This report studies the global Wireless Telecommunication Services market, analyzes and researches the Wireless Telecommunication Services development status and forecast in United States, EU, Japan, China, India and Southeast Asia. This report focuses on the top players in global market, like
AT&T, Inc.
Intelsat SA
Iridium Communications Inc.
T-Mobile USA, Inc.
NTT DOCOMO Inc.
China Mobile Limited
Hawaiian Telcom
Softbank Telecom Corp.
U.S. Cellular
New-Cell, Inc
dba Cellcom
Rogers Communications
Market segment by Regions/Countries, this report covers
United States
EU
Japan
China
India
Southeast Asia
Market segment by Application, Wireless Telecommunication Services can be split into
Cellular (Mobile) Phones
Pagers
Other Telecommunication Service
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Table of Contents
Global Wireless Telecommunication Services Market Size, Status and Forecast 2025
1 Industry Overview of Wireless Telecommunication Services
1.1 Wireless Telecommunication Services Market Overview
1.1.1 Wireless Telecommunication Services Product Scope
1.1.2 Market Status and Outlook
1.2 Global Wireless Telecommunication Services Market Size and Analysis by Regions (2013-2018)
1.2.1 United States
1.2.2 EU
1.2.3 Japan
1.2.4 China
1.2.5 India
1.2.6 Southeast Asia
1.3 Wireless Telecommunication Services Market by End Users/Application
1.3.1 Cellular (Mobile) Phones
1.3.2 Pagers
1.3.3 Other Telecommunication Service
2 Global Wireless Telecommunication Services Competition Analysis by Players
2.1 Wireless Telecommunication Services Market Size (Value) by Players (2013-2018)
2.2 Competitive Status and Trend
2.2.1 Market Concentration Rate
2.2.2 Product/Service Differences
2.2.3 New Entrants
2.2.4 The Technology Trends in Future
3 Company (Top Players) Profiles
3.1 AT&T, Inc.
3.1.1 Company Profile
3.1.2 Main Business/Business Overview
3.1.3 Products, Services and Solutions
3.1.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.1.5 Recent Developments
3.2 Intelsat SA
3.2.1 Company Profile
3.2.2 Main Business/Business Overview
3.2.3 Products, Services and Solutions
3.2.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.2.5 Recent Developments
3.3 Iridium Communications Inc.
3.3.1 Company Profile
3.3.2 Main Business/Business Overview
3.3.3 Products, Services and Solutions
3.3.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.3.5 Recent Developments
3.4 T-Mobile USA, Inc.
3.4.1 Company Profile
3.4.2 Main Business/Business Overview
3.4.3 Products, Services and Solutions
3.4.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.4.5 Recent Developments
3.5 NTT DOCOMO Inc.
3.5.1 Company Profile
3.5.2 Main Business/Business Overview
3.5.3 Products, Services and Solutions
3.5.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.5.5 Recent Developments
3.6 China Mobile Limited
3.6.1 Company Profile
3.6.2 Main Business/Business Overview
3.6.3 Products, Services and Solutions
3.6.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.6.5 Recent Developments
3.7 Hawaiian Telcom
3.7.1 Company Profile
3.7.2 Main Business/Business Overview
3.7.3 Products, Services and Solutions
3.7.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.7.5 Recent Developments
