The global remote construction market is currently valued at around US$ 973.9 million in comparison to US$ 853.2 million in the previous year 2022. As per the market analysis, it is anticipated to experience high growth and surge ahead at a CAGR of 14.2% through 2033. This remote construction market analysis report further predicts the overall valuation of the market to reach US$ 3,674.3 million by the year 2033.
Revenue from remote control solutions currently accounts for a 5% share of the global IoT in the construction market. Human monitoring on several building construction sites, as well as dealing with employee concerns and other issues, proves to be challenging. As a result, the customizing construction management solutions market may have a lot of room to increase.
Increased construction activities, rising infrastructure development, growing research and development activities, and increasing demand from emerging economies, are all supporting the remote construction market growth. Recent advancements and renovation in clientless remote support software are expected to generate new demand in the off-site construction market over the coming years.
Attributes | Details |
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Remote Construction Market Size (2022) | US$ 853.2 million |
Remote Construction Market Size (2023) | US$ 973.9 million |
Remote Construction Sales Forecast (2033) | US$ 3,674.3 million |
Global Remote Construction Market Growth Rate (2023 to 2033) | 14.2% CAGR |
Share of Top 5 Remote Construction Market Players | 50% |
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High Adoption of Smart Devices Stimulating Market Expansion
The surging adoption of smartphones, tablets, and various other smart devices has been compelling the construction sector to integrate digital technologies. This has become of key significance to meet the rising demand for effective remote operations and management.
Key companies leverage novel technologies and intelligent solutions to offer holistic services to the entire ecosystem. The surging adoption of IoT solutions is creating impressive scope for the remote control solution market growth. Various new companies are even focusing on customizing construction management solutions as per client requirements.
Lack of Proper Infrastructure & High Cost of Research and Development Activities are Hampering the Market opportunities for Remote Construction Solution Companies
Remote working is stating its presence in the construction sector, leading many companies to bid adieu to set practices. Following the growing demand for off-site construction activities, such companies have instead adopted new technologies for working and communicating with their workforce.
Remote construction is a new reality but it poses significant challenges to companies around the world as they struggle to manage construction sites while keeping their workforce connected. For small companies investing in novel digital tools or customizing construction management solutions could be a problem of budget.
Remote construction, although, is advantageous, as small construction firms continue to use conventional methods. This is further expected to have a negative impact on the remote construction market growth.
Increasing Digitization and Urbanization to Propel Market Revenue
From 2018 to 2022, the global remote construction market registered significant gains, experiencing a CAGR of 12.8%.
The surging urban population is anticipated to have a considerable impact on residential and commercial infrastructure. Governments are therefore posed with the challenge of managing the influx of new occupants while improving living standards. According to the United Nations, the global urban population is expected to increase from 54% in 2015 to 70% by 2050.
The COVID-19 pandemic had an impact on the building construction industry. Many construction enterprises have either closed or halted their operations. As a result, demand for remote construction management systems & compact construction equipment decreased during this period.
The expansion of urban areas may translate into several opportunities for customizing construction management solution businesses. Against this backdrop, experts also forecast the rising demand for remote control solutions and services. This could ultimately boost the adoption of digital transformation ecosystems, especially to meet social, financial, and environmental outcomes.
Regional Market Attributes | Details |
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The United States Remote Construction Market Size in 2023 | US$ 173.5 million |
The United States Remote Construction Market Size in 2033 | US$ 568.4 million |
The United States Remote Construction Market CAGR (2023 to 2033) | 12.6% |
The United States offers abundant scope for the expansion of the remote construction market. The usage of remote management systems is high among managers and supervisors in the country, making it a significantly lucrative market for remote construction solutions.
Regional Market Attributes | Details |
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Canada Remote Construction Market Size in 2023 | US$ 97.9 million |
Canada Remote Construction Market Size in 2033 | US$ 389.2 million |
Canada Remote Construction Market CAGR (2023 to 2033) | 14.8% |
The extent of adoption of IoT-enabled devices is surging in Canada, which has been significantly contributing to the expansion of the United States market. Also, the presence of several leading players in the region has been enabling promising growth in the country.
