Threat Intelligence Market By Application (Risk and Compliance Management, SIEM, Security Analytics, Security and Vulnerability Management, Incident Response), By Vertical (Government, IT and Telecommunications, Banking, Financial Services, and Insurance (BFSI), Retail, Healthcare, Education and Manufacturing), and By Region (Europe, North America, South America, Asia Pacific, and The Middle East & Africa), Global Industry Analysis, Market Size, Share, Growth, Trends, and Forecast 2021 to 2028

  • Publish Date: Sep, 2022
  • Report ID: 420102
  • Category: Technology
  • Pages: 239
$4700

The Global Threat Intelligence Market was valued at USD 15.23 billion in 2020 and is projected to reach USD 38.57 billion by 2028, growing at a CAGR of 23.2% from 2021 to 2028.

Threat intelligence is data that has been evaluated, polished, and structured regarding a current or possible attack that is threatening a particular business or organization. The threat intelligence helps firms realize the seriousness of the probable risks such as sophisticated, persistent exploits or attacks or zero-day threats. Threat intelligence is classified into three categories: tactical, operational, and strategic. TTP, or tactical threat intelligence, provides more insights into a threat's tactics, strategies, and processes. Nature, timing, motivation, or capabilities, tools, and techniques of threat actors are all aspects of operational threat intelligence. The overarching risks associated with cyber threats that are utilized to drive high-level organizational strategy are the focus of strategic threat intelligence. A threat intelligence system helps businesses by focusing on a company or organization that is most vulnerable to attackers and stressing specific security measures. The increased frequency of cyber-attacks on enterprises and entities has rendered traditional cybersecurity solutions largely obsolete, necessitating threat intelligence. It is the knowledge that assists organizations in understanding the risks posed by common and severe external threats. Organizations frequently confront dangers such as zero-day attacks and exploits. These threats take advantage of the vulnerability and produce an incident that can hurt the firm. Thus, technologies like threat intelligence enable to alert an organization about current or emerging hazards to their resources and provide intelligent decisions as a response to them.

There are numerous essential drivers in the threat intelligence industry that propel the market's expansion to new heights. Increased use of threat intelligence solutions by small-scale organizations, for example, is a driver of Threat Intelligence Market Profit Growth. Another vital market driver is the advancement of customized security solutions for businesses. Today's global market caters to enterprises of all sizes. This is because cyber risks can affect any size firm today. As a result, widespread adoption of threat intelligence systems is a fundamental driver of threat intelligence market profit growth. The lack of substantial investments in the global threat intelligence industry is currently a market limitation for the sector. The implementation of Threat Intelligence solutions is an expensive procedure because it must cover an entire organization's infrastructure. As a result, a market cost constraint prevents any organization from relying on threat intelligence products. Key companies are attempting to reduce these restrictions, but the sector needs more investment and research. For Threat Intelligence products to function correctly, every firm must have a solid infrastructure in place. However, not every organization has a robust infrastructure in place to handle advanced threat intelligence systems. The development of enhanced security solutions is a commercial opportunity that should be pursued. The acquisition of crowdsourced threat intelligence platforms is a significant potential threat intelligence market participants must capitalize on. Market research can also capitalize on an organization's need for predictive analysis to estimate chronic dangers. Organizations seek novel answers to their threats. As threats evolve, the Global Threat Intelligence Market has the potential to expand beyond its current boundaries.

