予知保全市場：構成要素、技術、用途、展開モデル、組織規模、産業分野別-2025年～2030年の世界予測

予知保全市場は2024年に101億7,000万米ドルと評価され、2025年にはCAGR 31.32%で132億1,000万米ドルに成長し、2030年には522億2,000万米ドルに達すると予測されています。

急速に進化する業界におけるデータ主導の予知保全戦略別次世代資産の信頼性向上のための舞台設定

過去10年間、製造、エネルギー生産、輸送、プロセス産業は、計画外のダウンタイムを最小化し、資産の利用率を最大化するための変革の旅に乗り出しました。センサー技術、データ処理、予測分析における技術革新が融合し、メンテナンスは、反応的でスケジュール化されたアプローチから、高精度でデータ駆動型のオペレーションへと移行しています。かつては固定のメンテナンス間隔に頼っていた組織も、今ではリアルタイムのデータフィードを活用して、機器の故障を事前に予測し、コストの削減、安全性の向上、業務効率の向上を実現しています。

高度な予知保全アプローチを通じて、資産管理と信頼性を再定義する変革的なシフトを明らかにする

産業エコシステムは、運用戦略におけるメンテナンスの役割を再定義する動向の収束を経験しています。産業用モノのインターネットの普及は、重要な機械の継続的な監視を可能にし、人工知能と機械学習アルゴリズムは膨大な量のセンサーデータを取り込み、微妙な異常を特定します。エッジ・コンピューティングは、データをローカルで処理し、パラメータが予想される基準から逸脱した場合に即座に警告を発することを可能にする、極めて重要なイネーブラーとして登場しました。その結果、組織は定期的な検査から継続的な状態監視へと移行し、数日後や数週間後ではなく、リアルタイムで洞察を得ることができます。

2025年に施行される米国の関税措置が世界のサプライチェーンと予知保全エコシステムに与える累積的影響の評価

2025年、米国政府によって課された新たな関税措置は、予知保全ソリューションに不可欠な重要部品、センサー、半導体の輸入に追加関税を導入しました。こうしたコスト増はグローバル・サプライチェーン全体に波及し、相手先商標製品メーカーやソリューション・プロバイダーは調達戦略の見直しを余儀なくされました。サプライヤーの中には、影響を軽減するために地域別の調達に切り替えたり、契約を再交渉したりするところもあれば、顧客の信頼と市場シェアを維持するために関税を一時的に吸収するところもあります。

コンポーネント、技術、テクノロジー、アプリケーション、展開モデル、組織規模、業界別など、主要セグメントに関する洞察の抽出

予知保全市場は、明確な機会ポケットを明らかにする複数の次元にわたって分解することができます。コンポーネントの観点からは、ソリューションとサービスがそれぞれ独自の価値提案を提示しています。サービスには、完全にアウトソーシングされた資産モニタリングに焦点を当てたマネージド・サービスと、コンサルティング、システム統合、カスタム分析開発を包含するプロフェッショナル・サービスがあります。ソリューションの分野では、資産パフォーマンス管理、ダッシュボードと可視化ツール、データ統合と前処理モジュール、高度な予測モデリングと分析スイートのための専門プラットフォームが、多様な企業要件に対応しています。

南北アメリカ、欧州、中東・アフリカ、アジア太平洋地域の成長促進要因と導入パターンを明らかにする主要地域の洞察

企業がさまざまな経済状況、規制環境、インフラの成熟度と闘う中で、地域ダイナミックスが予知保全導入の軌道を形成しています。南北アメリカでは、デジタルトランスフォーメーションへの旺盛な投資と石油・ガス、製造、航空宇宙部門からの強い需要が導入を加速させています。北米の企業はクラウドベースのアナリティクス・プラットフォームの先駆者であり、中南米の企業は重要なエネルギー・鉱業資産を保護するために状態監視を急速に統合しています。

戦略的パートナーシップ、先進ソリューション、卓越したサービスを通じて予知保全イノベーションを形成する市場主要企業の特定

技術プロバイダーとサービスインテグレーターの中核グループが、予知保全の将来を形成しています。エンド・ツー・エンドのオートメーション・ソリューションを提供する既存の産業用企業は、高度な分析モジュールをレガシー制御システムに統合し、顧客が既存のインフラ投資を活用できるようにしています。同時に、クラウドネイティブなソフトウェアベンダーがハードウェアメーカーと提携し、センサー管理、データ前処理、予知モデリングを組み合わせたターンキープラットフォームを提供しています。

業界リーダーが予知保全の導入を加速し、運用回復力を最大化するための実行可能な戦略的提言

予知保全を活用しようとするリーダーは、技術投資と業務目標を一致させる戦略的イニシアチブを優先させる必要があります。まず、企業は、異種のセンサーストリームを単一の分析プラットフォームに統合し、時系列データとイベントデータへのシームレスなアクセスを確保する、統合データアーキテクチャを開発する必要があります。この基盤は、高度な機械学習モデルをサポートし、機器の健全性をより正確に予測します。

