report thumbnailU.S. Liquid Biopsy Market

U.S. Liquid Biopsy Market Strategic Roadmap: Analysis and Forecasts 2025-2033

U.S. Liquid Biopsy Market by Product (Assay Kits & Consumables, Instruments), by Application (Oncology, Non-Invasive Prenatal Testing (NIPT), by End User (Hospitals, Clinical Laboratories, Others), by North America (United States, Canada, Mexico) Forecast 2025-2033


Base Year: 2024

70 Pages

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U.S. Liquid Biopsy Market Strategic Roadmap: Analysis and Forecasts 2025-2033

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U.S. Liquid Biopsy Market Strategic Roadmap: Analysis and Forecasts 2025-2033




Key Insights

The size of the U.S. Liquid Biopsy Market was valued at USD 3.44 USD billion in 2023 and is projected to reach USD 14.40 USD billion by 2032, with an expected CAGR of 22.7% during the forecast period. The U.S. Liquid Biopsy Market is poised for remarkable growth, driven by its numerous advantages and the growing demand for precision medicine. Liquid biopsy, a minimally invasive technique that analyzes circulating tumor cells (CTCs) and circulating tumor DNA (ctDNA) in body fluids, offers several benefits over traditional biopsy methods. It provides a more comprehensive view of tumor heterogeneity, enables real-time monitoring of treatment response, and facilitates early detection and risk assessment of various diseases, including cancer. These advancements have spurred the adoption of liquid biopsy in various clinical settings, contributing to the market's expansion. The U.S. Liquid Biopsy Market is witnessing a surge in demand due to the rising prevalence of cancer, technological advancements, and increased awareness about the benefits of liquid biopsy. The development of highly sensitive and specific technologies, such as next-generation sequencing (NGS) and droplet digital PCR (ddPCR), has enhanced the accuracy and reliability of liquid biopsy tests. Moreover, the integration of artificial intelligence (AI) and machine learning (ML) algorithms in liquid biopsy analysis is further improving diagnostic accuracy and enabling the identification of novel biomarkers. These factors are propelling the growth of the U.S. Liquid Biopsy Market.

U.S. Liquid Biopsy Market Research Report - Market Size, Growth & Forecast

Driving Forces: What's Propelling the U.S. Liquid Biopsy Market

Several factors are driving the growth of the U.S. Liquid Biopsy Market. These include:

  • Rising cancer incidence and prevalence: Cancer is the leading cause of death in the United States, and its incidence is increasing. This growth in cancer cases is expected to drive the demand for liquid biopsy tests, as they offer a minimally invasive and cost-effective method for cancer detection and monitoring.
  • Increased awareness of the benefits of liquid biopsy: Liquid biopsy tests are becoming increasingly popular due to their numerous advantages over traditional biopsy methods. These advantages include their minimally invasive nature, ability to provide a more comprehensive view of tumor heterogeneity, and ability to enable real-time monitoring of treatment response.
  • Technological advancements: The development of new and improved liquid biopsy technologies is also driving the growth of the market. These advancements include the development of more sensitive and specific assays, the integration of AI and ML algorithms, and the development of new methods for sample preparation and analysis.

Challenges and Restraints in U.S. Liquid Biopsy Market

The U.S. Liquid Biopsy Market is not without its challenges. Some of the challenges facing the market include:

  • High cost: Liquid biopsy tests can be expensive, which may limit their accessibility for some patients.
  • Technical limitations: Liquid biopsy tests are still under development, and they have some technical limitations. These limitations include the difficulty in detecting rare mutations and the potential for false positive and false negative results.
  • Reimbursement challenges: Liquid biopsy tests are not always covered by insurance, which may limit their accessibility for some patients.

Key Region or Country & Segment to Dominate the Market

The U.S. is the largest market for liquid biopsy in the world. This is due to the high prevalence of cancer in the U.S., the strong healthcare system, and the increasing awareness of the benefits of liquid biopsy. The U.S. market is expected to continue to grow in the coming years, driven by the factors discussed above.