This study delivers a comprehensive analysis of application, vertical, and region. The application segment includes Risk and Compliance Management, SIEM, Security Analytics, Security and Vulnerability Management, Incident Response. The Security Analytics segment held the largest market share. The increasing demand to detect trends in cybersecurity attacks across network infrastructure and the increased emphasis on maintaining regulatory compliance across verticals are significant factors driving the expansion of the security analytics market. The demand for security analytics solutions is growing in response to increased network complexities and frequent changes in network infrastructure. The security analytics market is predicted to increase rapidly, as it assists enterprises in the early detection of cybersecurity incidents. The vertical segment includes Government, IT and Telecommunications, Banking, Financial Services, Insurance (BFSI), Retail, Healthcare, Education, and Manufacturing. The Banking, Financial Services, and Insurance (BFSI) segment holds the largest market share due to heavy threat intelligence investment within the sector in response to mounting cybercrime and internal breaches. Furthermore, the frequency of attacks in the financial sector increases, necessitating developing a solid security posture. Banking industry advancements such as e-banking, mobile banking, and ATMs are likely to raise security risks. Furthermore, higher compliance and regulations are likely to boost demand between 2021 and 2028.

The market has been divided into Europe, North America, South America, Asia Pacific, and The Middle East & Africa. The Asia Pacific region holds the largest market share. Due to the significant developing challenges of data theft and increased cyber-attacks, large enterprises and countless SMEs in China, Japan, and India have invested in security solutions. The rising number of cyber-crime activities at software applications, expanding demand for mobile and web applications, and rising government & legislation by-laws are expected to drive market expansion in Asia-Pacific. The North American region is antedated to grow. Some of the vital reasons driving the growth of the threat intelligence market in North America are the expanding IoT trend and the rise in threats.

The key and innovative vendors in the threat intelligence market include IBM, Cisco, Trend Micro, McAfee, FireEye, VMware, AT&T, Check Point, and DXC Technology. In March 2019, Saudi Telecom Business (STC) announced a partnership with Anomali, a cybersecurity company based in the United States, to provide high-quality information on the sources of threats and cyber attacks, thereby increasing demand in the telecom sector. SlashNext launched its real-time phishing threat intelligence service in March 2019. Users can gain real-time API access to a constantly updated list of phishing URLs, domains, and IP addresses as soon as they are found.

Threat Intelligence Market Analysis and Forecast, Application

  • SIEM
  • Security Analytics
  • Security and Vulnerability Management
  • Risk and Compliance Management
  • Incident Response

Threat Intelligence Market Analysis and Forecast, Vertical

  • Government
  • IT and Telecommunications
  • Banking, Financial Services, and Insurance (BFSI)
  • Retail
  • Healthcare
  • Education
  • Manufacturing

Threat Intelligence Market Analysis and Forecast, Region

  • North America
    • The U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • France
    • Sweden
    • Netherland
    • The U.K.
    • Italy
    • Spain
    • Turkey
    • Switzerland
    • Belgium
    • Rest Of Europe
  • Asia-Pacific
    • Japan
    • China
    • India
    • South Korea
    • Australia
    • Singapore
    • Malaysia
    • Thailand
    • Indonesia
    • Philippines
    • Rest Of Asia Pacific
  • South America
    • Brazil
    • Argentina
    • Peru
    • Colombia
    • Rest Of South America
  • The Middle East And Africa
    •  UAE
    •  Saudi Arabia
    •  Egypt
    •  Nigeria
    •  South Africa
    • Rest Of the Middle East and Africa

Report Description:

  • The base year for the study has been considered 2020, the historic year 2018, and 2019, the forecast period considered is from 2021 to 2028.
  • The study delivers an all-inclusive analysis of the global market for all segments and all regions.
  • The report offers a thorough analysis of driving factors, opportunities, and restraints for gaining critical insight into the market. The report emphasizes all the major trends that play a vital role in enlarging the market from 2021 to 2028.
  • Porter's Five Forces model is used to recognize the competitive scenario in the market. This report includes the industry analysis, which is focused on providing a broad view of the market.
  • The study also covers attractiveness analysis of all segments and regions, which are benchmarked based on their market size, growth rate, and attractiveness in the present and future opportunists to understand the market's future growth.
  • The report provides company profile of the major players operating in the market and comparative analysis based on their business overviews, product offering, segment market share, regional presence, business strategies, innovations, mergers & acquisitions, recent developments, joint venture, collaborations, partnerships, SWOT analysis, and critical financial information.
  • The market estimates have been evaluated by considering the effect of different political, economic, social, technological, and legal factors based on our extensive secondary research, primary research, and in-house databases.

