Multi-Factor Authentication (MFA) Market - Significant Industry Insights
This research report is a meticulous assessment of the multi-factor authentication (mfa) industry, which contains a complete overview. With respect to distinct regions and leading countries, this research clarifies products and applications of multi-factor authentication (mfa) in various market verticals. Furthermore, the study assesses and compares all of the top players in the global multi-factor authentication (mfa) market based on several parameters such as market revenue, yearly sales volume, historical growth rate, and company strategies. The global multi-factor authentication (mfa) industry study report presents a strategic plan to enhance market circumstances for existing industry participants based on all of these conclusions. The study also suggests company entrance plans for newcomers to the industry. The market analysis report also includes a list of the top manufacturers and retailers in all major industries. This research and statistics are hoped to help industry participants enhance their competitive network interface and broaden their geographic coverage.
Market Research Store published a latest report titled “Multi-Factor Authentication (MFA) Market research report” which is segmented by Products (Two-Factor Authentication, Three-Factor Authentication, Four-Factor Authentication, Five-Factor Authentication), by Applications (Banking and Finance, Government, Military and Defense, Commercial Security, Others), by Key Players/Companies (3M, Suprema HQ Inc., CA Technologies, NEC Corporation, EMC Corporation, Trustwave Holdings, IBM, RSA Security LLC, Okta Inc., VASCO Data Security International Inc., Crossmatch, Fujitsu, Entrust Inc., Gemalto NV, HID Global Corporation/ASSA ABLOY AB, Safran)”. According to the analysis, the market would grow at a CAGR of XX% over the forecast period (2020- 2028).
Report Scope
| Report Attributes | Report Details |
|---|---|
| Report Title | Multi-Factor Authentication (MFA) Market Research Report |
| By Products | Two-Factor Authentication, Three-Factor Authentication, Four-Factor Authentication, Five-Factor Authentication |
| By Applications | Banking and Finance, Government, Military and Defense, Commercial Security, Others |
| By Key Players | 3M, Suprema HQ Inc., CA Technologies, NEC Corporation, EMC Corporation, Trustwave Holdings, IBM, RSA Security LLC, Okta Inc., VASCO Data Security International Inc., Crossmatch, Fujitsu, Entrust Inc., Gemalto NV, HID Global Corporation/ASSA ABLOY AB, Safran |
| Regions Covered | North America, Europe, Asia Pacific (APAC), Latin America, Middle East And Africa (MEA) |
| Countries Covered | North America : U.S and Canada Europe : U.K, Spain, Germany, Italy, Russia, France, Rest of Europe APAC : Japan, India, China, Australia, South Korea, South East Asia, Rest of Asia Pacific Latin America : Mexico, Brazil The Middle East And Africa : South Africa, UAE, Saudi Arab, Rest of MEA |
| Base Year | 2020 |
| Historical Year | 2016 to 2020 (Depending on availability, data from 2010 can be offered) |
| Forecast Year | 2028 |
| Number of Pages | 113 |
| Customization Available | Yes, the report can be tailored to meet your specific requirements. |
The research contains detailed information about market drivers, rising trends, development opportunities, and limitations that could alter the industry's market dynamics. It includes detailed market segment analysis, as well as products, applications, and competitor information.
Multi-Factor Authentication (MFA) Market Strategic Analysis
To assess the market, the research study employs a number of analytical approaches, including Porter's Five Forces, SWOT analysis, player positioning analysis, market share analysis, and value chain analysis. This multi-factor authentication (mfa) evaluation assists users in analyzing the market using a variety of metrics, including switching costs, economies of scale, current sales network, brand loyalty, capital investment, product rights and patents, regulatory legislation, promotional effects, and customers. It is intended that the information presented here will assist industry stakeholders in making decisions.
Global Multi-Factor Authentication (MFA) Market Report Segments:
On the basis of Products, the global Multi-Factor Authentication (MFA) market is segmented into Two-Factor Authentication, Three-Factor Authentication, Four-Factor Authentication, Five-Factor Authentication.
On the basis of Applications market is segmented into Banking and Finance, Government, Military and Defense, Commercial Security, Others.
