輸送予測分析とシミュレーションの世界市場レポート 2024年

輸送予測分析とシミュレーション市場規模は近年力強く成長しています。2023年の25億4,000万米ドルから2024年には27億9,000万米ドルへと、CAGR9.6％で拡大します。過去の期間に見られた拡大は、モノのインターネット（IoT）の出現、スマートシティ構想の早期構想化、データ収集に焦点を当てた取り組み、政府の取り組み、交通インフラの成長に起因しています。

輸送予測分析とシミュレーション市場規模は、今後数年間で力強い成長が見込まれます。2028年にはCAGR8.8％で39億1,000万米ドルに成長します。予測期間中に予想される拡大は、スマートシティの普及、モノのインターネット（IoT）の採用拡大、交通管理ソリューションに対する需要の高まり、持続可能性の重視の高まりと関連付けることができます。予測期間中に予想される主な動向には、ビッグデータの統合、人工知能と機械学習の導入、スマート交通機関に対する需要の急増、気候や環境に対する懸念の高まり、人工知能と機械学習技術の統合などが含まれます。

交通事故の発生件数の増加が予想され、輸送予測分析とシミュレーション市場の成長を牽引します。道路、高速道路、その他の幹線道路で発生する交通事故は、車両交通量の増加、交通パターンや道路状況の変化、 促進要因のミス、天候の変化などの要因に起因します。輸送予測分析とシミュレーションは、リスクの高い場所の特定、交通流の強化、事故の予測と防止、 促進要因の行動への対処など、交通事故の軽減に重要な役割を果たしています。そのため、輸送予測分析とシミュレーションの採用が増加しています。例えば、2022年5月のデータによると、米国運輸省の一部である道路交通安全局は、2021年の自動車交通事故による死者数を42,915人と報告し、前年の死者数38,824人から10.5％増加しました。したがって、交通事故の事例の増加は、輸送予測分析とシミュレーション市場の重要な促進要因となっています。

輸送予測分析とシミュレーション市場拡大の原動力となるのは、交通機関の成長です。輸送は、ある場所から別の場所への人、動物、商品、または物質の移動を包含し、成長の態勢を整えています。予測分析とシミュレーション技術は、運輸業界におけるデータ主導の意思決定を可能にし、運行を最適化し、安全対策を改善し、システム全体の効率を高める上で極めて重要な役割を果たしています。例えば、2023年6月のデータによると、米国トラック協会は2021年の米国トラック業界の年間売上高を8,755億米ドルと報告しており、これは同国の運賃請求額の80.4%に相当します。したがって、輸送活動の上昇基調は輸送予測分析とシミュレーション市場の重要な促進要因となっています。

2023年の輸送予測分析とシミュレーション市場では北米が最大地域でした。アジア太平洋は、予測期間中に世界の輸送予測分析とシミュレーション市場で最も急成長する地域となる見込みです。輸送予測分析とシミュレーション市場レポートの対象地域は、アジア太平洋、西欧、東欧、北米、南米、中東・アフリカです。

目次

第1章 エグゼクティブサマリー

第2章 市場の特徴

第3章 市場動向と戦略

第4章 マクロ経済シナリオ

• 高インフレが市場に与える影響
• ウクライナ・ロシア戦争が市場に与える影響
• COVID-19による市場への影響

第5章 世界市場規模と成長

• 世界の市場促進要因と抑制要因
  • 市場促進要因
  • 市場抑制要因
• 世界の市場規模実績と成長、2018年～2023年
• 世界の市場規模予測と成長、2023年～2028年、2033年

第6章 市場セグメンテーション

• 世界の輸送予測分析とシミュレーション市場、コンポーネント別のセグメンテーション、実績および予測、2018-2023、2023-2028年、2033年
• ソフトウェア
• サービス
• 世界の輸送予測分析とシミュレーション市場、シミュレーション方法別セグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• 顕微鏡的
• 巨視的
• メゾスコピック
• 世界の輸送予測分析とシミュレーション市場、タイプ別セグメンテーション、実績および予測、2018-2023、2023-2028年、2033年
• オンプレミス
• クラウドベース
• 世界の輸送予測分析とシミュレーション市場、用途別セグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• 車道
• 鉄道
• 航空会社
• 海路
• その他の用途