予測保守市場の洞察を促進するデータ収集、分析フレームワーク、検証手法を明らかにする包括的な調査手法

この分析は、1次調査と2次データの検証を組み合わせた多段階の調査手法に基づいています。初期段階では、シニア・メンテナンス・エンジニア、オペレーション・マネージャー、テクノロジー・エグゼクティブを対象に専門家インタビューを実施し、採用の促進要因と課題に関する生の視点を把握しました。これらの定性的な洞察は、グローバルな資産集約型企業に実施した包括的なアンケートの開発に反映され、導入の嗜好、技術の活用、投資の優先順位に関する定量的データを収集しました。

主な洞察を統合し、戦略的重要性を強調し、業界を超えた予知保全の将来を予見する結論の視点

高度なセンサー、人工知能、デジタルツインテクノロジーの融合は、組織が重要資産を保護する方法を根本的に変えつつあります。稼働時間に対する要求が強まる中、予知保全は、企業が消火活動から戦略的な資産管理へと移行することを可能にする、基盤となる能力として浮上しています。このサマリーで示された洞察は、成功の鍵がデータアーキテクチャ、労働力コンピテンシー、部門横断的コラボレーションの調和にあることを明らかにしています。

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場の概要

第5章 市場力学

• IoTとエッジコンピューティングの統合によるメンテナンス戦略の変革
• リアルタイムの資産監視を強化するクラウドベースのPdMプラットフォームの採用が増加
• 資産故障予測のためのディープラーニングを使用したAI駆動型異常検出モデルの実装
• デジタルツイン技術の利用拡大による予測精度の向上と設備寿命の延長
• 予測機能を備えたCMMSおよびEAMシステムの導入増加
• コスト最適化のため、エネルギーおよび公益事業分野でPdMの導入が拡大
• 安全な予知保全記録保存のためのブロックチェーンベースのデータ整合性ソリューションの組み込み
• ダウンタイムを最小限に抑えるためにAI/ML分析への投資を増やす
• 予知保全ソリューションのイノベーションを促進するコラボレーションとパートナーシップの急増
• クラウドネイティブアーキテクチャを活用して、予知保全アプリケーションをグローバルな運用に拡張します。

第6章 市場洞察

• ポーターのファイブフォース分析
• PESTEL分析

第7章 米国の関税の累積的な影響2025

第8章 予知保全市場：コンポーネント別

• サービス
  • マネージドサービス
  • プロフェッショナルサービス
• ソリューション
  • 資産パフォーマンス管理
  • ダッシュボードと視覚化ツール
  • データ統合と前処理
  • 予測モデリングと分析

第9章 予知保全市場：技術別

• 音響モニタリング
• 腐食モニタリング
• 電気および電流解析
• オイル分析
• 熱画像
• 超音波検査
• 振動監視

第10章 予知保全市場：技術別

• ビッグデータと分析
• デジタルツインテクノロジー
• エッジコンピューティング
• モノのインターネット（IoT）
• 機械学習（ML）と人工知能

第11章 予知保全市場：用途別

• 異常検出
• 資産監視
• 状態監視
• 障害検出
• 健康評価
• 残存耐用年数推定（RUL）
• 根本原因分析
• 作業指示書のスケジュール

第12章 予知保全市場展開モデル別

• クラウドベース
• オンプレミス

第13章 予知保全市場：組織規模別

• 大企業
• 中小企業

第14章 予知保全市場：業界別

• 航空宇宙および防衛
• 化学薬品
• 工事
• エネルギー・公益事業
  • 発電
  • 再生可能エネルギー
  • 送電・配電
• 食品・飲料
• ヘルスケア
• 製造業
  • ディスクリート製造業
  • プロセス製造
• 鉱業・金属
• 石油・ガス
  • 下流
  • 中流
  • 上流
• 通信
• 交通機関
  • 航空
  • 海洋
  • 鉄道
  • 道路

第15章 南北アメリカの予知保全市場

• 米国
• カナダ
• メキシコ
• ブラジル
• アルゼンチン

第16章 欧州・中東・アフリカの予知保全市場

• 英国
• ドイツ
• フランス
• ロシア
• イタリア
• スペイン
• アラブ首長国連邦
• サウジアラビア
• 南アフリカ
• デンマーク
• オランダ
• カタール
• フィンランド
• スウェーデン
• ナイジェリア
• エジプト
• トルコ
• イスラエル
• ノルウェー
• ポーランド
• スイス

第17章 アジア太平洋地域の予知保全市場

• 中国
• インド
• 日本
• オーストラリア
• 韓国
• インドネシア
• タイ
• フィリピン
• マレーシア
• シンガポール
• ベトナム
• 台湾