The study report analyses and includes the various potential prospects and dynamics influencing the various segments.
Overview of the regional outlook of the Multi-Factor Authentication (MFA) Market:
Based on region, the market is divided into North America, Latin America, Asia Pacific (APAC), Europe, and the Middle East & Africa (MEA).
North America region is further subdivided into countries such as Canada and the U.S. Europe is further divided into Germany, Italy, the United Kingdom, France, Spain, Russia, and the Rest of Europe. Asia Pacific (APAC) is divided into India, China, Japan, South Korea, South East Asia, Australia, and the Rest of Asia Pacific. Latin America is further divided into Mexico, Brazil, and the Rest of Latin America, while the Middle East & Africa (MEA) is further divided into South Africa, GCC (Gulf Cooperation Council), Turkey, and the Rest of the Middle East & Africa.
INQUIRY_TEXT
Multi-Factor Authentication (MFA) Market Player’s Analysis
The report on multi-factor authentication (mfa) provides a detailed analysis of the industry's main players by providing an outline of the company's market shares.
Some of the major companies which are included in this study are:
- 3M
- Suprema HQ Inc.
- CA Technologies
- NEC Corporation
- EMC Corporation
- Trustwave Holdings
- IBM
- RSA Security LLC
- Okta Inc.
- VASCO Data Security International Inc.
- Crossmatch
- Fujitsu
- Entrust Inc.
- Gemalto NV
- HID Global Corporation/ASSA ABLOY AB
- Safran
Multi-Factor Authentication (MFA) Market Key Trends Analysis
Market Research Report closely monitors leading competitors, including micro and macro market trends, strategic analysis, market conditions, price analysis and overall synopsis of market circumstances over the forecast period. This is a comprehensive study that analyses market share, key categories, primary and secondary drivers, and geography. The report analysis examines the major elements impacting the development of the multi-factor authentication (mfa) market. The variables that drive demand for and the ones that limit the market's growth are discussed in detail, as is their impact on the global multi-factor authentication (mfa) industry.
The following are the key benefits to industry participants and stakeholders:
- Promising and special market categories, as well as regions with significant growth, are addressed
- In terms of value, the historical, present, and anticipated market sizes are shown
- The report examines the drivers, restraints, and opportunities that exist in the industry
- Current trends and advancements in the industry
- Analysis of the competitive landscape and strategies of major players
Major Highlights of the Multi-Factor Authentication (MFA) Market Report:
- An in-depth analysis of the industry.
- Latest developments and trends, as well as the drivers, restraints, and opportunities of the multi-factor authentication (mfa) market are discussed.
- Market size (in terms of volume and value) has been measured historically, currently, and future.
- Key players' strategies, as well as their product offerings.
- Industry Segments By Products:
- Two-Factor Authentication
- Three-Factor Authentication
- Four-Factor Authentication
- Five-Factor Authentication
- Industry Segments By Applications:
- Banking and Finance
- Government
- Military and Defense
- Commercial Security
- Others
- Analysis on a global and regional scale, as well as a geographical introduction.
- Research of raw materials used upstream, downstream demand, and existing market dynamics is performed.
We have investigated the multi-factor authentication (mfa) market from every angle, using both primary and secondary research approaches to do so. This assisted us in developing a better grasp of current market dynamics, such as the supply-demand imbalance, pricing trends, product preferences, customer behavior, and other factors. Using primary research with professionals in the field and opinion-makers from around the world, the insights were further verified and expanded upon a variety of market estimation and data validation approaches are used to further gather and validate the data.
Reasons to Buy the Multi-Factor Authentication (MFA) Market Report:
- On the global stage, the competitive landscape and demographic study render a complete and accurate picture of market condition.
- It contains accurate statistical information and is a helpful resource for firms who are interested in learning more about the topic.
- The multi-factor authentication (mfa) report delivers in-depth research of shifting competition dynamics, allowing you to stay one step ahead of your competitors.
- The term comprehensive companies refer to businesses that offer products as well as essential financial information, latest advancements, SWOT analysis, and tactics developed by these players.
- Data segments and sub-segments comprise quantitative and qualitative information, as well as value (in millions of dollars) and volume (in millions of units).
