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市場調查報告書
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1830545

全球交通分析市場（按交通途徑、推進類型、應用、技術和部署類型）—2025-2032 年全球預測

Transportation Analytics Market by Transport Mode, Propulsion Type, Application, Technology, Deployment Type - Global Forecast 2025-2032
出版日期: | 出版商: 360iResearch | 英文 185 Pages | 商品交期: 最快1-2個工作天內

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※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

預計到 2032 年，交通分析市場將成長至 1,307.1 億美元，複合年成長率為 22.71%。

主要市場統計數據
基準年2024年 254.1億美元
預計2025年 310.9億美元
預測年份：2032年 1307.1億美元
複合年成長率（%） 22.71%

簡要介紹數據主導分析、跨模式整合和新駕駛系統如何改變整個交通網路的營運重點

在數位化、監管變化和客戶期望不斷變化等因素的推動下，交通運輸生態系統正經歷劇烈的變革時期。數據豐富的感測器、即時遠端資訊處理和高級分析技術正在融合，為資產和營運帶來全新的可視性，使企業能夠從一次性干預轉向持續的基於狀態的管理。在這種環境下，分析技術正從績效報告的角色演變為策略引擎，為車隊最佳化、路線規劃和基礎設施彈性等方面的決策提供資訊支援。

航空、鐵路、公路和水運行業的相關人員正在適應這樣的情況：來自車輛設備、衛星訊號和交通網路的洞察對於競爭績效至關重要。新型推進模式的出現，尤其是電池電力和燃料電池電力推進，正在引入新的維護制度和能源管理要求，這些要求必須與現有的營運實踐相協調。因此，營運、工程和資料科學團隊之間的跨部門協作正成為實現正常運作和成本效率顯著提升的先決條件。

從先導計畫到企業級部署的轉變仍然是一項真正的挑戰。組織必須在雄心壯志與務實態度之間取得平衡，優先考慮資產健康監測和貨物管理等高價值用例，同時確保基礎設施監控和乘客出行舉措獲得擴展所需的管治和整合支援。最終，成功的專案能夠將技術選擇、部署模型和組織能力與長期營運目標結合。

數位化、推動轉變和混合分析架構如何共同重塑整個交通途徑。

交通運輸格局正在經歷一場變革性的轉變，它重新定義了我們追求運能、韌性和永續性目標的方式。數位化正在實現一個持續的反饋循環：遠端資訊處理和狀態監測為維護計劃提供資訊，並為預測分析引擎提供數據，從而減少計劃外停機時間；而人工智慧驅動的需求預測則支持客運和貨運資源的動態分配。這種轉變並非一成不變，且因運輸方式而異：航空運輸面臨著嚴格的管理體制和乘客體驗需求的雙重挑戰；鐵路系統平衡了大宗貨運流量和高速客運通道；公路網路將商用卡車與多元化的客運車隊整合在一起；而水運物流跨越了內陸運輸和海上運輸的界限。

隨著技術變革，向電池電力和燃料電池電力推進系統的過渡正在重塑車輛和船舶的生命週期，並推動能源管理和安全保障方面新的數據需求。同時，雲端原生平台和本地部署在延遲、安全性以及與傳統控制系統的整合方面各有優劣。為此，越來越多的公司正在採用混合架構，將集中式分析與邊緣處理結合，以滿足即時營運需求。

圍繞排放氣體、安全和基礎設施標準的監管趨勢正在進一步加速變革，迫使營運商採用分析技術來記錄合規性並最佳化資產利用率。因此，供應商正在透過垂直整合的解決方案堆疊脫穎而出，這些解決方案堆疊將人工智慧/機器學習、巨量資料分析和遠端資訊處理與特定領域的工作流程相結合，從而創建一個互通性、資料管治和可擴展部署模型決定競爭優勢的生態系統。

評估美國關稅調整的累積營運和採購影響以及由此產生的分析主導的供應鏈緩解策略

2025年美國關稅政策的製定對運輸規劃、供應商採購和物流通路策略產生了多重影響。關稅上漲和貿易政策調整促使採購團隊重新評估其供應商組合，傾向於區域採購和長期契約，以保護營運免受反覆出現的關稅波動的影響。整合空運、鐵路、公路和水運的多式聯運組合正在重新評估，以精簡成本、縮短行程時間並提高可靠性。

這些由關稅驅動的轉變也正在改變供應商關係。採購部門更重視整體擁有成本、供應鏈可追溯性和合約彈性。這導致採購部門更加重視能夠將單位級物流成本與庫存定位和服務水準承諾相匹配的分析方法。基礎設施監控專案也受到了類似的影響，因為資本配置決策現在正在權衡投資國內產能與透過預測性維護和維修專案延長資產壽命的比較優勢。

總體而言，關稅變化的累積影響正在加速企業向供應鏈韌性、本地化採購和主導驅動的決策框架邁進的策略舉措。能夠結合以情境為基礎的規劃、強大的貨物管理解決方案以及與物流合作夥伴更深入合作的企業，更有能力應對貿易政策衝擊，同時持續追求效率和服務品質的提升。

