自動車予測分析の市場規模、シェア、動向分析レポート：コンポーネント別、用途別、車両タイプ別、最終用途別、地域別、セグメント別予測、2025年～2033年

自動車予測分析市場のサマリー

自動車予測分析の世界市場規模は、2024年に17億7,000万米ドルと推計され、2033年には168億1,000万米ドルに達し、2025年から2033年までのCAGRは29.1%で成長すると予測されます。この着実な成長は、コネクテッドカーにおけるAIと機械学習マシンラーニングの統合の高まり、予知保全ソリューションの需要増加、テレマティクスと利用ベースの保険モデルの採用拡大、性能最適化と安全性強化のためのリアルタイムデータ分析に大きく依存する電気自動車と自律走行車の急速な普及に起因しています。

V2X（Vehicle-to-Everything）通信、特にV2V（Vehicle-to-Vehicle）とV2I（Vehicle-to-Infrastructure）の統合は、自動車分野における予測的意思決定の強化において極めて重要な役割を果たしています。米国運輸省のコネクテッドビークルパイロットデプロイメントプログラムなどの継続的な取り組みでは、リアルタイムのデータ共有を通じて、安全性と渋滞緩和に測定可能な利点が示されています。DSRC（専用近距離通信）またはC-V2X技術を搭載した車両は、ブレーキ、位置、速度データを交換できるようになり、予測システムによる事故予測や動的な交通経路変更が可能になりました。この技術シフトは、交通管理や車載システムにインテリジェンスを組み込むことで予測分析市場を押し上げ、公共安全や商業輸送に波及効果をもたらしています。

政府機関は、特に異常気象時に交通安全を維持し、事故リスクを低減するために予測分析を活用するようになっています。その顕著な例が、オーロラプール基金の2024年CVFM（コネクテッドビークルフリクション測定）プロジェクトで、これは車両から摩擦データを収集し、道路の滑りやすさを予測するものです。ICEやミネソタ州などでは、このデータを整備記録と組み合わせて、除氷・除雪作業を最適化しています。こうした開発は、人間のセンサーが危険な路面を検知する前に、車両がドライバーに警告を発することを可能にし、市場の成長を促進しています。これは、正確で先手を打った対応がミッションクリティカルである自律走行車や電気自動車にとって特に価値が高いです。

クラウドソーシングによるビデオ解析と車載カメラデータの統合は、インフラ機関やOEMに新たな予測的洞察をもたらしています。2023年、ミシガン州運輸局は、コネクテッドカーからのダッシュカメラと外部センサーデータを使用して、歩行者の動き、交通ボトルネック、衝突寸前の事故を監視するパイロットを開始しました。これらの洞察により、地方自治体は危険性の高いゾーンを予測し、交通信号や標識を先手を打って調整することができるようになりました。このようにテレマティクス、ビデオフィード、エコシステム分析の融合は、車両だけでなく交通エコシステム全体の予測分析にマルチモーダルなアプローチを提供することで、市場を後押ししています。

公共機関は、混雑した通路における車両の動きをシミュレートし予測するために、機械学習とビッグデータの導入を支援しています。例えば、米国DOTのDRIVE CAVAMSプログラム（2021～2024年）では、シアトルのI-405でApache Sparkとコネクテッドカーからのリアルタイムデータを使用して、予測交通流アルゴリズムをテストしました。これらのモデルは、移動時間、渋滞の蓄積、最適な経路決定を正確に予測しました。この官民協力は、ナビゲーションシステムやOEMのインフォテインメントプラットフォームへの組み込みが進んでいる大規模なAI対応交通解析の実行可能性を証明することで、市場の成長を後押ししています。

予測分析システムのデータ量が増え、相互接続が進むにつれて、プライバシーとサイバーセキュリティに関する懸念が急増しています。2024年、米国一般調達庁（GSA）は、連邦政府の車両から収集したテレマティクス・データを管理するための包括的な枠組みを発表しました。このフレームワークでは、すべての予測分析プラットフォームに対して、暗号化、匿名化、安全な無線アップデートプロトコルを推奨しています。同時に、米連邦取引委員会（FTC）は、車両の地理位置情報と生体認証データの悪用防止に関するガイダンスを発表しました。これらの政策措置は、アナリティクスプラットフォーム、特にクラウドベースの予測モデルとリアルタイムの行動データに依存するプラットフォームに対する消費者と規制当局の信頼を強化することで、市場を後押ししています。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 自動車予測分析市場の変数、動向、範囲