第7章 地域および国の分析

• 世界の輸送予測分析とシミュレーション市場、地域別、実績および予測、2018-2023年、2023-2028年、2033年
• 世界の輸送予測分析とシミュレーション市場、国別、実績および予測、2018-2023年、2023-2028年、2033年

第8章 アジア太平洋市場

第9章 中国市場

第10章 インド市場

第11章 日本市場

第12章 オーストラリア市場

第13章 インドネシア市場

第14章 韓国市場

第15章 西欧市場

第16章 英国市場

第17章 ドイツ市場

第18章 フランス市場

第19章 イタリア市場

第20章 スペイン市場

第21章 東欧市場

第22章 ロシア市場

第23章 北米市場

第24章 米国市場

第25章 カナダ市場

第26章 南米市場

第27章 ブラジル市場

第28章 中東市場

第29章 アフリカ市場

第30章 競合情勢と企業プロファイル

• 輸送予測分析とシミュレーション市場の競合情勢
• 輸送予測分析とシミュレーション市場の企業プロファイル
  • SAP AG
  • IBM Corporation
  • T-Systems International GmbH
  • Xerox Corporation
  • Cubic Corporation

第31章 競合ベンチマーキング

第32章 競合ダッシュボード

第33章 主要な合併と買収

第34章 将来の見通しと可能性の分析

第35章 付録

“Transportation Predictive Analytics And Simulation Global Market Report 2024 ” from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on transportation predictive analytics and simulation market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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• Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
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Where is the largest and fastest growing market for transportation predictive analytics and simulation? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? “The transportation predictive analytics and simulation market global report ” from The Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

Scope

Markets Covered:

• 1) By Component: Software; Services
• 2) By Simulation Method: Microscopic; Macroscopic; Mesoscopic
• 3) By Type: On-Premise; Cloud-based
• 4) By Application: Roadways; Railways; Airways; Seaways; Other Applications
• Companies Mentioned: SAP AG; IBM Corporation; T-Systems International GmbH; Xerox Corporation; Cubic Corporation
• Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
• Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
• Time series: Five years historic and ten years forecast.
• Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
• Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
• Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
• Delivery format: PDF, Word and Excel Data Dashboard.

Executive Summary

Transportation predictive analytics and simulation involve the application of data analysis techniques and mathematical models to anticipate and simulate diverse transportation scenarios.

The key elements of transportation predictive analytics and simulation include software and services. Software encompasses computer programs and tools utilized for the analysis and modeling of transportation data, enabling predictions about future transportation trends and occurrences. Its functionalities extend to the collection and storage of transportation data, analysis of transportation patterns, identification of trends, creation of virtual models for transportation systems, and the generation of maps. Transportation predictive analytics and simulation operate through microscopic, macroscopic, and mesoscopic simulation models, available for deployment on both on-premise and cloud-based platforms. The end-users benefiting from transportation predictive analytics and simulation span roadways, railways, airways, seaways, and other transportation systems.

The transportation predictive analytics and simulation software market research report is one of a series of new reports from The Business Research Company that provides transportation predictive analytics and simulation software market statistics, including transportation predictive analytics and simulation software industry global market size, regional shares, competitors with a transportation predictive analytics and simulation software market share, detailed transportation predictive analytics and simulation software market segments, market trends and opportunities, and any further data you may need to thrive in the transportation predictive analytics and simulation software industry. This transportation predictive analytics and simulation software market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The transportation predictive analytics and simulation market size has grown strongly in recent years. It will grow from $2.54 billion in 2023 to $2.79 billion in 2024 at a compound annual growth rate (CAGR) of 9.6%. The expansion observed in the historical period can be ascribed to the emergence of the Internet of Things (IoT), the early conceptualization of smart city initiatives, initiatives focused on data collection, governmental efforts, and the growth of transportation infrastructure.