深度細分洞察解釋了交通方式、駕駛員、使用重點、技術選擇和部署模型如何創造不同的採用路徑和價值槓桿

關鍵細分洞察揭示了分析優先順序和解決方案架構如何因運輸方式、推進類型、應用重點、技術堆疊和部署偏好而異。考慮到運輸方式，航空分為貨運和客運航空公司。貨運服務在綜合營運商和非綜合營運商之間進一步區分，客運航空公司需要平衡全方位服務和低成本模式。鐵路分為貨運和客運，貨運著重於散裝和聯運，客運包括高速鐵路、地鐵和區域系統。公路交通包括商用車和乘用車，商用車主要指卡車和貨車，乘用車包括巴士、轎車和摩托車。水上交通涵蓋內陸和海上交通。內陸網路分為湖泊和河流交通，而海上交通則按散裝貨船、貨櫃和油輪類別分類。

推進力考量可分為傳統系統和電動替代系統，電氣架構分為電池電動和燃料電池電動。這些推進力選擇對資產管理和基礎設施策略有重要影響，特別是維護計畫和車輛健康監測，它們與貨運管理、基礎設施監測和乘客移動一樣，屬於廣泛的應用類別。基礎設施監測本身分為橋樑監測和道路狀況監測，每種監測都需要自行客製化的感測器套件和分析模型。人工智慧/機器學習、巨量資料分析、預測分析和遠端資訊處理等技術層支援這些應用。人工智慧分類進一步分為深度學習和機器學習技術。最後，部署類型的選擇——雲端還是本地基礎設施——會影響資料管治、管治和整合路徑。總之，這些細分推動了差異化的價值提案和實施藍圖，而這些需要量身定做的治理、互通性規劃和相關人員協調。

法規、基礎設施成熟度和電氣化挑戰的區域差異如何影響全球交通走廊的差異化採用路徑和部署策略

區域動態正在塑造美洲、歐洲、中東和非洲以及亞太地區的採用模式、投資重點和合作夥伴生態系統結構。在美洲，成熟的物流網路和對成本效率的高度重視正在推動貨物管理和遠端資訊處理主導解決方案的快速採用，而乘客出行舉措則越來越重視城市交通一體化和最後一英里效率。同時，歐洲、中東和非洲的特點是擁有多種先進的法規結構、需要更新舊基礎設施以及注重脫碳舉措，這些因素正在推動對基礎設施監控、橋樑健康分析和能源感知資產管理方法的需求。

在亞太地區，快速的都市化、複雜的多式聯運路線以及積極的電氣化計劃，正在推動人工智慧和巨量資料分析在鐵路、公路和水運領域的廣泛應用。亞太地區的供應商生態系統正在擴展其能力，以整合電池電力和燃料電池電力推進支援以及預測性維護能力。在所有地區，跨境物流的複雜性、監管的多樣性以及基礎設施成熟度的差異，使得制定區域客製化的部署策略成為必要，從而協調本地部署需求、雲端應用與區域資料主權規則。

最終，區域洞察強調了對靈活的解決方案架構和夥伴關係模式的需求，這些架構和模式可以適應當地的管理體制、基礎設施現實和商業性優先事項，使營運商能夠在尊重當地限制和機會的同時擴展其分析程序。

企業級動態和競爭差異由專業知識、系統整合能力和滿足您的營運需求的靈活部署架構所驅動。

企業級動態揭示了一個由解決方案專家、系統整合商和垂直整合平台提供者組成的生態系統，它們在資料互通性、領域專業知識和交付可靠性方面展開競爭。領先的供應商正在投資深度領域能力，例如維護調度和車輛健康監測的預測分析。其他供應商則透過專門的感測器產品組合和遠端資訊處理整合來實現差異化，以滿足散裝貨物運輸、高速鐵路和內陸航運等細分市場的需求。

隨著製造商尋求將分析技術融入車輛生命週期和保固管理流程，科技公司與傳統原始設備製造商之間的夥伴關係日益普遍。系統整合商在連接傳統控制系統與雲端原生分析平台方面發揮關鍵作用，能夠實現漸進式現代化，從而降低營運風險。此外，為橋樑和道路提供全面基礎設施監控解決方案的公司擴大將分析服務捆綁到長期維護框架中，為客戶提供可預測的資產價值維護路徑。

競爭力青睞那些在資料管治、安全部署架構和可衡量營運成果方面展現出強大能力的公司。同樣重要的是，供應商能夠適應特定地區的合規制度並提供靈活的部署模式，因為許多企業客戶需要一種混合方法，既能保持集中式分析的優勢，又能滿足延遲和主權限制。

為高階主管提供可行的策略建議，使分析投資與業務 KPI、管治結構和混合部署策略保持一致，從而實現可擴展的採用

對於希望將分析轉化為可衡量業務優勢的產業領導者，我們建議採取務實的分階段方法，將技術投資與明確的業務成果結合。首先，定義與可靠性和客戶服務指標直接相關的優先用例，例如維護計劃、車輛健康監測和貨運管理。與營運、工程、採購和IT部門的代表建立跨職能治理，以確保在專案管治的早期就解決資料標準、整合要求和變更管理流程。

採用混合部署架構，在延遲與連線受限的情況下，平衡雲規模分析與邊緣處理。評估技術時，優先考慮能夠與現有遠端資訊處理、控制系統和企業資源規劃平台實現互通性的解決方案。資料科學家應與現場工程師合作，校準模型並檢驗可操作的閾值。最後，培養策略供應商關係，提供合約彈性、透明的整合藍圖以及與運作和服務水準掛鉤的績效KPI。採取這些措施，領導者能夠將檢查學習轉化為可擴展的計劃，從而實現持續的營運改進。

