Research Summary
Underfills for semiconductors are specialized materials used in the electronics manufacturing process to fill the empty spaces between semiconductor chips and their packaging. These materials, usually in liquid or gel form, provide structural support, enhance thermal conductivity, and protect the delicate semiconductor components from environmental factors like moisture, contaminants, and mechanical stress. The application of underfill is a critical step in semiconductor packaging, improving the overall reliability and performance of electronic devices. The choice of underfill depends on factors such as the type of semiconductor, packaging method, and the specific requirements of the application. Advanced formulations aim to achieve optimal adhesion, thermal stability, and mechanical properties, ensuring the longevity and functionality of semiconductor devices in diverse applications ranging from consumer electronics to industrial machinery.
According to DIResearch's in-depth investigation and research, the global Underfills for Semiconductor market size will reach US$ Million in 2024, and is expected to reach US$ Million in 2030, with a CAGR of % (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be US$ Million, accounting for approximately % of the world. It is expected to reach US$ Million in 2030, and the global share will reach %.
The major global manufacturers of Underfills for Semiconductor include Henkel, Won Chemical, NAMICS, Showa Denko, Panasonic, MacDermid (Alpha Advanced Materials), Shin-Etsu, Sunstar, Fuji Chemical, Zymet, Shenzhen Dover, Threebond, AIM Solder, Darbond, Master Bond, Hanstars, Nagase ChemteX, LORD Corporation, Asec Co., Ltd., Everwide Chemical, Bondline, Panacol-Elosol, United Adhesives, U-Bond, Shenzhen Cooteck Electronic Material Technology etc. The global players competition landscape in this report is divided into three tiers. The first tiers is the global leading enterprise, which occupies a major market share, is in a leading position in the industry, has strong competitiveness and influence, and has a large revenue scale; the second tiers has a certain share and popularity in the market, actively follows the industry leaders in product, service or technological innovation, and has a medium revenue scale; the third tiers has a smaller share in the market, has a lower brand awareness, mainly focuses on the local market, and has a relatively small revenue scale.
This report studies the market size, price trends and future development prospects of Underfills for Semiconductor. Focus on analysing the market share, product portfolio, prices, sales volume, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Underfills for Semiconductor market. The report data covers historical data from 2019 to 2023, based year in 2024 and forecast data from 2025 to 2030.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Underfills for Semiconductor market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Underfills for Semiconductor industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy. ? ?
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Underfills for Semiconductor Include:
Henkel
Won Chemical
NAMICS
Showa Denko
Panasonic
MacDermid (Alpha Advanced Materials)
Shin-Etsu
Sunstar
Fuji Chemical
Zymet
Shenzhen Dover
Threebond
AIM Solder
Darbond
Master Bond
Hanstars
Nagase ChemteX
LORD Corporation
Asec Co., Ltd.
Everwide Chemical
Bondline
Panacol-Elosol
United Adhesives
U-Bond
Shenzhen Cooteck Electronic Material Technology
Underfills for Semiconductor Product Segment Include:
Chip-on-film Underfills
Flip Chip Underfills
CSP/BGA Board Level Underfills
Underfills for Semiconductor Product Application Include:
Industrial Electronics
Defense & Aerospace Electronics
Consumer Electronics
Automotive Electronics
Medical Electronics
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Underfills for Semiconductor Industry PESTEL Analysis
Chapter 3: Global Underfills for Semiconductor Industry Porter's Five Forces Analysis
Chapter 4: Global Underfills for Semiconductor Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Underfills for Semiconductor Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Underfills for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Underfills for Semiconductor Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 15: Research Findings and Conclusion
Chapter 16: Methodology and Data Sources