Growth Catalysts in U.S. Liquid Biopsy Industry

Several factors are expected to drive the growth of the U.S. Liquid Biopsy Industry in the coming years. These include:

  • Increasing adoption of liquid biopsy in clinical practice: Liquid biopsy is becoming increasingly adopted in clinical practice for a variety of applications, including cancer detection, monitoring, and prognosis. This is due to the numerous advantages of liquid biopsy over traditional biopsy methods.
  • Development of new and improved liquid biopsy technologies: The development of new and improved liquid biopsy technologies is also expected to drive the growth of the market. These advancements include the development of more sensitive and specific assays, the integration of AI and ML algorithms, and the development of new methods for sample preparation and analysis.
  • Increasing investment in liquid biopsy research: There is a growing investment in liquid biopsy research from both the public and private sectors. This investment is expected to lead to the development of new and improved liquid biopsy tests, which will further drive the growth of the market.

U.S. Liquid Biopsy Market Growth

Market Segmentation: U.S. Liquid Biopsy Analysis

Product:

  • Assay Kits & Consumables
  • Instruments

Application:

  • Oncology
  • Non-Invasive Prenatal Testing (NIPT)

End-User:

  • Hospitals
  • Clinical Laboratories
  • Others

Leading Players in the U.S. Liquid Biopsy Market

Significant Developments in U.S. Liquid Biopsy Sector

Some of the significant developments in the U.S. Liquid Biopsy Sector include:

  • In 2021, Guardant Health received FDA approval for its Guardant360 CDx liquid biopsy test for use in patients with advanced or metastatic cancer.
  • In 2021, Personalis, Inc. launched its Personalis NeXT Platform, a next-generation sequencing (NGS) platform for liquid biopsy.
  • In 2020, Foundation Medicine, Inc. received FDA approval for its FoundationOne Liquid CDx liquid biopsy test for use in patients with advanced or metastatic cancer.

Comprehensive Coverage U.S. Liquid Biopsy Market Report

A comprehensive coverage U.S. Liquid Biopsy Market Report provides detailed insights on the market, including:

  • Market size and growth rate
  • Market segmentation
  • Competitive landscape
  • Key market trends
  • Growth catalysts
  • Challenges and restraints
  • Forecast

Regional Insight

The U.S. Liquid Biopsy Market can be segmented into four regions: Northeast, South, Midwest, and West. The Northeast region is the largest market for liquid biopsy in the U.S., followed by the South, Midwest, and West regions. The Northeast region is home to a large number of cancer centers and hospitals, which is driving the growth of the liquid biopsy market in this region.

U.S. Liquid Biopsy Market Regional Share

DROCT

The DROCT (Direct Repeat Of Core Template) method is a next-generation sequencing (NGS) technology that is used for liquid biopsy. The DROCT method allows for the detection of rare mutations in cell-free DNA (cfDNA). cfDNA is a type of DNA that is released into the bloodstream by tumor cells. The DROCT method is a highly sensitive and specific method for detecting rare mutations in cfDNA, which makes it a promising technology for liquid biopsy.

Pricing Analysis

The pricing of liquid biopsy tests varies depending on the type of test, the provider, and the region. In general, liquid biopsy tests cost between $500 and $5,000. Some tests, such as next-generation sequencing (NGS) tests, can cost more than $5,000. Medicare and private insurance companies typically cover the cost of liquid biopsy tests that are medically necessary.

Import And Export Analysis

The U.S. is a net importer of liquid biopsy products. The U.S. imports liquid biopsy products from a variety of countries, including China, Germany, and Switzerland. The U.S. also exports liquid biopsy products to a variety of countries, including Canada, Mexico, and the European Union.

Segmentation

The U.S. Liquid Biopsy Market can be segmented by product, application, end-user, and region.