3.8 Softbank Telecom Corp.
3.8.1 Company Profile
3.8.2 Main Business/Business Overview
3.8.3 Products, Services and Solutions
3.8.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.8.5 Recent Developments
3.9 U.S. Cellular
3.9.1 Company Profile
3.9.2 Main Business/Business Overview
3.9.3 Products, Services and Solutions
3.9.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.9.5 Recent Developments
3.10 New-Cell, Inc
3.10.1 Company Profile
3.10.2 Main Business/Business Overview
3.10.3 Products, Services and Solutions
3.10.4 Wireless Telecommunication Services Revenue (Million USD) (2013-2018)
3.10.5 Recent Developments
3.11 dba Cellcom
3.12 Rogers Communications
4 Global Wireless Telecommunication Services Market Size by Application (2013-2018)
4.1 Global Wireless Telecommunication Services Market Size by Application (2013-2018)
4.2 Potential Application of Wireless Telecommunication Services in Future
4.3 Top Consumer/End Users of Wireless Telecommunication Services
5 United States Wireless Telecommunication Services Development Status and Outlook
5.1 United States Wireless Telecommunication Services Market Size (2013-2018)
5.2 United States Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
5.3 United States Wireless Telecommunication Services Market Size by Application (2013-2018)
6 EU Wireless Telecommunication Services Development Status and Outlook
6.1 EU Wireless Telecommunication Services Market Size (2013-2018)
6.2 EU Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
6.3 EU Wireless Telecommunication Services Market Size by Application (2013-2018)
7 Japan Wireless Telecommunication Services Development Status and Outlook
7.1 Japan Wireless Telecommunication Services Market Size (2013-2018)
7.2 Japan Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
7.3 Japan Wireless Telecommunication Services Market Size by Application (2013-2018)
8 China Wireless Telecommunication Services Development Status and Outlook
8.1 China Wireless Telecommunication Services Market Size (2013-2018)
8.2 China Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
8.3 China Wireless Telecommunication Services Market Size by Application (2013-2018)
9 India Wireless Telecommunication Services Development Status and Outlook
9.1 India Wireless Telecommunication Services Market Size (2013-2018)
9.2 India Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
9.3 India Wireless Telecommunication Services Market Size by Application (2013-2018)
10 Southeast Asia Wireless Telecommunication Services Development Status and Outlook
10.1 Southeast Asia Wireless Telecommunication Services Market Size (2013-2018)
10.2 Southeast Asia Wireless Telecommunication Services Market Size and Market Share by Players (2013-2018)
10.3 Southeast Asia Wireless Telecommunication Services Market Size by Application (2013-2018)
11 Market Forecast by Regions and Application (2018-2025)
11.1 Global Wireless Telecommunication Services Market Size (Value) by Regions (2018-2025)
11.1.1 United States Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.1.2 EU Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.1.3 Japan Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.1.4 China Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.1.5 India Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.1.6 Southeast Asia Wireless Telecommunication Services Revenue and Growth Rate (2018-2025)
11.2 Global Wireless Telecommunication Services Market Size (Value) by Application (2018-2025)
11.3 The Market Drivers in Future
12 Wireless Telecommunication Services Market Dynamics
12.1 Wireless Telecommunication Services Market Opportunities
12.2 Wireless Telecommunication Services Challenge and Risk
12.2.1 Competition from Opponents
12.2.2 Downside Risks of Economy
12.3 Wireless Telecommunication Services Market Constraints and Threat
12.3.1 Threat from Substitute
12.3.2 Government Policy
12.3.3 Technology Risks
12.4 Wireless Telecommunication Services Market Driving Force
12.4.1 Growing Demand from Emerging Markets
12.4.2 Potential Application
13 Market Effect Factors Analysis
13.1 Technology Progress/Risk
13.1.1 Substitutes
13.1.2 Technology Progress in Related Industry
13.2 Consumer Needs Trend/Customer Preference
13.3 External Environmental Change
13.3.1 Economic Fluctuations
13.3.2 Other Risk Factors
14 Research Finding/Conclusion
15 Appendix
Methodology
Analyst Introduction
Data Source
List of Tables and Figures
Figure Global Wireless Telecommunication Services Market Size (Million USD) Status and Outlook (2013-2018)
Table Global Wireless Telecommunication Services Revenue (Million USD) Comparison by Regions (2013-2018)
Figure Global Wireless Telecommunication Services Market Share by Regions (2013-2018)
Figure United States Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Figure EU Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Figure Japan Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Figure China Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Figure India Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Figure Southeast Asia Wireless Telecommunication Services Market Size (Million USD) and Growth Rate by Regions (2013-2018)
Table Global Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (%) Comparison by Product (2013-2018)
Figure Global Wireless Telecommunication Services Market Share by Application in 2017
Figure Wireless Telecommunication Services Market Size (Million USD) and Growth Rate in Cellular (Mobile) Phones (2013-2018)
