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市场调查报告书
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1830545

全球交通分析市场（按交通途径、推进类型、应用、技术和部署类型）—2025-2032 年全球预测

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个工作天内

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预计到 2032 年，交通分析市场将成长至 1,307.1 亿美元，复合年增长率为 22.71%。

主要市场统计数据
基准年2024年 254.1亿美元
预计2025年 310.9亿美元
预测年份：2032年 1307.1亿美元
复合年增长率（%） 22.71%

简要介绍数据主导分析、跨模式整合和新驾驶系统如何改变整个交通网络的营运重点

在数位化、监管变化和客户期望不断变化等因素的推动下，交通运输生态系统正经历剧烈的变革时期。数据丰富的传感器、即时远端资讯处理和高级分析技术正在融合，为资产和营运带来全新的可视性，使企业能够从一次性干预转向持续的基于状态的管理。在这种环境下，分析技术正从绩效报告的角色演变为策略引擎，为车队优化、路线规划和基础设施弹性等方面的决策提供资讯支援。

航空、铁路、公路和水运行业的相关人员正在适应这样的情况：来自车辆设备、卫星信号和交通网络的洞察对于竞争绩效至关重要。新型推进模式的出现，尤其是电池电力和燃料电池电力推进，正在引入新的维护制度和能源管理要求，这些要求必须与现有的营运实践相协调。因此，营运、工程和资料科学团队之间的跨部门协作正成为实现正常运作和成本效率显着提升的先决条件。

从先导计画到企业级部署的转变仍然是一项真正的挑战。组织必须在雄心壮志与务实态度之间取得平衡，优先考虑资产健康监测和货物管理等高价值用例，同时确保基础设施监控和乘客出行倡议获得扩展所需的管治和整合支援。最终，成功的专案能够将技术选择、部署模型和组织能力与长期营运目标结合。

数位化、推动转变和混合分析架构如何共同重塑整个交通途径。

交通运输格局正在经历一场变革性的转变，它重新定义了我们追求运能、韧性和永续性目标的方式。数位化正在实现一个持续的反馈循环：远端资讯处理和状态监测为维护计划提供信息，并为预测分析引擎提供数据，从而减少计划外停机时间；而人工智慧驱动的需求预测则支持客运和货运资源的动态分配。这种转变并非一成不变，且因运输方式而异：航空运输面临着严格的管理体制和乘客体验需求的双重挑战；铁路系统平衡了大宗货运流量和高速客运通道；公路网络将商用卡车与多元化的客运车队整合在一起；而水运物流跨越了内陆运输和海上运输的界限。

随着技术变革，向电池电力和燃料电池电力推进系统的过渡正在重塑车辆和船舶的生命週期，并推动能源管理和安全保障方面新的数据需求。同时，云端原生平台和本地部署在延迟、安全性以及与传统控制系统的整合方面各有优劣。为此，越来越多的公司正在采用混合架构，将集中式分析与边缘处理结合，以满足即时营运需求。

围绕排放气体、安全和基础设施标准的监管趋势正在进一步加速变革，迫使营运商采用分析技术来记录合规性并优化资产利用率。因此，供应商正在透过垂直整合的解决方案堆迭脱颖而出，这些解决方案堆迭将人工智慧/机器学习、巨量资料分析和远端资讯处理与特定领域的工作流程相结合，从而创建一个互通性、资料管治和可扩展部署模型决定竞争优势的生态系统。

评估美国关税调整的累积营运和采购影响以及由此产生的分析主导的供应链缓解策略

2025年美国关税政策的製定对运输规划、供应商采购和物流通路策略产生了多重影响。关税上涨和贸易政策调整促使采购团队重新评估其供应商组合，倾向于区域采购和长期合同，以保护营运免受反覆出现的关税波动的影响。整合空运、铁路、公路和水运的多式联运组合正在重新评估，以精简成本、缩短行程时间并提高可靠性。

这些由关税驱动的转变也正在改变供应商关係。采购部门更重视整体拥有成本、供应链可追溯性和合约弹性。这导致采购部门更加重视能够将单位级物流成本与库存定位和服务水准承诺相匹配的分析方法。基础设施监控专案也受到了类似的影响，因为资本配置决策现在正在权衡投资国内产能与透过预测性维护和维修专案延长资产寿命的比较优势。

总体而言，关税变化的累积影响正在加速企业向供应链韧性、本地化采购和主导驱动的决策框架迈进的策略倡议。能够结合以情境为基础的规划、强大的货物管理解决方案以及与物流合作伙伴更深入合作的企业，更有能力应对贸易政策衝击，同时持续追求效率和服务品质的提升。

深度细分洞察解释了交通方式、驾驶员、使用重点、技术选择和部署模型如何创造不同的采用路径和价值槓桿

关键细分洞察揭示了分析优先顺序和解决方案架构如何因运输方式、推进类型、应用重点、技术堆迭和部署偏好而异。考虑到运输方式，航空分为货运和客运航空公司。货运服务在综合运营商和非综合运营商之间进一步区分，客运航空公司需要平衡全方位服务和低成本模式。铁路分为货运和客运，货运着重于散装和联运，客运包括高速铁路、地铁和区域系统。公路交通包括商用车和乘用车，商用车主要指卡车和货车，乘用车包括巴士、轿车和摩托车。水上交通涵盖内陆和海上交通。内陆网路分为湖泊和河流交通，而海上交通则按散装货船、货柜和油轮类别分类。

