Automotive Steel Market by Application (Power Train, Body Structure, Suspension, and Others), Vehicle Type (Light Commercial Vehicles, Passenger Vehicles, and Heavy Commercial Vehicles), by Type (Alloy Steel, Advanced High Strength, High Strength Steel, and Mild Steel), Region, Global Industry Analysis, Market Size, Share, Growth, Trends, and Forecast 2023 to 2032

  • Publish Date: Apr, 2023
  • Report ID: 420217
  • Category: Automotive
  • Pages: 236
$4700

The automotive steel market is expected to grow from USD 20.89 billion in 2022 to USD 67.06 Billion by 2032, at a CAGR of 12.37% during the forecast period 2023-2032.

Steel is widely utilized as the primary material choice for automotive parts and components. The material delivers desirable standards of safety & strength for automakers at moderately low costs. The types of steel utilized in the automotive enterprise can be anywhere from high-strength steel, stainless steel, low-carbon, high-carbon, or galvanized steel for body panels. These kinds of steel are utilized to produce different vehicle & engine components.

The driving factors of the market growth are the increase in the demand to reduce the weight of automobiles globally. Additionally, the rapid adoption of lightweight materials such as steel in automobiles is helping to boost the market growth. Moreover, the rising usage of the material for weight reduction in various vehicles helps achieve improved fuel efficiency and creates less impact on the environment, helping drive market growth. The high cost of production and the high price of raw materials are restraining factors of market growth. The improvement and advancement in advanced high-strength steels (AHSS) are the opportunity factors for market growth. 

This study delivers a comprehensive analysis of application, vehicle type, type, and region. The application segment includes the power train, body structure, suspension, and others. The body structure segment holds the largest market share in 2022 due to the stringent regulation by governments worldwide for safety around vehicle parts. The vehicle type segment includes light commercial vehicles, passenger vehicles, and heavy commercial vehicles. The passenger vehicles segment held the largest market share in 2022 due to the rising demand for passenger vehicles. Moreover, the technological advancement in steel-based composite material for automotive and increasing anticipation for commercializing are propelling the segment's market growth. The type segment includes alloy steel, advanced high strength, high strength steel, and mild steel. The high-strength steel segment held the largest market share in 2022 due to the increasing demand for the product from the automotive and structural engineering sectors.

The market has been divided into North America, Europe, Asia-Pacific, Middle East & Africa, and South America. North America holds the largest market share due to the rapidly growing automobile industry, coupled with an increasing number of aerospace projects in countries. Further, the presence of key companies and growing investments result in different product launches & innovations, mergers and& acquisitions, and entering into partnership accords expected to drive the market. Europe is projected to grow significantly due to the widespread application of high-strength steel for manufacturing lightweight components in different sectors.

Some of the notable players in the market are Baosteel Group Hu, HBIS Group, ArcelorMittal, POSCO International, JFE Steel Corporation, United States Steel Corporation, Shandong Iron and Steel Group Co., Ltd., Tata Steel, ChinaSteel, ArcelorMittal, Nippon Steel Corporation, and among others.