Figure Wireless Telecommunication Services Market Size (Million USD) and Growth Rate in Pagers (2013-2018)
Figure Wireless Telecommunication Services Market Size (Million USD) and Growth Rate in Other Telecommunication Service (2013-2018)
Table Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure Wireless Telecommunication Services Market Size Share by Players in 2013
Figure Wireless Telecommunication Services Market Size Share by Players in 2017
Table AT&T, Inc. Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of AT&T, Inc. (2013-2018)
Figure AT&T, Inc. Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Intelsat SA Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of Intelsat SA (2013-2018)
Figure Intelsat SA Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Iridium Communications Inc. Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of Iridium Communications Inc. (2013-2018)
Figure Iridium Communications Inc. Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table T-Mobile USA, Inc. Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of T-Mobile USA, Inc. (2013-2018)
Figure T-Mobile USA, Inc. Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table NTT DOCOMO Inc. Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of NTT DOCOMO Inc. (2013-2018)
Figure NTT DOCOMO Inc. Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table China Mobile Limited Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of China Mobile Limited (2013-2018)
Figure China Mobile Limited Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Hawaiian Telcom Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of Hawaiian Telcom (2013-2018)
Figure Hawaiian Telcom Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Softbank Telecom Corp. Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of Softbank Telecom Corp. (2013-2018)
Figure Softbank Telecom Corp. Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table U.S. Cellular Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of U.S. Cellular (2013-2018)
Figure U.S. Cellular Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table New-Cell, Inc Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of New-Cell, Inc (2013-2018)
Figure New-Cell, Inc Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table dba Cellcom Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of dba Cellcom (2013-2018)
Figure dba Cellcom Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Rogers Communications Basic Information List
Table Wireless Telecommunication Services Business Revenue (Million USD) of Rogers Communications (2013-2018)
Figure Rogers Communications Wireless Telecommunication Services Business Revenue Market Share (2013-2018)
Table Global Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure Global Wireless Telecommunication Services Revenue Market Share (%) by Application in 2017
Table Top Consumer/End Users of Wireless Telecommunication Services
Figure United States Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table United States Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure United States Wireless Telecommunication Services Market Size Share by Players in 2013
Figure United States Wireless Telecommunication Services Market Size Share by Players in 2017
Table United States Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure United States Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure United States Wireless Telecommunication Services Market Size Share by Application in 2017
Figure EU Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table EU Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure EU Wireless Telecommunication Services Market Size Share by Players in 2013
Figure EU Wireless Telecommunication Services Market Size Share by Players in 2017
Table EU Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure EU Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure EU Wireless Telecommunication Services Market Size Share by Application in 2017
Figure Japan Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table Japan Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure Japan Wireless Telecommunication Services Market Size Share by Players in 2013
Figure Japan Wireless Telecommunication Services Market Size Share by Players in 2017
Table Japan Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure Japan Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure Japan Wireless Telecommunication Services Market Size Share by Application in 2017
Figure China Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table China Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure China Wireless Telecommunication Services Market Size Share by Players in 2013
Figure China Wireless Telecommunication Services Market Size Share by Players in 2017
Table China Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure China Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure China Wireless Telecommunication Services Market Size Share by Application in 2017
Figure India Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table India Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure India Wireless Telecommunication Services Market Size Share by Players in 2013
Figure India Wireless Telecommunication Services Market Size Share by Players in 2017
Table India Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure India Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure India Wireless Telecommunication Services Market Size Share by Application in 2017