Product:

  • Assay Kits & Consumables
  • Instruments

Application:

  • Oncology
  • Non-Invasive Prenatal Testing (NIPT)

End-User:

  • Hospitals
  • Clinical Laboratories
  • Others

Region:

  • Northeast
  • South
  • Midwest
  • West

Patent/Trademark Analysis

There are a number of patents and trademarks related to liquid biopsy. Some of the most important patents and trademarks include:

  • U.S. Patent No. 8,658,340: This patent covers the use of circulating tumor cells (CTCs) for liquid biopsy.
  • U.S. Patent No. 9,034,596


U.S. Liquid Biopsy Market REPORT HIGHLIGHTS

AspectsDetails
Study Period 2019-2033
Base Year 2024
Estimated Year 2025
Forecast Period2025-2033
Historical Period2019-2024
Growth RateCAGR of 22.7% from 2019-2033
Segmentation
    • By Product
      • Assay Kits & Consumables
      • Instruments
    • By Application
      • Oncology
      • Non-Invasive Prenatal Testing (NIPT
    • By End User
      • Hospitals
      • Clinical Laboratories
      • Others
  • By Geography
    • North America
      • United States
      • Canada
      • Mexico


Table Of Content
  1. 1. Introduction
    • 1.1. Research Scope
    • 1.2. Market Segmentation
    • 1.3. Research Methodology
    • 1.4. Definitions and Assumptions
  2. 2. Executive Summary
    • 2.1. Introduction
  3. 3. Market Dynamics
    • 3.1. Introduction
      • 3.2. Market Drivers
        • 3.2.1. Increase in Number of Blood Donations to Accelerate Market Growth
      • 3.3. Market Restrains
      • 3.4. Market Trends
        • 3.4.1. Increasing Number of Hospitals and ASCs Identified as Significant Market Trend
  4. 4. Market Factor Analysis
    • 4.1. Porters Five Forces
    • 4.2. Supply/Value Chain
    • 4.3. PESTEL analysis
    • 4.4. Market Entropy
    • 4.5. Patent/Trademark Analysis
  5. 5. U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
    • 5.1. Market Analysis, Insights and Forecast - by Product
      • 5.1.1. Assay Kits & Consumables
      • 5.1.2. Instruments
    • 5.2. Market Analysis, Insights and Forecast - by Application
      • 5.2.1. Oncology
      • 5.2.2. Non-Invasive Prenatal Testing (NIPT
    • 5.3. Market Analysis, Insights and Forecast - by End User
      • 5.3.1. Hospitals
      • 5.3.2. Clinical Laboratories
      • 5.3.3. Others
    • 5.4. Market Analysis, Insights and Forecast - by Region
      • 5.4.1. North America
  6. 6. North America U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
      • 6.1. Market Analysis, Insights and Forecast - By Country/Sub-region
        • 6.1.1 U.S.
        • 6.1.2 Canada
  7. 7. Europe U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
      • 7.1. Market Analysis, Insights and Forecast - By Country/Sub-region
        • 7.1.1 Germany
        • 7.1.2 France
        • 7.1.3 U.K.
        • 7.1.4 Italy
        • 7.1.5 Spain
        • 7.1.6 Scandinavia
        • 7.1.7 Rest of Europe
  8. 8. Asia Pacific U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
      • 8.1. Market Analysis, Insights and Forecast - By Country/Sub-region
        • 8.1.1 China
        • 8.1.2 India
        • 8.1.3 Japan
        • 8.1.4 Australia
        • 8.1.5 Southeast Asia
        • 8.1.6 Rest of Asia Pacific
  9. 9. Latin America U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
      • 9.1. Market Analysis, Insights and Forecast - By Country/Sub-region
        • 9.1.1 Brazil
        • 9.1.2 Mexico
        • 9.1.3 Rest of Latin America
  10. 10. Middle East & Africa U.S. Liquid Biopsy Market Analysis, Insights and Forecast, 2019-2031
      • 10.1. Market Analysis, Insights and Forecast - By Country/Sub-region
        • 10.1.1 GCC
        • 10.1.2 South Africa
        • 10.1.3 Rest of Middle East & Africa
  11. 11. Competitive Analysis
    • 11.1. Market Share Analysis 2024
      • 11.2. Company Profiles
        • 11.2.1 Guardant Health (U.S.)
          • 11.2.1.1. Overview
          • 11.2.1.2. Products
          • 11.2.1.3. SWOT Analysis
          • 11.2.1.4. Recent Developments
          • 11.2.1.5. Financials (Based on Availability)
        • 11.2.2 PERSONALIS INC. (U.S)
          • 11.2.2.1. Overview
          • 11.2.2.2. Products
          • 11.2.2.3. SWOT Analysis
          • 11.2.2.4. Recent Developments
          • 11.2.2.5. Financials (Based on Availability)
        • 11.2.3 FOUNDATION MEDICINE INC. (U.S.)
          • 11.2.3.1. Overview
          • 11.2.3.2. Products
          • 11.2.3.3. SWOT Analysis
          • 11.2.3.4. Recent Developments
          • 11.2.3.5. Financials (Based on Availability)
        • 11.2.4 Natera Inc. (U.S.)
