Rockwell Automation Inc.
• SAS Institute Inc.
• Micro Focus
• Splunk Inc.
• PTC Inc.
• Software AG
• TIBCO Software Inc.
• C3.ai Inc
• Softweb Solutions Inc
• Fiix Software

第32章 競合ベンチマーキング

第33章 競合ダッシュボード

第34章 主要な合併と買収

第35章 将来の見通しと潜在的な分析

第36章 付録

Operational Predictive Maintenance (OPM) is a proactive maintenance strategy that leverages data analytics, machine learning, and predictive modeling techniques to forecast equipment failures or maintenance requirements before they occur. The objective of OPM is to minimize downtime, reduce maintenance costs, and optimize the efficiency and reliability of equipment and processes.

The primary types of Operational Predictive Maintenance include software and services. Software encompasses a collection of programs, instructions, and data that enable computers and other electronic devices to perform specific tasks, functions, or operations. It can be deployed in the cloud or on-premise and utilizes various technologies such as machine learning, deep learning, big data, and analytics. It is utilized by various end-users, including the public sector, automotive, manufacturing, healthcare, energy and utilities, transportation, and others.

The operational predictive maintenance market research report is one of a series of new reports from The Business Research Company that provides operational predictive maintenance market statistics, including operational predictive maintenance industry global market size, regional shares, competitors with an operational predictive maintenance market share, detailed operational predictive maintenance market segments, market trends and opportunities, and any further data you may need to thrive in the operational predictive maintenance industry. This operational predictive maintenance market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The operational predictive maintenance market size has grown exponentially in recent years. It will grow from $5.78 billion in 2023 to $7.31 billion in 2024 at a compound annual growth rate (CAGR) of 26.5%. The growth observed during the historic period can be attributed to several factors, including cost savings resulting from reduced downtime and maintenance costs, improved asset reliability and performance, enhanced safety and risk mitigation measures, regulatory compliance requirements, and a growing awareness of the benefits of predictive maintenance.

The operational predictive maintenance market size is expected to see exponential growth in the next few years. It will grow to $18.62 billion in 2028 at a compound annual growth rate (CAGR) of 26.3%. The anticipated growth in the forecast period can be attributed to several factors, including expansion into new industries and applications, increasing demand for proactive maintenance solutions, market penetration in emerging economies, adoption of predictive maintenance practices, and a heightened focus on sustainability and energy efficiency initiatives. Major trends expected in the forecast period include the integration of IoT sensors and data analytics, adoption of machine learning algorithms, expansion of applications across various industries, development of cloud-based platforms, and integration with enterprise asset management systems.

The growth of the operational predictive maintenance market is expected to be driven by the increasing adoption of IoT (Internet of Things) devices in the foreseeable future. IoT devices, including sensors, actuators, and appliances, connect wirelessly to networks and transmit data, facilitated by widespread high-speed internet connectivity, industrial automation, supply chain management advancements, and data analytics capabilities. These devices are integral to operational predictive maintenance, enabling real-time monitoring, data analytics, early issue detection, condition-based maintenance, predictive insights, and continuous improvement. They help organizations optimize asset performance, reduce costs, and enhance operating efficiency. For example, Akamai Technologies Inc. predicts that IoT connections will rise from 15.1 billion in 2021 to 23.3 billion by 2025, illustrating the increasing prevalence of IoT devices driving the operational predictive maintenance market.

Leading companies in the operational predictive maintenance market are leveraging innovative AI technologies, such as AI-based predictive maintenance solutions, to enhance the accuracy, efficiency, and effectiveness of predictive maintenance processes. These solutions utilize AI or ML (machine learning) technology to monitor industrial equipment condition locally, without relying on internet-based cloud connections. QuickLogic Corporation, for instance, introduced an AI-based predictive maintenance solution in May 2021, leveraging the QuickLogic EOS S3 Platform and SensiML Analytics Toolkit. This solution integrates AI and ML technology to monitor manufacturing equipment, distinguishing between normal and abnormal operations. The platform, designed for mobile markets and IoT applications, offers low-power consumption and supports a wide range of open-source software and hardware, facilitating rapid and efficient solution development.

In March 2023, Schaeffler Group, a German automotive industry company, acquired ECO-Adapt SAS to bolster its presence in the growing predictive maintenance market. This strategic move aims to expand Schaeffler's service offerings, strengthen its market position, and contribute to its customers' sustainable future. ECO-Adapt SAS, based in France, specializes in energy monitoring and predictive maintenance services.