Regional Market Attributes | Details |
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Germany Remote Construction Market Size in 2023 | US$ 35.3 million |
Germany Remote Construction Market Size in 2033 | US$ 134.3 million |
Germany Remote Construction Market CAGR (2023 to 2033) | 14.3% |
Growth witnessed in the Europe market is expected to be catapulted by the surging investment in construction activities across the region. Also, support from public authorities can give a big push to the consumption of remote construction solutions and services in the region.
Regional Market Attributes | Details |
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The United Kingdom Remote Construction Market Size in 2023 | US$ 40.5 million |
The United Kingdom Remote Construction Market Size in 2033 | US$ 129.2 million |
The United Kingdom Remote Construction Market CAGR (2023 to 2033) | 12.3% |
Besides taking measures to ensure the health and safety of employees, companies are adopting the latest technologies to support the construction supply chain. Formulation of such strict regulations may create lucrative growth opportunities for many regional markets in Europe, particularly in the United Kingdom.
Regional Market Attributes | Details |
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China Remote Construction Market Size in 2023 | US$ 77.6 million |
China Remote Construction Market Size in 2033 | US$ 342,3 million |
China Remote Construction Market CAGR (2023 to 2033) | 16% |
China is likely to remain the core of the Asia Pacific remote construction industry, contributing notably to its growth. It is also in the second order of the top regions of the world for the adoption of remote construction management solutions following.
Regional Market Attributes | Details |
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India Remote Construction Market Size in 2023 | US$ 24.8 million |
India Remote Construction Market Size in 2033 | US$ 122.3 million |
India Remote Construction Market CAGR (2023 to 2033) | 17.3% |
Rapid deployment of cutting-edge technology and growing investments in infrastructure & construction projects have surged the adoption of remote construction in India. In addition to this, increasing initiatives by the government for the development of remote construction solutions and services are also driving market growth.
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Market Segments by Application | Remote Management |
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Value in 2023 | US$ 320.4 million |
CAGR (2023 to 2033) | 14.9% |
Market Segments by Application | Construction Management |
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Value in 2023 | US$ 414.6 million |
CAGR (2023 to 2033) | 14.1% |
Market Segments by Application | Communication |
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Value in 2023 | US$ 184.1 million |
CAGR (2023 to 2033) | 13.8% |
Market Segments by Application | Other Applications |
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Value in 2023 | US$ 54.8 million |
CAGR (2023 to 2033) | 12.4% |
The construction management application segment accounts for 42.7% of the revenue share in the remote construction market. Organizations today are finding themselves engulfed in an increasingly complex world of networks requiring a high amount of construction management applications.
As data generated continues to rise in staggering volumes, automation has become imperative for enterprises to optimize the costs and scale of experiences they wish to create.
Market Segments by End-use Industry | Construction |
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Value in 2023 | US$ 477.2 million |
CAGR (2023 to 2033) | 15.3% |
Market Segments by End-use Industry | Energy & Utilities |
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Value in 2023 | US$ 231.9 million |
CAGR (2023 to 2033) | 14.3% |
Market Segments by End-use Industry | Mining |
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Value in 2023 | US$ 155.2 million |
CAGR (2023 to 2033) | 12.9% |
Market Segments by End-use Industry | Others |
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Value in 2023 | US$ 109.6 million |
CAGR (2023 to 2033) | 11.1% |
Construction companies are looking for solutions to manage applications, mobile devices, and a range of other collaborative tools to ensure seamless communication between teams across platforms, devices, and geographies. All this is looked upon with the intent of transforming the ways off-site construction workers conduct their daily businesses.
The construction industry is shifting from a desktop-bound approach to a multi-disciplinary model. This change is steered by dynamic IT trends and the surging uptake of cloud-based solutions.
