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Electronic Know Your Customer

Electronic Know Your Customer Unlocking Growth Potential: Analysis and Forecasts 2025-2033

Electronic Know Your Customer by Type (VideoID, SmileID, SignatureID, Others), by Application (Banks, Financial Institutions, E-payment Service Providers), by North America (United States, Canada, Mexico), by South America (Brazil, Argentina, Rest of South America), by Europe (United Kingdom, Germany, France, Italy, Spain, Russia, Benelux, Nordics, Rest of Europe), by Middle East & Africa (Turkey, Israel, GCC, North Africa, South Africa, Rest of Middle East & Africa), by Asia Pacific (China, India, Japan, South Korea, ASEAN, Oceania, Rest of Asia Pacific) Forecast 2025-2033

Feb 24 2025

Base Year: 2024

140 Pages

Electronic Know Your Customer Unlocking Growth Potential: Analysis and Forecasts 2025-2033

Key Insights

The global Electronic Know Your Customer (e-KYC) market is projected to reach a value of USD 1913.6 million by 2033, exhibiting a CAGR of XX% during the forecast period (2025-2033). The growth of the market is attributed to the increasing adoption of digital banking and financial services, rising concerns about financial fraud, and the need for faster and more efficient customer onboarding processes. Additionally, the increasing use of mobile devices and the availability of advanced technologies such as artificial intelligence (AI) and blockchain are further driving the market expansion.

The market is segmented by type (VideoID, SmileID, SignatureID, Others) and application (Banks, Financial Institutions, E-payment Service Providers). The VideoID segment is expected to hold the largest share of the market due to its ability to provide real-time facial recognition and liveness detection. The BFSI segment is anticipated to dominate the application segment due to the growing adoption of e-KYC solutions by banks and financial institutions to enhance customer convenience and reduce fraud. Key industry players include Acuant, GIEOM Business Solutions, IDnow GmbH, Shufti Pro, Mitek, VideoKYC, Au10tix, Onfido, EverCompliant, Pegasystems Inc., Financial Software & Systems Pvt. Ltd., GB Group, Jumio, Panamax Inc., Tata Consultancy Services (TCS), Trulioo, Wipro Technologies, Signzy, and LeadSquared.

Electronic Know Your Customer Research Report - Market Size, Growth & Forecast

Electronic Know Your Customer Trends

The Electronic Know Your Customer (eKYC) market is expanding at a substantial rate, primarily driven by the surge in digital onboarding procedures for financial services and other regulated industries. eKYC streamlines customer onboarding, reduces operational costs, enhances compliance with anti-money laundering (AML) and counter-terrorism financing (CTF) regulations, and improves customer experience.

eKYC solutions leverage advanced technologies, such as facial recognition, liveness detection, and document verification, to verify customer identities remotely and securely. This provides a seamless and convenient onboarding process, creating a positive first impression for customers. As digital transformation accelerates across industries, eKYC adoption is projected to grow exponentially in the coming years.

Driving Forces: What's Propelling the Electronic Know Your Customer

Increased Regulatory Scrutiny: Governments worldwide are imposing stricter AML and CTF regulations, requiring financial institutions and other regulated entities to enhance customer due diligence measures. eKYC solutions simplify compliance by automating identity verification processes, reducing the risk of financial crime.

Digital Transformation: The rapid adoption of digital channels for banking, financial services, and other industries is fueling the demand for remote customer onboarding. eKYC enables businesses to acquire and service customers remotely, without the need for physical document submission or in-person meetings.

Improved Customer Experience: eKYC offers a frictionless and user-friendly onboarding process, eliminating the need for lengthy paperwork and reducing the time required for account setup. This enhances customer satisfaction and loyalty.

Challenges and Restraints in Electronic Know Your Customer

Data Privacy Concerns: The collection and storage of sensitive personal data for eKYC purposes raises privacy concerns. Companies must implement robust data protection measures to safeguard customer information and comply with privacy regulations.

Technological Complexity: eKYC solutions require the integration of complex technologies, such as artificial intelligence (AI) and biometrics. Implementing and maintaining these technologies can be challenging and expensive, especially for smaller businesses.

Risk of Identity Fraud: eKYC systems are vulnerable to sophisticated identity spoofing techniques. Businesses must deploy advanced fraud detection mechanisms to mitigate the risk of fraudulent activities.

Key Region or Country & Segment to Dominate the Market

Dominant Regions: North America and Europe are expected to remain the dominant eKYC markets due to stringent regulations and high adoption of digital technologies. Asia-Pacific is also expected to experience significant growth due to the rapid expansion of financial services in the region.