推进力考量可分为传统系统和电动替代系统，电气架构分为电池电动和燃料电池电动。这些推进力选择对资产管理和基础设施策略有重要影响，特别是维护计画和车辆健康监测，它们与货运管理、基础设施监测和乘客移动一样，属于广泛的应用类别。基础设施监测本身分为桥樑监测和道路状况监测，每种监测都需要自行客製化的感测器套件和分析模型。人工智慧/机器学习、巨量资料分析、预测分析和远端资讯处理等技术层支援这些应用。人工智慧分类进一步分为深度学习和机器学习技术。最后，部署类型的选择——云端还是本地基础设施——会影响资料管治、管治和整合路径。总之，这些细分推动了差异化的价值提案和实施蓝图，而这些需要量身定制的治理、互通性规划和相关人员协调。

法规、基础设施成熟度和电气化挑战的区域差异如何影响全球交通走廊的差异化采用路径和部署策略

区域动态正在塑造美洲、欧洲、中东和非洲以及亚太地区的采用模式、投资重点和合作伙伴生态系统结构。在美洲，成熟的物流网络和对成本效率的高度重视正在推动货物管理和远端资讯处理主导解决方案的快速采用，而乘客出行倡议则越来越重视城市交通一体化和最后一英里效率。同时，欧洲、中东和非洲的特点是拥有多种先进的法规结构、需要更新旧基础设施以及注重脱碳倡议，这些因素正在推动对基础设施监控、桥樑健康分析和能源感知资产管理方法的需求。

在亚太地区，快速的都市化、复杂的多式联运路线以及积极的电气化计划，正在推动人工智慧和巨量资料分析在铁路、公路和水运领域的广泛应用。亚太地区的供应商生态系统正在扩展其能力，以整合电池电力和燃料电池电力推进支援以及预测性维护能力。在所有地区，跨境物流的复杂性、监管的多样性以及基础设施成熟度的差异，使得制定区域客製化的部署策略成为必要，从而协调本地部署需求、云端应用与区域资料主权规则。

最终，区域洞察强调了对灵活的解决方案架构和伙伴关係模式的需求，这些架构和模式可以适应当地的管理体制、基础设施现实和商业性优先事项，使营运商能够在尊重当地限制和机会的同时扩展其分析程序。

企业级动态和竞争差异由专业知识、系统整合能力和满足您的营运需求的灵活部署架构所驱动。

企业级动态揭示了一个由解决方案专家、系统整合商和垂直整合平台提供者组成的生态系统，它们在资料互通性、领域专业知识和交付可靠性方面展开竞争。领先的供应商正在投资深度领域能力，例如维护调度和车辆健康监测的预测分析。其他供应商则透过专门的感测器产品组合和远端资讯处理整合来实现差异化，以满足散装货物运输、高速铁路和内陆航运等细分市场的需求。

随着製造商寻求将分析技术融入车辆生命週期和保固管理流程，科技公司与传统原始设备製造商之间的伙伴关係日益普遍。系统整合商在连接传统控制系统与云端原生分析平台方面发挥关键作用，能够实现渐进式现代化，从而降低营运风险。此外，为桥樑和道路提供全面基础设施监控解决方案的公司越来越多地将分析服务捆绑到长期维护框架中，为客户提供可预测的资产价值维护路径。

竞争力青睐那些在资料管治、安全部署架构和可衡量营运成果方面展现出强大能力的公司。同样重要的是，供应商能够适应特定地区的合规制度并提供灵活的部署模式，因为许多企业客户需要一种混合方法，既能保持集中式分析的优势，又能满足延迟和主权限制。

为高阶主管提供可行的策略建议，使分析投资与业务 KPI、管治结构和混合部署策略保持一致，从而实现可扩展的采用

对于希望将分析转化为可衡量业务优势的产业领导者，我们建议采取务实的分阶段方法，将技术投资与明确的业务成果结合。首先，定义与可靠性和客户服务指标直接相关的优先用例，例如维护计划、车辆健康监测和货运管理。与营运、工程、采购和IT部门的代表建立跨职能治理，以确保在专案管治的早期就解决资料标准、整合要求和变更管理流程。

采用混合部署架构，在延迟与连线受限的情况下，平衡云规模分析与边缘处理。评估技术时，优先考虑能够与现有远端资讯处理、控制系统和企业资源规划平台实现互通性的解决方案。资料科学家应与现场工程师合作，校准模型并检验可操作的阈值。最后，培养策略供应商关係，提供合约弹性、透明的整合蓝图以及与运作和服务水准挂钩的绩效KPI。采取这些措施，领导者能够将检查学习转化为可扩展的计划，从而实现持续的营运改进。