The transportation predictive analytics and simulation market size is expected to see strong growth in the next few years. It will grow to $3.91 billion in 2028 at a compound annual growth rate (CAGR) of 8.8%. The anticipated expansion in the forecast period can be linked to the proliferation of smart cities, a growing adoption of the Internet of Things (IoT), a heightened demand for traffic management solutions, and an increased emphasis on sustainability. Key trends expected during the forecast period encompass the integration of big data, the implementation of artificial intelligence and machine learning, a surge in demand for smart transportation, rising concerns about climate and the environment, and the integration of artificial intelligence and machine learning technologies.

The expected rise in instances of road accidents is set to drive the growth of the transportation predictive analytics and simulation market. Road accidents, occurring on roads, highways, and other thoroughfares, stem from factors such as increased vehicular traffic, alterations in traffic patterns or road conditions, driver errors, or shifts in weather conditions. Transportation predictive analytics and simulation play a crucial role in mitigating road accidents by identifying high-risk areas, enhancing traffic flow, predicting and preventing accidents, and addressing driver behavior. This has led to an increased adoption of transportation predictive analytics and simulation. For instance, data from May 2022 revealed that the National Highway Traffic Safety Administration, a part of the US Department of Transportation, reported 42,915 fatalities in motor vehicle traffic accidents in 2021, marking a 10.5% increase from the 38,824 fatalities in the previous year. Hence, the growing instances of road accidents are a significant driver of the transportation predictive analytics and simulation market.

The anticipated growth of transportation is expected to be a driving force behind the expansion of the transportation predictive analytics and simulation market. Transportation, encompassing the movement of people, animals, goods, or materials from one location to another, is poised for growth. Predictive analytics and simulation technologies play a pivotal role in enabling data-driven decision-making within the transportation industry, optimizing operations, improving safety measures, and enhancing overall system efficiency. For instance, data from June 2023 indicated that the American Trucking Association reported an annual revenue of $875.5 billion for the US trucking industry in 2021, representing 80.4% of the country's freight bill. Therefore, the upward trajectory in transportation activities serves as a key driver for the transportation predictive analytics and simulation market.

Product innovations stand out as a prominent trend gaining momentum in the transportation predictive analytics and simulation market. Companies within this market are actively embracing new technologies as part of their strategy to maintain a competitive edge. An illustrative example is Geotab Intelligent Transportation Systems, a Canada-based provider of telematics technology for GPS fleet management, which introduced Stop Analytics in April 2023. This data analytics module is designed to enhance the movement of goods and services, improve safety at truck stops and roadways, strategically identify new real estate sites, develop more efficient curbside management programs, and pinpoint locations for electric vehicle charging infrastructure. Stop Analytics specifically aids in identifying parking for heavy-duty trucks, contributing to improved driver safety.

Major players in the transportation predictive analytics and simulation market are also actively developing innovative products such as the transport automation controller to drive market revenues. Ericsson, a Sweden-based telecommunications company, launched the Ericsson Transport Automation Controller in November 2023. This cloud-native software, leveraging artificial intelligence (AI) and machine learning (ML), analyzes and automates microwave, IP, and optical networks. Targeted at communications service providers (CSPs), the controller offers an advanced solution for maximizing efficiency in mobile transport networks. The product integrates automatic configuration, pathfinding, and other advanced functionalities, incorporating AIOps (artificial intelligence for IT operations).

In April 2021, Bentley Systems, a US-based infrastructure engineering software company, acquired INRO Software for an undisclosed amount. This acquisition enhances Bentley's mobility digital twins' capabilities by incorporating INRO's advanced traffic and vehicle simulation capabilities with Bentley's existing civil design and pedestrian simulation software, including Streetlytics, CUBE, OpenRoads, and LEGION. INRO Software, based in Canada, specializes in multi-model transportation planning.

Major companies operating in the transportation predictive analytics and simulation market report are SAP AG, IBM Corporation, T-Systems International GmbH, Xerox Corporation, Cubic Corporation, Cyient Insights Private Limited, Tiger Analytics Inc., PTV Group, Predikto Inc., Space-Time Insight India Private Limited, TSS-Transport Simulation Systems Inc., Caliper Corporation, Dataiku, INRIX, Indra Sistemas S.A., Siemens AG, Kapsch TrafficCom AG, TomTom International BV, HERE Technologies, Iteris Inc., Citilabs Inc., Dassault Systemes SE, Altair Engineering Inc., AnyLogic North America LLC, Simio LLC, FlexSim Software Products Inc., Transoft Solutions Inc., Trafficware Group Inc., Mott MacDonald Group, WSP Global Inc., IBI Group Inc., Stantec Inc., GHD Group Pty. Ltd.

