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市場調查報告書
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1927698

全球汽車預測分析市場：依技術、類型、車輛類型、應用、國家及地區分類－產業分析、市場規模、佔有率及2025年至2032年未來預測

Automotive Predictive Analytics Market, By Technology, By Type, By Vehicle Type, By Application, By Country, and By Region - Global Industry Analysis, Market Size, Market Share & Forecast from 2025-2032
出版日期: | 出版商: AnalystView Market Insights | 英文 356 Pages | 商品交期: 2-3個工作天內

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簡介目錄

預計到 2024 年，汽車預測分析市場規模將達到 10.701 億美元，並預計從 2025 年到 2032 年將以 28.10% 的複合年成長率成長。

汽車預測分析解決方案利用先進的數據分析、機器學習和人工智慧技術，透過即時和歷史數據預測車輛性能、維護需求和營運風險。聯網汽車、高級駕駛輔助系統 (ADAS) 和車隊管理平台的日益普及，推動了對汽車預測分析的需求，尤其是在乘用車和商用車領域。開發更精準的即時預測模型，以支援預防性維護、減少停機時間並最佳化車輛生命週期成本，蘊藏著巨大的機會。這對於電動車 (EV) 和共享出行車隊尤其重要。一個顯著的趨勢是將預測分析與雲端平台數位雙胞胎相結合，以實現主動決策和效能最佳化。然而，資料隱私問題、複雜的整合以及高昂的實施成本等挑戰，限制了中小型汽車製造商和車隊營運商對該技術的採用。

汽車預測分析市場動態

聯網汽車和數據驅動的出行解決方案正變得越來越受歡迎。

聯網汽車和數據驅動型出行解決方案的日益普及，正推動著對汽車預測分析的顯著需求。預測分析在提升車輛性能、安全性和營運效率方面發揮關鍵作用。隨著汽車製造商、車隊營運商和出行服務供應商越來越依賴即時洞察，預測分析透過分析感測器數據、遠端資訊處理數據和歷史數據，實現預防性維護、故障預測和車輛利用率最佳化。高級駕駛輔助系統 (ADAS)、電動動力傳動系統和空中軟體平台的日益整合，進一步推動了對高級分析的需求，以確保系統的可靠性和運作。車輛數位化趨勢，尤其是電動車和聯網汽車的數位化趨勢，需要可擴展的分析平台，能夠高精度地處理大量資料。此外，聯網汽車的快速普及也加速了分析技術的應用。例如，根據2025年發布的行業數據，全球超過75%的新乘用車將配備連網功能。車隊管理和共用出行平台的日益普及，也進一步推動了整個汽車生態系統對預測分析解決方案的需求。

汽車預測分析市場：細分分析

全球汽車預測分析市場按技術、類型、車輛類型、應用和地區進行細分。

基於市場接受度及其對車輛性能的影響，預測建模是汽車預測分析市場的首要任務，因為它為預測整個車隊和單輛車的維護需求、故障風險和營運最佳化奠定了基礎。其次是車載資訊系統，這得益於其在連網車輛和車隊管理平台中的廣泛應用，可提供用於分析的即時數據。物聯網感測器數據分析緊隨其後，因為電動車、高級駕駛輔助系統 (ADAS) 和引擎系統中感測器整合度的不斷提高，使得高解析度監控和可操作的洞察成為可能。巨量資料管理的重要性居中，它有助於儲存、處理和搜尋大規模汽車資料集，而這些資料集對於獲得準確的預測結果至關重要。深度學習模型正在崛起，成為一個高價值的細分領域，尤其是在自動駕駛汽車和複雜的預測應用中，但由於其計算複雜性和實施成本，其應用率仍然較低。

