The North America land mobile radio market is projected to reach US$ 5.64 billion by 2031 from US$ 2.91 billion in 2023. The market is expected to register a CAGR of 8.6% during 2023–2031. Surging use of land mobile radio systems by common people is anticipated to bring key trends in the North America land mobile radio market during the forecast period.
North America Land Mobile Radio Market Analysis
The North America land mobile radio market size is predicted to surge during the forecast period due to the move toward digital mobile technology from analog. This technological shift results in the improvement of spectral efficiency and helps eliminate static, background noise, and voice distortion. Clear, reliable communications across service areas, and customized and cost-effective communications are a few of the major factors strengthening the North America land mobile radio market. In terms of application, the public safety and government application segment is expected to hold a major share of the market.
North America Land Mobile Radio Market Overview
A land mobile radio device is a person-to-person voice communication system consisting of two-way radio transceivers with an audio transmitter and receiver; transceivers can be stationary or portable. These systems are highly preferred by public safety organizations, wherein they are installed in ambulances, and fire brigade vehicles and offices; they are also used by law enforcement agencies (LEAs) such as state troopers and police, and other governmental entities. Land mobile radio devices have exclusively allocated frequencies for their use. Commercial land mobile radio systems are accessible for industrial and land transportation businesses. land mobile radio systems use channels in the very high frequency (VHF) or ultrahigh-frequency (UHF) bands since the antennas used at these short wavelengths are suitable for mounting on vehicles or handheld transceivers. The transmitter power of the radio is limited to a few watts, providing a consistent working range of 4–32 km, depending on terrain.
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North America Land Mobile Radio Market: Strategic Insights
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Speak to AnalystNorth America Land Mobile Radio Market Drivers and Opportunities
Growing Importance of Effective Critical Communications
Land mobile radio technology has evolved from traditional analog voice service with two-way communications to complex systems with trucking and digital capabilities that enable group calling, rapid voice call setup, high-quality audio, and guaranteed priority access to end users, among other features. With an upsurge in the cases of crime, terrorism, and natural disasters, various sectors increasingly seek new technologies to enable rapid and effective real-time reactions. Effective communications are critical for public safety responders who must stay connected to the control center while acquiring situational information in real-time when responding to various situations. Terrestrial Trunked Radio (TETRA), the most widely used land mobile radio standard, has undergone a gradual evolution; as a result, it now offers high spectrum efficiency and operates on a standardized spectrum. TETRA also features exceptional vital communication characteristics such as security, a rapid call start-up time, a feature set for voice calls, and high-speed data services. Land mobile radio systems based on this standard are used in existing and emerging application areas such as the public safety and commercial sector. Furthermore, TETRA does not require broadband data. With the burgeoning security threats and demands for greater efficiency, cross-agency coordination, and better information sharing, the development of efficient public safety communications networks has emerged as a top priority for organizations.
Companies in the North America land mobile radio market engage in organic and inorganic growth strategies to enable critical radio communications. For instance, in August 2022, Motorola Solutions acquired Barrett Communications, a global provider of specialized radio communications; Barrett is also a trusted company by customers in border security, coast guard, civil security, and additional government and private sectors. Motorola Solutions and Barrett Communications joined forces to deliver vital and reliable communication solutions for organizations around the world, thereby helping them ensure safety and security in their facilities. Following this acquisition, Barrett brought Motorola a new portfolio of communications capabilities that extend beyond traditional land mobile radio. Thus, the growing importance of effective critical communications in various industries drives the land mobile radio market.
North America Land Mobile Radio Market Report Segmentation Analysis
The “North America land mobile radio market analysis” has been performed by considering the following segments: type, frequency, application, and geography.
- Based on type, the market is segmented into handheld and in-vehicle. The handheld segment held the largest share of the North America land mobile radio market in 2023, and it is expected to record the highest CAGR during the forecast period. Hand-portable land mobile radio has gained traction owing to its small dimensions and easy-to-use applications. Handheld portable radios, also termed mobile radios or walkie-talkies, are increasingly being used in commercial, public, and industrial applications. The agriculture and construction sectors, and public safety and emergency service departments are a few of the major end users of portable land mobile radio devices. In August 2020, BK Technologies Corporation announced the launch of its new BKR 5000 portable radio. The product is designed to offer an array of programmable functionalities to help first responders get the most out of their tactical communications.