In the future, the construction sector is also likely to be driven by highly virtualized and cloud-based environments. This change is inevitable and construction companies are centralizing their IT to accommodate the dynamic trends.
Leading companies are focusing on novel technology also to ensure the optimum utilization of available resources to offer a healthy lifestyle and superior connectivity. Moreover, to increase their product offering and footprint, remote construction service providers are focused on cooperation with other businesses.
Recent product launches and acquisitions, on the other hand, have consolidated the market further in favor of a few market key players. It also indicates that companies are shifting away from a heavy partner-reliant approach toward a mixed partner and self-developed technology model.
For instance, in August 2020, the Bureau Veritas Company, Sembcorp Marine Company, and Nokia Corporation partnered for a long-term collaboration. They conducted a trial via a test-bedded remote survey on a new-build vessel construction at Sembcorp Marine’s Tuas Boulevard Yard. The QC inspectors at the remote monitoring center were equipped with rugged head-mounted cameras that enabled surveyors to verify product quality and spot defects.
Attribute | Details |
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Forecast Period | 2023 to 2033 |
Historical Data Available for | 2018 to 2022 |
Market Analysis | Value in US$ million |
Key Regions Covered |
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Key Countries Covered |
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Key Market Segments Covered |
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Key Companies Profiled |
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Pricing | Available upon Request |
The market is valued at US$ 973.9 million in 2023.
Oracle Corporation, Autodesk Inc., Trimble Inc. are the essential market players.
The market is forecast to register a CAGR of 14.2% through 2033.
The market is expected to be worth US$ 3,674.3 million by 2033.
High implementation of smart devices is the latest market trend.
1. Executive Summary | Remote Construction Market 1.1. Global Market Outlook 1.2. Demand-side Trends 1.3. Supply-side Trends 1.4. Technology Roadmap Analysis 1.5. Analysis and Recommendations 2. Market Overview 2.1. Market Coverage / Taxonomy 2.2. Market Definition / Scope / Limitations 3. Market Background 3.1. Market Dynamics 3.1.1. Drivers 3.1.2. Restraints 3.1.3. Opportunity 3.1.4. Trends 3.2. Scenario Forecast 3.2.1. Demand in Optimistic Scenario 3.2.2. Demand in Likely Scenario 3.2.3. Demand in Conservative Scenario 3.3. Opportunity Map Analysis 3.4. Investment Feasibility Matrix 3.5. PESTLE and Porter’s Analysis 3.6. Regulatory Landscape 3.6.1. By Key Regions 3.6.2. By Key Countries 3.7. Regional Parent Market Outlook 4. Global Market Analysis 2018 to 2022 and Forecast, 2023 to 2033 4.1. Historical Market Size Value (US$ Million) Analysis, 2018 to 2022 4.2. Current and Future Market Size Value (US$ Million) Projections, 2023 to 2033 4.2.1. Y-o-Y Growth Trend Analysis 4.2.2. Absolute $ Opportunity Analysis 5. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Component 5.1. Introduction / Key Findings 5.2. Historical Market Size Value (US$ Million) Analysis By Component, 2018 to 2022 5.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Component, 2023 to 2033 5.3.1. Solutions 5.3.2. Services 5.4. Y-o-Y Growth Trend Analysis By Component, 2018 to 2022 5.5. Absolute $ Opportunity Analysis By Component, 2023 to 2033 6. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Application 6.1. Introduction / Key Findings 6.2. Historical Market Size Value (US$ Million) Analysis By Application, 2018 to 2022 6.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Application, 2023 to 2033 6.3.1. Remote Management 6.3.2. Construction Management 6.3.3. Communications 6.3.4. Others 6.4. Y-o-Y Growth Trend Analysis By Application, 2018 to 2022 6.5. Absolute $ Opportunity Analysis By Application, 2023 to 2033 7. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By End-use Industry 7.1. Introduction / Key Findings 7.2. Historical Market Size Value (US$ Million) Analysis By End-use Industry , 2018 to 2022 7.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By End-use Industry , 2023 to 2033 7.3.1. Construction 7.3.2. Energy & Utilities 7.3.3. Mining 7.4. Y-o-Y Growth Trend Analysis By End-use Industry , 2018 to 2022 7.5. Absolute $ Opportunity Analysis By End-use Industry , 2023 to 2033 8. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Region 8.1. Introduction 8.2. Historical Market Size Value (US$ Million) Analysis By Region, 2018 to 2022 8.3. Current Market Size Value (US$ Million) Analysis and Forecast By Region, 2023 to 2033 8.3.1. North America 8.3.2. Latin America 8.3.3. Europe 8.3.4. South Asia 8.3.5. East Asia 8.3.6. Oceania 8.3.7. MEA 8.4. Market Attractiveness Analysis By Region 9. North America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 9.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 9.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 9.2.1. By Country 9.2.1.1. The USA 9.2.1.2. Canada 9.2.2. By Component 9.2.3. By Application 9.2.4. By End-use Industry 9.3. Market Attractiveness Analysis 9.3.1. By Country 9.3.2. By Component 9.3.3. By Application 9.3.4. By End-use Industry 9.4. Key Takeaways 10. Latin America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 10.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 10.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 10.2.1. By Country 10.2.1.1. Brazil 10.2.1.2. Mexico 10.2.1.3. Rest of Latin America 10.2.2. By Component 10.2.3. By Application 10.2.4. By End-use Industry 10.3. Market Attractiveness Analysis 10.3.1. By Country 10.3.2. By Component 10.3.3. By Application 10.3.4. By End-use Industry 10.4. Key Takeaways 11. Europe Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 11.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 11.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 11.2.1. By Country 11.2.1.1. Germany 11.2.1.2. United Kingdom 11.2.1.3. France 11.2.1.4. Spain 11.2.1.5. Italy 11.2.1.6. Rest of Europe 11.2.2. By Component 11.2.3. By Application 11.2.4. By End-use Industry 11.3. Market Attractiveness Analysis 11.3.1. By Country 11.3.2. By Component 11.3.3. By Application 11.3.4. By End-use Industry 11.4. Key Takeaways 12. South Asia Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 12.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 12.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 12.2.1. By Country 12.2.1.1. India 12.2.1.2. Malaysia 12.2.1.3. Singapore 12.2.1.4. Thailand 12.2.1.5. Rest of South Asia 12.2.2. By Component 12.2.3. By Application 12.2.4. By End-use Industry 12.3. Market Attractiveness Analysis 12.3.1. By Country 12.3.2. By Component 12.3.3. By Application 12.3.4. By End-use Industry 12.4. Key Takeaways 13. East Asia Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 13.