透過結合從業者訪談、技術評估和產業文獻綜述的嚴格混合方法調查方法，檢驗了以營運為重點的見解

本報告的研究採用混合方法，結合質性訪談、技術供應商評估和跨產業最佳實踐整合，以產生切實可行的洞察。主要研究包括對航空、鐵路、公路和水運領域的專家進行結構化訪談，包括營運商、車隊工程師、採購主管和分析從業人員。這些訪談重點在於現實世界中的整合挑戰、雲端和本地架構之間的部署權衡，以及推進系統遷移對營運的影響。

我們的二次研究涵蓋了與資產管理、基礎設施監控、遠端資訊處理和推進技術相關的政策聲明、行業標準和技術文獻的全面審查。我們的技術評估是基於對人工智慧和機器學習模型架構、遠端資訊處理資料流和預測分析框架的實際評估，以確定它們是否適用於特定用例，例如維護調度和橋樑監控。在整個研究過程中，我們透過將訪談洞察與已記錄的用例和供應商技術規格進行交叉引用，對我們的研究結果進行了三角檢驗。這種調查方法確保我們的建議是基於實際的營運約束，並經過實踐者的檢驗。

策略結論強調，採用嚴謹的分析、在地適應性和管治將決定整個交通網路績效改善的下一步。

最後，交通運輸產業正處於曲折點，數據和分析對於實現可靠性、效率和永續性至關重要。那些積極調整其細分策略，涵蓋不同交通方式、推進類型和應用重點的組織，將更有能力設計出能夠帶來可衡量營運效益的分析程序。將人工智慧和機器學習與遠端資訊處理和預測分析相結合，將創造從被動維護轉向基於狀態管理的新機遇，同時，雲端部署和本地部署之間的權衡也應透過滿足延遲和管治需求的混合架構來平衡。

應對複雜的監管和貿易政策的不確定性，需要策略性地關注區域動態、採購彈性和供應商選擇。將分析嵌入核心業務流程並建立跨職能管治，將有助於營運商將各項措施從試點擴展到企業部署。要充分發揮交通分析在提升安全性、可靠性和客戶體驗方面的潛力，需要嚴謹的優先排序、務實的技術應用以及營運、工程和數據團隊之間的持續協作。

目錄

第1章：前言

第2章調查方法

第3章執行摘要

第4章 市場概況

第5章 市場洞察

  • 利用人工智慧預測分析與動態定價實現即時多模態最佳化
  • 整合物聯網感測器數據，實現預測性維護和即時車輛資產追蹤
  • 引入數位雙胞胎用於城市交通規劃和動態擁塞管理
  • 使用機器學習進行自動駕駛汽車的路線規劃和安全分析
  • 區塊鏈實施，確保運輸物流安全，確保貨物來源透明
  • 使用邊緣運算實現低延遲車對車通訊和路線最佳化
  • 實施先進的遠端資訊處理和駕駛員行為分析，以提高安全性並減少排放
  • 整合電動車充電基礎設施分析，實現需求預測與電網負載平衡
  • 應用GIS空間分析最佳化公共運輸路線規劃及客流量預測
  • 利用人工智慧驅動的貨物需求預測最佳化供應鏈效率和產能規劃

第6章 2025年美國關稅的累積影響

第7章：人工智慧的累積影響，2025年

第8章運輸分析市場：依交通途徑

  • 空氣
    • 貨運航空公司
      • 融合的
      • 非整合
    • 客運航空公司
      • 全方位服務
      • 低成本
  • 鐵路
    • 貨運服務
      • 大部分
      • 多式聯運
    • 乘客服務
      • 高速
      • 捷運
      • 對於局部地區
  • 路
    • 商用車
      • 追蹤
      • 貨車
    • 搭乘用車
      • 公車
      • 車
      • 摩托車
  • 海上航線
    • 內陸運輸
      • 湖上交通
      • 河運
    • 海上交通
      • 散貨船
      • 容器
      • 油船

9. 依推進類型分類的交通分析市場

  • 傳統的
  • 電
    • 電池電動
    • 燃料電池電力

第 10 章流量分析市場：按應用

  • 資產管理
    • 維護計劃
    • 車輛健康監測
  • 貨物管理
  • 基礎設施監控
    • 橋樑監測
    • 道路狀況監測
  • 乘客流動

第 11 章 流量分析市場：依技術

  • 人工智慧和機器學習
    • 深度學習
    • 機器學習
  • 巨量資料分析
  • 預測分析
  • 遠端資訊處理

第 12 章：按部署類型分類的運輸分析市場

  • 雲
  • 本地部署

第13章 流量分析市場：按地區

  • 美洲
    • 北美洲
    • 拉丁美洲
  • 歐洲、中東和非洲
    • 歐洲
    • 中東
    • 非洲
  • 亞太地區

第 14 章。按類別分類的運輸分析市場

  • ASEAN
  • GCC
  • EU
  • BRICS
  • G7
  • NATO

第 15 章。按國家/地區分類的交通分析市場

  • 美國
  • 加拿大
  • 墨西哥
  • 巴西
  • 英國
  • 德國
  • 法國
  • 俄羅斯
  • 義大利
  • 西班牙
  • 中國
  • 印度
  • 日本
  • 澳洲
  • 韓國

第16章競爭格局

  • 2024年市佔率分析
  • 2024年FPNV定位矩陣
  • 競爭分析
    • International Business Machines Corporation
    • Oracle Corporation
    • SAP SE
    • Microsoft Corporation
    • SAS Institute Inc.
    • Cisco Systems, Inc.
    • Trimble Inc.
    • TomTom NV
    • HERE Global BV
    • INRIX, Inc.
Product Code: MRR-432CBFF6F3ED

The Transportation Analytics Market is projected to grow by USD 130.71 billion at a CAGR of 22.71% by 2032.