- Among other things, the competitive landscape comprises the market share of key competitors, new inventions, and methods that have been applied in the recent three years, among others.
Frequently Asked Questions
- 3M
- Suprema HQ Inc.
- CA Technologies
- NEC Corporation
- EMC Corporation
- Trustwave Holdings
- IBM
- RSA Security LLC
- Okta Inc.
- VASCO Data Security International Inc.
- Crossmatch
- Fujitsu
- Entrust Inc.
- Gemalto NV
- HID Global Corporation/ASSA ABLOY AB
- Safran
Table Of Content
Table of Content 1 Report Overview 1.1 Study Scope 1.2 Key Market Segments 1.3 Regulatory Scenario by Region/Country 1.4 Market Investment Scenario Strategic 1.5 Market Analysis by Type 1.5.1 Global Multi-Factor Authentication (MFA) Market Share by Type (2020-2026) 1.5.2 Two-Factor Authentication 1.5.3 Three-Factor Authentication 1.5.4 Four-Factor Authentication 1.5.5 Five-Factor Authentication 1.6 Market by Application 1.6.1 Global Multi-Factor Authentication (MFA) Market Share by Application (2020-2026) 1.6.2 Banking and Finance 1.6.3 Government 1.6.4 Military and Defense 1.6.5 Commercial Security 1.6.6 Others 1.7 Multi-Factor Authentication (MFA) Industry Development Trends under COVID-19 Outbreak 1.7.1 Global COVID-19 Status Overview 1.7.2 Influence of COVID-19 Outbreak on Multi-Factor Authentication (MFA) Industry Development 2. Global Market Growth Trends 2.1 Industry Trends 2.1.1 SWOT Analysis 2.1.2 Porter’s Five Forces Analysis 2.2 Potential Market and Growth Potential Analysis 2.3 Industry News and Policies by Regions 2.3.1 Industry News 2.3.2 Industry Policies 2.4 Industry Trends Under COVID-19 3 Value Chain of Multi-Factor Authentication (MFA) Market 3.1 Value Chain Status 3.2 Multi-Factor Authentication (MFA) Manufacturing Cost Structure Analysis 3.2.1 Production Process Analysis 3.2.2 Manufacturing Cost Structure of Multi-Factor Authentication (MFA) 3.2.3 Labor Cost of Multi-Factor Authentication (MFA) 3.2.3.1 Labor Cost of Multi-Factor Authentication (MFA) Under COVID-19 3.3 Sales and Marketing Model Analysis 3.4 Downstream Major Customer Analysis (by Region) 3.5 Value Chain Status Under COVID-19 4 Players Profiles 4.1 3M 4.1.1 3M Basic Information 4.1.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.1.3 3M Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.1.4 3M Business Overview 4.2 Suprema HQ Inc. 4.2.1 Suprema HQ Inc. Basic Information 4.2.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.2.3 Suprema HQ Inc. Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.2.4 Suprema HQ Inc. Business Overview 4.3 CA Technologies 4.3.1 CA Technologies Basic Information 4.3.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.3.3 CA Technologies Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.3.4 CA Technologies Business Overview 4.4 NEC Corporation 4.4.1 NEC Corporation Basic Information 4.4.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.4.3 NEC Corporation Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.4.4 NEC Corporation Business Overview 4.5 EMC Corporation 4.5.1 EMC Corporation Basic Information 4.5.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.5.3 EMC Corporation Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.5.4 EMC Corporation Business Overview 4.6 Trustwave Holdings 4.6.1 Trustwave Holdings Basic Information 4.6.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.6.3 Trustwave Holdings Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.6.4 Trustwave Holdings Business Overview 4.7 IBM 4.7.1 IBM Basic Information 4.7.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.7.3 IBM Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.7.4 IBM Business Overview 4.8 RSA Security LLC 4.8.1 RSA Security LLC Basic Information 4.8.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.8.3 RSA Security LLC Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.8.4 RSA Security LLC Business Overview 4.9 Okta Inc. 4.9.1 Okta Inc. Basic Information 4.9.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.9.3 Okta Inc. Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.9.4 Okta Inc. Business Overview 4.10 VASCO Data Security International Inc. 4.10.1 VASCO Data Security International Inc. Basic Information 4.10.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.10.3 VASCO Data Security International Inc. Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.10.4 VASCO Data Security International Inc. Business Overview 4.11 Crossmatch 4.11.1 Crossmatch Basic Information 4.11.