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 13.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 13.2.1. By Country 13.2.1.1. China 13.2.1.2. Japan 13.2.1.3. South Korea 13.2.2. By Component 13.2.3. By Application 13.2.4. By End-use Industry 13.3. Market Attractiveness Analysis 13.3.1. By Country 13.3.2. By Component 13.3.3. By Application 13.3.4. By End-use Industry 13.4. Key Takeaways 14. Oceania Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 14.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 14.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 14.2.1. By Country 14.2.1.1. Australia 14.2.1.2. New Zealand 14.2.2. By Component 14.2.3. By Application 14.2.4. By End-use Industry 14.3. Market Attractiveness Analysis 14.3.1. By Country 14.3.2. By Component 14.3.3. By Application 14.3.4. By End-use Industry 14.4. Key Takeaways 15. MEA Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country 15.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022 15.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033 15.2.1. By Country 15.2.1.1. GCC Countries 15.2.1.2. South Africa 15.2.1.3. Israel 15.2.1.4. Rest of MEA 15.2.2. By Component 15.2.3. By Application 15.2.4. By End-use Industry 15.3. Market Attractiveness Analysis 15.3.1. By Country 15.3.2. By Component 15.3.3. By Application 15.3.4. By End-use Industry 15.4. Key Takeaways 16. Key Countries Market Analysis 16.1. USA 16.1.1. Pricing Analysis 16.1.2. Market Share Analysis, 2022 16.1.2.1. By Component 16.1.2.2. By Application 16.1.2.3. By End-use Industry 16.2. Canada 16.2.1. Pricing Analysis 16.2.2. Market Share Analysis, 2022 16.2.2.1. By Component 16.2.2.2. By Application 16.2.2.3. By End-use Industry 16.3. Brazil 16.3.1. Pricing Analysis 16.3.2. Market Share Analysis, 2022 16.3.2.1. By Component 16.3.2.2. By Application 16.3.2.3. By End-use Industry 16.4. Mexico 16.4.1. Pricing Analysis 16.4.2. Market Share Analysis, 2022 16.4.2.1. By Component 16.4.2.2. By Application 16.4.2.3. By End-use Industry 16.5. Germany 16.5.1. Pricing Analysis 16.5.2. Market Share Analysis, 2022 16.5.2.1. By Component 16.5.2.2. By Application 16.5.2.3. By End-use Industry 16.6. United Kingdom 16.6.1. Pricing Analysis 16.6.2. Market Share Analysis, 2022 16.6.2.1. By Component 16.6.2.2. By Application 16.6.2.3. By End-use Industry 16.7. France 16.7.1. Pricing Analysis 16.7.2. Market Share Analysis, 2022 16.7.2.1. By Component 16.7.2.2. By Application 16.7.2.3. By End-use Industry 16.8. Spain 16.8.1. Pricing Analysis 16.8.2. Market Share Analysis, 2022 16.8.2.1. By Component 16.8.2.2. By Application 16.8.2.3. By End-use Industry 16.9. Italy 16.9.1. Pricing Analysis 16.9.2. Market Share Analysis, 2022 16.9.2.1. By Component 16.9.2.2. By Application 16.9.2.3. By End-use Industry 16.10. India 16.10.1. Pricing Analysis 16.10.2. Market Share Analysis, 2022 16.10.2.1. By Component 16.10.2.2. By Application 16.10.2.3. By End-use Industry 16.11. Malaysia 16.11.1. Pricing Analysis 16.11.2. Market Share Analysis, 2022 16.11.2.1. By Component 16.11.2.2. By Application 16.11.2.3. By End-use Industry 16.12. Singapore 16.12.1. Pricing Analysis 16.12.2. Market Share Analysis, 2022 16.12.2.1. By Component 16.12.2.2. By Application 16.12.2.3. By End-use Industry 16.13. Thailand 16.13.1. Pricing Analysis 16.13.2. Market Share Analysis, 2022 16.13.2.1. By Component 16.13.2.2. By Application 16.13.2.3. By End-use Industry 16.14. China 16.14.1. Pricing Analysis 16.14.2. Market Share Analysis, 2022 16.14.2.1. By Component 16.14.2.2. By Application 16.14.2.3. By