KEY MARKET STATISTICS
Base Year [2024] USD 25.41 billion
Estimated Year [2025] USD 31.09 billion
Forecast Year [2032] USD 130.71 billion
CAGR (%) 22.71%

A concise introduction to how data-driven analytics, cross-modal integration, and new propulsion systems are reshaping operational priorities across transport networks

The transportation ecosystem is undergoing a period of intensified transformation driven by digitization, regulatory change, and shifting customer expectations. Data-rich sensors, real-time telematics, and advanced analytics are converging to create new visibility across assets and operations, enabling organizations to move from episodic interventions to continuous, condition-based management. In this environment, analytics functions are evolving from performance-reporting roles to strategic engines that inform fleet optimization, route planning, and infrastructure resilience decisions.

Stakeholders across air, rail, road, and water domains are adapting to a landscape where insights derived from onboard equipment, satellite feeds, and traffic networks are essential for competitive performance. New propulsion paradigms, particularly the emergence of battery electric and fuel cell electric propulsion, are introducing novel maintenance regimes and energy-management requirements that must be reconciled with existing operational practices. As a result, cross-disciplinary collaboration between operations, engineering, and data science teams is becoming a prerequisite for realizing measurable improvements in uptime and cost efficiency.

Transitioning from pilot projects to enterprise-grade deployments remains a practical challenge. Organizations must balance ambition with pragmatism by prioritizing high-value applications such as asset health monitoring and freight management while ensuring that infrastructure monitoring and passenger mobility initiatives receive the governance and integration support necessary to scale. Ultimately, successful programs align technology selection, deployment model, and organizational capabilities with long-term operational goals.

How digitization, propulsion transitions, and hybrid analytic architectures are jointly reshaping operational models, regulatory compliance, and vendor differentiation across transport modalities

The transportation landscape is experiencing transformative shifts that redefine how capacity, resilience, and sustainability objectives are pursued. Digitization is enabling continuous feedback loops: telematics and condition monitoring feed predictive analytics engines that inform maintenance scheduling and reduce unplanned downtime, while AI-driven demand forecasting supports dynamic allocation of passenger and freight resources. These shifts are not uniform; they vary across transport modes where air operations contend with tight regulatory regimes and passenger experience demands, rail systems balance freight bulk flows and high-speed passenger corridors, road networks integrate commercial trucks and diverse passenger vehicles, and waterborne logistics span inland and seaborne shipping frameworks.

Concurrent with technological change, propulsion transitions toward battery electric and fuel cell electric systems are reshaping lifecycle considerations for vehicles and vessels, prompting new data requirements for energy management and safety assurance. Meanwhile, cloud-native platforms and on-premise deployments each present distinct trade-offs around latency, security, and integration with legacy control systems. In response, organizations are increasingly adopting hybrid architectures that reconcile centralized analytics with edge processing to meet real-time operational needs.

Regulatory momentum around emissions, safety, and infrastructure standards is further accelerating change, compelling operators to adopt analytics that document compliance and optimize asset utilization. Consequently, vendors are differentiating through vertically integrated solution stacks that combine AI and ML, big data analytics, and telematics with domain-specific workflows, creating an ecosystem where interoperability, data governance, and scalable deployment models determine competitive advantage.

Assessing the cumulative operational and procurement effects of United States tariff policy adjustments and the resulting analytics-driven mitigation strategies for supply chains

Tariff policy developments in the United States in 2025 have introduced layered effects across transportation planning, vendor procurement, and logistics routing strategies. Elevated duties and trade policy adjustments have driven procurement teams to reassess supplier portfolios, favoring regional sourcing and longer-term contracts that insulate operations from recurrent tariff volatility. For freight-dependent operations, route optimization and modal selection have become central levers: organizations are revisiting intermodal combinations that integrate air, rail, road, and water flows to rationalize cost, transit time, and reliability.

These tariff-induced shifts have also altered vendor engagement dynamics. Procurement is placing greater emphasis on total cost of ownership, supply chain traceability, and contractual flexibility. As a result, analytics that can reconcile unit-level logistics costs with inventory positioning and service-level commitments have gained prominence. Infrastructure monitoring programs are likewise impacted, as capital allocation decisions now weigh the comparative advantages of investing in domestic fabrication capacity versus extending asset life through predictive maintenance and retrofitting programs.

In sum, the cumulative impact of tariff changes has been to accelerate strategic moves toward supply chain resilience, regionalized procurement, and analytics-led decision frameworks. Organizations that combine scenario-based planning, robust freight management solutions, and deeper collaboration with logistics partners are better positioned to absorb trade-policy shocks while continuing to pursue efficiency and service-quality improvements.