在汽車預測分析市場，軟體解決方案是重中之重。它們是預測建模、遠端資訊處理整合和資料視覺化的核心，使原始設備製造商 (OEM) 和車隊營運商能夠分析車輛性能、預測維護需求並高效最佳化營運。服務緊隨其後，包括諮詢、實施、整合和持續的分析支援。這些服務對於根據特定車隊和 OEM 的需求客製化解決方案以及確保無縫部署至關重要。硬體的重要性居中，包括用於收集和傳輸車輛資料的設備，例如遠端資訊處理設備、物聯網感測器和邊緣運算單元。雖然硬體對於實現預測分析至關重要，但其應用通常是由軟體和服務需求驅動的，而非獨立應用。總體而言，軟體主導的解決方案在投資和市場佔有率方面佔據主導地位，服務和硬體則作為分析生態系統的補充。

汽車預測分析市場—區域分析

汽車預測分析市場展現出明顯的區域領先地位和成長潛力，這主要得益於聯網汽車的普及、遠端資訊處理基礎設施的完善以及數位化的推進。北美佔據最大市場佔有率，這得益於聯網汽車技術的廣泛應用、先進的遠端資訊處理生態系統，以及原始設備製造商 (OEM) 和車隊營運商對人工智慧和預測性維護解決方案的大力投資。監管機構對安全、車聯網 (V2X) 通訊和智慧型運輸系統(ITS) 的支援進一步鞏固了北美的市場主導地位。歐洲緊隨其後，德國、英國和法國嚴格的車輛安全和排放氣體法規推動了分析技術在設計、製造和營運中的應用。亞太地區是成長最快的地區，中國、日本、印度和韓國電動車的快速普及、汽車產量的不斷成長以及智慧運輸計畫的推進，都促進了分析技術的應用。此外，諸如 JD Power 收購 Autovista Group（預計於 2024 年 3 月完成）以增強其在歐洲的分析能力，以及 OEM 與分析服務提供者之間的技術合作等策略性舉措，也凸顯了該地區的競爭格局。

汽車預測分析市場—國家分析

美國在汽車預測分析市場佔據領先地位，這主要得益於其對聯網汽車技術的早期應用、對人工智慧和雲端基礎設施的大力投資，以及支援預測性維護和安全應用的高級遠端資訊處理解決方案。北美預計將佔據全球收入的相當大佔有率，這得益於其強大的原始設備製造商 (OEM) 和車隊生態系統。德國和英國是歐洲的關鍵市場，其嚴格的安全和排放氣體法規推動了預測分析技術在製造業和自動駕駛舉措中的應用。在亞太地區，中國因其聯網汽車和智慧運輸基礎設施的快速普及而備受矚目，這推動了分析技術的應用。同時，印度的車隊分析和遠端資訊處理平台也呈現成長態勢。這些國家的發展趨勢背後有著重要的策略舉措，例如微軟於 2024 年 9 月在美國推出具有增強型預測分析功能的 Azure 汽車雲，以及博世在全球推廣其支援預測性維護和車隊解決方案的汽車雲套件，這些都凸顯了博世對技術和市場擴張的重視。

目錄

第1章：汽車預測分析市場概述

  • 分析範圍
  • 市場估算期

第2章執行摘要

  • 市場區隔
  • 競爭考察

第3章：汽車預測分析的關鍵市場趨勢

  • 市場促進因素
  • 市場限制
  • 市場機遇
  • 未來市場趨勢

第4章 汽車預測分析市場：產業分析

  • PEST分析
  • 波特五力分析
  • 市場成長展望：概覽
  • 管理體制分析

第5章 汽車預測分析市場：地緣政治緊張局勢加劇的影響

  • 新冠疫情的影響
  • 俄烏戰爭的影響
  • 中東衝突的影響

第6章：汽車預測分析的市場格局

  • 汽車預測分析市佔率分析（2024 年）
  • 主要製造商的細分數據
    • 對現有公司的分析
    • 新興企業分析

第7章：按技術分類的汽車預測分析市場

  • 概述
    • 細分市場佔有率分析：依技術分類
    • 預測建模
    • 深度學習模型
    • 車載資訊系統
    • 物聯網感測器數據分析
    • 巨量資料管理