Major companies operating in the operational predictive maintenance market are Google LLC, Microsoft Corporation, Robert Bosch GmbH, Hitachi Ltd., Amazon Web Services Inc., The International Business Machines Corporation, General Electric Company, Schneider Electric SE, SAP SE, Svenska Kullagerfabriken AB, Rockwell Automation Inc., SAS Institute Inc., Micro Focus, Splunk Inc., PTC Inc., Software AG, TIBCO Software Inc., C3.ai Inc, Softweb Solutions Inc, Fiix Software, Uptake Technologies Inc., eMaint Enterprises LLC, Seebo Interactive Ltd., Asystom, Ecolibrium Energy

North America was the largest region in the operational predictive maintenance market in 2023. The regions covered in the operational predictive maintenance market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the operational predictive maintenance market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The operational predictive maintenance market includes revenues earned by entities by providing services such as data analytics and modeling, predictive maintenance modeling, condition monitoring, failure prediction and diagnostics, performance monitoring and optimization, and training and support. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Operational Predictive Maintenance Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on operational predictive maintenance market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

• Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
• Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
• Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
• Measure the impact of high global inflation on market growth.
• Create regional and country strategies on the basis of local data and analysis.
• Identify growth segments for investment.
• Outperform competitors using forecast data and the drivers and trends shaping the market.
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• Benchmark performance against key competitors.
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• Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
• All data from the report will also be delivered in an excel dashboard format.

Where is the largest and fastest growing market for operational predictive maintenance ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The operational predictive maintenance market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

• The market characteristics section of the report defines and explains the market.
• The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
• The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

• Market segmentations break down the market into sub markets.
• The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
• The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
• The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:

• 1) By Type: Software; Services
• 2) By Deployment Model: Cloud; On-Premise
• 3) By Technology: Machine Learning; Deep Learning; Big Data And Analytics
• 4) By End User: Public Sector; Automotive; Manufacturing; Healthcare; Energy And Utility; Transportation; Other End Users
• Companies Mentioned: Google LLC; Microsoft Corporation; Robert Bosch GmbH; Hitachi Ltd.; Amazon Web Services Inc.
• Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
• Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
• Time series: Five years historic and ten years forecast.
• Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
• Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
• Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
• Delivery format: PDF, Word and Excel Data Dashboard.

Table of Contents

1. Executive Summary

2. Operational Predictive Maintenance Market Characteristics

3. Operational Predictive Maintenance Market Trends And Strategies

4. Operational Predictive Maintenance Market - Macro Economic Scenario

• 4.1. Impact Of High Inflation On The Market
• 4.2. Ukraine-Russia War Impact On The Market
• 4.3. COVID-19 Impact On The Market

5. Global Operational Predictive Maintenance Market Size and Growth

• 5.1. Global Operational Predictive Maintenance Market Drivers and Restraints
  • 5.1.1. Drivers Of The Market
  • 5.1.2. Restraints Of The Market
• 5.2. Global Operational Predictive Maintenance Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
• 5.3. Global Operational Predictive Maintenance Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Operational Predictive Maintenance Market Segmentation

• 6.1. Global Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Software
• Services
• 6.2. Global Operational Predictive Maintenance Market, Segmentation By Deployment Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Cloud
• On-Premise
• 6.3. Global Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Machine Learning
• Deep Learning
• Big Data And Analytics
• 6.4. Global Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Public Sector
• Automotive
• Manufacturing
• Healthcare
• Energy And Utility
• Transportation
• Other End Users

7. Operational Predictive Maintenance Market Regional And Country Analysis

• 7.1. Global Operational Predictive Maintenance Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 7.2. Global Operational Predictive Maintenance Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Operational Predictive Maintenance Market

• 8.1. Asia-Pacific Operational Predictive Maintenance Market Overview
• Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
• 8.2. Asia-Pacific Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.3. Asia-Pacific Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.4. Asia-Pacific Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Operational Predictive Maintenance Market

• 9.1. China Operational Predictive Maintenance Market Overview
• 9.2. China Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.3. China Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.4. China Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Operational Predictive Maintenance Market

• 10.1. India Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.2. India Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.3. India Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Operational Predictive Maintenance Market

• 11.1. Japan Operational Predictive Maintenance Market Overview
• 11.2. Japan Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.3. Japan Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.4. Japan Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Operational Predictive Maintenance Market

• 12.1. Australia Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.2. Australia Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.3. Australia Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Operational Predictive Maintenance Market

• 13.1. Indonesia Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.2. Indonesia Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.3. Indonesia Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Operational Predictive Maintenance Market

• 14.1. South Korea Operational Predictive Maintenance Market Overview
• 14.2. South Korea Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.3. South Korea Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.4. South Korea Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Operational Predictive Maintenance Market

• 15.1. Western Europe Operational Predictive Maintenance Market Overview
• 15.2. Western Europe Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.3. Western Europe Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.4. Western Europe Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Operational Predictive Maintenance Market

• 16.1. UK Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.2. UK Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.3. UK Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Operational Predictive Maintenance Market