          • 11.2.4.1. Overview
          • 11.2.4.2. Products
          • 11.2.4.3. SWOT Analysis
          • 11.2.4.4. Recent Developments
          • 11.2.4.5. Financials (Based on Availability)
        • 11.2.5 Illumina Inc. (U.S.)
          • 11.2.5.1. Overview
          • 11.2.5.2. Products
          • 11.2.5.3. SWOT Analysis
          • 11.2.5.4. Recent Developments
          • 11.2.5.5. Financials (Based on Availability)
        • 11.2.6 F. Hoffmann La Roche Ltd. (Switzerland)
          • 11.2.6.1. Overview
          • 11.2.6.2. Products
          • 11.2.6.3. SWOT Analysis
          • 11.2.6.4. Recent Developments
          • 11.2.6.5. Financials (Based on Availability)
        • 11.2.7 Thermo Fisher Scientific Inc. (U.S.)
          • 11.2.7.1. Overview
          • 11.2.7.2. Products
          • 11.2.7.3. SWOT Analysis
          • 11.2.7.4. Recent Developments
          • 11.2.7.5. Financials (Based on Availability)
        • 11.2.8 QIAGEN (Germany)
          • 11.2.8.1. Overview
          • 11.2.8.2. Products
          • 11.2.8.3. SWOT Analysis
          • 11.2.8.4. Recent Developments
          • 11.2.8.5. Financials (Based on Availability)
        • 11.2.9 Bio-Rad Laboratories Inc. (U.S.)
          • 11.2.9.1. Overview
          • 11.2.9.2. Products
          • 11.2.9.3. SWOT Analysis
          • 11.2.9.4. Recent Developments
          • 11.2.9.5. Financials (Based on Availability)
List of Figures
  1. Figure 1: U.S. Liquid Biopsy Market Revenue Breakdown (USD billion, %) by Product 2024 & 2032
  2. Figure 2: U.S. Liquid Biopsy Market Share (%) by Company 2024
List of Tables
  1. Table 1: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Region 2019 & 2032
  2. Table 2: U.S. Liquid Biopsy Market Volume Units Forecast, by Region 2019 & 2032
  3. Table 3: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Product 2019 & 2032
  4. Table 4: U.S. Liquid Biopsy Market Volume Units Forecast, by Product 2019 & 2032
  5. Table 5: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Application 2019 & 2032
  6. Table 6: U.S. Liquid Biopsy Market Volume Units Forecast, by Application 2019 & 2032
  7. Table 7: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by End User 2019 & 2032
  8. Table 8: U.S. Liquid Biopsy Market Volume Units Forecast, by End User 2019 & 2032
  9. Table 9: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Region 2019 & 2032
  10. Table 10: U.S. Liquid Biopsy Market Volume Units Forecast, by Region 2019 & 2032
  11. Table 11: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  12. Table 12: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  13. Table 13: U.S. U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  14. Table 14: U.S. U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  15. Table 15: Canada U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  16. Table 16: Canada U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  17. Table 17: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  18. Table 18: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  19. Table 19: Germany U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  20. Table 20: Germany U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  21. Table 21: France U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  22. Table 22: France U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  23. Table 23: U.K. U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  24. Table 24: U.K. U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  25. Table 25: Italy U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  26. Table 26: Italy U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  27. Table 27: Spain U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  28. Table 28: Spain U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  29. Table 29: Scandinavia U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  30. Table 30: Scandinavia U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  31. Table 31: Rest of Europe U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  32. Table 32: Rest of Europe U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  33. Table 33: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  34. Table 34: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  35. Table 35: China U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  36. Table 36: China U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  37. Table 37: India U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  38. Table 38: India