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.11.3 Crossmatch Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.11.4 Crossmatch Business Overview 4.12 Fujitsu 4.12.1 Fujitsu Basic Information 4.12.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.12.3 Fujitsu Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.12.4 Fujitsu Business Overview 4.13 Entrust Inc. 4.13.1 Entrust Inc. Basic Information 4.13.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.13.3 Entrust Inc. Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.13.4 Entrust Inc. Business Overview 4.14 Gemalto NV 4.14.1 Gemalto NV Basic Information 4.14.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.14.3 Gemalto NV Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.14.4 Gemalto NV Business Overview 4.15 HID Global Corporation/ASSA ABLOY AB 4.15.1 HID Global Corporation/ASSA ABLOY AB Basic Information 4.15.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.15.3 HID Global Corporation/ASSA ABLOY AB Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.15.4 HID Global Corporation/ASSA ABLOY AB Business Overview 4.16 Safran 4.16.1 Safran Basic Information 4.16.2 Multi-Factor Authentication (MFA) Product Profiles, Application and Specification 4.16.3 Safran Multi-Factor Authentication (MFA) Market Performance (2015-2020) 4.16.4 Safran Business Overview 5 Global Multi-Factor Authentication (MFA) Market Analysis by Regions 5.1 Global Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Regions 5.1.1 Global Multi-Factor Authentication (MFA) Sales by Regions (2015-2020) 5.1.2 Global Multi-Factor Authentication (MFA) Revenue by Regions (2015-2020) 5.2 North America Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 5.3 Europe Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 5.4 Asia-Pacific Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 5.5 Middle East and Africa Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 5.6 South America Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 6 North America Multi-Factor Authentication (MFA) Market Analysis by Countries 6.1 North America Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Countries 6.1.1 North America Multi-Factor Authentication (MFA) Sales by Countries (2015-2020) 6.1.2 North America Multi-Factor Authentication (MFA) Revenue by Countries (2015-2020) 6.1.3 North America Multi-Factor Authentication (MFA) Market Under COVID-19 6.2 United States Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 6.2.1 United States Multi-Factor Authentication (MFA) Market Under COVID-19 6.3 Canada Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 6.4 Mexico Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7 Europe Multi-Factor Authentication (MFA) Market Analysis by Countries 7.1 Europe Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Countries 7.1.1 Europe Multi-Factor Authentication (MFA) Sales by Countries (2015-2020) 7.1.2 Europe Multi-Factor Authentication (MFA) Revenue by Countries (2015-2020) 7.1.3 Europe Multi-Factor Authentication (MFA) Market Under COVID-19 7.2 Germany Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.2.1 Germany Multi-Factor Authentication (MFA) Market Under COVID-19 7.3 UK Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.3.1 UK Multi-Factor Authentication (MFA) Market Under COVID-19 7.4 France Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.4.1 France Multi-Factor Authentication (MFA) Market Under COVID-19 7.5 Italy Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.5.1 Italy Multi-Factor Authentication (MFA) Market Under COVID-19 7.6 Spain Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.6.1 Spain Multi-Factor Authentication (MFA) Market Under COVID-19 7.7 Russia Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 7.7.1 Russia Multi-Factor Authentication (MFA) Market Under COVID-19 8 Asia-Pacific Multi-Factor Authentication (MFA) Market Analysis by Countries 8.1 Asia-Pacific Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Countries 8.1.1 Asia-Pacific Multi-Factor Authentication (MFA) Sales by Countries (2015-2020) 8.1.2 Asia-Pacific Multi-Factor Authentication (MFA) Revenue by Countries (2015-2020) 8.1.3 Asia-Pacific Multi-Factor Authentication (MFA) Market Under COVID-19 8.2 China Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.2.1 China Multi-Factor Authentication (MFA) Market Under