Intelligent Transportation Systems Market Size, Trend and Analysis by Region, System Type, Application and Segment Forecast to 2026

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Published: March 15, 2023 Report Code: GRCBBR00025AU-BB

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Accessing the in-depth insight from the ‘Intelligent Transportation Systems (ITS)’ report can help you:

  • Make well-informed investment decisions
  • Stay ahead of your competitors by understanding their positioning within the market and identifying areas of opportunity for growth and expansion.
  • Discover potential application areas, segments, and markets to help broaden your product portfolio and make successful investments.
  • Identify potential areas of disruption within the transportation industry to help future-proof your business and stay ahead of emerging trends

How is our ‘Intelligent Transportation Systems (ITS)’ report different from other reports in the market?

  • Detailed market sizing and forecast analysis for over 20 countries, covering the period 2019-2026 to gain a comprehensive understanding of the Intelligent Transportation Systems (ITS) market with
  • Detailed segmentation by system type, including Advanced Traffic Management Systems (ATMS), Advanced Traveler Information System (ATIS), Advanced Public Transportation System (APTS), Advanced Transportation Pricing System (ATPS), Commercial Vehicle Operations (CVO) system, and Others to analyze the market on a granular level
  • Further segmentation  by application level, including Intelligent Traffic Control, Road Safety & Security, Freight Management, Public Transport, Environment Protection, Automotive Telematics, Parking Management, Road Tolling Systems, and Others to provide detailed understanding of the various use cases and application areas for ITS technology helping to identify specific areas of opportunity and growth within the ITS market, and help businesses tailor their product offerings and investments accordingly.
  • Identify opportunities to improve efficiency and enhance competitiveness with a detailed value chain analysis.
  • Stay ahead of technological and regulatory trends with insights into driving and challenging factors impacting the ITS market. Understand the role of IoT in the ITS sector and identify new application areas.
  • Utilize the growth innovation matrix to understand competition within the market and categorize players into flagbearers, contenders, specialists, and experimenters based on their revenue growth and R&D efforts.
  • Benchmark key players in the market with competitive profiling to gain a deeper understanding of industry competition.

We recommend this valuable source of information to anyone involved in:

  • Intelligent Transportation Systems Providers/ Startups
  • Technology and Automation Firms
  • Automotive Companies
  • Electronic Hardware and Semiconductor Companies
  • Turnkey Contractors
  • Consulting Companies
  • Venture Capital firms

Intelligent Transportation Systems Market Overview

The global intelligent transportation systems market size will be valued at $20.52 billion in 2023 and will grow CAGR of 8.6% during 2023-2026. The increasing number of road fatalities, environmental pollution, fleet operations, and rapid development of smart cities are a few of the factors driving the market growth.

The growing population and rate of urbanization have led to the rise of several issues, including high traffic, low parking spaces, delays in public transport, delays at toll booths, and more. ITS is equipped with smart technologies such as artificial intelligence (AI), IoT, and edge computing, which leverage the power of 5G network connectivity to manage and control transportation networks effectively.

Intelligent Transportation Systems Market Outlook, 2019-2026 ($ Billion)

Intelligent Transportation Systems Market Outlook, 2019-2026 ($ Billion)

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The intelligent transportation systems market research report provides a comprehensive overview of the revenue forecast. The report also covers a detailed study of competitive landscape profiles and growth trends.

Market Size (2023) $20.52 billion
CAGR (2023-2026) 8.6%
Forecast Period 2023-2026
Historic Data 2019-2022
Region Segment ·       North America

·       Europe

·       APAC

·       South & Central America

·       Middle East & Africa
System Type Segment ·       Advanced Traffic Management Systems (ATMS)

·       Advanced Traveller Information System (ATIS)

·       Advanced Public Transportation System (APTS)

·       Advanced Transportation Pricing System (ATPS)
Application Segment ·       Intelligent Traffic Control, Road Safety & Security