透过结合从业者访谈、技术评估和产业文献综述的严格混合方法调查方法，检验了以营运为重点的见解

本报告的研究采用混合方法，结合质性访谈、技术供应商评估和跨产业最佳实践整合，以产生切实可行的洞察。主要研究包括对航空、铁路、公路和水运领域的专家进行结构化访谈，包括营运商、车队工程师、采购主管和分析从业人员。这些访谈重点在于现实世界中的整合挑战、云端和本地架构之间的部署权衡，以及推进系统迁移对营运的影响。

我们的二次研究涵盖了与资产管理、基础设施监控、远端资讯处理和推进技术相关的政策声明、行业标准和技术文献的全面审查。我们的技术评估是基于对人工智慧和机器学习模型架构、远端资讯处理资料流和预测分析框架的实际评估，以确定它们是否适用于特定用例，例如维护调度和桥樑监控。在整个研究过程中，我们透过将访谈洞察与已记录的用例和供应商技术规格进行交叉引用，对我们的研究结果进行了三角检验。这种调查方法确保我们的建议是基于实际的营运约束，并经过实践者的检验。

策略结论强调，采用严谨的分析、在地适应性和管治将决定整个交通网路绩效改善的下一步。

最后，交通运输产业正处于曲折点，数据和分析对于实现可靠性、效率和永续性至关重要。那些积极调整其细分策略，涵盖不同交通方式、推进类型和应用重点的组织，将更有能力设计出能够带来可衡量营运效益的分析程序。将人工智慧和机器学习与远端资讯处理和预测分析相结合，将创造从被动维护转向基于状态管理的新机会，同时，云端部署和本地部署之间的权衡也应透过满足延迟和管治需求的混合架构来平衡。

应对复杂的监管和贸易政策的不确定性，需要策略性地关注区域动态、采购弹性和供应商选择。将分析嵌入核心业务流程并建立跨职能管治，将有助于营运商将各项措施从试点扩展到企业部署。要充分发挥交通分析在提升安全性、可靠性和客户体验方面的潜力，需要严谨的优先排序、务实的技术应用以及营运、工程和数据团队之间的持续协作。

目录

第一章：前言

第二章调查方法

第三章执行摘要

第四章 市场概况

第五章 市场洞察

  • 利用人工智慧预测分析与动态定价实现即时多模态优化
  • 整合物联网感测器数据，实现预测性维护和即时车辆资产追踪
  • 引入数位双胞胎用于城市交通规划和动态拥塞管理
  • 使用机器学习进行自动驾驶汽车的路线规划和安全分析
  • 区块链实施，确保运输物流安全，确保货物来源透明
  • 使用边缘运算实现低延迟车对车通讯和路线优化
  • 实施先进的远端资讯处理和驾驶员行为分析，以提高安全性并减少排放
  • 整合电动车充电基础设施分析，实现需求预测与电网负载平衡
  • 应用GIS空间分析优化公共运输路线规划及客流量预测
  • 利用人工智慧驱动的货物需求预测优化供应链效率和产能规划

第六章 2025年美国关税的累积影响

第七章：人工智慧的累积影响，2025年

第八章运输分析市场：依交通途径

  • 空气
    • 货运航空公司
      • 融合的
      • 非集成
    • 客运航空公司
      • 全方位服务
      • 低成本
  • 铁路
    • 货运服务
      • 大部分
      • 多式联运
    • 乘客服务
      • 高速
      • 捷运
      • 对于局部地区
  • 路
    • 商用车
      • 追踪
      • 货车
    • 搭乘用车
      • 公车
      • 车
      • 摩托车
  • 海上航线
    • 内陆运输
      • 湖上交通
      • 河运
    • 海上交通
      • 散货船
      • 容器
      • 油船

9. 依推进类型分類的交通分析市场

  • 传统的
  • 电
    • 电池电动
    • 燃料电池电力

第 10 章流量分析市场：按应用

  • 资产管理
    • 维护计划
    • 车辆健康监测
  • 货物管理
  • 基础设施监控
    • 桥樑监测
    • 道路状况监测
  • 乘客流动

第 11 章 流量分析市场：依技术

  • 人工智慧和机器学习
    • 深度学习
    • 机器学习
  • 巨量资料分析
  • 预测分析
  • 远端资讯处理

第 12 章：按部署类型分類的运输分析市场

  • 云
  • 本地部署

第十三章 流量分析市场：按地区

  • 美洲
    • 北美洲
    • 拉丁美洲
  • 欧洲、中东和非洲
    • 欧洲
    • 中东
    • 非洲
  • 亚太地区

第 14 章。按类别分類的运输分析市场

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

第 15 章。按国家/地区分類的交通分析市场

  • 美国
  • 加拿大
  • 墨西哥
  • 巴西
  • 英国
  • 德国
  • 法国
  • 俄罗斯
  • 义大利
  • 西班牙
  • 中国
  • 印度
  • 日本
  • 澳洲
  • 韩国

第十六章竞争格局

  • 2024年市占率分析
  • 2024年FPNV定位矩阵
  • 竞争分析
    • 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