Dental Practice Management Software Market by Deployment Mode (Cloud-Based, Web-Based, On-Premise), Application (Payment Processing Software, Invoice/Billing Software, Patient Communication Software, Insurance Management, Others), End-Use (Hospitals, Dental Clinics, Others), Region, Global Industry Analysis, Market Size, Share, Growth, Trends, and Forecast 2020 to 2027

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The global dental practice management software market is expected to grow from USD 1.82 billion in 2019 to USD 3.98 billion by 2027, at a CAGR of 10.3% during the forecast period 2020-2027. 

Dental practice management software handles dental practice operations, such as accounting, billing, and scheduling. It is meant for improving these operations by increasing staff productivity, expanding clinical efficiencies, and streamlining office workflow.

This study delivers a comprehensive analysis of types, applications, and regions. The research includes growth drivers as well as challenges prevalent in the global dental practice management software market along with the impact they will have on the overall demand during the forecasted period. Additionally, the study also includes various opportunities & threats that are present in the dental practice management software market. Based on deployment mode, the market has been divided into cloud-based, web-based, and on-premise. The cloud-based segment is forecasted to grow at the fastest rate over the forecast period owing to its characteristics like flexibility, automatic software updates, disaster recovery system, increased collaboration, security, interconnectivity, and environment-friendly features.The application segment comprises of payment processing software, invoice/billing software, patient communication software, insurance management, and others. The payment processing segment is anticipated to grow at the highest CAGR during the forecast period due to the increasing usage of online payment portals for the payment of medical fees.On the basis of end-use, the global market has been divided into hospitals, dental clinics, and others. The dental clinic segment is projected to grow at the highest CAGR during the forecast period due to the growing adoption of dental practice management software by many dental clinics. 

The market has been divided into North America, Europe, Asia-Pacific, Middle East & Africa, and South America. With the improvement of oral healthcare structure and improving economic conditions, the Asia-Pacific region stands as a promising market for dental practice management software and is expected to grow at the highest CAGR during the forecast period.

Some of the notable players in the dental practice management software market are NextGen Healthcare Information Systems, LLC, Patterson Companies, Inc., Carestream Dental, DentiMax, LLC, Practice Web, Inc., Henry Schein, Inc., Athenahealth, ACE Dental Software, Curve Dental, Inc, and Datacon Dental Systems, Inc., among others. The key players are now concentrating on implementing strategies such as adopting new technology, product innovations, mergers & acquisitions, joint ventures, alliances, and partnerships to improve their market position in the global dental practice management software industry. 

This study predictsrevenue growth at global, national, and country levels from 2020 to 2027. Fior Markets has segmented the market based on below-mentioned segments:

Global Dental Practice Management Software Market Analysis and Forecast, By Deployment Mode

  • Cloud-Based
  • Web-Based
  • On-Premise

Global Dental Practice Management Software Market Analysis and Forecast, By Application

  • Payment Processing Software
  • Invoice/Billing Software
  • Patient Communication Software
  • Insurance Management
  • Others

Global Dental Practice Management Software Market Analysis and Forecast, By End-Use

  • Hospitals
  • Dental Clinics
  • Others

Global Dental Practice Management Software Market Analysis and Forecast, By Regional Analysis

  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • France
    • Sweden
    • Netherland
    • 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 APAC
  • South America
    • Brazil
    • Argentina
    • Peru
    • Colombia
    • Rest of South America
  • Middle East and Africa
    •  UAE
    •  Saudi Arabia
    •  Egypt
    •  Nigeria
    •  South Africa
    • Rest Of MEA

Report Description:

  • The base year for the study has been considered 2019, historic year 2017 and 2018 and, the forecast period considered is from 2020 to 2027.
  • The study delivers a comprehensive analysis of the global dental practice management software market by dental practice management software. The report offers in-depth analysis of driving factors, opportunities, restraints, and challenges for gaining the key insight of the market. The report emphasizes on all the key trends that play a vital role in the enlargement of the market from 2020 to 2027.
  • Porter’s Five Forces model is used in order to recognize the competitive scenario in the global dental practice management software market. This report incorporates the industry analysis which is focused on providing an extensive view of the dental practice management software market.
  • The study also includes attractiveness analysis of dental practice management software which are benchmarked based on their market size, growth rate and attractiveness in terms of present and future opportunity for understanding the future growth of the market.
  • The report provides company profile of the key players operating in the dental practice management software market and a 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 key financial information.
  • The market estimates have been evaluated by considering the effect of different political, economic, social, technological and legal factors which are 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 Deployment Mode
          4.3.2. Market Attractiveness Analysis By Application
          4.3.3. Market Attractiveness Analysis ByEnd-Use
          4.3.4. Market Attractiveness Analysis By Region
    4.4. Industry Trends
5. Market Dynamics
    5.1. Market Evaluation
    5.2. Drivers
          5.2.1. Increasing adoption of healthcare I.T. solutions
    5.3. Restraints
          5.3.1. Dearth of skilled I.T. professionals
    5.4. Opportunities
          5.4.1. Rising geriatric population
6. Global Dental Practice Management SoftwareMarket Analysis and Forecast, By Deployment Mode
    6.1. Segment Overview
    6.2. Cloud Based
    6.3. Web Based
    6.4. On Premise
7. Global Dental Practice Management Software Market Analysis and Forecast, By Application
    7.1. Segment Overview
    7.2. Payment Processing Software
    7.3. Invoice/Billing Software
    7.4. Patient Communication Software
    7.5. Insurance Management
    7.6. Others
8. Global Dental Practice Management Software Market Analysis and Forecast, ByEnd-Use
    8.1. Segment Overview
    8.2. Hospitals
    8.3. Dental Clinics
    8.4. Others
9. Global Dental Practice Management Software Market Analysis and Forecast, By Regional Analysis
    9.1. Segment Overview
    9.2. North America
          9.2.1. U.S.
          9.2.2. Canada
          9.2.3. Mexico
    9.3. Europe
          9.3.1. Germany
          9.3.2. France
          9.3.3. U.K.
          9.3.4. Italy
          9.3.5. Spain
    9.4. Asia-Pacific
          9.4.1. Japan
          9.4.2. China
          9.4.3. India
    9.5. South America
          9.5.1. Brazil
    9.6. Middle East and Africa
          9.6.1. UAE
          9.6.2. South Africa
10. Global Dental Practice Management Software Market-Competitive Landscape
    10.1. Overview
    10.2. Market Share of Key Players in Global Dental Practice Management Software Market
          10.2.1. Global Company Market Share
          10.2.2. North America Company Market Share
          10.2.3. Europe Company Market Share
          10.2.4. APAC Company Market Share
    10.3. Competitive Situations and Trends
          10.3.1. Applications, Launches, and Developments
          10.3.2. Partnerships Collaborations and Agreements
          10.3.3. Mergers & Acquisitions
          10.3.4. Expansions
11. Company Profiles
    11.1. NextGen Healthcare Information Systems, LLC
          11.1.1. Business Overview
          11.1.2. Company Snapshot
          11.1.3. Company Market Share Analysis
          11.1.4. Company Product Portfolio
          11.1.5. Recent Developments
          11.1.6. SWOT Analysis
    11.2. Patterson Companies, Inc.
          11.2.1. Business Overview
          11.2.2. Company Snapshot
          11.2.3. Company Market Share Analysis
          11.2.4. Company Product Portfolio
          11.2.5. Recent Developments
          11.2.6. SWOT Analysis
    11.3. Carestream Dental
          11.3.1. Business Overview
          11.3.2. Company Snapshot
          11.3.3. Company Market Share Analysis
          11.3.4. Company Product Portfolio
          11.3.5. Recent Developments
          11.3.6. SWOT Analysis
    11.4. DentiMax, LLC
          11.4.1. Business Overview
          11.4.2. Company Snapshot
          11.4.3. Company Market Share Analysis
          11.4.4. Company Product Portfolio
          11.4.5. Recent Developments
          11.4.6. SWOT Analysis
    11.5. Practice Web, Inc.
          11.5.1. Business Overview
          11.5.2. Company Snapshot
          11.5.3. Company Market Share Analysis
          11.5.4. Company Product Portfolio
          11.5.5. Recent Developments
          11.5.6. SWOT Analysis
    11.6. Henry Schein, Inc.
          11.6.1. Business Overview
          11.6.2. Company Snapshot
          11.6.3. Company Market Share Analysis
          11.6.4. Company Product Portfolio
          11.6.5. Recent Developments
          11.6.6. SWOT Analysis
    11.7. Athenahealth
          11.7.1. Business Overview
          11.7.2. Company Snapshot
          11.7.3. Company Market Share Analysis
          11.7.4. Company Product Portfolio
          11.7.5. Recent Developments
          11.7.6. SWOT Analysis
    11.8. ACE Dental Software
          11.8.1. Business Overview
          11.8.2. Company Snapshot
          11.8.3. Company Market Share Analysis
          11.8.4. Company Product Portfolio
          11.8.5. Recent Developments
          11.8.6. SWOT Analysis
    11.9. Curve Dental, Inc
          11.9.1. Business Overview
          11.9.2. Company Snapshot
          11.9.3. Company Market Share Analysis
          11.9.4. Company Product Portfolio
          11.9.5. Recent Developments
          11.9.6. SWOT Analysis
    11.10. Datacon Dental Systems, Inc.
          11.10.1. Business Overview
          11.10.2. Company Snapshot
          11.10.3. Company Market Share Analysis
          11.10.4. Company Product Portfolio
          11.10.5. Recent Developments
          11.10.6. SWOT Analysis