Deep segmentation perspectives explaining how mode, propulsion, application focus, technology choices, and deployment models create distinct implementation pathways and value levers

Key segmentation insights reveal how analytic priorities and solution architectures differ by transport mode, propulsion type, application focus, technology stack, and deployment preference. When considering transport mode, air operations split into cargo airlines and passenger airlines; cargo services differentiate further between integrated operators and non-integrators, while passenger carriers must balance full-service and low-cost models. Rail divides between freight and passenger services, with freight emphasizing bulk and intermodal flows and passenger services encompassing high-speed, metro, and regional systems. Road transport incorporates commercial vehicles and passenger vehicles; commercial fleets focus on trucks and vans, whereas passenger vehicle segments include buses, cars, and two wheelers. Waterborne operations span inland shipping and seaborne shipping; inland networks separate lake and river transport and seaborne activity is categorized by bulk carrier, container, and tanker classes.

Propulsion considerations distinguish conventional systems from electric alternatives, where electric architectures bifurcate into battery electric and fuel cell electric approaches. These propulsion choices materially affect asset management and infrastructure strategies, particularly for maintenance scheduling and vehicle health monitoring, which fall under the broader application categories alongside freight management, infrastructure monitoring, and passenger mobility. Infrastructure monitoring itself splits into bridge monitoring and road condition monitoring, each requiring tailored sensor suites and analytic models. Technology layers such as AI and ML, big data analytics, predictive analytics, and telematics underpin these applications; AI classifications further parse into deep learning and machine learning methodologies. Finally, deployment type choices between cloud and on-premise infrastructure influence data governance, latency, and integration pathways. Taken together, segmentation drives differentiated value propositions and implementation roadmaps that require bespoke governance, interoperability planning, and stakeholder alignment.

How regional differences in regulation, infrastructure maturity, and electrification agendas are shaping differentiated adoption pathways and deployment strategies across global transport corridors

Regional dynamics are shaping adoption patterns, investment priorities, and the structure of partner ecosystems across the Americas, Europe, Middle East & Africa, and Asia-Pacific. In the Americas, mature logistics networks and a strong focus on cost-efficiency are prompting rapid uptake of freight management and telematics-driven solutions, while passenger mobility initiatives increasingly prioritize urban mobility integrations and last-mile efficiency. Conversely, Europe, Middle East & Africa are characterized by a mix of advanced regulatory frameworks, legacy infrastructure renewal needs, and an accelerating emphasis on decarbonization initiatives, which together amplify demand for infrastructure monitoring, bridge health analytics, and energy-aware asset management approaches.

In Asia-Pacific, rapid urbanization, complex multimodal corridors, and aggressive electrification programs are driving a broad-based adoption of AI and big data analytics across rail, road, and water segments. Regional vendor ecosystems in Asia-Pacific are expanding capacity to integrate battery electric and fuel cell electric propulsion support with predictive maintenance capabilities. Across all regions, cross-border logistics complexity, regulatory heterogeneity, and differing infrastructure maturity necessitate regionally tailored deployment strategies that reconcile cloud adoption with on-premise requirements and local data sovereignty rules.

Ultimately, regional insights underscore the need for flexible solution architectures and partnership models that can be adapted to local regulatory regimes, infrastructure realities, and commercial priorities, enabling operators to scale analytics programs while respecting regional constraints and opportunities.

Company-level dynamics and competitive differentiation driven by domain expertise, systems integration capabilities, and flexible deployment architectures that meet operational needs

Company-level dynamics reveal an ecosystem comprised of solution specialists, systems integrators, and vertically integrated platform providers competing on data interoperability, domain expertise, and delivery reliability. Leading vendors are investing in deep domain capabilities such as predictive analytics for maintenance scheduling and vehicle health monitoring, while also expanding offerings in freight management and passenger mobility workflows. Other firms are differentiating through specialized sensor portfolios and telematics integrations that cater to niche subsegments like bulk carriage, high-speed rail, or inland shipping operations.

Partnerships between technology firms and traditional OEMs are becoming more common as manufacturers seek to embed analytics into vehicle lifecycles and warranty-management processes. Systems integrators play a critical role in bridging legacy control systems with cloud-native analytics platforms, enabling phased modernization that reduces operational risk. Moreover, companies that provide comprehensive infrastructure monitoring solutions for bridges and roadways are increasingly bundling analytic services with long-term maintenance frameworks, thereby offering customers a predictable path to preserve asset value.

Competitive dynamics favor firms that demonstrate strong capabilities in data governance, secure deployment architectures, and measurable operational outcomes. Equally important are vendors who can adapt to region-specific compliance regimes and offer flexible deployment models, because many enterprise customers require a hybrid approach to satisfy latency and sovereignty constraints while maintaining the benefits of centralized analytics.

Actionable strategic recommendations for executives to align analytics investments with operational KPIs, governance structures, and hybrid deployment strategies that enable scalable implementation

For industry leaders seeking to convert analytics into measurable operational advantage, a pragmatic, phased approach is recommended that aligns technical investments with clear business outcomes. Begin by defining priority use cases such as maintenance scheduling, vehicle health monitoring, and freight management that have direct links to reliability and customer service metrics. Establish cross-functional governance with representation from operations, engineering, procurement, and IT to ensure that data standards, integration requirements, and change-management processes are addressed early in the program lifecycle.

Adopt hybrid deployment architectures that balance cloud-scale analytics with edge processing where latency or connectivity are constraints. When evaluating technologies, prioritize solutions that demonstrate interoperability with existing telematics, control systems, and enterprise resource planning platforms. Invest in talent development and process redesign to translate analytic outputs into operational decisions; data scientists should work alongside field engineers to calibrate models and validate actionable thresholds. Finally, cultivate strategic supplier relationships that provide contractual flexibility, transparent integration roadmaps, and performance-based KPIs tied to uptime and service levels. These steps will help leaders convert pilot learnings into scalable programs that deliver sustained operational improvements.