1. Introduction
    1.1. Objectives of the Study
    1.2. Market Definition
    1.3. Research Scope
    1.4. Currency
    1.5. Key Target Audience
2. Research Methodology and Assumptions
3. Executive Summary
4. Premium Insights
    4.1. Porter’s Five Forces Analysis
    4.2. Value Chain Analysis
    4.3. Top Investment Pockets
          4.3.1. Market Attractiveness Analysis By Application
          4.3.2. Market Attractiveness Analysis By Vertical
          4.3.3. Market Attractiveness Analysis By Region
    4.4. Industry Trends
5. Market Dynamics
    5.1. Market Evaluation
    5.2. Drivers
          5.2.1. Increase in use of threat intelligence solutions by small-scale organizations
          5.2.2. Advancement of customized security solutions for businesses
          5.2.3. Widespread adoption of threat intelligence systems
    5.3. Restraints
          5.3.1. Reduction in restrictions
    5.4. Opportunities
          5.4.1. Development of enhanced security solutions
          5.4.2. Acquisition of crowdsourced threat intelligence platforms
6. Global Threat Intelligence Market Analysis and Forecast, By Application
    6.1. Segment Overview
    6.2. Risk and Compliance Management
    6.3. SIEM
    6.4. Security Analytics
    6.5. Security and Vulnerability Management
    6.6. Incident Response
7. Global Threat Intelligence Market Analysis and Forecast, By Vertical
    7.1. Segment Overview
    7.2. Government
    7.3. IT and Telecommunications
    7.4. Banking, Financial Services, Insurance (BFSI)
    7.5. Retail
    7.6. Healthcare
    7.7. Education
    7.8. Manufacturing
8. Global Threat Intelligence Market Analysis and Forecast, By Regional Analysis
    8.1. Segment Overview
    8.2. North America
          8.2.1. U.S.
          8.2.2. Canada
          8.2.3. Mexico
    8.3. Europe
          8.3.1. Germany
          8.3.2. France
          8.3.3. U.K.
          8.3.4. Italy
          8.3.5. Spain
    8.4. Asia-Pacific
          8.4.1. Japan
          8.4.2. China
          8.4.3. India
    8.5. South America
          8.5.1. Brazil
    8.6. Middle East and Africa
          8.6.1. UAE
          8.6.2. South Africa
9. Global Threat Intelligence Market-Competitive Landscape
    9.1. Overview
    9.2. Market Share of Key Players in Global Threat Intelligence Market
          9.2.1. Global Company Market Share
          9.2.2. North America Company Market Share
          9.2.3. Europe Company Market Share
          9.2.4. APAC Company Market Share
    9.3. Competitive Situations and Trends
          9.3.1. Product Launches and Developments
          9.3.2. Partnerships, Collaborations, and Agreements
          9.3.3. Mergers & Acquisitions
          9.3.4. Expansions
10. Company Profiles
    10.1. IBM
          10.1.1. Business Overview
          10.1.2. Company Snapshot
          10.1.3. Company Market Share Analysis
          10.1.4. Company Product Portfolio
          10.1.5. Recent Developments
          10.1.6. SWOT Analysis
    10.2. Cisco
          10.2.1. Business Overview
          10.2.2. Company Snapshot
          10.2.3. Company Market Share Analysis
          10.2.4. Company Product Portfolio
          10.2.5. Recent Developments
          10.2.6. SWOT Analysis
    10.3. Trend Micro
          10.3.1. Business Overview
          10.3.2. Company Snapshot
          10.3.3. Company Market Share Analysis
          10.3.4. Company Product Portfolio
          10.3.5. Recent Developments
          10.3.6. SWOT Analysis
    10.4. McAfee
          10.4.1. Business Overview
          10.4.2. Company Snapshot
          10.4.3. Company Market Share Analysis
          10.4.4. Company Product Portfolio
          10.4.5. Recent Developments
          10.4.6. SWOT Analysis
    10.5. FireEye
          10.5.1. Business Overview
          10.5.2. Company Snapshot
          10.5.3. Company Market Share Analysis
          10.5.4. Company Product Portfolio
          10.5.5. Recent Developments
          10.5.6. SWOT Analysis
    10.6. VMware
          10.6.1. Business Overview
          10.6.2. Company Snapshot
          10.6.3. Company Market Share Analysis
          10.6.4. Company Product Portfolio
          10.6.5. Recent Developments
          10.6.6. SWOT Analysis
    10.7. AT&T
          10.7.1. Business Overview
          10.7.2. Company Snapshot
          10.7.3. Company Market Share Analysis
          10.7.4. Company Product Portfolio
          10.7.5. Recent Developments
          10.7.6. SWOT Analysis
    10.8. Check Point
          10.8.1. Business Overview
          10.8.2. Company Snapshot
          10.8.3. Company Market Share Analysis
          10.8.4. Company Product Portfolio
          10.8.5. Recent Developments
          10.8.6. SWOT Analysis
    10.9. DXC Technology
          10.9.1. Business Overview
          10.9.2. Company Snapshot
          10.9.3. Company Market Share Analysis
          10.9.4. Company Product Portfolio
          10.9.5. Recent Developments
          10.9.6. SWOT Analysis