North America Land Mobile Radio Market Share Analysis, by Geography
The geographic scope of the North America land mobile radio market report is mainly divided into two countries: US and Canada.
The US held a larger share of the North America land mobile radio market in 2023. Major customers of land mobile radio devices in the US include government officials and their prime contractors seeking high-grade encryption solutions for military and commercial applications. Safety personnel from the military and commercial sectors across the US use different types of radio systems, including vehicle-mounted, handheld, and airborne radio systems operating at different frequencies for voice and data communication. The land mobile radio market in the US is undergoing modernization owing to developments in wideband technology, leading to a swift transition to wideband communication systems. The US Army chose Harris Corporation to supply a 2-channel vehicular radio system—the AN/VRC-118—which uses the wideband networking waveform developed by the Department of Defense of the US. In the commercial segment, large utility companies seeking wide-area and multi-state land mobile radio systems contribute to the growth of the overall land mobile radio market in the US.
North America Land Mobile Radio Market News and Recent Developments
The North America land mobile radio market is evaluated by gathering qualitative and quantitative data post primary and secondary research, which includes important corporate publications, association data, and databases. As per company press releases, key developments in the North America land mobile radio market are mentioned below:
- In November 2023, Icom developed the world's first hybrid transceiver that adopts two communication systems: marine VHF and LTE. The IP-M60 is a versatile transceiver designed for both maritime communications (marine VHF radio) and land-based communications using an LTE network.
- In May 2023, Sepura launched the SC23, a robust hand-portable radio with a reduced keypad and streamlined feature set of core TETRA functionality. Complimenting the existing SC Series of TETRA radios, this new device provides an ideal option for pool or temporary users who do not need extended functionality to perform their roles.
North America Land Mobile Radio Market Report Coverage and Deliverables
The “North America Land Mobile Radio Market Size and Forecast (2023-2031)” report provides a detailed analysis of the market covering below areas:
- Market size and forecast at global, regional, and country levels for all the key market segments covered under the scope
- Market dynamics such as drivers, restraints, and key opportunities
- Key future trends
- Detailed PEST/Porter’s Five Forces and SWOT analyses
- Global and regional market analysis covering key market trends, major players, regulations, and recent market developments
- Industry landscape and competition analysis covering market concentration, heat map analysis, prominent players, and recent developments
- Detailed company profiles
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
This text is related
to country scope.
Frequently Asked Questions
Surging use in common people is anticipated to play a significant role in the north america land mobile radio market in the coming years.
The incremental growth expected to be recorded for the north america land mobile radio market during the forecast period is US$ 2.73 billion.
The north america land mobile radio market is expected to reach US$ 5.64 billion by 2031.
Growing importance of effective critical communications and increasing demand in several industries are the major factors that propel the land mobile radio market.
The north america land mobile radio market was estimated to be US$ 2.91 billion in 2023 and is expected to grow at a CAGR of 8.6 % during the forecast period 2023 - 2031.
The key players holding majority shares in the north america land mobile radio market are Icom Inc, Sepura Ltd, BK Technologies Corp, Hytera Communications Corp Ltd, JVCKENWOOD Corp, L3Harris Technologies Inc, Motorola Solutions Inc, Tait Communications Ltd, Thales SA, Simoco Wireless Solutions Ltd
1. Introduction
1.1 The Insight Partners Research Report Guidance
1.2 Market Segmentation
2. Executive Summary
2.1 Key Insights
2.2 Market Attractiveness
3. Research Methodology
3.1 Coverage
3.2 Secondary Research
3.3 Primary Research
4. North America Land Mobile Radio Market Landscape
4.1 Overview
4.2 PEST Analysis
4.3 Ecosystem Analysis
4.3.1 List of Vendors in the Value Chain
5. North America Land Mobile Radio Market – Key Market Dynamics
5.1 North America Land Mobile Radio Market – Key Market Dynamics
5.2 Market Drivers
5.2.1 Growing Importance of Effective Critical Communications
5.2.2 Increasing Demand in Several Industries
5.2.3 Rising Cases of Natural Calamities
5.3 Market Restraints
5.3.1 High Initial Investment Requirements and Limited Spectrum Availability
5.3.2 Alternative Communication Technologies
5.4 Market Opportunities
5.4.1 Rising Integration of Advanced Technologies
5.4.2 Convergence of Land Mobile Radio with LTE Technology
5.5 Future Trends
5.5.1 Surging Use in Common People