第18章 競合情勢

• 市場シェア分析, 2024
• FPNVポジショニングマトリックス, 2024
• 競合分析
  • Amazon Web Services, Inc.
  • Asystom
  • C3.ai, Inc.
  • Databricks, Inc.
  • DINGO Software Pty. Ltd.
  • Fiix Inc. by Rockwell Automation, Inc.
  • General Electric Company
  • Hitachi, Ltd.
  • Honeywell International Inc.
  • Infineon Technologies AG
  • Intel Corporation
  • International Business Machines Corporation
  • Limble Solutions, LLC
  • Micro Focus International PLC by Open Text Corporation
  • Microsoft Corporation
  • NVIDIA Corporation
  • Oracle Corporation
  • Robert Bosch GmbH
  • SAP SE
  • Schneider Electric SE
  • Siemens AG
  • TIBCO Software Inc. by Cloud Software Group, Inc.
  • Uptake Technologies Inc.

第19章 リサーチAI

第20章 リサーチ統計

第21章 リサーチコンタクト

第22章 リサーチ記事

第23章 付録

LIST OF FIGURES

• FIGURE 1. PREDICTIVE MAINTENANCE MARKET RESEARCH PROCESS
• FIGURE 2. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 3. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY REGION, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 4. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2024 VS 2030 (%)
• FIGURE 6. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 7. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2024 VS 2030 (%)
• FIGURE 8. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 9. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2024 VS 2030 (%)
• FIGURE 10. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 11. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2024 VS 2030 (%)
• FIGURE 12. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 13. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2024 VS 2030 (%)
• FIGURE 14. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 15. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2024 VS 2030 (%)
• FIGURE 16. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 17. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2024 VS 2030 (%)
• FIGURE 18. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 19. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 20. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 21. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY STATE, 2024 VS 2030 (%)
• FIGURE 22. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY STATE, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 23. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 24. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 25. ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
• FIGURE 26. ASIA-PACIFIC PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
• FIGURE 27. PREDICTIVE MAINTENANCE MARKET SHARE, BY KEY PLAYER, 2024
• FIGURE 28. PREDICTIVE MAINTENANCE MARKET, FPNV POSITIONING MATRIX, 2024
• FIGURE 29. PREDICTIVE MAINTENANCE MARKET: RESEARCHAI
• FIGURE 30. PREDICTIVE MAINTENANCE MARKET: RESEARCHSTATISTICS
• FIGURE 31. PREDICTIVE MAINTENANCE MARKET: RESEARCHCONTACTS
• FIGURE 32. PREDICTIVE MAINTENANCE MARKET: RESEARCHARTICLES