North America was the largest region in the transportation predictive analytics and simulation market in 2023. Asia-pacific is expected to be the fastest-growing region in the global transportation predictive analytics and simulation market during the forecast period. The regions covered in the transportation predictive analytics and simulation market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa

The countries covered in the transportation predictive analytics and simulation market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain

The transportation predictive analytics and simulation market consists of revenues earned by entities by providing predictive analytics and simulation services such as predicting traffic congestion, estimating travel time, optimizing route planning, and assessing the impact of infrastructure changes. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included. The transportation predictive analytics and simulation market consists of the sales of transportation management systems, predictive analytics software, simulation software, and real-time data analytics. Values in this market are 'factory gate' values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Table of Contents

1. Executive Summary

2. Transportation Predictive Analytics And Simulation Market Characteristics

3. Transportation Predictive Analytics And Simulation Market Trends And Strategies

4. Transportation Predictive Analytics And Simulation Market - Macro Economic Scenario

• 4.1. Impact Of High Inflation On the Market
• 4.2. Ukraine-Russia War Impact On the Market
• 4.3. COVID-19 Impact On the Market

5. Global Transportation Predictive Analytics And Simulation Market Size and Growth

• 5.1. Global Transportation Predictive Analytics And Simulation Market Drivers and Restraints
  • 5.1.1. Drivers Of The Market
  • 5.1.2. Restraints Of The Market
• 5.2. Global Transportation Predictive Analytics And Simulation Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
• 5.3. Global Transportation Predictive Analytics And Simulation Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Transportation Predictive Analytics And Simulation Market Segmentation

• 6.1. Global Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Software
• Services
• 6.2. Global Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Microscopic
• Macroscopic
• Mesoscopic
• 6.3. Global Transportation Predictive Analytics And Simulation Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• On-Premise
• Cloud-based
• 6.4. Global Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Roadways
• Railways
• Airways
• Seaways
• Other Applications

7. Transportation Predictive Analytics And Simulation Market Regional And Country Analysis

• 7.1. Global Transportation Predictive Analytics And Simulation Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 7.2. Global Transportation Predictive Analytics And Simulation Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Transportation Predictive Analytics And Simulation Market

• 8.1. Asia-Pacific Transportation Predictive Analytics And Simulation Market Overview
• Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
• 8.2. Asia-Pacific Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.3. Asia-Pacific Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.4. Asia-Pacific Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Transportation Predictive Analytics And Simulation Market

• 9.1. China Transportation Predictive Analytics And Simulation Market Overview
• 9.2. China Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.3. China Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.4. China Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Transportation Predictive Analytics And Simulation Market

• 10.1. India Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.2. India Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.3. India Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Transportation Predictive Analytics And Simulation Market

• 11.1. Japan Transportation Predictive Analytics And Simulation Market Overview
• 11.2. Japan Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.3. Japan Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.4. Japan Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Transportation Predictive Analytics And Simulation Market

• 12.1. Australia Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.2. Australia Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.3. Australia Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Transportation Predictive Analytics And Simulation Market

• 13.1. Indonesia Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.2. Indonesia Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.3. Indonesia Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Transportation Predictive Analytics And Simulation Market

• 14.1. South Korea Transportation Predictive Analytics And Simulation Market Overview
• 14.2. South Korea Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.3. South Korea Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.4. South Korea Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Transportation Predictive Analytics And Simulation Market

• 15.1. Western Europe Transportation Predictive Analytics And Simulation Market Overview
• 15.2. Western Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.3. Western Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.4. Western Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Transportation Predictive Analytics And Simulation Market

• 16.1. UK Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.2. UK Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.3. UK Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Transportation Predictive Analytics And Simulation Market

• 17.1. Germany Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.2. Germany Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.3. Germany Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Transportation Predictive Analytics And Simulation Market

• 18.1. France Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.2. France Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.3. France Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Transportation Predictive Analytics And Simulation Market

• 19.1. Italy Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.2. Italy Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.3. Italy Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Transportation Predictive Analytics And Simulation Market

