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Document Verification Global Market Report 2024

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    Report

  • 175 Pages
  • May 2024
  • Region: Global
  • The Business Research Company
  • ID: 5971053
The document verification market size has grown exponentially in recent years. It will grow from $3.55 billion in 2023 to $4.24 billion in 2024 at a compound annual growth rate (CAGR) of 19.2%. The growth witnessed during the historical period can be attributed to several key factors, including the escalation of regulatory compliance requirements across diverse industries, the proliferation of online transactions and digital document processing, an upsurge in fraudulent activities and identity theft cases, the expansion of e-commerce and online banking sectors, a heightened demand for secure and dependable verification processes, the adoption of remote work and digital onboarding practices, as well as the imperative need for efficient KYC (Know Your Customer) and AML (Anti-Money Laundering) procedures.

The document verification market size is expected to see exponential growth in the next few years. It will grow to $8.64 billion in 2028 at a compound annual growth rate (CAGR) of 19.5%. The growth in the forecast period can be attributed to continuation of stringent regulatory frameworks and compliance standards, increasing emphasis on data privacy and security measures, expansion of digital identity verification solutions, growth of the gig economy and freelance workforce, demand for seamless and user-friendly verification experiences. Major trends in the forecast period include integration of biometric authentication methods, growth in adoption of ai-powered verification, development of blockchain technology, collaboration between providers and regulatory bodies, expansion of services for online transactions, adoption of machine learning algorithms, integration with existing systems.

The escalating concerns surrounding identity theft and fraudulent activities are poised to catalyze the expansion of the document verification market in the foreseeable future. Identity theft and fraud, characterized by the unauthorized acquisition and exploitation of personal or financial data for illicit gain, have become prevalent due to the widespread adoption of online services, social media, and e-commerce platforms. The abundance of personal information amassed in digital realms presents lucrative targets for identity thieves. Document verification systems emerge as crucial tools in combatting such threats by streamlining verification processes, reducing reliance on laborious and error-prone manual checks. For instance, as of February 2024, the Federal Trade Commission reported a surge in identity theft reports to 1 million, constituting 19% of all fraud reports, up from 1.1 million in 2022. Additionally, fraud reports increased from 2.4 million in 2022 to 2.6 million in 2023, accounting for 48% of all reports. This surge underscores the imperative for robust document verification solutions to mitigate identity-related risks.

Key players in the document verification arena are actively embracing technological advancements to bolster the accuracy, efficiency, and security of verification processes. Biometric verification leveraging blockchain technology and optical character recognition (OCR) are among the innovative approaches adopted. For instance, Smile Identity, a Nigeria-based provider of identity verification solutions, introduced document verification (E-DocV) in February 2022 across Africa, Europe, and North America. This solution harnesses OCR and SmartSelfie technology to facilitate rapid and secure user onboarding, covering over 140 ID documents across 100 countries. The implementation of such advanced technologies enhances compliance, fraud prevention, and trust, thereby fostering growth in trade and remittance corridors across regions.

In November 2021, GB Group, a UK-based provider of identity data intelligence services, completed the acquisition of Acuant Inc. for $736 million. This acquisition empowers GB Group to deliver end-to-end solutions tailored to meet evolving partner and customer needs, solidifying its position as a leading player in the industry. Acuant Inc., based in the US, specializes in providing identity verification, document authentication, and fraud prevention technology services. This strategic integration underscores the industry's trajectory towards comprehensive solutions that address the multifaceted challenges posed by identity verification and fraud prevention.

Major companies operating in the document verification market are Thales Group, Experian Plc, Equifax, Idemia, Truework, Argos, PRM Group, GBG Group, Mitek Systems Inc., Jumio, Checkr, Accurate Background, Pre-employ.com, Ekata, Onfido, Trulioo, Acuant, Shufti Pro, Refinitiv, Authenteq, OPENonline, Sterling Check, The Work Number, ADP Screening And Selection Services Inc.

North America was the largest region in the document verification market in 2023. The regions covered in the document verification market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.

The countries covered in the document verification market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

Document verification entails the meticulous process of validating the authenticity and precision of official documents. This procedure involves scrutinizing key elements such as signatures, seals, and information against trusted sources, ensuring reliability and mitigating the risks associated with fraud or misrepresentation. Employed to uphold integrity in transactions and decision-making processes, document verification plays a crucial role in maintaining trust and security.