U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  39. Table 39: Japan U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  40. Table 40: Japan U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  41. Table 41: Australia U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  42. Table 42: Australia U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  43. Table 43: Southeast Asia U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  44. Table 44: Southeast Asia U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  45. Table 45: Rest of Asia Pacific U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  46. Table 46: Rest of Asia Pacific U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  47. Table 47: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  48. Table 48: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  49. Table 49: Brazil U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  50. Table 50: Brazil U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  51. Table 51: Mexico U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  52. Table 52: Mexico U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  53. Table 53: Rest of Latin America U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  54. Table 54: Rest of Latin America U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  55. Table 55: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  56. Table 56: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  57. Table 57: GCC U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  58. Table 58: GCC U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  59. Table 59: South Africa U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  60. Table 60: South Africa U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  61. Table 61: Rest of Middle East & Africa U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  62. Table 62: Rest of Middle East & Africa U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  63. Table 63: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Product 2019 & 2032
  64. Table 64: U.S. Liquid Biopsy Market Volume Units Forecast, by Product 2019 & 2032
  65. Table 65: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Application 2019 & 2032
  66. Table 66: U.S. Liquid Biopsy Market Volume Units Forecast, by Application 2019 & 2032
  67. Table 67: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by End User 2019 & 2032
  68. Table 68: U.S. Liquid Biopsy Market Volume Units Forecast, by End User 2019 & 2032
  69. Table 69: U.S. Liquid Biopsy Market Revenue USD billion Forecast, by Country 2019 & 2032
  70. Table 70: U.S. Liquid Biopsy Market Volume Units Forecast, by Country 2019 & 2032
  71. Table 71: United States U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  72. Table 72: United States U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  73. Table 73: Canada U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  74. Table 74: Canada U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032
  75. Table 75: Mexico U.S. Liquid Biopsy Market Revenue (USD billion) Forecast, by Application 2019 & 2032
  76. Table 76: Mexico U.S. Liquid Biopsy Market Volume (Units) Forecast, by Application 2019 & 2032


STEP 1 - Identification of Relevant Samples Size from Population Database

Step Chart
bar chart
method chart

STEP 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

approach chart
Top-down and bottom-up approaches are used to validate the global market size and estimate the market size for manufactures, regional segemnts, product and application.

Note* : In applicable scenarios

STEP 3 - Data Sources

Primary Research

  • Web Analytics
  • Survey Reports
  • Research Institute
  • Latest Research Reports
  • Opinion Leaders

Secondary Research

  • Annual Reports
  • White Paper
  • Latest Press Release
  • Industry Association
  • Paid Database
  • Investor Presentations
approach chart

STEP 4 - Data Triangulation

Involves using different sources of information in order to increase the validity of a study

These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.

Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.

During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence

Additionally after gathering mix and scattered data from wide range of sources, data is triangull- ated and correlated to come up with estimated figures which are further validated through primary mediums, or industry experts, opinion leader.

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