List of Table

1. Global Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

2. Global Risk and Compliance Management, Threat Intelligence Market, By Region, 2018-2028 (USD Billion) 

3. Global SIEM, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

4. Global Security Analytics, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

5. Global Security and Vulnerability Management, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

6. Global Incident Response, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

7. Global Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

8. Global Government, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

9. Global IT and Telecommunications, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

10. Global Banking, Financial Services, Insurance (BFSI), Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

11. Global Retail, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

12. Global Healthcare, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

13. Global Education, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

14. Global Manufacturing, Threat Intelligence Market, By Region, 2018-2028 (USD Billion)

15. North America Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

16. North America Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

17. U.S. Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

18. U.S. Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

19. Canada Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

20. Canada Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

21. Mexico Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

22. Mexico Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

23. Europe Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

24. Europe Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

25. Germany Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

26. Germany Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

27. France Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

28. France Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

29. U.K. Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

30. U.K. Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

31. Italy Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

32. Italy Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

33. Spain Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

34. Spain Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

35. Asia Pacific Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

36. Asia Pacific Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

37. Japan Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

38. Japan Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

39. China Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

40. China Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

41. India Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

42. India Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

43. South America Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

44. South America Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

45. Brazil Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

46. Brazil Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

47. Middle East and Africa Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

48. Middle East and Africa Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

49. UAE Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

50. UAE Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

51. South Africa Threat Intelligence Market, By Application, 2018-2028 (USD Billion)

52. South Africa Threat Intelligence Market, By Vertical, 2018-2028 (USD Billion)

List of Figures 

1. Global Threat Intelligence Market Segmentation

2. Global Threat Intelligence Market: Research Methodology

3. Market Size Estimation Methodology: Bottom-Up Approach

4. Market Size Estimation Methodology: Top-Down Approach

5. Data Triangulation

6. Porter’s Five Forces Analysis 

7. Value Chain Analysis 

8. Global Threat Intelligence Market Attractiveness Analysis By Application

9. Global Threat Intelligence Market Attractiveness Analysis By Vertical 

10. Global Threat Intelligence Market Attractiveness Analysis By Region

11. Global Threat Intelligence Market: Dynamics

12. Global Threat Intelligence Market Share By Application(2021 & 2028)

13. Global Threat Intelligence Market Share By Vertical (2021 & 2028)

14. Global Threat Intelligence Market Share by Regions (2021 & 2028)

15. Global Threat Intelligence Market Share by Company (2020)

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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