A rigorous mixed-methods research methodology combining practitioner interviews, technical assessments, and industry literature review to validate operationally focused insights

The research underpinning this report employs a mixed-methods approach that combines qualitative interviews, technology vendor assessments, and cross-industry best-practice synthesis to produce actionable insights. Primary research consisted of structured interviews with domain experts across air, rail, road, and water transport, including operations managers, fleet engineers, procurement leaders, and analytics practitioners. These engagements focused on practical challenges around integration, deployment trade-offs between cloud and on-premise architectures, and the operational implications of propulsion transitions.

Secondary research included a comprehensive review of policy statements, industry standards, and technical literature related to asset management, infrastructure monitoring, telematics, and propulsion technologies. Technology evaluations were informed by hands-on assessments of AI and ML model architectures, telematics data flows, and predictive analytics frameworks to determine suitability for specific applications such as maintenance scheduling and bridge monitoring. Throughout the study, care was taken to triangulate findings by cross-referencing interview insights with documented case studies and vendor technical specifications. This methodology ensures that recommendations are grounded in real-world operational constraints and validated by practitioners.

A strategic conclusion emphasizing how disciplined analytics adoption, regional adaptability, and governance will determine the next phase of performance improvement across transport networks

In closing, the transportation sector stands at an inflection point where data and analytics are essential enablers of reliability, efficiency, and sustainability. Organizations that proactively align segmentation strategies across transport mode, propulsion type, and application focus will be better equipped to design analytics programs that deliver measurable operational benefits. Integrating AI and ML with telematics and predictive analytics creates new opportunities to shift from reactive maintenance to condition-based management, while cloud and on-premise deployment trade-offs should be reconciled through hybrid architectures that meet both latency and governance needs.

Strategic attention to regional dynamics, procurement resilience, and vendor selection will be key to navigating regulatory complexity and trade-policy uncertainty. By embedding analytics into core operational processes and establishing cross-functional governance, operators can scale initiatives from pilot phases to enterprise deployments. The path forward requires disciplined prioritization, pragmatic technology adoption, and ongoing collaboration between operations, engineering, and data teams to realize the full potential of transportation analytics in improving safety, reliability, and customer experience.

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

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Real-time multimodal traffic optimization through AI-driven predictive analytics and dynamic pricing
  • 5.2. Integration of IoT sensor data for predictive maintenance and real-time fleet asset tracking
  • 5.3. Adoption of digital twins for urban mobility planning and dynamic congestion management
  • 5.4. Leveraging machine learning for autonomous vehicle route planning and safety analytics
  • 5.5. Implementation of blockchain for secure transportation logistics and transparent cargo provenance
  • 5.6. Use of edge computing for low-latency vehicle to everything communication and route optimization
  • 5.7. Deployment of advanced telematics and driver behavior analytics to improve safety and reduce emissions
  • 5.8. Integration of electric vehicle charging infrastructure analytics for demand forecasting and grid load balancing
  • 5.9. Application of GIS spatial analytics to optimize public transit route planning and ridership forecasting
  • 5.10. AI-powered freight demand forecasting to optimize supply chain efficiency and capacity planning

6. Cumulative Impact of United States Tariffs 2025

7. Cumulative Impact of Artificial Intelligence 2025

8. Transportation Analytics Market, by Transport Mode

  • 8.1. Air
    • 8.1.1. Cargo Airlines
      • 8.1.1.1. Integrated
      • 8.1.1.2. Non Integrators
    • 8.1.2. Passenger Airlines
      • 8.1.2.1. Full Service
      • 8.1.2.2. Low Cost
  • 8.2. Rail
    • 8.2.1. Freight Services
      • 8.2.1.1. Bulk
      • 8.2.1.2. Intermodal
    • 8.2.2. Passenger Services
      • 8.2.2.1. High Speed
      • 8.2.2.2. Metro
      • 8.2.2.3. Regional
  • 8.3. Road
    • 8.3.1. Commercial Vehicles
      • 8.3.1.1. Trucks
      • 8.3.1.2. Vans
    • 8.3.2. Passenger Vehicles
      • 8.3.2.1. Buses
      • 8.3.2.2. Cars
      • 8.3.2.3. Two Wheelers
  • 8.4. Water
    • 8.4.1. Inland Shipping
      • 8.4.1.1. Lake Transport
      • 8.4.1.2. River Transport
    • 8.4.2. Seaborne Shipping
      • 8.4.2.1. Bulk Carrier
      • 8.4.2.2. Container
      • 8.4.2.3. Tanker

9. Transportation Analytics Market, by Propulsion Type

  • 9.1. Conventional
  • 9.2. Electric
    • 9.2.1. Battery Electric
    • 9.2.2. Fuel Cell Electric

10. Transportation Analytics Market, by Application

  • 10.1. Asset Management
    • 10.1.1. Maintenance Scheduling
    • 10.1.2. Vehicle Health Monitoring
  • 10.2. Freight Management
  • 10.3. Infrastructure Monitoring
    • 10.3.1. Bridge Monitoring
    • 10.3.2. Road Condition Monitoring
  • 10.4. Passenger Mobility

11. Transportation Analytics Market, by Technology

  • 11.1. AI And ML
    • 11.1.1. Deep Learning
    • 11.1.2. Machine Learning
  • 11.2. Big Data Analytics
  • 11.3. Predictive Analytics
  • 11.4. Telematics