• 市場系統の見通し
• 市場力学
  • 市場促進要因分析
  • 市場抑制要因分析
  • 業界の課題
• 自動車予測分析市場分析ツール
  • 業界分析- ポーターのファイブフォース分析
  • PESTEL分析

第4章 自動車予測分析市場：コンポーネントの推定・動向分析

• セグメントダッシュボード
• 自動車予測分析市場：コンポーネント変動分析、2024年および2033年
• ソフトウェア
• サービス
• ハードウェア

第5章 自動車予測分析市場：用途の推定・動向分析

• セグメントダッシュボード
• 自動車予測分析市場：用途変動分析、2024年および2033年
• 予知保全
• 車両テレマティクス
• ドライバーと行動分析
• フリート管理
• 保証分析
• その他

第6章 自動車予測分析市場：車両タイプの推定・動向分析

• セグメントダッシュボード
• 自動車予測分析市場：車両タイプ別変動分析、2024年および2033年
• 乗用車
• 商用車
• 電気自動車（EV）

第7章 自動車予測分析市場：最終用途の推定・動向分析

• セグメントダッシュボード
• 自動車予測分析市場：最終用途変動分析、2024年および2033年
• OEM（オリジナル機器メーカー）
• フリートオペレーター
• 保険会社
• その他

第8章 自動車予測分析市場：地域推定・動向分析

• 自動車予測分析市場シェア（地域別、2024年および2033年）
• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • 英国
  • ドイツ
  • フランス
• アジア太平洋
  • 中国
  • 日本
  • インド
  • 韓国
  • オーストラリア
• ラテンアメリカ
  • ブラジル
• 中東およびアフリカ
  • アラブ首長国連邦
  • サウジアラビア
  • 南アフリカ

第9章 競合情勢

• 企業分類
• 企業の市場ポジショニング
• 企業ヒートマップ分析
• 企業プロファイル/上場企業
  • IBM
  • SAP SE
  • Cloud Software Group, Inc.
  • Continental AG
  • Microsoft
  • NXP Semiconductors
  • Oracle
  • PTC
  • Robert Bosch GmbH
  • SAS Institute Inc.
  • ZF Friedrichshafen AG

List of Tables

• Table 1 Global Automotive Predictive Analytics Market size estimates & forecasts 2021 - 2033 (USD Million)
• Table 2 Global Automotive Predictive Analytics Market, by Region, 2021 - 2033 (USD Million)
• Table 3 Global Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 4 Global Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 5 Global Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 6 Global Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 7 Software market, by Region, 2021 - 2033 (USD Million)
• Table 8 Services market, by Region, 2021 - 2033 (USD Million)
• Table 9 Hardware market, by Region, 2021 - 2033 (USD Million)
• Table 10 Predictive Maintenance market, by Region, 2021 - 2033 (USD Million)
• Table 11 Vehicle Telematics market, by Region, 2021 - 2033 (USD Million)
• Table 12 Driver & Behavior Analytics market, by Region, 2021 - 2033 (USD Million)
• Table 13 Fleet Management market, by Region, 2021 - 2033 (USD Million)
• Table 14 Warranty Analytics market, by Region, 2021 - 2033 (USD Million)
• Table 15 Others market, by Region, 2021 - 2033 (USD Million)
• Table 16 Passenger Cars market, by Region, 2021 - 2033 (USD Million)
• Table 17 Commercial Vehicles market, by Region, 2021 - 2033 (USD Million)
• Table 18 Electric Vehicles (EVs) market, by Region, 2021 - 2033 (USD Million)
• Table 19 OEMs (Original Equipment Manufacturers) market, by Region, 2021 - 2033 (USD Million)
• Table 20 Fleet Operators market, by Region, 2021 - 2033 (USD Million)
• Table 21 Insurance Providers market, by Region, 2021 - 2033 (USD Million)
• Table 22 Others market, by Region, 2021 - 2033 (USD Million)
• Table 23 North America Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 24 North America Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 25 North America Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 26 North America Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 27 U.S. Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 28 U.S. Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 29 U.S. Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 30 U.S. Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 31 Canada Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 32 Canada Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 33 Canada Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 34 Canada Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 35 Mexico Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 36 Mexico Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 37 Mexico Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 38 Mexico Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 39 Europe Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 40 Europe Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 41 Europe Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 42 Europe Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 43 UK Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 44 UK Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 45 UK Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 46 UK Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 47 Germany Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 48 Germany Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 49 Germany Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 50 Germany Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 51 France Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 52 France Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 53 France Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 54 France Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 55 Asia Pacific Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 56 Asia Pacific Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 57 Asia Pacific Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 58 Asia Pacific Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 59 China Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 60 China Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 61 China Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 62 China Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 63 India Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 64 India Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 65 India Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 66 India Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 67 Japan Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 68 Japan Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 69 Japan Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 70 Japan Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 71 Australia Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 72 Australia Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 73 Australia Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 74 Australia Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 75 South Korea Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 76 South Korea Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 77 South Korea Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 78 South Korea Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 79 Latin America Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 80 Latin America Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 81 Latin America Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 82 Latin America Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 83 Brazil Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 84 Brazil Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 85 Brazil Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 86 Brazil Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 87 MEA Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 88 MEA Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 89 MEA Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 90 MEA Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 91 UAE Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 92 UAE Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 93 UAE Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 94 UAE Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 95 KSA Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 96 KSA Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 97 KSA Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 98 KSA Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)
• Table 99 South Africa Automotive Predictive Analytics Market, by Component, 2021 - 2033 (USD Million)
• Table 100 South Africa Automotive Predictive Analytics Market, by Application, 2021 - 2033 (USD Million)
• Table 101 South Africa Automotive Predictive Analytics Market, by Vehicle Type, 2021 - 2033 (USD Million)
• Table 102 South Africa Automotive Predictive Analytics Market, by End User, 2021 - 2033 (USD Million)