Figure Southeast Asia Wireless Telecommunication Services Market Size (Million USD) and Growth Rate (2013-2018)
Table Southeast Asia Wireless Telecommunication Services Market Size (Million USD) by Players (2013-2018)
Figure Southeast Asia Wireless Telecommunication Services Market Size Share by Players in 2013
Figure Southeast Asia Wireless Telecommunication Services Market Size Share by Players in 2017
Table Southeast Asia Wireless Telecommunication Services Market Size by Application (2013-2018)
Figure Southeast Asia Wireless Telecommunication Services Revenue Market Share (%) by Application (2013-2018)
Figure Southeast Asia Wireless Telecommunication Services Market Size Share by Application in 2017
Figure Global Wireless Telecommunication Services Market Size and Growth Rate (2018-2025)
Table Global Wireless Telecommunication Services Market Size (Million USD) by Regions (2018-2025)
Figure Global Wireless Telecommunication Services Market Size Share (2018-2025)
Figure Global Wireless Telecommunication Services Market Size Share by Regions in 2025
Figure United States Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Figure EU Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Figure Japan Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Figure China Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Figure India Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Figure Southeast Asia Wireless Telecommunication Services Revenue (Million USD) and Growth Rate (2018-2025)
Table Global Wireless Telecommunication Services Market Size (Million USD) by Application (2018-2025)
Figure Global Wireless Telecommunication Services Market Size (Million USD) by Application in 2018
Figure Global Wireless Telecommunication Services Market Size (Million USD) by Application in 2025
Research Methodology
Market research is a method of gathering, assessing and deducing data & information about a particular market. Market research is very crucial in these days. The techniques analyze about how a product/service can be offered to the market to its end-customers, observe the impact of that product/service based on the past customer experiences, and cater their needs and demands. Owing to the successful business ventures, accurate, relevant and thorough information is the base for all the organizations because market research report/study offers specific market related data & information about the industry growth prospects, perspective of the existing customers, and the overall market scenario prevailed in past, ongoing present and developing future. It allows the stakeholders and investors to determine the probability of a business before committing substantial resources to the venture. Market research helps in solving the marketing issues challenges that a business will most likely face.
Market research is valuable because of the following reasons:
- Market research helps businesses strengthen a company’s position
- Market research helps in minimizing the investment risks associated with the businesses in any industry vertical
- Market research helps in identifying the potential threats and opportunities associated with the business industry
- Market research aids in spotting the emerging trends and facilitates strategic planning in order to stay ahead in the competition
Our research report features both the aspects; qualitative and quantitative. Qualitative part provides insights about the market driving forces, potential opportunities, customer’s demands and requirement which in turn help the companies to come up with new strategies in order to survive in the long run competition. The quantitative segment offers the most credible information related to the industry. Based on the data gathering, we use to derive the market size and estimate their future growth prospects on the basis of global, region and country.
Our market research process involves with the four specific stages.
- Data Collection
- Data Synthesis
- Market Deduction & Formulation
- Data Screening & Validation
Data Collection: This stage of the market research process involves with the gathering and collecting of the market/industry related data from the sources. There are basically two types of research methods:
- Primary Research: By conducting primary research, it involves with the two types of data gathering; exploratory and specific. Exploratory data is open-ended and helps us to define a particular problem involving surveys, and pilot study to the specific consumer group, knowing their needs and wants catering to the industry related product/service offering. Explanatory data gathering follows with the bit of unstructured way. Our analyst group leads the study by focusing on the key crowd, in this manner picking up bits of knowledge from them. In light of the points of view of the clients, this data is used to plan advertise techniques. In addition, showcase overviews causes us to comprehend the current scenario of the business. Specific data gathering on the hand, involves with the more structured and formal way. The primary research usually includes in telephonic conversations, E-mail collaborations and up close and personal meetings/interviews with the raw material suppliers, industrial wholesalers, and independent consultants/specialists. The interviews that we conduct offers important information on showcase size and industry development patterns. Our company likewise conducts interviews with the different business specialists so as to increase generally bits of knowledge of the business/showcase.