5.6 Impact of Drivers and Restraints:
6. North America Land Mobile Radio Market Analysis
6.1 North America Land Mobile Radio Market Revenue (US$ Million), 2023–2031
6.2 North America Land Mobile Radio Market Forecast and Analysis
7. North America Land Mobile Radio Market Analysis – by Type
7.1 Handheld
7.1.1 Overview
7.1.2 Handheld: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
7.2 In-Vehicle
7.2.1 Overview
7.2.2 In-Vehicle: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
8. North America Land Mobile Radio Market Analysis – by Technology
8.1 Analog
8.1.1 Overview
8.1.2 Analog: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
8.2 Digital
8.2.1 Overview
8.2.2 Digital: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
8.2.2.1 TETRA
8.2.2.1.1 Overview
8.2.2.2 DMR
8.2.2.2.1 Overview
8.2.2.3 P25
8.2.2.3.1 Overview
8.2.2.4 Others
8.2.2.4.1 Overview
9. North America Land Mobile Radio Market Analysis – by Frequency
9.1 to 174 VHF
9.1.1 Overview
9.1.2 to 174 VHF: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
9.2 to 512 UHF
9.2.1 Overview
9.2.2 to 512 UHF: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
9.3MHz and Above
9.3.1 Overview
9.3.2MHz and Above: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
10. North America Land Mobile Radio Market Analysis – by Application
10.1 Commercial
10.1.1 Overview
10.1.2 Commercial: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
10.2 Industrial
10.2.1 Overview
10.2.2 Industrial: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
10.3 Public Safety and Government
10.3.1 Overview
10.3.2 Public Safety and Government: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
10.4 Military
10.4.1 Overview
10.4.2 Military: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
11. North America Land Mobile Radio Market – Country Analysis
11.1 North America
11.1.1 North America Land Mobile Radio Market Revenue and Forecast and Analysis – by Country
11.1.1.1 North America Land Mobile Radio Market Revenue and Forecast and Analysis – by Country
11.1.1.2 US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
11.1.1.2.1 US: North America Land Mobile Radio Market Breakdown by Type
11.1.1.2.2 US: North America Land Mobile Radio Market Breakdown by Technology
11.1.1.2.2.1 US: North America Land Mobile Radio Market Breakdown by Digital Technology
11.1.1.2.3 US: North America Land Mobile Radio Market Breakdown by Frequency
11.1.1.2.4 US: North America Land Mobile Radio Market Breakdown by Application
11.1.1.3 Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
11.1.1.3.1 Canada: North America Land Mobile Radio Market Breakdown by Type
11.1.1.3.2 Canada: North America Land Mobile Radio Market Breakdown by Technology
11.1.1.3.2.1 Canada: North America Land Mobile Radio Market Breakdown by Digital Technology
11.1.1.3.3 Canada: North America Land Mobile Radio Market Breakdown by Frequency
11.1.1.3.4 Canada: North America Land Mobile Radio Market Breakdown by Application
12. Competitive Landscape
12.1 Heat Map Analysis By Key Players
12.2 Company Positioning & Concentration
13. Industry Landscape
13.1 Overview
13.2 Market Initiative
13.3 New Product Development
14. Company Profiles
14.1 Icom Inc
14.1.1 Key Facts
14.1.2 Business Description
14.1.3 Products and Services
14.1.4 Financial Overview
14.1.5 SWOT Analysis
14.1.6 Key Developments
14.2 Sepura Ltd
14.2.1 Key Facts
14.2.2 Business Description
14.2.3 Products and Services
14.2.4 Financial Overview
14.2.5 SWOT Analysis
14.2.6 Key Developments
14.3 BK Technologies Corp
14.3.1 Key Facts
14.3.2 Business Description
14.3.3 Products and Services
14.3.4 Financial Overview
14.3.5 SWOT Analysis
14.3.6 Key Developments
14.4 Hytera Communications Corp Ltd
14.4.1 Key Facts
14.4.2 Business Description
14.4.3 Products and Services
14.4.4 Financial Overview
14.4.5 SWOT Analysis
14.4.6 Key Developments
14.5 JVCKENWOOD Corp
14.5.1 Key Facts
14.5.2 Business Description
14.5.3 Products and Services
14.5.4 Financial Overview
14.5.5 SWOT Analysis
14.5.6 Key Developments
14.6 L3Harris Technologies Inc
14.6.1 Key Facts
14.6.2 Business Description
14.6.3 Products and Services
14.6.4 Financial Overview
14.6.5 SWOT Analysis
14.6.6 Key Developments
14.7 Motorola Solutions Inc
14.7.1 Key Facts
14.7.2 Business Description
14.7.3 Products and Services
14.7.4 Financial Overview
14.7.5 SWOT Analysis
14.7.6 Key Developments
14.8 Tait Communications Ltd
14.8.1 Key Facts
14.8.2 Business Description
14.8.3 Products and Services
14.8.4 Financial Overview
14.8.5 SWOT Analysis
14.8.6 Key Developments
14.9 Thales SA
14.9.1 Key Facts
14.9.2 Business Description
14.9.3 Products and Services
14.9.4 Financial Overview
14.9.5 SWOT Analysis
14.9.6 Key Developments
14.10 Simoco Wireless Solutions Ltd
14.10.1 Key Facts
14.10.2 Business Description
14.10.3 Products and Services
14.10.4 Financial Overview
14.10.5 SWOT Analysis
14.10.6 Key Developments
15. Appendix
15.1 About The Insight Partners
List of Tables
Table 1. North America Land Mobile Radio Market Segmentation
Table 2. List of Vendors
Table 3. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
Table 4. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Type