Dominant Segment: Banks

Banks are the largest segment in the eKYC market, driven by the need for secure and compliant onboarding of new customers. Banks are investing heavily in eKYC solutions to enhance regulatory compliance, reduce fraud, and improve customer satisfaction.

Growth Catalysts in Electronic Know Your Customer Industry

Continuous technological advancements, such as AI and machine learning, enabling enhanced identity verification and fraud detection.
Increasing adoption of eKYC solutions across industries, including healthcare, telecommunications, and e-commerce.
Growing awareness of the benefits of eKYC, such as cost reduction, improved efficiency, and enhanced customer experience.

Leading Players in the Electronic Know Your Customer

Significant Developments in Electronic Know Your Customer Sector

Collaboration between eKYC providers and regulators to develop industry standards and best practices.
Emergence of new technologies, such as voice biometrics and passive liveness detection, for enhancing identity verification accuracy.
Adoption of blockchain technology for secure storage and verification of customer data.

Comprehensive Coverage Electronic Know Your Customer Report

This report provides a comprehensive overview of the eKYC market, including market size, key trends, growth drivers, challenges, and leading players. It offers valuable insights for businesses considering implementing eKYC solutions and for investors seeking growth opportunities in the eKYC sector.

Electronic Know Your Customer Segmentation

1. Type
- 1.1. VideoID
- 1.2. SmileID
- 1.3. SignatureID
- 1.4. Others
2. Application
- 2.1. Banks
- 2.2. Financial Institutions
- 2.3. E-payment Service Providers

Electronic Know Your Customer Segmentation By Geography

1. North America
- 1.1. United States
- 1.2. Canada
- 1.3. Mexico
2. South America
- 2.1. Brazil
- 2.2. Argentina
- 2.3. Rest of South America
3. Europe
- 3.1. United Kingdom
- 3.2. Germany
- 3.3. France
- 3.4. Italy
- 3.5. Spain
- 3.6. Russia
- 3.7. Benelux
- 3.8. Nordics
- 3.9. Rest of Europe
4. Middle East & Africa
- 4.1. Turkey
- 4.2. Israel
- 4.3. GCC
- 4.4. North Africa
- 4.5. South Africa
- 4.6. Rest of Middle East & Africa
5. Asia Pacific
- 5.1. China
- 5.2. India
- 5.3. Japan
- 5.4. South Korea
- 5.5. ASEAN
- 5.6. Oceania
- 5.7. Rest of Asia Pacific

Electronic Know Your Customer Regional Share

Electronic Know Your Customer REPORT HIGHLIGHTS

Aspects	Details
Study Period	2019-2033
Base Year	2024
Estimated Year	2025
Forecast Period	2025-2033
Historical Period	2019-2024
Growth Rate	CAGR of XX% from 2019-2033
Segmentation	By Type VideoID SmileID SignatureID Others By Application Banks Financial Institutions E-payment Service Providers By Geography North America United States Canada Mexico South America Brazil Argentina Rest of South America Europe United Kingdom Germany France Italy Spain Russia Benelux Nordics Rest of Europe Middle East & Africa Turkey Israel GCC North Africa South Africa Rest of Middle East & Africa Asia Pacific China India Japan South Korea ASEAN Oceania Rest of Asia Pacific