第8章：汽車預測分析市場（按類型分類）

  • 概述
    • 細分市場佔有率分析：按類型
    • 軟體
    • 服務
    • 硬體

第9章：按車輛類型分類的汽車預測分析市場

  • 概述
    • 細分市場佔有率分析：依車輛類型分類
    • 搭乘用車
    • 商用車輛
    • 電動車

第10章：按應用分類的汽車預測分析市場

  • 概述
    • 細分市場佔有率分析：按應用
    • 預測性維護
    • 駕駛員行為分析
    • 供應鏈最佳化
    • 安全與風險管理
    • 車輛性能監測

第11章：按地區分類的汽車預測分析市場

  • 介紹
  • 北美洲
    • 概述
    • 北美主要製造商
    • 美國
    • 加拿大
  • 歐洲
    • 概述
    • 歐洲主要製造商
    • 德國
    • 英國
    • 法國
    • 義大利
    • 西班牙
    • 荷蘭
    • 瑞典
    • 俄羅斯
    • 波蘭
    • 其他
  • 亞太地區
    • 概述
    • 亞太地區主要製造商
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳洲
    • 印尼
    • 泰國
    • 菲律賓
    • 其他
  • 拉丁美洲
    • 概述
    • 拉丁美洲主要製造商
    • 巴西
    • 墨西哥
    • 阿根廷
    • 哥倫比亞
    • 其他
  • 中東和非洲（MEA）
    • 概述
    • 中東和非洲的主要製造商
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 以色列
    • 土耳其
    • 阿爾及利亞
    • 埃及
    • 其他

第12章：關鍵供應商分析－汽車預測分析產業

  • 競爭對手儀錶板
    • 競爭基準
    • 競爭定位
  • 公司簡介
    • Accenture
    • Amazon Web Services
    • Capgemini
    • Cognizant
    • Continental
    • DXC Technology
    • Google
    • Hewlett Packard Enterprise
    • IBM
    • Infosys
    • Microsoft
    • NVIDIA
    • Oracle
    • PTC
    • Robert Bosch
    • SAP
    • SAS Institute
    • Siemens
    • Tata Consultancy Services
    • ZF Friedrichshafen
    • Others

第13章：分析師視角

簡介目錄
Product Code: ANV5954

Automotive Predictive Analytics Market size was valued at US$ 1,070.10 Million in 2024, expanding at a CAGR of 28.10% from 2025 to 2032.

Automotive predictive analytics solutions leverage advanced data analytics, machine learning, and artificial intelligence to forecast vehicle performance, maintenance needs, and operational risks using real-time and historical data. Growing adoption of connected vehicles, advanced driver assistance systems (ADAS), and fleet management platforms is driving demand for automotive predictive analytics, particularly across passenger and commercial vehicles. Opportunities exist in developing more accurate, real-time predictive models that support preventive maintenance, reduce downtime, and optimize vehicle lifecycle costs, which are especially critical for electric vehicles (EVs) and shared mobility fleets. A prominent trend is the integration of predictive analytics with cloud-based platforms and digital twins to enable proactive decision-making and performance optimization. However, challenges such as data privacy concerns, integration complexity, and high implementation costs limit adoption among smaller OEMs and fleet operators.

Automotive Predictive Analytics Market- Market Dynamics

Increasing adoption of connected vehicles and data-driven mobility solutions

The growing adoption of connected vehicles and data-driven mobility solutions is significantly driving demand for automotive predictive analytics, which play a critical role in improving vehicle performance, safety, and operational efficiency. As OEMs, fleet operators, and mobility service providers increasingly rely on real-time insights, predictive analytics enable proactive maintenance, failure prediction, and optimized vehicle usage by analyzing sensor, telematics, and historical data. The rising integration of advanced driver assistance systems (ADAS), electric powertrains, and over-the-air software platforms further amplifies the need for advanced analytics to ensure system reliability and uptime. The trend toward vehicle digitalization, particularly in electric and connected vehicles, demands scalable analytics platforms capable of processing large data volumes with high accuracy. Moreover, the rapid expansion of connected vehicle adoption is accelerating analytics deployment. For instance, industry data published in 2025 indicated that over 75 percent of new passenger vehicles globally were equipped with connectivity features. The increasing use of fleet management and shared mobility platforms is further driving demand for predictive analytics solutions across automotive ecosystems.