Table 5. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Technology
Table 6. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Digital Technology
Table 7. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Frequency
Table 8. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Application
Table 9. North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Country
Table 10. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Type
Table 11. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Technology
Table 12. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Digital Technology
Table 13. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Frequency
Table 14. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Application
Table 15. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Type
Table 16. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Technology
Table 17. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Digital Technology
Table 18. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Frequency
Table 19. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million) – by Application
Table 20. Heat Map Analysis By Key Players
List of Figures
Figure 1. North America Land Mobile Radio Market Segmentation, by Country
Figure 2. PEST Analysis
Figure 3. North America Land Mobile Radio Market, Ecosystem
Figure 4. Impact Analysis of Drivers and Restraints
Figure 5. North America Land Mobile Radio Market Revenue (US$ Million), 2023–2031
Figure 6. North America Land Mobile Radio Market Share (%) – by Type, 2023 and 2031
Figure 7. Handheld: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 8. In-Vehicle: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 9. North America Land Mobile Radio Market Share (%) – by Technology, 2023 and 2031
Figure 10. Analog: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 11. Digital: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 12. North America Land Mobile Radio Market Share (%) – by Frequency, 2023 and 2031
Figure 13. to 174 VHF: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 14. to 512 UHF: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 15.MHz and Above: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 16. North America Land Mobile Radio Market Share (%) – by Application, 2023 and 2031
Figure 17. Commercial: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 18. Industrial: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 19. Public Safety and Government: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 20. Military: North America Land Mobile Radio Market– Revenue and Forecast to 2031 (US$ Million)
Figure 21. North America Land Mobile Radio Market Breakdown by Key Countries, 2023 and 2031 (%)
Figure 22. US: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
Figure 23. Canada: North America Land Mobile Radio Market – Revenue and Forecast to 2031 (US$ Million)
Figure 24. Company Positioning & Concentration
The List of Companies - Land Mobile Radio Market
- Icom Inc
- Sepura Ltd
- BK Technologies Corp
- Hytera Communications Corp Ltd
- JVCKENWOOD Corp
- L3Harris Technologies Inc
- Motorola Solutions Inc
- Tait Communications Ltd
- Thales SA
- Simoco Wireless Solutions Ltd
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- Data Collection and Secondary Research:
As a market research and consulting firm operating from a decade, we have published many reports and advised several clients across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.
Several associations trade associates, technical forums, institutes, societies and organizations are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in the last 3 years are scrutinized and analyzed to understand the current market trends.
- Primary Research:
The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.
For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/Sales Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.
A typical research interview fulfils the following functions:
- Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
- Validates and strengthens in-house secondary research findings
- Develops the analysis team’s expertise and market understanding
Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:
- Industry participants: VPs, business development managers, market intelligence managers and national sales managers
- Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.
Below is the breakup of our primary respondents by company, designation, and region:
Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.
- Data Analysis:
Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.
- 3.1 Macro-Economic Factor Analysis:
We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.
- 3.2 Country Level Data:
Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.
- 3.3 Company Profile:
The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.
- 3.4 Developing Base Number:
Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.
- Data Triangulation and Final Review:
The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.
We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.
We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.
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