Table of Contents 1 Underfills for Semiconductor Market Overview 1.1 Product Definition and Statistical Scope 1.2 Underfills for Semiconductor Product by Type 1.2.1 Global Underfills for Semiconductor Market Size by Type, 2023 VS 2024 VS 2030 1.2.2 Chip-on-film Underfills 1.2.3 Flip Chip Underfills 1.2.4 CSP/BGA Board Level Underfills 1.3 Underfills for Semiconductor Product by Application 1.3.1 Global Underfills for Semiconductor Market Size by Application, 2023 VS 2024 VS 2030 1.3.2 Industrial Electronics 1.3.3 Defense & Aerospace Electronics 1.3.4 Consumer Electronics 1.3.5 Automotive Electronics 1.3.6 Medical Electronics 1.3.7 Others 1.4 Global Underfills for Semiconductor Market Revenue and Sales Analysis 1.4.1 Global Underfills for Semiconductor Market Size Analysis (2019-2030) 1.4.2 Global Underfills for Semiconductor Market Sales Analysis (2019-2030) 1.4.3 Global Underfills for Semiconductor Market Sales Price Trend Analysis (2019-2030) 1.5 Underfills for Semiconductor Market Development Status and Trends 1.5.1 Underfills for Semiconductor Industry Development Status Analysis 1.5.2 Underfills for Semiconductor Industry Development Trends Analysis 2 Underfills for Semiconductor Market PESTEL Analysis 2.1 Political Factors Analysis 2.2 Economic Factors Analysis 2.3 Social Factors Analysis 2.4 Technological Factors Analysis 2.5 Environmental Factors Analysis 2.6 Legal Factors Analysis 3 Underfills for Semiconductor Market Porter's Five Forces Analysis 3.1 Competitive Rivalry 3.2 Threat of New Entrants 3.3 Bargaining Power of Suppliers 3.4 Bargaining Power of Buyers 3.5 Threat of Substitutes 4 Global Underfills for Semiconductor Market Analysis by Regions 4.1 Underfills for Semiconductor Overall Market: 2023 VS 2024 VS 2030 4.2 Global Underfills for Semiconductor Revenue and Forecast Analysis (2019-2030) 4.2.1 Global Underfills for Semiconductor Revenue and Market Share by Region (2019-2024) 4.2.2 Global Underfills for Semiconductor Revenue Forecast by Region (2025-2030) 4.3 Global Underfills for Semiconductor Sales and Forecast Analysis (2019-2030) 4.3.1 Global Underfills for Semiconductor Sales and Market Share by Region (2019-2024) 4.3.2 Global Underfills for Semiconductor Sales Forecast by Region (2025-2030) 4.4 Global Underfills for Semiconductor Sales Price Trend Analysis (2019-2030) 5 Global Underfills for Semiconductor Market Size by Type and Application 5.1 Global Underfills for Semiconductor Market Size by Type 5.1.1 Global Underfills for Semiconductor Revenue and Forecast Analysis by Type (2019-2030) 5.1.2 Global Underfills for Semiconductor Sales and Forecast Analysis by Type (2019-2030) 5.2 Global Underfills for Semiconductor Market Size by Application 5.2.1 Global Underfills for Semiconductor Revenue and Forecast Analysis by Application (2019-2030) 5.2.2 Global Underfills for Semiconductor Sales and Forecast Analysis by Application (2019-2030) 6 North America 6.1 North America Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 6.2 North America Key Manufacturers Analysis 6.3 North America Underfills for Semiconductor Market Size by Type 6.3.1 North America Underfills for Semiconductor Sales by Type (2019-2030) 6.3.2 North America Underfills for Semiconductor Revenue by Type (2019-2030) 6.4 North America Underfills for Semiconductor Market Size by Application 6.4.1 North America Underfills for Semiconductor Sales by Application (2019-2030) 6.4.2 North America Underfills for Semiconductor Revenue by Application (2019-2030) 6.5 North America Underfills for Semiconductor Market Size by Country 6.5.1 US 6.5.2 Canada 7 Europe 7.1 Europe Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 7.2 Europe Key Manufacturers Analysis 7.3 Europe Underfills for Semiconductor Market Size by Type 7.3.1 Europe Underfills for Semiconductor Sales by Type (2019-2030) 7.3.2 Europe Underfills for Semiconductor Revenue by Type (2019-2030) 7.4 Europe Underfills for Semiconductor Market Size by Application 7.4.1 Europe Underfills for Semiconductor Sales by Application (2019-2030) 7.4.2 ? Europe Underfills for Semiconductor Revenue by Application (2019-2030) 7.5 Europe Underfills for Semiconductor Market Size by Country 7.5.1 Germany 7.5.2 France 7.5.3 United Kingdom 7.5.4 Italy 7.5.5 Spain 7.5.6 Benelux 8 China 8.1 China Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 8.2 China Key Manufacturers Analysis 8.3 China Underfills for Semiconductor Market Size by Type 8.3.1 China Underfills for Semiconductor Sales by Type (2019-2030) 8.3.2 China Underfills for Semiconductor Revenue by Type (2019-2030) 8.4 China Underfills for Semiconductor Market Size by Application 8.4.1 China Underfills for Semiconductor Sales by Application (2019-2030) 8.4.2 China Underfills for Semiconductor Revenue by Application (2019-2030) 9 APAC (excl. China) 9.1 APAC (excl. China) Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 9.2 APAC (excl. China) Key Manufacturers Analysis 9.3 APAC (excl. China) Underfills for Semiconductor Market Size by Type 9.3.1 APAC (excl. China) Underfills for Semiconductor Sales by Type (2019-2030) 9.3.2 APAC (excl. China) Underfills for Semiconductor Revenue by Type (2019-2030) 9.4 APAC (excl. China) Underfills for Semiconductor Market Size by Application 9.4.1 APAC (excl. China) Underfills for Semiconductor Sales by Application (2019-2030) 9.4.2 APAC (excl. China) Underfills for Semiconductor Revenue by Application (2019-2030) 9.5 APAC (excl. China) Underfills for Semiconductor Market Size by Country 9.5.1 Japan 9.5.2 South Korea 9.5.3 India 9.5.4 Australia 9.5.5 Indonesia 9.5.6 Vietnam 9.5.7 Malaysia 9.5.8 Thailand 10 Latin America 10.1 Latin America Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 10.2 Latin America Key Manufacturers Analysis 10.3 Latin America Underfills for Semiconductor Market Size by Type 10.3.1 Latin America Underfills for Semiconductor Sales by Type (2019-2030) 10.3.2 Latin America Underfills for Semiconductor Revenue by Type (2019-2030) 10.4 Latin America Underfills for Semiconductor Market Size by Application 10.4.1 Latin America Underfills for Semiconductor Sales by Application (2019-2030) 10.4.2 Latin America Underfills for Semiconductor Revenue by Application (2019-2030) 10.5 Latin America Underfills for Semiconductor Market Size by Country 10.5.1 Mexico 10.5.2 Brazil 11 Middle East & Africa 11.1 Middle East & Africa Underfills for Semiconductor Market Size and Growth Rate Analysis (2019-2030) 11.2 Middle East & Africa Key Manufacturers Analysis 11.3 Middle East & Africa Underfills for Semiconductor Market Size by Type 11.3.1 Middle East & Africa Underfills for Semiconductor Sales by Type (2019-2030) 11.3.2 Middle East & Africa Underfills for Semiconductor Revenue by Type (2019-2030) 11.4 Middle East & Africa Underfills for Semiconductor Market Size by Application 11.4.1 Middle East & Africa Underfills for Semiconductor Sales by Application (2019-2030) 11.4.2 Middle East & Africa Underfills for Semiconductor Revenue by Application (2019-2030) 11.5 Middle East & Africa Underfills for Semiconductor Market Size by Country 11.5.1 Saudi Arabia 11.5.2 South Africa 12 Competition by Manufacturers 12.1 Global Underfills for Semiconductor Market Sales, Revenue and Price by Key Manufacturers (2020-2024) 12.1.1 Global Underfills for Semiconductor Market Sales by Key Manufacturers (2020-2024) 12.1.2 Global Underfills for Semiconductor Market Revenue by Key Manufacturers (2020-2024) 12.1.3 Global Underfills for Semiconductor Average Sales Price by Manufacturers (2020-2024) 12.2 Underfills for Semiconductor Competitive Landscape Analysis and Market Dynamic 12.2.1 Underfills for Semiconductor Competitive Landscape Analysis 12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales 12.2.3 Market Dynamic 13 Key Companies Analysis 13.1 Henkel 13.1.1 Henkel Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.1.2 Henkel Underfills for Semiconductor Product Portfolio 13.1.3 Henkel Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.2 Won Chemical 13.2.1 Won Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.2.2 Won Chemical Underfills for Semiconductor Product Portfolio 13.2.3 Won Chemical Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.3 NAMICS 13.3.1 NAMICS Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.3.2 NAMICS Underfills for Semiconductor Product Portfolio 13.3.3 NAMICS Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.4 Showa Denko 13.4.1 Showa Denko Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.4.2 Showa Denko Underfills for Semiconductor Product Portfolio 13.4.3 Showa Denko Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.5 Panasonic 13.5.1 Panasonic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.5.2 Panasonic Underfills for Semiconductor Product Portfolio 13.5.3 Panasonic Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.6 MacDermid (Alpha Advanced Materials) 13.6.1 MacDermid (Alpha Advanced Materials) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.6.2 MacDermid (Alpha Advanced Materials) Underfills for Semiconductor Product Portfolio 13.6.3 MacDermid (Alpha Advanced Materials) Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.7 Shin-Etsu 13.7.1 Shin-Etsu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.7.2 Shin-Etsu Underfills for Semiconductor Product Portfolio 13.7.3 Shin-Etsu Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.8 