·       Freight Management, Public Transport

·       Environment Protection

·       Automotive Telematics

·       Parking Management
Key Companies Garmin Ltd

Advantech Co Ltd

Iteris Inc

Kapsch TrafficCom AG

TomTom NV
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Intelligent Transportation Systems Market Segmentation by System Type

In 2022, the advanced traffic management system (ATMS) held the largest market share of more than 30% of the overall ITS market. Increasing population and urbanization have led to a rise in traffic within the cities resulting in a growing number of road fatalities and congestion thereby increasing the demand for traffic management systems. ATMS are deployed on traffic signals, parking centers, and highways to manage and control the traffic flow, ensure convenient parking, and reduce the chances of road fatalities.

Intelligent Transportation Systems Market Share, by System Type, 2023 (%)

Intelligent Transportation Systems Market Share, by System Type, 2023 (%)

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Intelligent Transportation Systems Market Segmentation by Application

The road tolling systems segment is expected to exhibit high growth owing to the growing installation of tolling systems at highway toll booths to regulate traffic. The freight management segment is anticipated to register significant growth owing to the increasing adoption of fleet management solutions by transport managers.

Intelligent Transportation Systems Market Share, by Application, 2023 (%)

Intelligent Transportation Systems Market Share, by Application, 2023 (%)

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Intelligent Transportation Systems Market Analysis by Region

North America accounted for the largest intelligent transportation system market share owing to the early adoption of technology in the region and a high number of IoT deployments. Further, the robust IT & telecom infrastructure across the region and the number of clouds and edge deployments are some factors supporting the adoption of ITS.

Intelligent Transportation Systems Market Share, by Region, 2023 (%)

Intelligent Transportation Systems Market Share, by Region, 2023 (%)

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Intelligent Transportation Systems Market – Competitive Landscape

The market is fragmented and highly competitive with the presence of several large and medium enterprises offering innovative solutions. Major players in the market adopt inorganic growth strategies such as mergers and acquisitions, business expansions, and partnerships to gain a competitive edge in the market.

Companies operating in the market have a stronghold in their respective service offerings. For instance, TomTom NV, Hitachi Ltd., Thales SA, Kapsch TrafficCom AG, Garmin Ltd., Yunex Traffic, Conduent Inc., Cubic Transportation Systems Inc, and Telenav Inc are some of the leaders in the ITS value chain.

Leading Players in the ITS Market

  • Garmin Ltd
  • Advantech Co Ltd
  • Iteris Inc
  • Kapsch TrafficCom AG
  • TomTom NV
  • Agero Inc
  • Thales SA
  • Telenav, Inc
  • Xerox Corp
  • Cubic Transportation Systems Inc
  • Lanner Electronics Inc

Other Intelligent Transportation Systems Market Vendors Mentioned

Hitachi Ltd, Q-Free ASA, Tagmaster, Parsons, DENSO CORPORATION, Swarco, EFKON GmbH, TransCore, Indra Sistemas S.A., Sensys Networks, Inc., Teledyne FLIR Systems, Inc., GeoToll, Netradyne, Stantec, Sumitomo Electric Industries, Ltd., GPS Allied, Vontas, Intel Corporation, Bosch Security Systems, LLC., MITSUBISHI HEAVY INDUSTRIES, LTD., Schneider Electric, and HERE Technologies, among others.

To Know More About Leading Intelligent Transportation Systems Market Players, Download a Free Report Sample

Intelligent Transportation Systems Market Segments and Scope

GlobalData Plc has segmented the Intelligent Transportation Systems market report by system type, application, and region:

 Intelligent Transportation Systems Market System Type Outlook (Revenue, USD Million, 2019-2026)

  • Advanced Traffic Management Systems (ATMS)
  • Advanced Traveler Information System (ATIS)
  • Advanced Public Transportation System (APTS)
  • Advanced Transportation Pricing System (ATPS)
  • Commercial Vehicle Operations (CVO) system
  • Others

Intelligent Transportation Systems Market Application Outlook (Revenue, USD Million, 2019-2026)