List of Table

1. Global Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

2. Global Cloud-Based, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

3. Global Web-Based, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

4. Global On-Premise, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion) 

5. Global Dental Practice Management Software Market, By Application, 2019-2027 (USD Billion)

6. Global Payment Processing Software, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

7. Global Invoice/Billing Software, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

8. Global Patient Communication Software, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

9. GlobalInsurance Management, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

10. Global Others, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

11. Global Dental Practice Management Software Market, By End-Use, 2019-2027 (USD Billion)

12. Global Hospitals, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

13. Global Dental Clinics, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

14. GlobalOthers, Dental Practice Management Software Market, By Region, 2019-2027 (USD Billion)

15. North America Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

16. North America Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

17. North America Dental Practice Management Software Market, By End-Use2019-2027(USD Billion)

18. U.S. Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

19. U.S. Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

20. U.S. Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

21. Canada Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

22. Canada Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

23. Canada Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

24. Mexico Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

25. Mexico Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

26. Mexico Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

27. Europe Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

28. Europe Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

29. Europe Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

30. Germany Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

31. Germany Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

32. Germany Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

33. France Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

34. France Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

35. France Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

36. U.K. Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

37. U.K. Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

38. U.K. Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

39. Italy Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

40. Italy Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

41. Italy Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

42. Spain Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

43. Spain Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

44. Spain Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

45. Asia Pacific Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

46. Asia Pacific Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

47. Asia Pacific Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

48. Japan Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

49. JapanDental Practice Management Software Market, By Application, 2019-2027(USD Billion)

50. JapanDental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

51. China Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

52. China Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

53. China Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

54. India Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

55. India Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

56. India Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

57. South America Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

58. South America Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

59. South America Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

60. Brazil Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

61. Brazil Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

62. Brazil Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

63. Middle East and Africa Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

64. Middle East and Africa Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

65. Middle East and Africa Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

66. UAE Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

67. UAE Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

68. UAE Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

69. South Africa Dental Practice Management Software Market, By Deployment Mode, 2019-2027 (USD Billion)

70. South Africa Dental Practice Management Software Market, By Application, 2019-2027(USD Billion)

71. South Africa Dental Practice Management Software Market, By End-Use, 2019-2027(USD Billion)

List of Figures 

1. Global Dental Practice Management Software Market Segmentation

2. Global Dental Practice Management Software 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 Dental Practice Management Software Market Attractiveness Analysis By Deployment Mode

9. Global Dental Practice Management Software Market Attractiveness Analysis By Application

10. Global Dental Practice Management Software Market Attractiveness Analysis By End-Use

11. Global Dental Practice Management Software Market Attractiveness Analysis By Region

12. Global Dental Practice Management Software Market: Dynamics

13. Global Dental Practice Management Software Market Share by Deployment Mode (2020 & 2027)

14. Global Dental Practice Management Software Market Share by Application (2020 & 2027)

15. Global Dental Practice Management Software Market Share by End-Use (2020 & 2027)

16. Global Dental Practice Management Software Market Share by Regions (2020 & 2027)

17. Global Dental Practice Management Software Market Share by Company (2019)

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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