Automotive Predictive Analytics Market- Segmentation Analysis:

The Global Automotive Predictive Analytics Market is segmented on the basis of Technology, Type, Vehicle Type, Application, and Region.

Based on market adoption and impact on vehicle performance, predictive modeling holds the highest priority in the automotive predictive analytics market, as it forms the foundation for forecasting maintenance needs, failure risks, and operational optimization across fleets and individual vehicles. Telematics systems rank next, driven by widespread deployment in connected vehicles and fleet management platforms to provide real-time data for analytics. IoT sensor data analytics follows closely, as increasing integration of sensors in EVs, ADAS, and engine systems enables high-resolution monitoring and actionable insights. Big data management occupies a mid-level priority, supporting the storage, processing, and retrieval of massive automotive datasets essential for accurate predictive outcomes. Deep learning models are emerging as a high-value segment, particularly in autonomous vehicles and complex predictive applications, though adoption remains lower due to computational complexity and implementation costs.

In the automotive predictive analytics market, software solutions hold the highest priority, as they form the core of predictive modeling, telematics integration, and data visualization, enabling OEMs and fleet operators to analyze vehicle performance, forecast maintenance, and optimize operations efficiently. Services follow, encompassing consulting, implementation, integration, and ongoing analytics support, which are critical for tailoring solutions to specific fleet or OEM requirements and ensuring seamless deployment. Hardware occupies a moderate priority, including telematics devices, IoT sensors, and edge computing units that collect and transmit vehicle data; while essential for enabling predictive analytics, hardware adoption is often driven by software and service requirements rather than standalone deployment. Overall, software-led solutions dominate investment and market share, with services and hardware complementing the analytics ecosystem.

Automotive Predictive Analytics Market- Geographical Insights

The automotive predictive analytics market demonstrates clear regional leadership and growth potential driven by connected vehicle adoption, telematics infrastructure, and digitalization. North America holds the largest share, supported by extensive deployment of connected vehicle technologies, advanced telematics ecosystems, and strong investments in AI and predictive maintenance solutions across OEMs and fleet operators. Regulatory support for safety, V2X communication, and intelligent transport systems further bolsters North American dominance. Europe follows, propelled by stringent vehicle safety and emissions regulations that encourage analytics integration in design, manufacturing, and operations across Germany, the UK, and France. Asia Pacific is the fastest-growing region, with rapid EV adoption, expanding automotive production, and smart mobility initiatives in China, Japan, India, and South Korea driving analytics uptake. Additionally, strategic moves such as J.D. Power's acquisition of Autovista Group to strengthen analytics capabilities in Europe (March 2024) and collaborative technology partnerships between OEMs and analytics providers underscore the competitive regional landscape.

Automotive Predictive Analytics Market- Country Insights

The United States leads the automotive predictive analytics market, driven by early adoption of connected vehicle technology, strong investment in AI, cloud infrastructure, and advanced telematics solutions that support predictive maintenance and safety applications. North America is expected to capture a significant share of global revenue, benefiting from robust OEM and fleet ecosystems. Germany and the United Kingdom are key European countries' markets, propelled by stringent safety and emissions regulations that encourage predictive analytics integration in manufacturing and autonomous initiatives. China stands out in the Asia Pacific, where rapid connected vehicle deployment and smart mobility infrastructure fuel analytics adoption, while India is witnessing growth in fleet analytics and telematics platforms. Strategic activity underscores these country-level trends; for example, Microsoft's Azure Automotive Cloud launch in the U.S. with enhanced predictive analytics (September 2024) and Bosch's Automotive Cloud Suite deployment globally to support predictive maintenance and fleet solutions emphasize technology and market expansion.