  • Intelligent Traffic Control
  • Road Safety & Security
  • Freight Management
  • Public Transport
  • Environment Protection
  • Automotive Telematics
  • Parking Management
  • Road Tolling Systems
  • Others

Intelligent Transportation Systems Regional Outlook (Revenue, USD Million, 2019-2026)

  • North America
  • US
  • Canada
  • Mexico
  • Europe 
  • UK
  • Germany
  • France
  • Netherlands
  • Italy
  • Spain
  • Denmark
  • Austria
  • Sweden
  • Rest of Europe
  • Asia Pacific 
  • China
  • India
  • Japan
  • South Korea
  • Australia
  • Singapore
  • Rest of Asia Pacific
  • South & Central America
  • Brazil
  • Argentina
  • Rest of South & Central America
  • Middle East & Africa
  • Saudi Arabia
  • South Africa
  • United Arab Emirates (UAE)
  • Rest of Middle East & Africa

The market intelligence report provides an in-depth analysis of the following –

  • Intelligent transportation systems (ITS) market outlook: analysis as well as historical figures and forecasts of revenue opportunities from the system type, application, and region segments.
  • The competitive landscape: an examination of the positioning of leading players in the ITS market.
  • Company snapshots: analysis of the market position of leading service providers in the ITS market.
  • Underlying assumptions behind our published base-case forecasts, as well as potential market developments that would alter, either positively or negatively, our base-case outlook.

Reasons to Buy

  • This market intelligence report offers a thorough, forward-looking analysis of the global ITS market by system type, application, and region, and key opportunities in a concise format to help executives build proactive and profitable growth strategies.

  • Accompanying GlobalData’s Forecast products, the report examines the assumptions and drivers behind ongoing and upcoming trends in intelligent transportation system markets.

  • The report also highlights key system type segments (Advanced Traffic Management Systems (ATMS), Advanced Traveler Information System (ATIS), Advanced Public Transportation System (APTS), Advanced Transportation Pricing System (ATPS), Commercial Vehicle Operations (CVO) system, Others)

  • The report also highlights key application segments (Intelligent Traffic Control, Road Safety & Security, Freight Management, Public Transport, Environment Protection, Automotive Telematics, Parking Management, Road Tolling Systems, Others)

  • With more than 20 charts and tables, the report is designed for an executive-level audience, with enhanced presentation quality.

  • The report provides an easily digestible market assessment for decision-makers built around in-depth information gathered from local market players that enables executives to quickly get up to speed with the current and emerging trends in intelligent transportation system markets.

  • The broad perspective of the report, coupled with comprehensive, actionable detail, will help technology companies, automotive OEMs, and other transportation value chain players succeed in growing the ITS market globally.

Key Players

Garmin Ltd
Advantech Co Ltd
Iteris Inc
Kapsch TrafficCom AG
TomTom NV
Agero Inc
Thales SA
Telenav, Inc
Xerox Corp
Cubic Transportation Systems Inc
Lanner Electronics Inc

Table of Contents

  • 1. Executive Summary

    • 1.1. Intelligent Transportation Systems (ITS) Market Snapshot, 2019-2026

  • 2. Research Scope & Segmentation

    • 2.1. Intelligent Transportation Systems (ITS): Market Segmentation and Scope

    • 2.2. Market & Segment Definitions

  • 3. Market Overview & Industry Analysis

    • 3.1. Value Chain Analysis

    • 3.2. Market Drivers & Challenges

    • 3.3. Porters Five Forces Model

    • 3.4. Technology Trends

    • 3.5. Regulatory Trends

    • 3.6. Intelligent Transportation Systems – Use Cases

    • 3.7. Role of IoT in Intelligent Transportation Systems

  • 4. Intelligent Transportation Systems (ITS) Revenue Opportunity & Forecast

    • 4.1. Global ITS Market Size & Forecasts, by System Type, 2019-2026 ($ Mn)

    • 4.2. Global ITS Market Size & Forecasts, by Application, 2019-2026 ($ Mn)