List of Figures

• Fig. 1 Automotive Predictive Analytics Market Segmentation
• Fig. 2 Market research deployment mode
• Fig. 3 Information procurement
• Fig. 4 Primary research pattern
• Fig. 5 Market research approaches
• Fig. 6 Value chain-based sizing & forecasting
• Fig. 7 Parent market analysis
• Fig. 8 Market formulation & validation
• Fig. 9 Automotive Predictive Analytics Market snapshot
• Fig. 10 Automotive Predictive Analytics Market segment snapshot
• Fig. 11 Automotive Predictive Analytics Market competitive landscape snapshot
• Fig. 12 Market research deployment mode
• Fig. 13 Market driver relevance analysis (Current & future impact)
• Fig. 14 Market restraint relevance analysis (Current & future impact)
• Fig. 15 Automotive Predictive Analytics Market: Component outlook key takeaways (USD Million)
• Fig. 16 Automotive Predictive Analytics Market: Component movement analysis 2024 & 2033 (USD Million)
• Fig. 17 Software market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 18 Services market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 19 Hardware market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 20 Automotive Predictive Analytics Market: Application outlook key takeaways (USD Million)
• Fig. 21 Automotive Predictive Analytics Market: Application movement analysis 2024 & 2033 (USD Million)
• Fig. 22 Predictive Maintenance market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 23 Vehicle Telematics market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 24 Driver & Behavior Analytics market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 25 Fleet Management market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 26 Warranty Analytics market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 27 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 28 Automotive Predictive Analytics Market: Vehicle Type outlook key takeaways (USD Million)
• Fig. 29 Automotive Predictive Analytics Market: Vehicle Type movement analysis 2024 & 2033 (USD Million)
• Fig. 30 Passenger Cars market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 31 Commercial Vehicles market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 32 Electric Vehicles (EVs) market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 33 Automotive Predictive Analytics Market: End User outlook key takeaways (USD Million)
• Fig. 34 Automotive Predictive Analytics Market: End User movement analysis 2024 & 2033 (USD Million)
• Fig. 35 OEMs (Original Equipment Manufacturers) market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 36 Fleet Operators market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 37 Insurance Providers market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 38 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 39 Regional marketplace: Key takeaways
• Fig. 40 Automotive Predictive Analytics Market: Regional outlook, 2024 & 2033 (USD Million)
• Fig. 41 North America Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 42 U.S. Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 43 Canada Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 44 Mexico Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 45 Europe Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 46 UK Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 47 Germany Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 48 France Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 49 Asia Pacific Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 50 Japan Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 51 China Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 52 India Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 53 Australia Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 54 South Korea Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 55 Latin America Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 56 Brazil Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 57 MEA Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 58 KSA Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 59 UAE Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 60 South Africa Automotive Predictive Analytics Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 61 Strategy framework
• Fig. 62 Company Categorization