12. Transportation Analytics Market, by Deployment Type

  • 12.1. Cloud
  • 12.2. On Premise

13. Transportation Analytics Market, by Region

  • 13.1. Americas
    • 13.1.1. North America
    • 13.1.2. Latin America
  • 13.2. Europe, Middle East & Africa
    • 13.2.1. Europe
    • 13.2.2. Middle East
    • 13.2.3. Africa
  • 13.3. Asia-Pacific

14. Transportation Analytics Market, by Group

  • 14.1. ASEAN
  • 14.2. GCC
  • 14.3. European Union
  • 14.4. BRICS
  • 14.5. G7
  • 14.6. NATO

15. Transportation Analytics Market, by Country

  • 15.1. United States
  • 15.2. Canada
  • 15.3. Mexico
  • 15.4. Brazil
  • 15.5. United Kingdom
  • 15.6. Germany
  • 15.7. France
  • 15.8. Russia
  • 15.9. Italy
  • 15.10. Spain
  • 15.11. China
  • 15.12. India
  • 15.13. Japan
  • 15.14. Australia
  • 15.15. South Korea

16. Competitive Landscape

  • 16.1. Market Share Analysis, 2024
  • 16.2. FPNV Positioning Matrix, 2024
  • 16.3. Competitive Analysis
    • 16.3.1. International Business Machines Corporation
    • 16.3.2. Oracle Corporation
    • 16.3.3. SAP SE
    • 16.3.4. Microsoft Corporation
    • 16.3.5. SAS Institute Inc.
    • 16.3.6. Cisco Systems, Inc.
    • 16.3.7. Trimble Inc.
    • 16.3.8. TomTom N.V.
    • 16.3.9. HERE Global B.V.
    • 16.3.10. INRIX, Inc.

LIST OF FIGURES

  • FIGURE 1. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, 2018-2032 (USD MILLION)
  • FIGURE 2. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRANSPORT MODE, 2024 VS 2032 (%)
  • FIGURE 3. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRANSPORT MODE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 4. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PROPULSION TYPE, 2024 VS 2032 (%)
  • FIGURE 5. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PROPULSION TYPE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 6. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY APPLICATION, 2024 VS 2032 (%)
  • FIGURE 7. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY APPLICATION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 8. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TECHNOLOGY, 2024 VS 2032 (%)
  • FIGURE 9. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TECHNOLOGY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 10. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2024 VS 2032 (%)
  • FIGURE 11. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 12. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 13. AMERICAS TRANSPORTATION ANALYTICS MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 14. NORTH AMERICA TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 15. LATIN AMERICA TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 16. EUROPE, MIDDLE EAST & AFRICA TRANSPORTATION ANALYTICS MARKET SIZE, BY SUBREGION, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 17. EUROPE TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 18. MIDDLE EAST TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 19. AFRICA TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 20. ASIA-PACIFIC TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 21. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY GROUP, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 22. ASEAN TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 23. GCC TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 24. EUROPEAN UNION TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 25. BRICS TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 26. G7 TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 27. NATO TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 28. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2032 (USD MILLION)
  • FIGURE 29. TRANSPORTATION ANALYTICS MARKET SHARE, BY KEY PLAYER, 2024
  • FIGURE 30. TRANSPORTATION ANALYTICS MARKET, FPNV POSITIONING MATRIX, 2024