  • 5. Intelligent Transportation Systems (ITS) Revenue Opportunity & Forecasts by Region

    • 5.1. North America ITS Market Size & Forecasts, 2019-2026 ($ Mn)

    • 5.2. Europe ITS Market Size & Forecasts, 2019-2026 ($ Mn)

    • 5.3. South & Central America ITS Market Size & Forecasts, 2019-2026 ($ Mn)

    • 5.4. Asia Pacific ITS Market Size & Forecasts, 2019-2026 ($ Mn)

    • 5.5. Middle East & Africa ITS Market Size & Forecasts, 2019-2026 ($ Mn)

  • 6. Competitive Landscape

    • 6.1. Vendor Growth Innovation Matrix

    • 6.2. Mergers and Acquisitions

    • 6.3. Company Profiles

      • 6.3.1. Overview

      • 6.3.2. Financial Performance

      • 6.3.3. Recent Developments & Innovations

Table

List of Tables

Table 1 ATMS ITS Market by Country 2019-2026 ($M)

Table 2 ATIS ITS Market by Country 2019-2026 ($M)

Table 3 APTS ITS Market by Country 2019-2026 ($M)

Table 4 ATPS ITS Market by Country 2019-2026 ($M)

Table 5 CVO ITS Market by Country 2019-2026 ($M)

Table 6 Others ITS Market by Country 2019-2026 ($M)

Table 7 Intelligent Traffic Control ITS Market by Country 2019-2026 ($M)

Table 8 Road Safety & Security ITS Market by Country 2019-2026 ($M)

Table 9 Freight Management ITS Market by Country 2019-2026 ($M)

Table 10 Public Transport ITS Market by Country 2019-2026 ($M)

Table 11 Environment Protection ITS Market by Country 2019-2026 ($M)

Table 12 Automotive Telematics ITS Market by Country 2019-2026 ($M)

Table 13 Parking Management ITS Market by Country 2019-2026 ($M)

Table 14 Road Tolling Systems ITS Market by Country 2019-2026 ($M)

Table 15 Others ITS Market by Country 2019-2026 ($M)

Figures

List of Figures

Fig.1 Intelligent Transportation Systems (ITS) Market Snapshot

Fig.2 Intelligent Transportation Systems (ITS) Market Segmentation

Fig.3 Intelligent Transportation Systems (ITS) Industry Value Chain Analysis

Fig.4 Global Intelligent Transportation Systems (ITS) PORTER’s Five Force Analysis

Fig.5 Intelligent Transportation Systems (ITS) Market – Key Drivers Impact Analysis

Fig.6 Intelligent Transportation Systems (ITS)– Key Market Challenges Impact Analysis

Fig.7 Global Intelligent Transportation Systems (ITS) Market – Revenue Opportunity Forecast, 2019-2026 (US$ Million)

Fig.8 Global Intelligent Transportation Systems (ITS) Market, By System Type, 2019-2026 (US$ Million)

Fig.9 Global Intelligent Transportation Systems (ITS) Market, By Application, 2019-2026 (US$ Million)

Fig.10 Intelligent Transportation Systems (ITS)– Market Overview

Fig.11 North America Intelligent Transportation Systems (ITS) Market Snapshot

Fig.12 North America Intelligent Transportation Systems (ITS), By Country Share – 2021 & 2026 (%)

Fig.13 North America Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.14 North America Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.15 US Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.16 US Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.17 Canada Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.18 Canada Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.19 Mexico Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.20 Mexico Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.21 Europe Intelligent Transportation Systems (ITS) Market Snapshot

Fig.22 Europe Intelligent Transportation Systems (ITS), By Country Share – 2021 & 2026 (%)

Fig.23 Europe Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.24 Europe Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.25 UK Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.26 UK Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.27 Germany Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.28 Germany Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.29 France Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.30 France Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.31 Netherlands Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.32 Netherlands Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.33 Italy Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.34 Italy Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.35 Spain Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.36 Spain Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.37 Denmark Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.38 Denmark Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.39 Austria Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.40 Austria Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.41 Sweden Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.42 Sweden Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.43 Rest of Europe Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.44 Rest of Europe Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.45 Asia Pacific Intelligent Transportation Systems (ITS) Market Snapshot