Automotive Predictive Analytics Market- Competitive Landscape:

The global automotive predictive analytics market is moderately consolidated and highly competitive, driven by major technology providers and automotive specialists offering AI- and machine learning-enabled analytics solutions for OEMs and fleet operators. Leading players include IBM Corporation, Microsoft Corporation, SAP SE, Oracle Corporation, Continental AG, Robert Bosch GmbH, ZF Friedrichshafen AG, NXP Semiconductors, and SAS Institute Inc., which compete through platform innovation, integrated telematics, and enhanced predictive maintenance capabilities. Software and cloud-based analytics offerings remain central differentiators as demand grows for real-time vehicle health insights and fleet optimization tools. Strategic collaborations and partnerships are shaping competitiveness; for example, Microsoft partnered with Volvo Cars in March 2025 to deploy an Azure-based predictive maintenance and analytics platform, and SAP collaborated with Stellantis in January 2025 to integrate SAP analytics solutions across vehicle data ecosystems, expanding service capabilities and market reach.

Recent Developments:

In December 2025, AutoData Middle East launched AutoData Analytics, an AI-driven platform combining predictive analytics, real-time market tracking, and valuation modeling to help automotive professionals decode trends, optimize operations, and make data-backed decisions across the GCC automotive market.

In August 2025, Force Motors launched iPulse, an AI-driven fleet intelligence and predictive analytics platform for its commercial vehicles, developed in collaboration with Intangles. The connected system provides real-time vehicle data, enhances operational efficiency, and supports proactive maintenance to reduce costs.

In January 2024, Infineon Technologies and Aurora Labs collaborated to launch an AI-driven automotive predictive maintenance solution integrating Aurora's Line-of-Code Intelligence (LOCI) technology with Infineon's AURIX TC4x microcontrollers, enhancing real-time monitoring, software reliability, and safety for critical vehicle systems.

SCOPE OF THE REPORT

The scope of this report covers the market by its major segments, which include as follows:

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET KEY PLAYERS- DETAILED COMPETITIVE INSIGHTS

  • Accenture
  • Amazon Web Services
  • Capgemini
  • Cognizant
  • Continental
  • DXC Technology
  • Google
  • Hewlett Packard Enterprise
  • IBM
  • Infosys
  • Microsoft
  • NVIDIA
  • Oracle
  • PTC
  • Robert Bosch
  • SAP
  • SAS Institute
  • Siemens
  • Tata Consultancy Services
  • ZF Friedrichshafen
  • Others

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET, BY TECHNOLOGY- MARKET ANALYSIS, 2019 - 2032

  • Predictive Modeling
  • Deep Learning Models
  • Telematics Systems
  • IoT Sensor Data Analytics
  • Big Data Management

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET, BY TYPE- MARKET ANALYSIS, 2019 - 2032

  • Software
  • Services
  • Hardware

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET, BY VEHICLE TYPE- MARKET ANALYSIS, 2019 - 2032

  • Passenger Vehicles
  • Commercial Vehicles
  • Electric Vehicles

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET, BY APPLICATION- MARKET ANALYSIS, 2019 - 2032

  • Predictive Maintenance
  • Driver Behavior Analysis
  • Supply Chain Optimization
  • Safety and Risk Management
  • Vehicle Performance Monitoring

GLOBAL AUTOMOTIVE PREDICTIVE ANALYTICS MARKET, BY REGION- MARKET ANALYSIS, 2019 - 2032

  • North America
  • U.S.
  • Canada
  • Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • The Netherlands
  • Sweden
  • Russia
  • Poland
  • Rest of Europe
  • Asia Pacific
  • China
  • India
  • Japan
  • South Korea
  • Australia
  • Indonesia
  • Thailand
  • Philippines
  • Rest of APAC
  • Latin America
  • Brazil
  • Mexico
  • Argentina
  • Colombia
  • Rest of LATAM
  • The Middle East and Africa
  • Saudi Arabia
  • UAE
  • Israel
  • Turkey
  • Algeria
  • Egypt
  • Rest of MEA

Table of Contents

1. Automotive Predictive Analytics Market Overview

  • 1.1. Study Scope
  • 1.2. Market Estimation Years

2. Executive Summary

  • 2.1. Market
    • 2.1.1. Automotive Predictive Analytics Market by Technology
    • 2.1.2. Automotive Predictive Analytics Market by Type
    • 2.1.3. Automotive Predictive Analytics Market by Vehicle Type
    • 2.1.4. Automotive Predictive Analytics Market by Application
    • 2.1.5. Automotive Predictive Analytics Market by Country
    • 2.1.6. Automotive Predictive Analytics Market by Region
  • 2.2. Competitive Insights