COVID-19 8.3 Japan Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.3.1 Japan Multi-Factor Authentication (MFA) Market Under COVID-19 8.4 South Korea Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.4.1 South Korea Multi-Factor Authentication (MFA) Market Under COVID-19 8.5 Australia Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.6 India Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.6.1 India Multi-Factor Authentication (MFA) Market Under COVID-19 8.7 Southeast Asia Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 8.7.1 Southeast Asia Multi-Factor Authentication (MFA) Market Under COVID-19 9 Middle East and Africa Multi-Factor Authentication (MFA) Market Analysis by Countries 9.1 Middle East and Africa Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Countries 9.1.1 Middle East and Africa Multi-Factor Authentication (MFA) Sales by Countries (2015-2020) 9.1.2 Middle East and Africa Multi-Factor Authentication (MFA) Revenue by Countries (2015-2020) 9.1.3 Middle East and Africa Multi-Factor Authentication (MFA) Market Under COVID-19 9.2 Saudi Arabia Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 9.3 UAE Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 9.4 Egypt Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 9.5 Nigeria Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 9.6 South Africa Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 10 South America Multi-Factor Authentication (MFA) Market Analysis by Countries 10.1 South America Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Countries 10.1.1 South America Multi-Factor Authentication (MFA) Sales by Countries (2015-2020) 10.1.2 South America Multi-Factor Authentication (MFA) Revenue by Countries (2015-2020) 10.1.3 South America Multi-Factor Authentication (MFA) Market Under COVID-19 10.2 Brazil Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 10.2.1 Brazil Multi-Factor Authentication (MFA) Market Under COVID-19 10.3 Argentina Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 10.4 Columbia Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 10.5 Chile Multi-Factor Authentication (MFA) Sales and Growth Rate (2015-2020) 11 Global Multi-Factor Authentication (MFA) Market Segment by Types 11.1 Global Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Types (2015-2020) 11.1.1 Global Multi-Factor Authentication (MFA) Sales and Market Share by Types (2015-2020) 11.1.2 Global Multi-Factor Authentication (MFA) Revenue and Market Share by Types (2015-2020) 11.2 Two-Factor Authentication Sales and Price (2015-2020) 11.3 Three-Factor Authentication Sales and Price (2015-2020) 11.4 Four-Factor Authentication Sales and Price (2015-2020) 11.5 Five-Factor Authentication Sales and Price (2015-2020) 12 Global Multi-Factor Authentication (MFA) Market Segment by Applications 12.1 Global Multi-Factor Authentication (MFA) Sales, Revenue and Market Share by Applications (2015-2020) 12.1.1 Global Multi-Factor Authentication (MFA) Sales and Market Share by Applications (2015-2020) 12.1.2 Global Multi-Factor Authentication (MFA) Revenue and Market Share by Applications (2015-2020) 12.2 Banking and Finance Sales, Revenue and Growth Rate (2015-2020) 12.3 Government Sales, Revenue and Growth Rate (2015-2020) 12.4 Military and Defense Sales, Revenue and Growth Rate (2015-2020) 12.5 Commercial Security Sales, Revenue and Growth Rate (2015-2020) 12.6 Others Sales, Revenue and Growth Rate (2015-2020) 13 Multi-Factor Authentication (MFA) Market Forecast by Regions (2020-2026) 13.1 Global Multi-Factor Authentication (MFA) Sales, Revenue and Growth Rate (2020-2026) 13.2 Multi-Factor Authentication (MFA) Market Forecast by Regions (2020-2026) 13.2.1 North America Multi-Factor Authentication (MFA) Market Forecast (2020-2026) 13.2.2 Europe Multi-Factor Authentication (MFA) Market Forecast (2020-2026) 13.2.3 Asia-Pacific Multi-Factor Authentication (MFA) Market Forecast (2020-2026) 13.2.4 Middle East and Africa Multi-Factor Authentication (MFA) Market Forecast (2020-2026) 13.2.5 South America Multi-Factor Authentication (MFA) Market Forecast (2020-2026) 13.3 Multi-Factor Authentication (MFA) Market Forecast by Types (2020-2026) 13.4 Multi-Factor Authentication (MFA) Market Forecast by Applications (2020-2026) 13.5 Multi-Factor Authentication (MFA) Market Forecast Under COVID-19 14 Appendix 14.1 Methodology 14.2 Research Data Source
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