Fig.46 Asia Pacific Intelligent Transportation Systems (ITS), By Country Share – 2021 & 2026 (%)

Fig.47 Asia Pacific Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.48 Asia Pacific Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.49 China Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.50 China Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.51 India Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.52 India Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.53 Japan Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.54 Japan Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.55 South Korea Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.56 South Korea Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.57 Australia Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.58 Australia Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.59 Singapore Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.60 Singapore Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.61 Rest of Asia Pacific Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.62 Rest of Asia Pacific Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.63 South and Central America Intelligent Transportation Systems (ITS) Market Snapshot

Fig.64 South and Central America Intelligent Transportation Systems (ITS), By Country Share – 2021 & 2026 (%)

Fig.65 South and Central America Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.66 South and Central America Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.67 Brazil Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.68 Brazil Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.69 Argentina Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.70 Argentina Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.71 Rest of South and Central America Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.72 Rest of South and Central America Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.73 Middle East and Africa Intelligent Transportation Systems (ITS) Market Snapshot

Fig.74 Middle East and Africa Intelligent Transportation Systems (ITS), By Country Share – 2021 & 2026 (%)

Fig.75 Middle East and Africa Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.76 Middle East and Africa Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.77 Saudi Arabia Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.78 Saudi Arabia Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.79 South Africa Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.80 South Africa Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.81 UAE Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.82 UAE Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.83 Rest of Middle East and Africa Intelligent Transportation Systems (ITS), By System Type Share – 2021 & 2026 (%)

Fig.84 Rest of Middle East and Africa Intelligent Transportation Systems (ITS), By Application Share – 2021 & 2026 (%)

Fig.85 Intelligent Transportation Systems (ITS) – Growth-Innovation Matrix

Fig.86 Information Procurement

Fig.87 Data Analysis Model

Fig.88 Research Methodology

Frequently asked questions

  • What was the intelligent transportation systems market size in 2023?

    The intelligent transportation systems market size globally will be valued at $20.52 billion in 2023.

  • What will be the intelligent transportation systems market size in 2026?

    The intelligent transportation systems market size is expected to reach $26.30 billion by 2026.

  • What is the intelligent transportation systems market growth rate?

    The intelligent transportation systems market is expected to grow at a CAGR of 8.6% during the forecast period (2023-2026).

  • What are the key intelligent transportation systems market drivers?

    The increasing demand for ITS solutions in managing and controlling traffic, environmental conservation, reducing road accidents, automating toll collection, and automating fleet services are some of the factors anticipated to drive intelligent transportation systems market growth.

  • What are the key intelligent transportation systems market segments?

    System Type Segments: Advanced Traffic Management Systems (ATMS), Advanced Traveller Information System (ATIS), Advanced Public Transportation System (APTS), Advanced Transportation Pricing System (ATPS), Commercial Vehicle Operations (CVO) system, Others

    Application Segments: Intelligent Traffic Control, Road Safety & Security, Freight Management, Public Transport, Environment Protection, Automotive Telematics, Parking Management, Road Tolling Systems, Others

  • Which are the leading intelligent transportation systems companies globally?

    Some of the leading intelligent transportation systems companies are TomTom NV, Hitachi Ltd., Thales SA, Kapsch TrafficCom AG, Garmin Ltd., Yunex Traffic, Conduent Inc., Cubic Transportation Systems Inc, and Telenav Inc.

  • Is there a third level of segmentation in the report?

    GlobalData’s focus is on providing reliable and accurate data that is supported by robust research methodology. Our reports undergo rigorous quality checks and are based on primary and secondary research sources, ensuring that the numbers and insights provided are trustworthy.  However, despite the best efforts to gather comprehensive data, there could be instances where the available data is limited, making it challenging to provide third level segmentation. In such cases, GlobalData may choose to provide high-level insights and general trends rather than forcing segmentation that may not be backed by sufficient data. This approach ensures that the report’s overall quality and credibility are maintained.

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