LIST OF TABLES

• TABLE 1. PREDICTIVE MAINTENANCE MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
• TABLE 3. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, 2018-2024 (USD MILLION)
• TABLE 4. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, 2025-2030 (USD MILLION)
• TABLE 5. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 6. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 7. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
• TABLE 8. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
• TABLE 9. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 10. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 11. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 12. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 13. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 14. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 15. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 16. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 17. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 18. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 19. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 20. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 21. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ASSET PERFORMANCE MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
• TABLE 22. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ASSET PERFORMANCE MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
• TABLE 23. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DASHBOARD & VISUALIZATION TOOLS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 24. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DASHBOARD & VISUALIZATION TOOLS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 25. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DATA INTEGRATION & PREPROCESSING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 26. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DATA INTEGRATION & PREPROCESSING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 27. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PREDICTIVE MODELING & ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 28. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PREDICTIVE MODELING & ANALYTICS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 29. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 30. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 31. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 32. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 33. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ACOUSTIC MONITORING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 34. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ACOUSTIC MONITORING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 35. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CORROSION MONITORING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 36. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CORROSION MONITORING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 37. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ELECTRICAL & CURRENT ANALYSIS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 38. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ELECTRICAL & CURRENT ANALYSIS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 39. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL ANALYSIS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 40. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL ANALYSIS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 41. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY THERMAL IMAGING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 42. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY THERMAL IMAGING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 43. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ULTRASOUND TESTING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 44. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ULTRASOUND TESTING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 45. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY VIBRATION MONITORING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 46. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY VIBRATION MONITORING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 47. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 48. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 49. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY BIG DATA & ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 50. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY BIG DATA & ANALYTICS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 51. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DIGITAL TWIN TECHNOLOGY, BY REGION, 2018-2024 (USD MILLION)
• TABLE 52. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DIGITAL TWIN TECHNOLOGY, BY REGION, 2025-2030 (USD MILLION)
• TABLE 53. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY EDGE COMPUTING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 54. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY EDGE COMPUTING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 55. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INTERNET OF THINGS (IOT), BY REGION, 2018-2024 (USD MILLION)
• TABLE 56. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INTERNET OF THINGS (IOT), BY REGION, 2025-2030 (USD MILLION)
• TABLE 57. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MACHINE LEARNING (ML) & ARTIFICIAL INTELLIGENCE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 58. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MACHINE LEARNING (ML) & ARTIFICIAL INTELLIGENCE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 59. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 60. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 61. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ANOMALY DETECTION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 62. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ANOMALY DETECTION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 63. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ASSET MONITORING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 64. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ASSET MONITORING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 65. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CONDITION MONITORING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 66. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CONDITION MONITORING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 67. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY FAILURE DETECTION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 68. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY FAILURE DETECTION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 69. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY HEALTH ASSESSMENT, BY REGION, 2018-2024 (USD MILLION)
• TABLE 70. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY HEALTH ASSESSMENT, BY REGION, 2025-2030 (USD MILLION)
• TABLE 71. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY REMAINING USEFUL LIFE ESTIMATION (RUL), BY REGION, 2018-2024 (USD MILLION)
• TABLE 72. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY REMAINING USEFUL LIFE ESTIMATION (RUL), BY REGION, 2025-2030 (USD MILLION)
• TABLE 73. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ROOT CAUSE ANALYSIS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 74. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ROOT CAUSE ANALYSIS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 75. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY WORK ORDER SCHEDULING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 76. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY WORK ORDER SCHEDULING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 77. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 78. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 79. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD-BASED, BY REGION, 2018-2024 (USD MILLION)
• TABLE 80. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD-BASED, BY REGION, 2025-2030 (USD MILLION)
• TABLE 81. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 82. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ON-PREMISE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 83. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 84. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 85. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 86. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 87. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SMES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 88. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY SMES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 89. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 90. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 91. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY AEROSPACE & DEFENSE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 92. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY AEROSPACE & DEFENSE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 93. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CHEMICALS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 94. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CHEMICALS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 95. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CONSTRUCTION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 96. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY CONSTRUCTION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 97. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 98. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 99. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY POWER GENERATION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 100. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY POWER GENERATION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 101. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY RENEWABLES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 102. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY RENEWABLES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 103. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSMISSION & DISTRIBUTION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 104. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSMISSION & DISTRIBUTION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 105. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 106. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 107. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY FOOD & BEVERAGES, BY REGION, 2018-2024 (USD MILLION)
• TABLE 108. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY FOOD & BEVERAGES, BY REGION, 2025-2030 (USD MILLION)
• TABLE 109. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 110. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY HEALTHCARE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 111. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 112. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 113. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DISCRETE MANUFACTURING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 114. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DISCRETE MANUFACTURING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 115. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PROCESS MANUFACTURING, BY REGION, 2018-2024 (USD MILLION)
• TABLE 116. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY PROCESS MANUFACTURING, BY REGION, 2025-2030 (USD MILLION)
• TABLE 117. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 118. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 119. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MINING & METALS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 120. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MINING & METALS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 121. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 122. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 123. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DOWNSTREAM, BY REGION, 2018-2024 (USD MILLION)
• TABLE 124. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY DOWNSTREAM, BY REGION, 2025-2030 (USD MILLION)
• TABLE 125. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MIDSTREAM, BY REGION, 2018-2024 (USD MILLION)
• TABLE 126. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MIDSTREAM, BY REGION, 2025-2030 (USD MILLION)
• TABLE 127. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY UPSTREAM, BY REGION, 2018-2024 (USD MILLION)
• TABLE 128. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY UPSTREAM, BY REGION, 2025-2030 (USD MILLION)
• TABLE 129. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 130. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 131. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TELECOMMUNICATIONS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 132. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TELECOMMUNICATIONS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 133. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 134. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 135. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY AVIATION, BY REGION, 2018-2024 (USD MILLION)
• TABLE 136. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY AVIATION, BY REGION, 2025-2030 (USD MILLION)
• TABLE 137. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MARINE, BY REGION, 2018-2024 (USD MILLION)
• TABLE 138. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY MARINE, BY REGION, 2025-2030 (USD MILLION)
• TABLE 139. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY RAILWAYS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 140. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY RAILWAYS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 141. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ROADWAYS, BY REGION, 2018-2024 (USD MILLION)
• TABLE 142. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY ROADWAYS, BY REGION, 2025-2030 (USD MILLION)
• TABLE 143. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 144. GLOBAL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 145. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 146. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 147. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 148. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 149. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 150. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 151. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 152. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 153. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 154. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 155. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 156. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 157. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 158. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 159. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 160. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 161. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 162. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 163. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 164. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 165. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 166. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 167. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 168. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 169. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 170. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 171. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
• TABLE 172. AMERICAS PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
• TABLE 173. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 174. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 175. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 176. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 177. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 178. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 179. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 180. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 181. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 182. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 183. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 184. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 185. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 186. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 187. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 188. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 189. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 190. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 191. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 192. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 193. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 194. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 195. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 196. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 197. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 198. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 199. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY STATE, 2018-2024 (USD MILLION)
• TABLE 200. UNITED STATES PREDICTIVE MAINTENANCE MARKET SIZE, BY STATE, 2025-2030 (USD MILLION)
• TABLE 201. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 202. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 203. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 204. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 205. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 206. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 207. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 208. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 209. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 210. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 211. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 212. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 213. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 214. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 215. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 216. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 217. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 218. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 219. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 220. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 221. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 222. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 223. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 224. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 225. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 226. CANADA PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 227. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 228. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 229. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 230. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 231. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 232. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 233. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 234. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 235. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 236. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 237. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 238. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 239. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 240. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 241. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 242. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 243. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 244. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 245. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 246. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 247. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 248. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 249. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 250. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 251. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 252. MEXICO PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 253. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 254. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 255. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 256. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 257. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 258. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 259. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 260. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 261. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 262. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 263. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 264. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 265. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 266. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 267. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 268. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 269. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 270. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 271. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 272. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 273. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 274. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 275. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 276. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 277. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 278. BRAZIL PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 279. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 280. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 281. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 282. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 283. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 284. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 285. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 286. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 287. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 288. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 289. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 290. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 291. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 292. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 293. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 294. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 295. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024 (USD MILLION)
• TABLE 296. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2025-2030 (USD MILLION)
• TABLE 297. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2018-2024 (USD MILLION)
• TABLE 298. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY ENERGY & UTILITIES, 2025-2030 (USD MILLION)
• TABLE 299. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2018-2024 (USD MILLION)
• TABLE 300. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY MANUFACTURING, 2025-2030 (USD MILLION)
• TABLE 301. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2018-2024 (USD MILLION)
• TABLE 302. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY OIL & GAS, 2025-2030 (USD MILLION)
• TABLE 303. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2018-2024 (USD MILLION)
• TABLE 304. ARGENTINA PREDICTIVE MAINTENANCE MARKET SIZE, BY TRANSPORTATION, 2025-2030 (USD MILLION)
• TABLE 305. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2018-2024 (USD MILLION)
• TABLE 306. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2025-2030 (USD MILLION)
• TABLE 307. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
• TABLE 308. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
• TABLE 309. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2018-2024 (USD MILLION)
• TABLE 310. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2025-2030 (USD MILLION)
• TABLE 311. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2018-2024 (USD MILLION)
• TABLE 312. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNIQUE, 2025-2030 (USD MILLION)
• TABLE 313. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
• TABLE 314. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY TECHNOLOGY, 2025-2030 (USD MILLION)
• TABLE 315. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
• TABLE 316. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
• TABLE 317. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2018-2024 (USD MILLION)
• TABLE 318. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODEL, 2025-2030 (USD MILLION)
• TABLE 319. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
• TABLE 320. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
• TABLE 321. EUROPE, MIDDLE EAST & AFRICA PREDICTIVE MAINTENANCE MARKET SIZE, BY INDUSTRY VERTICAL, 2018-2024