The primary categories of document verification encompass small and medium-sized enterprises (SMEs), large enterprises, and personal documents. Personal documents serve to authenticate an individual's identity and may include items such as driver's licenses, ID cards, passports, and other officially issued documents containing sensitive information such as financial data or confidential material. Various technologies are utilized in this process, including optical character recognition (OCR), face recognition, liveness detection, and mechanisms for detecting tampering with documents. These technologies find application across diverse sectors such as financial services, medical insurance, government services, and beyond.

The document verification market research report is one of a series of new reports that provides document verification market statistics, including document verification industry global market size, regional shares, competitors with a document verification market share, detailed document verification market segments, market trends, and opportunities, and any further data you may need to thrive in the document verification industry. This document verification market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The document verification market includes revenues earned by entities by services such as identity verification, document authentication, fraud detection, digital signature verification, and related services such as know your customer (KYC) compliance, anti-money laundering (AML) screening, and document validation. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.


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Table of Contents

1. Executive Summary2. Document Verification Market Characteristics3. Document Verification Market Trends and Strategies
4. Document Verification Market - Macro Economic Scenario
4.1. Impact of High Inflation on the Market
4.2. Ukraine-Russia War Impact on the Market
4.3. COVID-19 Impact on the Market
5. Global Document Verification Market Size and Growth
5.1. Global Document Verification Market Drivers and Restraints
5.1.1. Drivers of the Market
5.1.2. Restraints of the Market
5.2. Global Document Verification Historic Market Size and Growth, 2018-2023, Value ($ Billion)
5.3. Global Document Verification Forecast Market Size and Growth, 2023-2028, 2033F, Value ($ Billion)
6. Document Verification Market Segmentation
6.1. Global Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Small and Medium-Sized Enterprises (SMEs)
  • Large Enterprise
  • Personal Documents
6.2. Global Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Optical Character Recognition (OCR)
  • Face Recognition
  • Liveness Detection
  • Detecting Tampering With Documents
6.3. Global Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Financial Services
  • Medical Insurance
  • Government Service
  • Additional Uses
7. Document Verification Market Regional and Country Analysis
7.1. Global Document Verification Market, Split by Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Document Verification Market, Split by Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8. Asia-Pacific Document Verification Market
8.1. Asia-Pacific Document Verification Market Overview
(Region Information, Impact of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies)
8.2. Asia-Pacific Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
9. China Document Verification Market
9.1. China Document Verification Market Overview
9.2. China Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
10. India Document Verification Market
10.1. India Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11. Japan Document Verification Market
11.1. Japan Document Verification Market Overview
11.2. Japan Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.4. Japan Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12. Australia Document Verification Market
12.1. Australia Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13. Indonesia Document Verification Market
13.1. Indonesia Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14. South Korea Document Verification Market
14.1. South Korea Document Verification Market Overview
14.2. South Korea Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.4. South Korea Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15. Western Europe Document Verification Market
15.1. Western Europe Document Verification Market Overview
15.2. Western Europe Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16. UK Document Verification Market
16.1. UK Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17. Germany Document Verification Market
17.1. Germany Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18. France Document Verification Market
18.1. France Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.2. France Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.3. France Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19. Italy Document Verification Market
19.1. Italy Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.2. Italy Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.3. Italy Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20. Spain Document Verification Market
20.1. Spain Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.2. Spain Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.3. Spain Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21. Eastern Europe Document Verification Market
21.1. Eastern Europe Document Verification Market Overview
21.2. Eastern Europe Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22. Russia Document Verification Market
22.1. Russia Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23. North America Document Verification Market
23.1. North America Document Verification Market Overview
23.2. North America Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24. USA Document Verification Market
24.1. USA Document Verification Market Overview
24.2. USA Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25. Canada Document Verification Market
25.1. Canada Document Verification Market Overview
25.2. Canada Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26. South America Document Verification Market
26.1. South America Document Verification Market Overview
26.2. South America Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27. Brazil Document Verification Market
27.1. Brazil Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28. Middle East Document Verification Market
28.1. Middle East Document Verification Market Overview
28.2. Middle East Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29. Africa Document Verification Market
29.1. Africa Document Verification Market Overview
29.2. Africa Document Verification Market, Segmentation by Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Document Verification Market, Segmentation by Technology, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Document Verification Market, Segmentation by Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
30. Document Verification Market Competitive Landscape and Company Profiles
30.1. Document Verification Market Competitive Landscape
30.2. Document Verification Market Company Profiles
30.2.1. Thales Group
30.2.1.1. Overview
30.2.1.2. Products and Services
30.2.1.3. Strategy
30.2.1.4. Financial Performance
30.2.2. Experian Plc
30.2.2.1. Overview
30.2.2.2. Products and Services
30.2.2.3. Strategy
30.2.2.4. Financial Performance
30.2.3. Equifax
30.2.3.1. Overview
30.2.3.2. Products and Services
30.2.3.3. Strategy
30.2.3.4. Financial Performance
30.2.4. Idemia
30.2.4.1. Overview
30.2.4.2. Products and Services
30.2.4.3. Strategy
30.2.4.4. Financial Performance
30.2.5. Truework
30.2.5.1. Overview
30.2.5.2. Products and Services
30.2.5.3. Strategy
30.2.5.4. Financial Performance
31. Document Verification Market Other Major and Innovative Companies
31.1. Argos
31.2. PRM Group
31.3. GBG Group
31.4. Mitek Systems Inc.
31.5. Jumio
31.6. Checkr
31.7. Accurate Background
31.8. Pre-employ.com
31.9. Ekata
31.10. Onfido
31.11. Trulioo
31.12. Acuant
31.13. Shufti Pro
31.14. Refinitiv
31.15. Authenteq
32. Global Document Verification Market Competitive Benchmarking33. Global Document Verification Market Competitive Dashboard34. Key Mergers and Acquisitions in the Document Verification Market
35. Document Verification Market Future Outlook and Potential Analysis
35.1 Document Verification Market in 2028 - Countries Offering Most New Opportunities
35.2 Document Verification Market in 2028 - Segments Offering Most New Opportunities
35.3 Document Verification Market in 2028 - Growth Strategies
35.3.1 Market Trend Based Strategies
35.3.2 Competitor Strategies
36. Appendix
36.1. Abbreviations
36.2. Currencies
36.3. Historic and Forecast Inflation Rates
36.4. Research Inquiries
36.5. About the Analyst
36.6. Copyright and Disclaimer