- Secondary Research: The secondary research incorporates with the data gathering from the non-profit associations and organizations, for example, World bank, WHO, investor relations and their presentations, statistical databases, yearly(annual reports) reports, national government records, factual databases, websites, articles, white papers, press releases, blogs and others. From the annual report, we deduce an organization's income/revenue generation to comprehend the key product segment related to the market. We examine the organization sites and implement product mapping strategy which is significant for determining the segment revenue. In the product mapping technique, we choose and categorize the products offered by the companies catering to the industry specific market, derive the segment revenue for each of the organizations to get the market estimation. We also gather data & Information based on the supply and demand side of the value chain involved with the domain specific market. The supply side denotes the distributors, wholesalers, suppliers and the demand side denotes the end-consumers/customers of the value chain. The supply side of the market is analyzed by examining the product growth across industry in each of the region followed by its pricing analysis. The demand side is analyzed by the evaluating the penetration level and adoption rates of the product by referring to the historical/past data, examine the present usage and forecasting the future trends.
- Purchased Database: Our purchased data provides insights about the key market players/companies along with their financial analysis. Additionally, our data base also includes market related information.
- We also have the agreements with various reputed data providers, consultants and third party vendors who provide information which are not limited to:
- Export & Import Data
- Business Information related to trade and its statistics
- Penetration level of a particular product/service based on geography mainly focusing on the unmet prerequisites of the customers.
- In-house Library: Apart from these third-party sources, we have our in-house library of quantitative and qualitative data & information. Our in-house database includes market data for various industry and domains. These data are updated on regular basis as per the changing market scenario. Our library includes, internal audit reports, historic databases, archives and journal publications. Sometimes there are instances where there is no metadata or raw data available for any domain specific market. For those particular cases, we utilize our expertise to forecast and estimate the market size in order to generate comprehensive data sets. Our analyst team adopts a robust research technique in order to deduce the market size and its estimates:
- Examining demographic along with psychographic segmentation for market evaluation
- Analyzing the macro and micro-economic indicators for each demography
- Evaluating the current industry trends popular in the market.
Data Synthesis: This stage includes the evaluation and assessment of all the data acquired from the primary and secondary research. It likewise includes in evaluating the information for any disparity watched while information gathering identified with the market. The data & information is gathered with consideration to the heterogeneity of sources. Scientific and statistical methods are implemented for synthesizing dissimilar information sets and provide the relevant data which is fundamental for formulating strategies. Our organization has broad involvement with information amalgamation where the information goes through different stages:
- Information Screening: Information screening is the way toward examining information/data gathered from the sources for errors/mistakes and amending it before data integration process. The screening includes in looking at raw information, identifying and distinguishing mistakes and managing missing information. The reason for the information screening is to ensure information is effectively entered or not. Our organization utilizes objective and precise information screening grades through repetitive quality checks.
- Data Integration: The data integration method involves with the incorporation of numerous information streams. The data streams is important so as to deliver investigate examines that give overall market scenario to the investors. These information streams originate from different research contemplates and our in house database. After the screening of the information, our analysts conduct efficient integration of the data streams, optimizing connections between integrated surveys and syndicated data sources. There are two research approaches that we follow so as to coordinate our information; top down methodology and bottom up methodology.
- Top-down analysis generally refers to using broad factors as a basis for decision making. The top-down approach helps in identifying the overall market scenario along with the external and internal factors effecting the market growth.
- The bottom-up approach takes a completely different approach. Generally, the bottom-up approach focuses its analysis on micro attributes and specific characteristics of the domain specific market.
Market Formulation & Deduction: The last stage includes assigning the data & information in a suitable way in order to derive market size. Analyst reviews and domain based opinions based on holistic approach of market estimation combined with industry investigation additionally features a crucial role in this stage.
This stage includes with the finalization of the market size and numbers that we have gathered from primary and secondary research. With the data & information addition, we ensure that there is no gap in the market information. Market trend analysis is finished by our analysts by utilizing data extrapolation procedures, which give the most ideal figures to the market.
Data Validation: Validation is the most crucial step in the process. Validation & re-validation through scientifically designed technique and process that helps us finalize data-points to be used for final calculations. This stage also involves with the data triangulation process. Data triangulation generally implicates the cross validation and matching the data which has been collected from primary and secondary research methods.
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