  • Global Automotive Steel Market Analysis and Forecast, Application  
    • Power Train
    • Body Structure
    • Suspension
    • Others
  • Global Automotive Steel Market Analysis and Forecast, Vehicle Type
    • Light Commercial Vehicles
    • Passenger Vehicles
    • Heavy Commercial Vehicles
  • Global Automotive Steel Market Analysis and Forecast, Type
    •  Alloy Steel
    • Advanced High Strength
    • High Strength Steel
    • Mild Steel
  • Global Automotive Steel Market Analysis and Forecast, Region
    • 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 2022, historic year 2019 and 2021, the forecast period considered is from 2023 to 2032.
  • The study delivers a comprehensive analysis of global market for all segments and region.
  • The report offers in-depth analysis of driving factors, opportunities and restraints 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 2023 to 2032.
  • Porter’s Five Forces model is used in order to recognize the competitive scenario in the market. This report incorporates the industry analysis which is focused on providing an extensive view of the market.
  • The study also includes attractiveness analysis of all segments and regions which are benchmarked based on their market size, growth rate and attractiveness in terms of present and future opportunist for understanding the future growth of the market.
  • The report provides company profile of the key players operating in the 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 Application
          4.3.2. Market Attractiveness Analysis By Vehicle Type
          4.3.3. Market Attractiveness Analysis By Type
          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. The rapidly growing automobile industry
          5.2.2. The increasing demand for the product from the automotive & structural engineering sectors
    5.3. Restraints
          5.3.1. The high cost of production
          5.3.2. The high price of raw materials
    5.4. Opportunities
          5.4.1. The increase in the application of advanced high-strength steels (AHSS)
6. Global Automotive Steel Market Analysis and Forecast, By Application
    6.1. Segment Overview
    6.2. Power Train
    6.3. Body Structure
    6.4. Suspension
    6.5. Others
7. Global Automotive Steel Market Analysis and Forecast, By Vehicle Type
    7.1. Segment Overview
    7.2. Light Commercial Vehicles
    7.3. Passenger Vehicles
    7.4. Heavy Commercial Vehicles
8. Global Automotive Steel Market Analysis and Forecast, By Type
    8.1. Segment Overview
    8.2. Alloy Steel
    8.3. Advanced High Strength
    8.4. High Strength Steel
    8.5. Mild Steel
9. Global Automotive Steel 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 Automotive Steel Market-Competitive Landscape
    10.1. Overview
    10.2. Market Share of Key Players in Global Automotive Steel 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. Product Launches and Developments
          10.3.2. Partnerships, Collaborations, and Agreements
          10.3.3. Mergers & Acquisitions
          10.3.4. Expansions
11. Company Profiles
    11.1. Baosteel Group Hu
          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. HBIS Group
          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. ArcelorMittal
          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. POSCO International
          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. JFE Steel Corporation
          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. United States Steel Corporation
          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. Shandong Iron and Steel Group Co., Ltd.
          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. Tata Steel
          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. ChinaSteel
          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. ArcelorMittal
          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
    11.11. Nippon Steel Corporation
          11.11.1. Business Overview
          11.11.2. Company Snapshot
          11.11.3. Company Market Share Analysis
          11.11.4. Company Product Portfolio
          11.11.5. Recent Developments
          11.11.6. SWOT Analysis