• 17.1. Germany Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.2. Germany Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.3. Germany Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Operational Predictive Maintenance Market

• 18.1. France Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.2. France Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.3. France Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Operational Predictive Maintenance Market

• 19.1. Italy Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.2. Italy Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.3. Italy Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Operational Predictive Maintenance Market

• 20.1. Spain Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.2. Spain Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.3. Spain Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Operational Predictive Maintenance Market

• 21.1. Eastern Europe Operational Predictive Maintenance Market Overview
• 21.2. Eastern Europe Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.3. Eastern Europe Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.4. Eastern Europe Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Operational Predictive Maintenance Market

• 22.1. Russia Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.2. Russia Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.3. Russia Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Operational Predictive Maintenance Market

• 23.1. North America Operational Predictive Maintenance Market Overview
• 23.2. North America Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.3. North America Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.4. North America Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Operational Predictive Maintenance Market

• 24.1. USA Operational Predictive Maintenance Market Overview
• 24.2. USA Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.3. USA Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.4. USA Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Operational Predictive Maintenance Market

• 25.1. Canada Operational Predictive Maintenance Market Overview
• 25.2. Canada Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.3. Canada Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.4. Canada Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Operational Predictive Maintenance Market

• 26.1. South America Operational Predictive Maintenance Market Overview
• 26.2. South America Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.3. South America Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.4. South America Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Operational Predictive Maintenance Market

• 27.1. Brazil Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.2. Brazil Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.3. Brazil Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Operational Predictive Maintenance Market

• 28.1. Middle East Operational Predictive Maintenance Market Overview
• 28.2. Middle East Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.3. Middle East Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.4. Middle East Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Operational Predictive Maintenance Market

• 29.1. Africa Operational Predictive Maintenance Market Overview
• 29.2. Africa Operational Predictive Maintenance Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.3. Africa Operational Predictive Maintenance Market, Segmentation By Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.4. Africa Operational Predictive Maintenance Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Operational Predictive Maintenance Market Competitive Landscape And Company Profiles

• 30.1. Operational Predictive Maintenance Market Competitive Landscape
• 30.2. Operational Predictive Maintenance Market Company Profiles
  • 30.2.1. Google LLC
    • 30.2.1.1. Overview
    • 30.2.1.2. Products and Services
    • 30.2.1.3. Strategy
    • 30.2.1.4. Financial Performance
  • 30.2.2. Microsoft Corporation
    • 30.2.2.1. Overview
    • 30.2.2.2. Products and Services
    • 30.2.2.3. Strategy
    • 30.2.2.4. Financial Performance
  • 30.2.3. Robert Bosch GmbH
    • 30.2.3.1. Overview
    • 30.2.3.2. Products and Services
    • 30.2.3.3. Strategy
    • 30.2.3.4. Financial Performance
  • 30.2.4. Hitachi Ltd.
    • 30.2.4.1. Overview
    • 30.2.4.2. Products and Services
    • 30.2.4.3. Strategy
    • 30.2.4.4. Financial Performance
  • 30.2.5. Amazon Web Services Inc.
    • 30.2.5.1. Overview
    • 30.2.5.2. Products and Services
    • 30.2.5.3. Strategy
    • 30.2.5.4. Financial Performance

31. Operational Predictive Maintenance Market Other Major And Innovative Companies

• 31.1. The International Business Machines Corporation
• 31.2. General Electric Company
• 31.3. Schneider Electric SE
• 31.4. SAP SE
• 31.5. Svenska Kullagerfabriken AB
• 31.6. Rockwell Automation Inc.
• 31.7. SAS Institute Inc.
• 31.8. Micro Focus
• 31.9. Splunk Inc.
• 31.10. PTC Inc.
• 31.11. Software AG
• 31.12. TIBCO Software Inc.
• 31.13. C3.ai Inc
• 31.14. Softweb Solutions Inc
• 31.15. Fiix Software

32. Global Operational Predictive Maintenance Market Competitive Benchmarking

33. Global Operational Predictive Maintenance Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Operational Predictive Maintenance Market

35. Operational Predictive Maintenance Market Future Outlook and Potential Analysis

• 35.1 Operational Predictive Maintenance Market In 2028 - Countries Offering Most New Opportunities
• 35.2 Operational Predictive Maintenance Market In 2028 - Segments Offering Most New Opportunities
• 35.3 Operational Predictive Maintenance Market In 2028 - Growth Strategies
  • 35.3.1 Market Trend Based Strategies
  • 35.3.2 Competitor Strategies

36. Appendix

• 36.1. Abbreviations
• 36.2. Currencies
• 36.3. Historic And Forecast Inflation Rates
• 36.4. Research Inquiries
• 36.5. The Business Research Company
• 36.6. Copyright And Disclaimer