The Predictive Maintenance Market was valued at USD 10.17 billion in 2024 and is projected to grow to USD 13.21 billion in 2025, with a CAGR of 31.32%, reaching USD 52.22 billion by 2030.

Setting the Stage for Next Generation Asset Reliability Through Data-Driven Predictive Maintenance Strategies in a Rapidly Evolving Industry

Over the past decade, manufacturing, energy production, transportation, and process industries have embarked on a transformational journey toward minimizing unplanned downtime and maximizing asset utilization. Innovations in sensor technology, data processing, and predictive analytics have converged to make maintenance shifting from reactive and scheduled approaches to highly precise, data-driven operations. Organizations that once relied on fixed maintenance intervals now harness real-time data feeds to anticipate equipment failures before they occur, reducing costs, improving safety, and boosting operational efficiency.

This executive summary introduces key themes shaping the predictive maintenance landscape. It examines how advanced analytics and machine learning are driving new levels of insight into asset health, explores the implications of recent trade policies on supply chains, and reveals critical segmentation dimensions from component and technique to industry vertical. Subsequent sections delve into regional patterns, leading companies, actionable strategic recommendations, and the rigorous research methodology behind these insights. Together, they provide a cohesive foundation for decision makers seeking to unlock the full potential of predictive maintenance.

Uncovering the Transformative Shifts That Are Redefining Asset Management and Reliability Through Advanced Predictive Maintenance Approaches

Industrial ecosystems are experiencing a convergence of trends that are redefining the role of maintenance within operational strategy. The proliferation of the Industrial Internet of Things has enabled continuous monitoring of critical machinery, while artificial intelligence and machine learning algorithms ingest vast volumes of sensor data to identify subtle anomalies. Edge computing has emerged as a pivotal enabler, allowing data to be processed locally and triggering immediate alerts when parameters deviate from expected norms. As a result, organizations can move beyond periodic inspections toward continuous condition monitoring, with insights delivered in real time rather than days or weeks later.