Automotive Predictive Analytics Market Summary

The global automotive predictive analytics market size was estimated at USD 1.77 billion in 2024, and is projected to reach USD 16.81 billion by 2033, growing at a CAGR of 29.1% from 2025 to 2033. This steady growth is attributed to the rising integration of AI and machine learning machine learning in connected vehicles, increasing demand for predictive maintenance solutions, growing adoption of telematics and usage-based insurance models, and the rapid proliferation of electric and autonomous vehicles that rely heavily on real-time data analytics for performance optimization and safety enhancements.

The integration of Vehicle-to-Everything (V2X) communication, particularly Vehicle-to-Vehicle (V2V) and Vehicle-to-Infrastructure (V2I), has played a pivotal role in enhancing predictive decision-making in the automotive space. The U.S. Department of Transportation's ongoing efforts, such as its Connected Vehicle Pilot Deployment Program, have shown measurable benefits in safety and congestion reduction through real-time data sharing. Vehicles equipped with DSRC (Dedicated Short-Range Communications) or C-V2X technologies can now exchange braking, location, and speed data, enabling predictive systems to anticipate accidents and dynamically reroute traffic. This technological shift is boosting the market for predictive analytics by embedding intelligence into traffic management and in-vehicle systems, with ripple effects across public safety and commercial transport.

Government agencies are increasingly utilizing predictive analytics to maintain road safety and reduce accident risks, particularly during extreme weather. A notable example is the Aurora Pooled Fund's 2024 CVFM (Connected Vehicle Friction Measurement) project, which collects friction data from vehicles to forecast road slipperiness. In states like Iowa and Minnesota, this data is combined with maintenance logs to optimize de-icing and snow removal operations. These developments are propelling the market growth by enabling vehicles to alert drivers of hazardous surfaces before human sensors can even detect them. This is especially valuable for autonomous and electric vehicles, where precision and preemptive responses are mission-critical.

The incorporation of crowdsourced video analytics and in-vehicle camera data is unlocking new predictive insights for infrastructure agencies and OEMs. In 2023, the Michigan Department of Transportation launched a pilot that used dashcam and external sensor data from connected vehicles to monitor pedestrian movement, traffic bottlenecks, and near-collision incidents. These insights allowed local governments to predict high-risk zones and adjust traffic signals or signage preemptively. This convergence of telematics, video feeds, and analytics is boosting the market by offering a multi-modal approach to predictive analysis, not just for vehicles, but for entire transportation ecosystems.

Public agencies are backing the implementation of machine learning and big data to simulate and predict vehicle movement in congested corridors. For instance, the U.S. DOT's DRIVE CAVAMS program (2021-2024) used Apache Spark and real-time data from connected vehicles on I-405 in Seattle to test predictive traffic flow algorithms. These models accurately projected travel times, congestion buildup, and optimal routing decisions. This public-private collaboration is propelling the market growth by proving the viability of large-scale, AI-enabled traffic analytics, which are increasingly embedded into navigation systems and OEM infotainment platforms.

As predictive analytics systems become more data-hungry and interconnected, concerns around privacy and cybersecurity have surged. In 2024, the U.S. General Services Administration (GSA) published a comprehensive framework for managing telematics data collected from federal vehicle fleets. It recommended encryption, anonymization, and secure over-the-air update protocols for all predictive analytics platforms. Simultaneously, the Federal Trade Commission (FTC) has issued guidance on preventing misuse of vehicle geolocation and biometric data. These policy measures are boosting the market by strengthening consumer and regulatory trust in analytics platforms, especially those that rely on cloud-based predictive models and real-time behavioral data.