Table Of Content

1. Introduction
- 1.1. Research Scope
- 1.2. Market Segmentation
- 1.3. Research Methodology
- 1.4. Definitions and Assumptions
2. Executive Summary
- 2.1. Introduction
3. Market Dynamics
- 3.1. Introduction
- - 3.2. Market Drivers
- - 3.3. Market Restrains
- - 3.4. Market Trends
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. Global Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Type
  - 5.1.1. VideoID
  - 5.1.2. SmileID
  - 5.1.3. SignatureID
  - 5.1.4. Others
- 5.2. Market Analysis, Insights and Forecast - by Application
  - 5.2.1. Banks
  - 5.2.2. Financial Institutions
  - 5.2.3. E-payment Service Providers
- 5.3. Market Analysis, Insights and Forecast - by Region
  - 5.3.1. North America
  - 5.3.2. South America
  - 5.3.3. Europe
  - 5.3.4. Middle East & Africa
  - 5.3.5. Asia Pacific
6. North America Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Type
  - 6.1.1. VideoID
  - 6.1.2. SmileID
  - 6.1.3. SignatureID
  - 6.1.4. Others
- 6.2. Market Analysis, Insights and Forecast - by Application
  - 6.2.1. Banks
  - 6.2.2. Financial Institutions
  - 6.2.3. E-payment Service Providers
7. South America Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Type
  - 7.1.1. VideoID
  - 7.1.2. SmileID
  - 7.1.3. SignatureID
  - 7.1.4. Others
- 7.2. Market Analysis, Insights and Forecast - by Application
  - 7.2.1. Banks
  - 7.2.2. Financial Institutions
  - 7.2.3. E-payment Service Providers
8. Europe Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Type
  - 8.1.1. VideoID
  - 8.1.2. SmileID
  - 8.1.3. SignatureID
  - 8.1.4. Others
- 8.2. Market Analysis, Insights and Forecast - by Application
  - 8.2.1. Banks
  - 8.2.2. Financial Institutions
  - 8.2.3. E-payment Service Providers
9. Middle East & Africa Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Type
  - 9.1.1. VideoID
  - 9.1.2. SmileID
  - 9.1.3. SignatureID
  - 9.1.4. Others
- 9.2. Market Analysis, Insights and Forecast - by Application
  - 9.2.1. Banks
  - 9.2.2. Financial Institutions
  - 9.2.3. E-payment Service Providers
10. Asia Pacific Electronic Know Your Customer Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - by Type
  - 10.1.1. VideoID
  - 10.1.2. SmileID
  - 10.1.3. SignatureID
  - 10.1.4. Others
- 10.2. Market Analysis, Insights and Forecast - by Application
  - 10.2.1. Banks
  - 10.2.2. Financial Institutions
  - 10.2.3. E-payment Service Providers
11. Competitive Analysis
- 11.1. Global Market Share Analysis 2024
- - 11.2. Company Profiles
  - - 11.2.1 Acuant
      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 GIEOM Business Solutions
      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 IDnow GmbH
      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 Shufti Pro
      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 Mitek
      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 VideoKYC
      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 Au10tix
      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 Onfido
      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 EverCompliant
      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)
    - 11.2.10 Pegasystems Inc.
      11.2.10.1. Overview
      11.2.10.2. Products
      11.2.10.3. SWOT Analysis
      11.2.10.4. Recent Developments
      11.2.10.5. Financials (Based on Availability)
    - 11.2.11 Financial Software & Systems Pvt. Ltd.
      11.2.11.1. Overview
      11.2.11.2. Products
      11.2.11.3. SWOT Analysis
      11.2.11.4. Recent Developments
      11.2.11.5. Financials (Based on Availability)
    - 11.2.12 GB Group
      11.2.12.1. Overview
      11.2.12.2. Products
      11.2.12.3. SWOT Analysis
      11.2.12.4. Recent Developments
      11.2.12.5. Financials (Based on Availability)
    - 11.2.13 Jumio
      11.2.13.1. Overview
      11.2.13.2. Products
      11.2.13.3. SWOT Analysis
      11.2.13.4. Recent Developments
      11.2.13.5. Financials (Based on Availability)
    - 11.2.14 Panamax Inc.
      11.2.14.1. Overview
      11.2.14.2. Products
      11.2.14.3. SWOT Analysis
      11.2.14.4. Recent Developments
      11.2.14.5. Financials (Based on Availability)
    - 11.2.15 Tata Consultancy Services (TCS)
      11.2.15.1. Overview
      11.2.15.2. Products
      11.2.15.3. SWOT Analysis
      11.2.15.4. Recent Developments
      11.2.15.5. Financials (Based on Availability)
    - 11.2.16 Trulioo
      11.2.16.1. Overview
      11.2.16.2. Products
      11.2.16.3. SWOT Analysis
      11.2.16.4. Recent Developments
      11.2.16.5. Financials (Based on Availability)
    - 11.2.17 Wipro Technologies
      11.2.17.1. Overview
      11.2.17.2. Products
      11.2.17.3. SWOT Analysis
      11.2.17.4. Recent Developments
      11.2.17.5. Financials (Based on Availability)
    - 11.2.18 Signzy
      11.2.18.1. Overview
      11.2.18.2. Products
      11.2.18.3. SWOT Analysis
      11.2.18.4. Recent Developments
      11.2.18.5. Financials (Based on Availability)
    - 11.2.19 LeadSquared
      11.2.19.1. Overview
      11.2.19.2. Products
      11.2.19.3. SWOT Analysis
      11.2.19.4. Recent Developments
      11.2.19.5. Financials (Based on Availability)
    - 11.2.20
      11.2.20.1. Overview
      11.2.20.2. Products
      11.2.20.3. SWOT Analysis
      11.2.20.4. Recent Developments
      11.2.20.5. Financials (Based on Availability)