Moreover, digital twin technology has taken center stage by creating virtual replicas of physical assets, enabling engineers to simulate performance under various scenarios. This shift toward virtualization and simulation is fostering more proactive asset management plans and guiding investment decisions in spare parts inventory, workforce training, and process redesign. In parallel, cloud-based architectures are offering the scalability needed to centralize data from distributed sites, unlocking enterprise-wide analytics capabilities. Collectively, these transformative shifts are elevating maintenance functions from cost centers to strategic levers that drive operational excellence and business growth.

Assessing the Cumulative Impact of United States Tariffs Enforced in 2025 on Global Supply Chains and Predictive Maintenance Ecosystem

In 2025, new tariff measures imposed by the United States government introduced additional duties on critical components, sensors, and semiconductor imports essential to predictive maintenance solutions. These increased costs have reverberated across global supply chains, compelling original equipment manufacturers and solution providers to reassess procurement strategies. Some suppliers have turned to regional sourcing alternatives or renegotiated contracts to mitigate the impact, while others have absorbed tariffs temporarily to maintain customer confidence and market share.

The downstream effects have also influenced cloud service providers and analytics platforms that rely on imported hardware accelerators and networking equipment. To preserve margin structures, several technology firms have begun localizing manufacturing operations, accelerating investments in domestic production, and forming partnerships with regional electronics manufacturers. Although these adaptations have generated short-term cost pressures, they have also catalyzed supply chain resilience by diversifying the supplier base. Looking ahead, maintenance service providers are expected to collaborate more closely with hardware vendors to co-develop tariff-resistant solutions and optimize total cost of ownership.

Extracting Key Segmentation Insights Across Components, Techniques, Technologies, Applications, Deployment Models, Organization Sizes, and Industry Verticals

The predictive maintenance market can be deconstructed across multiple dimensions that reveal distinct opportunity pockets. From a component standpoint, solutions and services each present unique value propositions. Services span managed offerings focused on fully outsourced asset monitoring as well as professional services that encompass consulting, system integration, and custom analytics development. Within the solutions domain, specialized platforms for asset performance management, dashboard and visualization tools, data integration and preprocessing modules, and advanced predictive modeling and analytics suites cater to diverse enterprise requirements.

Techniques such as acoustic monitoring, corrosion monitoring, electrical and current analysis, oil analysis, thermal imaging, ultrasound testing, and vibration monitoring form the backbone of condition assessment strategies. These methods are enabled by underlying technologies including big data and analytics platforms, digital twin environments, edge computing nodes, the Internet of Things sensor networks, and machine learning and artificial intelligence algorithms. Across application areas, organizations employ anomaly detection, asset monitoring, condition monitoring, failure detection, health assessment, remaining useful life estimation, root cause analysis, and work order scheduling to translate insights into action. Deployment options range from fully cloud-based architectures that offer rapid scalability to on-premise installations that emphasize data sovereignty. Finally, both large enterprises and SMEs tap into these capabilities differently, while industry verticals such as aerospace and defense, chemicals, construction, energy and utilities, food and beverages, healthcare, manufacturing, mining and metals, oil and gas, telecommunications, and transportation each drive specialized use cases.

Revealing Key Regional Insights That Illuminate Growth Drivers and Adoption Patterns Across Americas, Europe, Middle East & Africa, and Asia-Pacific

Regional dynamics are shaping the trajectory of predictive maintenance adoption as organizations contend with varying economic conditions, regulatory environments, and infrastructure maturity. In the Americas, robust investments in digital transformation and strong demand from oil and gas, manufacturing, and aerospace sectors are accelerating deployments. North American companies are pioneering cloud-based analytics platforms, while Latin American enterprises are rapidly integrating condition monitoring to safeguard critical energy and mining assets.

In Europe, the Middle East, and Africa, regulatory frameworks emphasizing sustainability, emissions reduction, and safety compliance are driving the uptake of predictive analytics. Industries in Western Europe are emphasizing edge-to-cloud architectures to balance latency and data privacy concerns, whereas Middle Eastern energy producers are deploying temperature and vibration monitoring at scale to maintain continuous operations. Meanwhile, Asia-Pacific markets present a heterogeneous landscape. Mature economies such as Japan and Australia are leading in digital twin adoption, while emerging markets across Southeast Asia and India are prioritizing cost-effective sensor networks and managed services to elevate maintenance efficiency.

Identifying Market-Leading Companies Shaping Predictive Maintenance Innovation Through Strategic Partnerships, Advanced Solutions, and Service Excellence

A core group of technology providers and service integrators are shaping the future of predictive maintenance. Established industrial firms that offer end-to-end automation solutions are integrating advanced analytics modules into their legacy control systems, enabling customers to leverage existing infrastructure investments. Simultaneously, cloud-native software vendors are partnering with hardware manufacturers to deliver turnkey platforms that combine sensor management, data preprocessing, and prognostic modeling.