LIST OF TABLES

  • TABLE 1. TRANSPORTATION ANALYTICS MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
  • TABLE 3. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, 2018-2024 (USD MILLION)
  • TABLE 4. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, 2025-2032 (USD MILLION)
  • TABLE 5. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRANSPORT MODE, 2018-2024 (USD MILLION)
  • TABLE 6. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRANSPORT MODE, 2025-2032 (USD MILLION)
  • TABLE 7. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, 2018-2024 (USD MILLION)
  • TABLE 8. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, 2025-2032 (USD MILLION)
  • TABLE 9. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 10. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 11. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 12. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 13. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 14. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AIR, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 15. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, 2018-2024 (USD MILLION)
  • TABLE 16. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, 2025-2032 (USD MILLION)
  • TABLE 17. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 18. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 19. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 20. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 21. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 22. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARGO AIRLINES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 23. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 24. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 25. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 26. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 27. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 28. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTEGRATED, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 29. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 30. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 31. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 32. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 33. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 34. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY NON INTEGRATORS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 35. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, 2018-2024 (USD MILLION)
  • TABLE 36. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, 2025-2032 (USD MILLION)
  • TABLE 37. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 38. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 39. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 40. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 41. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 42. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER AIRLINES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 43. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 44. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 45. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 46. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 47. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 48. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FULL SERVICE, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 49. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 50. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 51. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 52. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 53. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 54. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LOW COST, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 55. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, 2018-2024 (USD MILLION)
  • TABLE 56. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, 2025-2032 (USD MILLION)
  • TABLE 57. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 58. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 59. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 60. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 61. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 62. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RAIL, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 63. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, 2018-2024 (USD MILLION)
  • TABLE 64. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, 2025-2032 (USD MILLION)
  • TABLE 65. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 66. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 67. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 68. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 69. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 70. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT SERVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 71. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 72. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 73. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 74. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 75. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 76. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 77. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 78. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 79. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 80. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 81. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 82. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INTERMODAL, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 83. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, 2018-2024 (USD MILLION)
  • TABLE 84. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, 2025-2032 (USD MILLION)
  • TABLE 85. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 86. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 87. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 88. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 89. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 90. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER SERVICES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 91. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 92. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 93. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 94. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 95. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 96. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY HIGH SPEED, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 97. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 98. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 99. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 100. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 101. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 102. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY METRO, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 103. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 104. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 105. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 106. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 107. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 108. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY REGIONAL, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 109. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, 2018-2024 (USD MILLION)
  • TABLE 110. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, 2025-2032 (USD MILLION)
  • TABLE 111. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 112. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 113. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 114. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 115. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 116. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 117. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, 2018-2024 (USD MILLION)
  • TABLE 118. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, 2025-2032 (USD MILLION)
  • TABLE 119. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 120. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 121. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 122. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 123. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 124. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY COMMERCIAL VEHICLES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 125. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 126. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 127. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 128. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 129. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 130. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TRUCKS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 131. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 132. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 133. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 134. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 135. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 136. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VANS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 137. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, 2018-2024 (USD MILLION)
  • TABLE 138. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, 2025-2032 (USD MILLION)
  • TABLE 139. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 140. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 141. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 142. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 143. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 144. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER VEHICLES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 145. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 146. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 147. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 148. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 149. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 150. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BUSES, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 151. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 152. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 153. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 154. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 155. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 156. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CARS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 157. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 158. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 159. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 160. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 161. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 162. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TWO WHEELERS, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 163. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, 2018-2024 (USD MILLION)
  • TABLE 164. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, 2025-2032 (USD MILLION)
  • TABLE 165. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 166. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 167. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 168. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 169. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 170. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY WATER, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 171. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, 2018-2024 (USD MILLION)
  • TABLE 172. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, 2025-2032 (USD MILLION)
  • TABLE 173. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 174. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 175. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 176. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 177. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 178. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INLAND SHIPPING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 179. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 180. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 181. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 182. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 183. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 184. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY LAKE TRANSPORT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 185. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 186. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 187. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 188. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 189. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 190. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY RIVER TRANSPORT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 191. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, 2018-2024 (USD MILLION)
  • TABLE 192. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, 2025-2032 (USD MILLION)
  • TABLE 193. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 194. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 195. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 196. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 197. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 198. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY SEABORNE SHIPPING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 199. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 200. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 201. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 202. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 203. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 204. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BULK CARRIER, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 205. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 206. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 207. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 208. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 209. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 210. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONTAINER, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 211. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 212. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 213. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 214. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 215. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 216. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TANKER, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 217. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PROPULSION TYPE, 2018-2024 (USD MILLION)
  • TABLE 218. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PROPULSION TYPE, 2025-2032 (USD MILLION)
  • TABLE 219. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 220. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 221. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 222. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 223. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 224. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY CONVENTIONAL, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 225. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, 2018-2024 (USD MILLION)
  • TABLE 226. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, 2025-2032 (USD MILLION)
  • TABLE 227. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 228. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 229. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 230. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 231. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 232. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ELECTRIC, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 233. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 234. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 235. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 236. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 237. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 238. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BATTERY ELECTRIC, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 239. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 240. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 241. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 242. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 243. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 244. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FUEL CELL ELECTRIC, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 245. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
  • TABLE 246. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY APPLICATION, 2025-2032 (USD MILLION)
  • TABLE 247. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, 2018-2024 (USD MILLION)
  • TABLE 248. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, 2025-2032 (USD MILLION)
  • TABLE 249. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 250. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 251. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 252. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 253. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 254. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ASSET MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 255. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 256. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 257. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 258. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 259. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 260. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY MAINTENANCE SCHEDULING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 261. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 262. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 263. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 264. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 265. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 266. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY VEHICLE HEALTH MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 267. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 268. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 269. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 270. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 271. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 272. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY FREIGHT MANAGEMENT, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 273. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, 2018-2024 (USD MILLION)
  • TABLE 274. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, 2025-2032 (USD MILLION)
  • TABLE 275. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 276. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 277. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 278. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 279. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 280. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY INFRASTRUCTURE MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 281. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 282. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 283. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 284. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 285. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 286. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY BRIDGE MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 287. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 288. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 289. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 290. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 291. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 292. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY ROAD CONDITION MONITORING, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 293. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 294. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 295. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 296. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 297. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 298. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY PASSENGER MOBILITY, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 299. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TECHNOLOGY, 2018-2024 (USD MILLION)
  • TABLE 300. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY TECHNOLOGY, 2025-2032 (USD MILLION)
  • TABLE 301. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, 2018-2024 (USD MILLION)
  • TABLE 302. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, 2025-2032 (USD MILLION)
  • TABLE 303. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY REGION, 2018-2024 (USD MILLION)
  • TABLE 304. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY REGION, 2025-2032 (USD MILLION)
  • TABLE 305. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY GROUP, 2018-2024 (USD MILLION)
  • TABLE 306. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY GROUP, 2025-2032 (USD MILLION)
  • TABLE 307. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY COUNTRY, 2018-2024 (USD MILLION)
  • TABLE 308. GLOBAL TRANSPORTATION ANALYTICS MARKET SIZE, BY AI AND ML, BY COUNTRY, 2025-2032 (USD MILLION)
  • TABLE 309. GLOBAL TRANSPORTATION