List of Figures

Figure 1: Global Electronic Know Your Customer Revenue Breakdown (million, %) by Region 2024 & 2032
Figure 2: North America Electronic Know Your Customer Revenue (million), by Type 2024 & 2032
Figure 3: North America Electronic Know Your Customer Revenue Share (%), by Type 2024 & 2032
Figure 4: North America Electronic Know Your Customer Revenue (million), by Application 2024 & 2032
Figure 5: North America Electronic Know Your Customer Revenue Share (%), by Application 2024 & 2032
Figure 6: North America Electronic Know Your Customer Revenue (million), by Country 2024 & 2032
Figure 7: North America Electronic Know Your Customer Revenue Share (%), by Country 2024 & 2032
Figure 8: South America Electronic Know Your Customer Revenue (million), by Type 2024 & 2032
Figure 9: South America Electronic Know Your Customer Revenue Share (%), by Type 2024 & 2032
Figure 10: South America Electronic Know Your Customer Revenue (million), by Application 2024 & 2032
Figure 11: South America Electronic Know Your Customer Revenue Share (%), by Application 2024 & 2032
Figure 12: South America Electronic Know Your Customer Revenue (million), by Country 2024 & 2032
Figure 13: South America Electronic Know Your Customer Revenue Share (%), by Country 2024 & 2032
Figure 14: Europe Electronic Know Your Customer Revenue (million), by Type 2024 & 2032
Figure 15: Europe Electronic Know Your Customer Revenue Share (%), by Type 2024 & 2032
Figure 16: Europe Electronic Know Your Customer Revenue (million), by Application 2024 & 2032
Figure 17: Europe Electronic Know Your Customer Revenue Share (%), by Application 2024 & 2032
Figure 18: Europe Electronic Know Your Customer Revenue (million), by Country 2024 & 2032
Figure 19: Europe Electronic Know Your Customer Revenue Share (%), by Country 2024 & 2032
Figure 20: Middle East & Africa Electronic Know Your Customer Revenue (million), by Type 2024 & 2032
Figure 21: Middle East & Africa Electronic Know Your Customer Revenue Share (%), by Type 2024 & 2032
Figure 22: Middle East & Africa Electronic Know Your Customer Revenue (million), by Application 2024 & 2032
Figure 23: Middle East & Africa Electronic Know Your Customer Revenue Share (%), by Application 2024 & 2032
Figure 24: Middle East & Africa Electronic Know Your Customer Revenue (million), by Country 2024 & 2032
Figure 25: Middle East & Africa Electronic Know Your Customer Revenue Share (%), by Country 2024 & 2032
Figure 26: Asia Pacific Electronic Know Your Customer Revenue (million), by Type 2024 & 2032
Figure 27: Asia Pacific Electronic Know Your Customer Revenue Share (%), by Type 2024 & 2032
Figure 28: Asia Pacific Electronic Know Your Customer Revenue (million), by Application 2024 & 2032
Figure 29: Asia Pacific Electronic Know Your Customer Revenue Share (%), by Application 2024 & 2032
Figure 30: Asia Pacific Electronic Know Your Customer Revenue (million), by Country 2024 & 2032
Figure 31: Asia Pacific Electronic Know Your Customer Revenue Share (%), by Country 2024 & 2032

List of Tables

Table 1: Global Electronic Know Your Customer Revenue million Forecast, by Region 2019 & 2032
Table 2: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 3: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 4: Global Electronic Know Your Customer Revenue million Forecast, by Region 2019 & 2032
Table 5: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 6: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 7: Global Electronic Know Your Customer Revenue million Forecast, by Country 2019 & 2032
Table 8: United States Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 9: Canada Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 10: Mexico Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 11: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 12: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 13: Global Electronic Know Your Customer Revenue million Forecast, by Country 2019 & 2032
Table 14: Brazil Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 15: Argentina Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 16: Rest of South America Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 17: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 18: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 19: Global Electronic Know Your Customer Revenue million Forecast, by Country 2019 & 2032
Table 20: United Kingdom Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 21: Germany Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 22: France Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 23: Italy Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 24: Spain Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 25: Russia Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 26: Benelux Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 27: Nordics Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 28: Rest of Europe Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 29: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 30: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 31: Global Electronic Know Your Customer Revenue million Forecast, by Country 2019 & 2032
Table 32: Turkey Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 33: Israel Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 34: GCC Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 35: North Africa Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 36: South Africa Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 37: Rest of Middle East & Africa Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 38: Global Electronic Know Your Customer Revenue million Forecast, by Type 2019 & 2032
Table 39: Global Electronic Know Your Customer Revenue million Forecast, by Application 2019 & 2032
Table 40: Global Electronic Know Your Customer Revenue million Forecast, by Country 2019 & 2032
Table 41: China Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 42: India Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 43: Japan Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 44: South Korea Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 45: ASEAN Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 46: Oceania Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032
Table 47: Rest of Asia Pacific Electronic Know Your Customer Revenue (million) Forecast, by Application 2019 & 2032

STEP 1 - Identification of Relevant Samples Size from Population Database

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

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

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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