Service players with deep domain expertise in sectors such as oil and gas, utilities, and manufacturing are differentiating through outcome-based contracts that align maintenance fees with uptime and performance metrics. A new wave of startups is also emerging, focused on niche applications like railway condition monitoring and remote turbine diagnostics. Collaboration among these diverse players-ranging from multinational conglomerates to agile niche innovators-is fostering a vibrant ecosystem where co-creation of solutions accelerates time to insight and amplifies customer value.

Actionable Strategic Recommendations for Industry Leaders to Accelerate Adoption of Predictive Maintenance and Maximize Operational Resilience

Leaders seeking to capitalize on predictive maintenance must prioritize strategic initiatives that align technology investments with operational objectives. First, enterprises should develop a unified data architecture that consolidates disparate sensor streams into a single analytics platform, ensuring seamless access to time series and event data. This foundation supports advanced machine learning models and drives more accurate forecasts of equipment health.

Second, organizations should invest in workforce upskilling by combining technical training on analytics tools with domain workshops on failure modes and root cause analysis. Empowered practitioners will be able to translate model outputs into actionable maintenance plans. Third, adopting a phased deployment approach-starting with high-value assets and progressively expanding to less critical equipment-minimizes risk and demonstrates quantifiable benefits early in the program. Finally, forging collaborative partnerships with technology vendors, consulting firms, and research institutions will bolster innovation pipelines and accelerate the development of customized maintenance solutions tailored to specific industry challenges.

Comprehensive Research Methodology Unveiling Data Collection, Analysis Frameworks, and Validation Techniques Driving Predictive Maintenance Market Insights

This analysis rests on a multi-stage research methodology combining primary engagements and secondary data validation. In the initial phase, expert interviews were conducted with senior maintenance engineers, operations managers, and technology executives to capture firsthand perspectives on adoption drivers and challenges. These qualitative insights informed the development of a comprehensive questionnaire administered to global asset-intensive organizations, gathering quantitative data on deployment preferences, technology utilizations, and investment priorities.

Simultaneously, a rigorous review of industry publications, white papers, patent filings, and vendor collateral was undertaken to map the competitive landscape and identify emerging innovations. Data triangulation techniques ensured consistency between primary findings and secondary sources. Finally, advanced statistical analysis and scenario modeling were applied to distill key themes, segment-specific dynamics, and regional variations. This systematic approach guarantees that the conclusions and recommendations reflect the most current market realities and strategic imperatives.

Concluding Perspectives That Synthesize Key Insights, Highlight Strategic Imperatives, and Foreshadow the Future of Predictive Maintenance Across Industries

The convergence of advanced sensors, artificial intelligence, and digital twin technologies is fundamentally altering how organizations safeguard critical assets. As the imperative for operational uptime intensifies, predictive maintenance emerges as a cornerstone capability, enabling enterprises to shift from reactive firefighting to strategic asset management. The insights presented in this summary reveal that success hinges on harmonizing data architectures, workforce competencies, and cross-functional collaboration.

Looking forward, the narrowing gap between on-premise and cloud-based solutions, coupled with increasing focus on sustainability metrics, will drive further innovation in real-time analytics and remote monitoring. Leaders who proactively embrace these trends, cultivate partnerships, and refine deployment roadmaps will unlock competitive differentiation, reduced lifecycle costs, and enhanced safety outcomes. By integrating the strategic recommendations herein, organizations can lay a robust foundation for resilient, data-driven maintenance regimes that evolve in step with future technological advances.

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

• 4.1. Introduction
• 4.2. Market Sizing & Forecasting

5. Market Dynamics

• 5.1. Integration of IoT and edge computing to transform maintenance strategies
• 5.2. Growing adoption of cloud-based PdM platforms to enhance real-time asset monitoring
• 5.3. Implementation of AI driven anomaly detection models using deep learning for predictive asset failure
• 5.4. Expanding use of digital twin technology to enhance predictive accuracy and equipment lifespan
• 5.5. Rising adoption of CMMS and EAM systems with predictive capabilities
• 5.6. Growing deployment of PdM in energy and utilities sector for cost optimization
• 5.7. Incorporation of blockchain based data integrity solutions for secure predictive maintenance record keeping
• 5.8. Increasing investments in AI/ML analytics to minimize downtime
• 5.9. Surging collaborations and partnerships to fuel innovation in predictive maintenance solutions
• 5.10. Utilization of cloud native architectures to scale predictive maintenance applications across global operations

6. Market Insights

• 6.1. Porter's Five Forces Analysis
• 6.2. PESTLE Analysis

7. Cumulative Impact of United States Tariffs 2025

8. Predictive Maintenance Market, by Component

• 8.1. Introduction
• 8.2. Services
  • 8.2.1. Managed Services
  • 8.2.2. Professional Services
• 8.3. Solutions
  • 8.3.1. Asset Performance Management
  • 8.3.2. Dashboard & Visualization Tools
  • 8.3.3. Data Integration & Preprocessing
  • 8.3.4. Predictive Modeling & Analytics