List of Table

1. Global Automotive Steel Market, By Application, 2019-2032 (USD Billion)

2. Global Power Train, Automotive Steel Market, By Region, 2019-2032 (USD Billion) 

3. Global Body Structure, Automotive Steel Market, By Region, 2019-2032 (USD Billion) 

4. Global Suspension, Automotive Steel Market, By Region, 2019-2032 (USD Billion) 

5. Global Others, Automotive Steel Market, By Region, 2019-2032 (USD Billion) 

6. Global Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

7. Global Light Commercial Vehicles, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

8. Global Passenger Vehicles, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

9. Global Heavy Commercial Vehicles, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

10. Global Automotive Steel Market, By Type, 2019-2032 (USD Billion)

11. Global Alloy Steel, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

12. Global Advanced High Strength, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

13. Global High Strength Steel, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

14. Global Mild Steel, Automotive Steel Market, By Region, 2019-2032 (USD Billion)

15. North America Automotive Steel Market, By Application, 2019-2032 (USD Billion)

16. North America Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

17. North America Automotive Steel Market, By Type, 2019-2032 (USD Billion)

18. U.S. Automotive Steel Market, By Application, 2019-2032 (USD Billion)

19. U.S. Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

20. U.S. Automotive Steel Market, By Type, 2019-2032 (USD Billion)

21. Canada Automotive Steel Market, By Application, 2019-2032 (USD Billion)

22. Canada Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

23. Canada Automotive Steel Market, By Type, 2019-2032 (USD Billion)

24. Mexico Automotive Steel Market, By Application, 2019-2032 (USD Billion)

25. Mexico Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

26. Mexico Automotive Steel Market, By Type, 2019-2032 (USD Billion)

27. Europe Automotive Steel Market, By Application, 2019-2032 (USD Billion)

28. Europe Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

29. Europe Automotive Steel Market, By Type, 2019-2032 (USD Billion)

30. Germany Automotive Steel Market, By Application, 2019-2032 (USD Billion)

31. Germany Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

32. Germany Automotive Steel Market, By Type, 2019-2032 (USD Billion)

33. France Automotive Steel Market, By Application, 2019-2032 (USD Billion)

34. France Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

35. France Automotive Steel Market, By Type, 2019-2032 (USD Billion)

36. U.K. Automotive Steel Market, By Application, 2019-2032 (USD Billion)

37. U.K. Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

38. U.K. Automotive Steel Market, By Type, 2019-2032 (USD Billion)

39. Italy Automotive Steel Market, By Application, 2019-2032 (USD Billion)

40. Italy Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

41. Italy Automotive Steel Market, By Type, 2019-2032 (USD Billion)

42. Spain Automotive Steel Market, By Application, 2019-2032 (USD Billion)

43. Spain Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

44. Spain Automotive Steel Market, By Type, 2019-2032 (USD Billion)

45. Asia Pacific Automotive Steel Market, By Application, 2019-2032 (USD Billion)

46. Asia Pacific Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

47. Asia Pacific Automotive Steel Market, By Type, 2019-2032 (USD Billion)

48. Japan Automotive Steel Market, By Application, 2019-2032 (USD Billion)

49. Japan Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

50. Japan Automotive Steel Market, By Type, 2019-2032 (USD Billion)

51. China Automotive Steel Market, By Application, 2019-2032 (USD Billion)

52. China Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

53. China Automotive Steel Market, By Type, 2019-2032 (USD Billion)

54. India Automotive Steel Market, By Application, 2019-2032 (USD Billion)

55. India Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

56. India Automotive Steel Market, By Type, 2019-2032 (USD Billion)

57. South America Automotive Steel Market, By Application, 2019-2032 (USD Billion)

58. South America Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

59. South America Automotive Steel Market, By Type, 2019-2032 (USD Billion)

60. Brazil Automotive Steel Market, By Application, 2019-2032 (USD Billion)

61. Brazil Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

62. Brazil Automotive Steel Market, By Type, 2019-2032 (USD Billion)

63. Middle East and Africa Automotive Steel Market, By Application, 2019-2032 (USD Billion)

64. Middle East and Africa Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

65. Middle East and Africa Automotive Steel Market, By Type, 2019-2032 (USD Billion)

66. UAE Automotive Steel Market, By Application, 2019-2032 (USD Billion)

67. UAE Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

68. UAE Automotive Steel Market, By Type, 2019-2032 (USD Billion)

69. South Africa Automotive Steel Market, By Application, 2019-2032 (USD Billion)

70. South Africa Automotive Steel Market, By Vehicle Type, 2019-2032 (USD Billion)

71. South Africa Automotive Steel Market, By Type, 2019-2032 (USD Billion)

List of Figures 

1. Global Automotive Steel Market Segmentation

2. Global Automotive Steel Market: Research Methodology

3. Market Size Estimation Methodology: Bottom-Up Approach

4. Market Size Estimation Methodology: Top- Approach

5. Data Triangulation

6. Porter’s Five Forces Analysis 

7. Value Chain Analysis 

8. Global Automotive Steel Market Attractiveness Analysis By Application

9. Global Automotive Steel Market Attractiveness Analysis By Vehicle Type 

10. Global Automotive Steel Market Attractiveness Analysis By Type

11. Global Automotive Steel Market Attractiveness Analysis By Region

12. Global Automotive Steel Market: Dynamics

13. Global Automotive Steel Market Share By Application (2023 & 2032)

14. Global Automotive Steel Market Share By Vehicle Type (2023 & 2032)

15. Global Automotive Steel Market Share By Type (2023 & 2032)

16. Global Automotive Steel Market Share By Regions (2023 & 2032)

17. Global Automotive Steel Market Share By Company (2022)

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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