Global Automotive Predictive Analytics Market Report Segmentation

This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global automotive predictive analytics market report based on component, application, vehicle type, end user, and region:

• Component Outlook (Revenue, USD Million, 2021 - 2033)
• Software
• Services
• Hardware
• Application Outlook (Revenue, USD Million, 2021 - 2033)
• Predictive Maintenance
• Vehicle Telematics
• Driver & Behavior Analytics
• Fleet Management
• Warranty Analytics
• Others
• Vehicle Type Outlook (Revenue, USD Million, 2021 - 2033)
• Passenger Cars
• Commercial Vehicles
• Electric Vehicles (EVs)
• End User Outlook (Revenue, USD Million, 2021 - 2033)
• OEMs (Original Equipment Manufacturers)
• Fleet Operators
• Insurance Providers
• Others
• Regional Outlook (Revenue, USD Million, 2021 - 2033)
• North America
  • U.S.
  • Canada
  • Mexico
• Europe
  • Germany
  • UK
  • France
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Australia
• Latin America
  • Brazil
• Middle East and Africa (MEA)
  • KSA
  • UAE
  • South Africa

Table of Contents

Chapter 1. Methodology and Scope

• 1.1. Market Segmentation and Scope
• 1.2. Research Methodology
  • 1.2.1. Information Procurement
• 1.3. Information or Data Analysis
• 1.4. Methodology
• 1.5. Research Scope and Assumptions
• 1.6. Market Formulation & Validation
• 1.7. Country Based Segment Share Calculation
• 1.8. List of Data Sources

Chapter 2. Executive Summary

• 2.1. Market Outlook
• 2.2. Segment Outlook
• 2.3. Competitive Insights

Chapter 3. Automotive Predictive Analytics Market Variables, Trends, & Scope

• 3.1. Market Lineage Outlook
• 3.2. Market Dynamics
  • 3.2.1. Market Driver Analysis
  • 3.2.2. Market Restraint Analysis
  • 3.2.3. Industry Challenge
• 3.3. Automotive Predictive Analytics Market Analysis Tools
  • 3.3.1. Industry Analysis - Porter's
    • 3.3.1.1. Bargaining power of the suppliers
    • 3.3.1.2. Bargaining power of the buyers
    • 3.3.1.3. Threats of substitution
    • 3.3.1.4. Threats from new entrants
    • 3.3.1.5. Competitive rivalry
  • 3.3.2. PESTEL Analysis
    • 3.3.2.1. Political landscape
    • 3.3.2.2. Economic landscape
    • 3.3.2.3. Social landscape
    • 3.3.2.4. Technological landscape
    • 3.3.2.5. Environmental landscape
    • 3.3.2.6. Legal landscape

Chapter 4. Automotive Predictive Analytics Market: Component Estimates & Trend Analysis

• 4.1. Segment Dashboard
• 4.2. Automotive Predictive Analytics Market: Component Movement Analysis, 2024 & 2033 (USD Million)
• 4.3. Software
  • 4.3.1. Software Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 4.4. Services
  • 4.4.1. Services Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 4.5. Hardware
  • 4.5.1. Hardware Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 5. Automotive Predictive Analytics Market: Application Estimates & Trend Analysis

• 5.1. Segment Dashboard
• 5.2. Automotive Predictive Analytics Market: Application Movement Analysis, 2024 & 2033 (USD Million)
• 5.3. Predictive Maintenance
  • 5.3.1. Predictive Maintenance Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.4. Vehicle Telematics
  • 5.4.1. Vehicle Telematics Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.5. Driver & Behavior Analytics
  • 5.5.1. Driver & Behavior Analytics Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.6. Fleet Management
  • 5.6.1. Fleet Management Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.7. Warranty Analytics
  • 5.7.1. Warranty Analytics Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.8. Others
  • 5.8.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 6. Automotive Predictive Analytics Market: Vehicle Type Estimates & Trend Analysis

• 6.1. Segment Dashboard
• 6.2. Automotive Predictive Analytics Market: Vehicle Type Movement Analysis,2024 & 2033 (USD Million)
• 6.3. Passenger Cars
  • 6.3.1. Passenger Cars Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 6.4. Commercial Vehicles
  • 6.4.1. Commercial Vehicles Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 6.5. Electric Vehicles (EVs)
  • 6.5.1. Electric Vehicles (EVs) Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 7. Automotive Predictive Analytics Market: End User Estimates & Trend Analysis

• 7.1. Segment Dashboard
• 7.2. Automotive Predictive Analytics Market: End User Movement Analysis, 2024 & 2033 (USD Million)
• 7.3. OEMs (Original Equipment Manufacturers)
  • 7.3.1. OEMs (Original Equipment Manufacturers) Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 7.4. Fleet Operators
  • 7.4.1. Fleet Operators Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 7.5. Insurance Providers
  • 7.5.1. Insurance Providers Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 7.6. Others
  • 7.6.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 8. Automotive Predictive Analytics Market: Regional Estimates & Trend Analysis