9. Predictive Maintenance Market, by Technique

• 9.1. Introduction
• 9.2. Acoustic Monitoring
• 9.3. Corrosion Monitoring
• 9.4. Electrical & Current Analysis
• 9.5. Oil Analysis
• 9.6. Thermal Imaging
• 9.7. Ultrasound Testing
• 9.8. Vibration Monitoring

10. Predictive Maintenance Market, by Technology

• 10.1. Introduction
• 10.2. Big Data & Analytics
• 10.3. Digital Twin Technology
• 10.4. Edge Computing
• 10.5. Internet of Things (IoT)
• 10.6. Machine Learning (ML) & Artificial Intelligence

11. Predictive Maintenance Market, by Application

• 11.1. Introduction
• 11.2. Anomaly Detection
• 11.3. Asset Monitoring
• 11.4. Condition Monitoring
• 11.5. Failure Detection
• 11.6. Health Assessment
• 11.7. Remaining Useful Life Estimation (RUL)
• 11.8. Root Cause Analysis
• 11.9. Work Order Scheduling

12. Predictive Maintenance Market, by Deployment Model

• 12.1. Introduction
• 12.2. Cloud-Based
• 12.3. On-Premise

13. Predictive Maintenance Market, by Organization Size

• 13.1. Introduction
• 13.2. Large Enterprises
• 13.3. SMEs

14. Predictive Maintenance Market, by Industry Vertical

• 14.1. Introduction
• 14.2. Aerospace & Defense
• 14.3. Chemicals
• 14.4. Construction
• 14.5. Energy & Utilities
  • 14.5.1. Power Generation
  • 14.5.2. Renewables
  • 14.5.3. Transmission & Distribution
• 14.6. Food & Beverages
• 14.7. Healthcare
• 14.8. Manufacturing
  • 14.8.1. Discrete Manufacturing
  • 14.8.2. Process Manufacturing
• 14.9. Mining & Metals
• 14.10. Oil & Gas
  • 14.10.1. Downstream
  • 14.10.2. Midstream
  • 14.10.3. Upstream
• 14.11. Telecommunications
• 14.12. Transportation
  • 14.12.1. Aviation
  • 14.12.2. Marine
  • 14.12.3. Railways
  • 14.12.4. Roadways

15. Americas Predictive Maintenance Market

• 15.1. Introduction
• 15.2. United States
• 15.3. Canada
• 15.4. Mexico
• 15.5. Brazil
• 15.6. Argentina

16. Europe, Middle East & Africa Predictive Maintenance Market

• 16.1. Introduction
• 16.2. United Kingdom
• 16.3. Germany
• 16.4. France
• 16.5. Russia
• 16.6. Italy
• 16.7. Spain
• 16.8. United Arab Emirates
• 16.9. Saudi Arabia
• 16.10. South Africa
• 16.11. Denmark
• 16.12. Netherlands
• 16.13. Qatar
• 16.14. Finland
• 16.15. Sweden
• 16.16. Nigeria
• 16.17. Egypt
• 16.18. Turkey
• 16.19. Israel
• 16.20. Norway
• 16.21. Poland
• 16.22. Switzerland

17. Asia-Pacific Predictive Maintenance Market

• 17.1. Introduction
• 17.2. China
• 17.3. India
• 17.4. Japan
• 17.5. Australia
• 17.6. South Korea
• 17.7. Indonesia
• 17.8. Thailand
• 17.9. Philippines
• 17.10. Malaysia
• 17.11. Singapore
• 17.12. Vietnam
• 17.13. Taiwan

18. Competitive Landscape

• 18.1. Market Share Analysis, 2024
• 18.2. FPNV Positioning Matrix, 2024
• 18.3. Competitive Analysis
  • 18.3.1. Amazon Web Services, Inc.
  • 18.3.2. Asystom
  • 18.3.3. C3.ai, Inc.
  • 18.3.4. Databricks, Inc.
  • 18.3.5. DINGO Software Pty. Ltd.
  • 18.3.6. Fiix Inc. by Rockwell Automation, Inc.
  • 18.3.7. General Electric Company
  • 18.3.8. Hitachi, Ltd.
  • 18.3.9. Honeywell International Inc.
  • 18.3.10. Infineon Technologies AG
  • 18.3.11. Intel Corporation
  • 18.3.12. International Business Machines Corporation
  • 18.3.13. Limble Solutions, LLC
  • 18.3.14. Micro Focus International PLC by Open Text Corporation
  • 18.3.15. Microsoft Corporation
  • 18.3.16. NVIDIA Corporation
  • 18.3.17. Oracle Corporation
  • 18.3.18. Robert Bosch GmbH
  • 18.3.19. SAP SE
  • 18.3.20. Schneider Electric SE
  • 18.3.21. Siemens AG
  • 18.3.22. TIBCO Software Inc. by Cloud Software Group, Inc.
  • 18.3.23. Uptake Technologies Inc.

19. ResearchAI

20. ResearchStatistics

21. ResearchContacts

22. ResearchArticles

23. Appendix