3. Automotive Predictive Analytics Key Market Trends

  • 3.1. Automotive Predictive Analytics Market Drivers
    • 3.1.1. Impact Analysis of Market Drivers
  • 3.2. Automotive Predictive Analytics Market Restraints
    • 3.2.1. Impact Analysis of Market Restraints
  • 3.3. Automotive Predictive Analytics Market Opportunities
  • 3.4. Automotive Predictive Analytics Market Future Trends

4. Automotive Predictive Analytics Industry Study

  • 4.1. PEST Analysis
  • 4.2. Porter's Five Forces Analysis
  • 4.3. Growth Prospect Mapping
  • 4.4. Regulatory Framework Analysis

5. Automotive Predictive Analytics Market: Impact of Escalating Geopolitical Tensions

  • 5.1. Impact of COVID-19 Pandemic
  • 5.2. Impact of Russia-Ukraine War
  • 5.3. Impact of Middle East Conflicts

6. Automotive Predictive Analytics Market Landscape

  • 6.1. Automotive Predictive Analytics Market Share Analysis, 2024
  • 6.2. Breakdown Data, by Key Manufacturer
    • 6.2.1. Established Players' Analysis
    • 6.2.2. Emerging Players' Analysis

7. Automotive Predictive Analytics Market - By Technology

  • 7.1. Overview
    • 7.1.1. Segment Share Analysis, By Technology, 2024 & 2032 (%)
    • 7.1.2. Predictive Modeling
    • 7.1.3. Deep Learning Models
    • 7.1.4. Telematics Systems
    • 7.1.5. IoT Sensor Data Analytics
    • 7.1.6. Big Data Management

8. Automotive Predictive Analytics Market - By Type

  • 8.1. Overview
    • 8.1.1. Segment Share Analysis, By Type, 2024 & 2032 (%)
    • 8.1.2. Software
    • 8.1.3. Services
    • 8.1.4. Hardware

9. Automotive Predictive Analytics Market - By Vehicle Type

  • 9.1. Overview
    • 9.1.1. Segment Share Analysis, By Vehicle Type, 2024 & 2032 (%)
    • 9.1.2. Passenger Vehicles
    • 9.1.3. Commercial Vehicles
    • 9.1.4. Electric Vehicles

10. Automotive Predictive Analytics Market - By Application

  • 10.1. Overview
    • 10.1.1. Segment Share Analysis, By Application, 2024 & 2032 (%)
    • 10.1.2. Predictive Maintenance
    • 10.1.3. Driver Behavior Analysis
    • 10.1.4. Supply Chain Optimization
    • 10.1.5. Safety and Risk Management
    • 10.1.6. Vehicle Performance Monitoring