• 20.1. Spain Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.2. Spain Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.3. Spain Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Transportation Predictive Analytics And Simulation Market

• 21.1. Eastern Europe Transportation Predictive Analytics And Simulation Market Overview
• 21.2. Eastern Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.3. Eastern Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.4. Eastern Europe Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Transportation Predictive Analytics And Simulation Market

• 22.1. Russia Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.2. Russia Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.3. Russia Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Transportation Predictive Analytics And Simulation Market

• 23.1. North America Transportation Predictive Analytics And Simulation Market Overview
• 23.2. North America Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.3. North America Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.4. North America Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Transportation Predictive Analytics And Simulation Market

• 24.1. USA Transportation Predictive Analytics And Simulation Market Overview
• 24.2. USA Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.3. USA Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.4. USA Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Transportation Predictive Analytics And Simulation Market

• 25.1. Canada Transportation Predictive Analytics And Simulation Market Overview
• 25.2. Canada Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.3. Canada Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.4. Canada Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Transportation Predictive Analytics And Simulation Market

• 26.1. South America Transportation Predictive Analytics And Simulation Market Overview
• 26.2. South America Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.3. South America Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.4. South America Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Transportation Predictive Analytics And Simulation Market

• 27.1. Brazil Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.2. Brazil Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.3. Brazil Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Transportation Predictive Analytics And Simulation Market

• 28.1. Middle East Transportation Predictive Analytics And Simulation Market Overview
• 28.2. Middle East Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.3. Middle East Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.4. Middle East Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Transportation Predictive Analytics And Simulation Market

• 29.1. Africa Transportation Predictive Analytics And Simulation Market Overview
• 29.2. Africa Transportation Predictive Analytics And Simulation Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.3. Africa Transportation Predictive Analytics And Simulation Market, Segmentation By Simulation Method, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.4. Africa Transportation Predictive Analytics And Simulation Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Transportation Predictive Analytics And Simulation Market Competitive Landscape And Company Profiles

• 30.1. Transportation Predictive Analytics And Simulation Market Competitive Landscape
• 30.2. Transportation Predictive Analytics And Simulation Market Company Profiles
  • 30.2.1. SAP AG
    • 30.2.1.1. Overview
    • 30.2.1.2. Products and Services
    • 30.2.1.3. Strategy
    • 30.2.1.4. Financial Performance
  • 30.2.2. IBM Corporation
    • 30.2.2.1. Overview
    • 30.2.2.2. Products and Services
    • 30.2.2.3. Strategy
    • 30.2.2.4. Financial Performance
  • 30.2.3. T-Systems International GmbH
    • 30.2.3.1. Overview
    • 30.2.3.2. Products and Services
    • 30.2.3.3. Strategy
    • 30.2.3.4. Financial Performance
  • 30.2.4. Xerox Corporation
    • 30.2.4.1. Overview
    • 30.2.4.2. Products and Services
    • 30.2.4.3. Strategy
    • 30.2.4.4. Financial Performance
  • 30.2.5. Cubic Corporation
    • 30.2.5.1. Overview
    • 30.2.5.2. Products and Services
    • 30.2.5.3. Strategy
    • 30.2.5.4. Financial Performance

31. Global Transportation Predictive Analytics And Simulation Market Competitive Benchmarking

32. Global Transportation Predictive Analytics And Simulation Market Competitive Dashboard

33. Key Mergers And Acquisitions In The Transportation Predictive Analytics And Simulation Market

34. Transportation Predictive Analytics And Simulation Market Future Outlook and Potential Analysis

• 34.1 Transportation Predictive Analytics And Simulation Market In 2028 - Countries Offering Most New Opportunities
• 34.2 Transportation Predictive Analytics And Simulation Market In 2028 - Segments Offering Most New Opportunities
• 34.3 Transportation Predictive Analytics And Simulation Market In 2028 - Growth Strategies
  • 34.3.1 Market Trend Based Strategies
  • 34.3.2 Competitor Strategies

35. Appendix

• 35.1. Abbreviations
• 35.2. Currencies
• 35.3. Historic And Forecast Inflation Rates
• 35.4. Research Inquiries
• 35.5. The Business Research Company
• 35.6. Copyright And Disclaimer