End-use Industry 16.15. Japan 16.15.1. Pricing Analysis 16.15.2. Market Share Analysis, 2022 16.15.2.1. By Component 16.15.2.2. By Application 16.15.2.3. By End-use Industry 16.16. South Korea 16.16.1. Pricing Analysis 16.16.2. Market Share Analysis, 2022 16.16.2.1. By Component 16.16.2.2. By Application 16.16.2.3. By End-use Industry 16.17. Australia 16.17.1. Pricing Analysis 16.17.2. Market Share Analysis, 2022 16.17.2.1. By Component 16.17.2.2. By Application 16.17.2.3. By End-use Industry 16.18. New Zealand 16.18.1. Pricing Analysis 16.18.2. Market Share Analysis, 2022 16.18.2.1. By Component 16.18.2.2. By Application 16.18.2.3. By End-use Industry 16.19. GCC Countries 16.19.1. Pricing Analysis 16.19.2. Market Share Analysis, 2022 16.19.2.1. By Component 16.19.2.2. By Application 16.19.2.3. By End-use Industry 16.20. South Africa 16.20.1. Pricing Analysis 16.20.2. Market Share Analysis, 2022 16.20.2.1. By Component 16.20.2.2. By Application 16.20.2.3. By End-use Industry 16.21. Israel 16.21.1. Pricing Analysis 16.21.2. Market Share Analysis, 2022 16.21.2.1. By Component 16.21.2.2. By Application 16.21.2.3. By End-use Industry 17. Market Structure Analysis 17.1. Competition Dashboard 17.2. Competition Benchmarking 17.3. Market Share Analysis of Top Players 17.3.1. By Regional 17.3.2. By Component 17.3.3. By Application 17.3.4. By End-use Industry 18. Competition Analysis 18.1. Competition Deep Dive 18.1.1. Oracle Corporation 18.1.1.1. Overview 18.1.1.2. Product Portfolio 18.1.1.3. Profitability by Market Segments 18.1.1.4. Sales Footprint 18.1.1.5. Strategy Overview 18.1.1.5.1. Marketing Strategy 18.1.2. Autodesk Inc. 18.1.2.1. Overview 18.1.2.2. Product Portfolio 18.1.2.3. Profitability by Market Segments 18.1.2.4. Sales Footprint 18.1.2.5. Strategy Overview 18.1.2.5.1. Marketing Strategy 18.1.3. Trimble Inc. 18.1.3.1. Overview 18.1.3.2. Product Portfolio 18.1.3.3. Profitability by Market Segments 18.1.3.4. Sales Footprint 18.1.3.5. Strategy Overview 18.1.3.5.1. Marketing Strategy 18.1.4. Caterpillar Inc. 18.1.4.1. Overview 18.1.4.2. Product Portfolio 18.1.4.3. Profitability by Market Segments 18.1.4.4. Sales Footprint 18.1.4.5. Strategy Overview 18.1.4.5.1. Marketing Strategy 18.1.5. Hitachi Ltd. 18.1.5.1. Overview 18.1.5.2. Product Portfolio 18.1.5.3. Profitability by Market Segments 18.1.5.4. Sales Footprint 18.1.5.5. Strategy Overview 18.1.5.5.1. Marketing Strategy 18.1.6. Giatec Scientific, Inc. 18.1.6.1. Overview 18.1.6.2. Product Portfolio 18.1.6.3. Profitability by Market Segments 18.1.6.4. Sales Footprint 18.1.6.5. Strategy Overview 18.1.6.5.1. Marketing Strategy 18.1.7. Kore Wireless 18.1.7.1. Overview 18.1.7.2. Product Portfolio 18.1.7.3. Profitability by Market Segments 18.1.7.4. Sales Footprint 18.1.7.5. Strategy Overview 18.1.7.5.1. Marketing Strategy 18.1.8. WorldSensing 18.1.8.1. Overview 18.1.8.2. Product Portfolio 18.1.8.3. Profitability by Market Segments 18.1.8.4. Sales Footprint 18.1.8.5. Strategy Overview 18.1.8.5.1. Marketing Strategy 18.1.9. CalAmp Corp. 18.1.9.1. Overview 18.1.9.2. Product Portfolio 18.1.9.3. Profitability by Market Segments 18.1.9.4. Sales Footprint 18.1.9.5. Strategy Overview 18.1.9.5.1. Marketing Strategy 18.1.10. IBM Corporation 18.1.10.1. Overview 18.1.10.2. Product Portfolio 18.1.10.3. Profitability by Market Segments 18.1.10.4. Sales Footprint 18.1.10.5. Strategy Overview 18.1.10.5.1. Marketing Strategy 19. Assumptions & Acronyms Used 20. Research Methodology
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