Executive Summary

Document Verification Global Market Report 2024 provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on document verification market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase:

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war’s impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • Report will be updated with the latest data and delivered to you along with an Excel data sheet for easy data extraction and analysis.
  • All data from the report will also be delivered in an excel dashboard format.

Description

Where is the largest and fastest growing market for document verification? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The document verification market global report answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market’s historic and forecast market growth by geography.
  • The market characteristics section of the report defines and explains the market.
  • The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
  • The forecasts are made after considering the major factors currently impacting the market. These include:
  • The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.
  • The impact of higher inflation in many countries and the resulting spike in interest rates.
  • The continued but declining impact of COVID-19 on supply chains and consumption patterns.
  • Market segmentations break down the market into sub markets.
  • The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
  • The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
  • The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:

1) by Type: Small and Medium-Sized Enterprises (SMEs); Large Enterprise; Personal Documents
2) by Technology: Optical Character Recognition (OCR); Face Recognition; Liveness Detection; Detecting Tampering With Documents.
3) by Application: Financial Services; Medical Insurance; Government Service; Additional Uses

Key Companies Mentioned: Thales Group; Experian Plc; Equifax; Idemia; Truework

Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain

Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa

Time Series: Five years historic and ten years forecast.

Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita.

Data Segmentation: Country and regional historic and forecast data, market share of competitors, market segments.

Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.

Delivery Format: PDF, Word and Excel Data Dashboard.

Companies Mentioned

  • Thales Group
  • Experian Plc
  • Equifax
  • Idemia
  • Truework
  • Argos
  • PRM Group
  • GBG Group
  • Mitek Systems Inc
  • Jumio
  • Checkr
  • Accurate Background
  • Pre-employ.com
  • Ekata
  • Onfido
  • Trulioo
  • Acuant
  • Shufti Pro
  • Refinitiv
  • Authenteq
  • OPENonline
  • Sterling Check
  • The Work Number
  • ADP Screening And Selection Services Inc

Methodology

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Table Information