11. Automotive Predictive Analytics Market- By Geography

  • 11.1. Introduction
    • 11.1.1. Segment Share Analysis, By Geography, 2024 & 2032 (%)
  • 11.2. North America
    • 11.2.1. Overview
    • 11.2.2. Automotive Predictive Analytics Key Manufacturers in North America
    • 11.2.3. North America Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.2.4. North America Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
    • 11.2.5. North America Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
    • 11.2.6. North America Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
    • 11.2.7. North America Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.2.8. U.S.
      • 11.2.8.1. Overview
      • 11.2.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.2.8.3. U.S. Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.2.8.4. U.S. Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.2.8.5. U.S. Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.2.8.6. U.S. Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.2.9. Canada
      • 11.2.9.1. Overview
      • 11.2.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.2.9.3. Canada Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.2.9.4. Canada Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.2.9.5. Canada Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.2.9.6. Canada Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
  • 11.3. Europe
    • 11.3.1. Overview
    • 11.3.2. Automotive predictive analytics Key Manufacturers in Europe
    • 11.3.3. Europe Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.3.4. Europe Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
    • 11.3.5. Europe Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
    • 11.3.6. Europe Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
    • 11.3.7. Europe Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.8. Germany
      • 11.3.8.1. Overview
      • 11.3.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.8.3. Germany Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.8.4. Germany Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.8.5. Germany Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.8.6. Germany Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.9. UK
      • 11.3.9.1. Overview
      • 11.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.9.3. UK Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.9.4. UK Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.9.5. UK Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.9.6. UK Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.10. France
      • 11.3.10.1. Overview
      • 11.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.10.3. France Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.10.4. France Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.10.5. France Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.10.6. France Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.11. Italy
      • 11.3.11.1. Overview
      • 11.3.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.11.3. Italy Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.11.4. Italy Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.11.5. Italy Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.11.6. Italy Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.12. Spain
      • 11.3.12.1. Overview
      • 11.3.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.12.3. Spain Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.12.4. Spain Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.12.5. Spain Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.12.6. Spain Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.13. The Netherlands
      • 11.3.13.1. Overview
      • 11.3.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.13.3. The Netherlands Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.13.4. The Netherlands Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.13.5. The Netherlands Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.13.6. The Netherlands Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.14. Sweden
      • 11.3.14.1. Overview
      • 11.3.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.14.3. Sweden Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.14.4. Sweden Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.14.5. Sweden Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.14.6. Sweden Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.15. Russia
      • 11.3.15.1. Overview
      • 11.3.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.15.3. Russia Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.15.4. Russia Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.15.5. Russia Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.15.6. Russia Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.16. Poland
      • 11.3.16.1. Overview
      • 11.3.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.16.3. Poland Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.16.4. Poland Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.16.5. Poland Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.16.6. Poland Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.3.17. Rest of Europe
      • 11.3.17.1. Overview
      • 11.3.17.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.17.3. Rest of the Europe Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.3.17.4. Rest of the Europe Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.3.17.5. Rest of the Europe Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.3.17.6. Rest of the Europe Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
  • 11.4. Asia Pacific (APAC)
    • 11.4.1. Overview
    • 11.4.2. Automotive Predictive Analytics Key Manufacturers in Asia Pacific
    • 11.4.3. APAC Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.4.4. APAC Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
    • 11.4.5. APAC Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
    • 11.4.6. APAC Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
    • 11.4.7. APAC Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.8. China
      • 11.4.8.1. Overview
      • 11.4.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.8.3. China Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.8.4. China Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.8.5. China Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.8.6. China Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.9. India
      • 11.4.9.1. Overview
      • 11.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.9.3. India Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.9.4. India Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.9.5. India Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.9.6. India Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.10. Japan
      • 11.4.10.1. Overview
      • 11.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.10.3. Japan Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.10.4. Japan Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.10.5. Japan Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.10.6. Japan Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.11. South Korea
      • 11.4.11.1. Overview
      • 11.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.11.3. South Korea Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.11.4. South Korea Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.11.5. South Korea Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.11.6. South Korea Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.12. Australia
      • 11.4.12.1. Overview
      • 11.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.12.3. Australia Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.12.4. Australia Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.12.5. Australia Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.12.6. Australia Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.13. Indonesia
      • 11.4.13.1. Overview