• 8.1. Automotive Predictive Analytics Market Share, By Region, 2024 & 2033 (USD Million)
• 8.2. North America
  • 8.2.1. North America Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.2.2. U.S.
    • 8.2.2.1. U.S. Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.2.3. Canada
    • 8.2.3.1. Canada Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.2.4. Mexico
    • 8.2.4.1. Mexico Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.3. Europe
  • 8.3.1. Europe Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.3.2. UK
    • 8.3.2.1. UK Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.3.3. Germany
    • 8.3.3.1. Germany Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.3.4. France
    • 8.3.4.1. France Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.4. Asia Pacific
  • 8.4.1. Asia Pacific Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4.2. China
    • 8.4.2.1. China Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4.3. Japan
    • 8.4.3.1. Japan Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4.4. India
    • 8.4.4.1. India Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4.5. South Korea
    • 8.4.5.1. South Korea Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4.6. Australia
    • 8.4.6.1. Australia Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.5. Latin America
  • 8.5.1. Latin America Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.5.2. Brazil
    • 8.5.2.1. Brazil Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.6. Middle East and Africa
  • 8.6.1. Middle East and Africa Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.6.2. UAE
    • 8.6.2.1. UAE Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.6.3. KSA
    • 8.6.3.1. KSA Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.6.4. South Africa
    • 8.6.4.1. South Africa Automotive Predictive Analytics Market Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 9. Competitive Landscape

• 9.1. Company Categorization
• 9.2. Company Market Positioning
• 9.3. Company Heat Map Analysis
• 9.4. Company Profiles/Listing
  • 9.4.1. IBM
    • 9.4.1.1. Participant's Overview
    • 9.4.1.2. Financial Performance
    • 9.4.1.3. Product Benchmarking
    • 9.4.1.4. Strategic Initiatives
  • 9.4.2. SAP SE
    • 9.4.2.1. Participant's Overview
    • 9.4.2.2. Financial Performance
    • 9.4.2.3. Product Benchmarking
    • 9.4.2.4. Strategic Initiatives
  • 9.4.3. Cloud Software Group, Inc.
    • 9.4.3.1. Participant's Overview
    • 9.4.3.2. Financial Performance
    • 9.4.3.3. Product Benchmarking
    • 9.4.3.4. Strategic Initiatives
  • 9.4.4. Continental AG
    • 9.4.4.1. Participant's Overview
    • 9.4.4.2. Financial Performance
    • 9.4.4.3. Product Benchmarking
    • 9.4.4.4. Strategic Initiatives
  • 9.4.5. Microsoft
    • 9.4.5.1. Participant's Overview
    • 9.4.5.2. Financial Performance
    • 9.4.5.3. Product Benchmarking
    • 9.4.5.4. Strategic Initiatives
  • 9.4.6. NXP Semiconductors
    • 9.4.6.1. Participant's Overview
    • 9.4.6.2. Financial Performance
    • 9.4.6.3. Product Benchmarking
    • 9.4.6.4. Strategic Initiatives
  • 9.4.7. Oracle
    • 9.4.7.1. Participant's Overview
    • 9.4.7.2. Financial Performance
    • 9.4.7.3. Product Benchmarking
    • 9.4.7.4. Strategic Initiatives
  • 9.4.8. PTC
    • 9.4.8.1. Participant's Overview
    • 9.4.8.2. Financial Performance
    • 9.4.8.3. Product Benchmarking
    • 9.4.8.4. Strategic Initiatives
  • 9.4.9. Robert Bosch GmbH
    • 9.4.9.1. Participant's Overview
    • 9.4.9.2. Financial Performance
    • 9.4.9.3. Product Benchmarking
    • 9.4.9.4. Strategic Initiatives
  • 9.4.10. SAS Institute Inc.
    • 9.4.10.1. Participant's Overview
    • 9.4.10.2. Financial Performance
    • 9.4.10.3. Product Benchmarking
    • 9.4.10.4. Strategic Initiatives
  • 9.4.11. ZF Friedrichshafen AG
    • 9.4.11.1. Participant's Overview
    • 9.4.11.2. Financial Performance
    • 9.4.11.3. Product Benchmarking
    • 9.4.11.4. Strategic Initiatives