      • 11.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.13.3. Indonesia Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.13.4. Indonesia Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.13.5. Indonesia Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.13.6. Indonesia Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.14. Thailand
      • 11.4.14.1. Overview
      • 11.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.14.3. Thailand Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.14.4. Thailand Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.14.5. Thailand Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.14.6. Thailand Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.15. Philippines
      • 11.4.15.1. Overview
      • 11.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.15.3. Philippines Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.15.4. Philippines Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.15.5. Philippines Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.15.6. Philippines Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.4.16. Rest of APAC
      • 11.4.16.1. Overview
      • 11.4.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.16.3. Rest of APAC Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.4.16.4. Rest of APAC Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.4.16.5. Rest of APAC Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.4.16.6. Rest of APAC Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
  • 11.5. Latin America (LATAM)
    • 11.5.1. Overview
    • 11.5.2. Automotive Predictive Analytics Key Manufacturers in Latin America
    • 11.5.3. LATAM Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.5.4. LATAM Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
    • 11.5.5. LATAM Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
    • 11.5.6. LATAM Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
    • 11.5.7. LATAM Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.5.8. Brazil
      • 11.5.8.1. Overview
      • 11.5.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.8.3. Brazil Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.5.8.4. Brazil Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.5.8.5. Brazil Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.5.8.6. Brazil Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.5.9. Mexico
      • 11.5.9.1. Overview
      • 11.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.9.3. Mexico Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.5.9.4. Mexico Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.5.9.5. Mexico Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.5.9.6. Mexico Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.5.10. Argentina
      • 11.5.10.1. Overview
      • 11.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.10.3. Argentina Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.5.10.4. Argentina Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.5.10.5. Argentina Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.5.10.6. Argentina Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.5.11. Colombia
      • 11.5.11.1. Overview
      • 11.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.11.3. Colombia Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.5.11.4. Colombia Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.5.11.5. Colombia Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.5.11.6. Colombia Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.5.12. Rest of LATAM
      • 11.5.12.1. Overview
      • 11.5.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.12.3. Rest of LATAM Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.5.12.4. Rest of LATAM Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.5.12.5. Rest of LATAM Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.5.12.6. Rest of LATAM Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
  • 11.6. Middle East and Africa (MEA)
    • 11.6.1. Overview
    • 11.6.2. Automotive Predictive Analytics Key Manufacturers in Middle East and Africa
    • 11.6.3. MEA Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.6.4. MEA Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
    • 11.6.5. MEA Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
    • 11.6.6. MEA Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
    • 11.6.7. MEA Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.8. Saudi Arabia
      • 11.6.8.1. Overview
      • 11.6.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.8.3. Saudi Arabia Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.8.4. Saudi Arabia Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.8.5. Saudi Arabia Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.8.6. Saudi Arabia Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.9. United Arab Emirates
      • 11.6.9.1. Overview
      • 11.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.9.3. United Arab Emirates Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.9.4. United Arab Emirates Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.9.5. United Arab Emirates Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.9.6. United Arab Emirates Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.10. Israel
      • 11.6.10.1. Overview
      • 11.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.10.3. Israel Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.10.4. Israel Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.10.5. Israel Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.10.6. Israel Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.11. Turkey
      • 11.6.11.1. Overview
      • 11.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.11.3. Turkey Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.11.4. Turkey Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.11.5. Turkey Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.11.6. Turkey Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.12. Algeria
      • 11.6.12.1. Overview
      • 11.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.12.3. Algeria Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.12.4. Algeria Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.12.5. Algeria Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.12.6. Algeria Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.13. Egypt
      • 11.6.13.1. Overview
      • 11.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.13.3. Egypt Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.13.4. Egypt Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.13.5. Egypt Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.13.6. Egypt Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)
    • 11.6.14. Rest of MEA
      • 11.6.14.1. Overview
      • 11.6.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.14.3. Rest of MEA Market Size and Forecast, By Technology, 2019 - 2032 (US$ Million)
      • 11.6.14.4. Rest of MEA Market Size and Forecast, By Type, 2019 - 2032 (US$ Million)
      • 11.6.14.5. Rest of MEA Market Size and Forecast, By Vehicle Type, 2019 - 2032 (US$ Million)
      • 11.6.14.6. Rest of MEA Market Size and Forecast, By Application, 2019 - 2032 (US$ Million)

12. Key Vendor Analysis- Automotive Predictive Analytics Industry

  • 12.1. Competitive Dashboard
    • 12.1.1. Competitive Benchmarking
    • 12.1.2. Competitive Positioning
  • 12.2. Company Profiles
    • 12.2.1. Accenture
    • 12.2.2. Amazon Web Services
    • 12.2.3. Capgemini
    • 12.2.4. Cognizant
    • 12.2.5. Continental
    • 12.2.6. DXC Technology
    • 12.2.7. Google
    • 12.2.8. Hewlett Packard Enterprise
    • 12.2.9. IBM
    • 12.2.10. Infosys
    • 12.2.11. Microsoft
    • 12.2.12. NVIDIA
    • 12.2.13. Oracle
    • 12.2.14. PTC
    • 12.2.15. Robert Bosch
    • 12.2.16. SAP
    • 12.2.17. SAS Institute
    • 12.2.18. Siemens
    • 12.2.19. Tata Consultancy Services
    • 12.2.20. ZF Friedrichshafen
    • 12.2.21. Others

13. 360 Degree Analyst View

14. Appendix

  • 14.1. Research Methodology
  • 14.2. References
  • 14.3. Abbreviations
  • 14.4. Disclaimer
  • 14.5. Contact Us