Sunstar 13.8.1 Sunstar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.8.2 Sunstar Underfills for Semiconductor Product Portfolio 13.8.3 Sunstar Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.9 Fuji Chemical 13.9.1 Fuji Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.9.2 Fuji Chemical Underfills for Semiconductor Product Portfolio 13.9.3 Fuji Chemical Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.10 Zymet 13.10.1 Zymet Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.10.2 Zymet Underfills for Semiconductor Product Portfolio 13.10.3 Zymet Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.11 Shenzhen Dover 13.11.1 Shenzhen Dover Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.11.2 Shenzhen Dover Underfills for Semiconductor Product Portfolio 13.11.3 Shenzhen Dover Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.12 Threebond 13.12.1 Threebond Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.12.2 Threebond Underfills for Semiconductor Product Portfolio 13.12.3 Threebond Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.13 AIM Solder 13.13.1 AIM Solder Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.13.2 AIM Solder Underfills for Semiconductor Product Portfolio 13.13.3 AIM Solder Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.14 Darbond 13.14.1 Darbond Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.14.2 Darbond Underfills for Semiconductor Product Portfolio 13.14.3 Darbond Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.15 Master Bond 13.15.1 Master Bond Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.15.2 Master Bond Underfills for Semiconductor Product Portfolio 13.15.3 Master Bond Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.16 Hanstars 13.16.1 Hanstars Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.16.2 Hanstars Underfills for Semiconductor Product Portfolio 13.16.3 Hanstars Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.17 Nagase ChemteX 13.17.1 Nagase ChemteX Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.17.2 Nagase ChemteX Underfills for Semiconductor Product Portfolio 13.17.3 Nagase ChemteX Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.18 LORD Corporation 13.18.1 LORD Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.18.2 LORD Corporation Underfills for Semiconductor Product Portfolio 13.18.3 LORD Corporation Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.19 Asec Co., Ltd. 13.19.1 Asec Co., Ltd. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.19.2 Asec Co., Ltd. Underfills for Semiconductor Product Portfolio 13.19.3 Asec Co., Ltd. Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.20 Everwide Chemical 13.20.1 Everwide Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.20.2 Everwide Chemical Underfills for Semiconductor Product Portfolio 13.20.3 Everwide Chemical Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.21 Bondline 13.21.1 Bondline Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.21.2 Bondline Underfills for Semiconductor Product Portfolio 13.21.3 Bondline Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.22 Panacol-Elosol 13.22.1 Panacol-Elosol Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.22.2 Panacol-Elosol Underfills for Semiconductor Product Portfolio 13.22.3 Panacol-Elosol Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.23 United Adhesives 13.23.1 United Adhesives Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.23.2 United Adhesives Underfills for Semiconductor Product Portfolio 13.23.3 United Adhesives Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.24 U-Bond 13.24.1 U-Bond Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.24.2 U-Bond Underfills for Semiconductor Product Portfolio 13.24.3 U-Bond Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.25 Shenzhen Cooteck Electronic Material Technology 13.25.1 Shenzhen Cooteck Electronic Material Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.25.2 Shenzhen Cooteck Electronic Material Technology Underfills for Semiconductor Product Portfolio 13.25.3 Shenzhen Cooteck Electronic Material Technology Underfills for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 14 Industry Chain Analysis 14.1 Underfills for Semiconductor Industry Chain Analysis 14.2 Underfills for Semiconductor Industry Upstream Supply Analysis 14.2.1 Upstream Key Raw Material Supply Analysis 14.2.2 Raw Material Suppliers and Contact Information 14.3 Underfills for Semiconductor Typical Downstream Customers 14.4 Underfills for Semiconductor Sales Channel Analysis 15 Research Findings and Conclusion 16 Methodology and Data Source 16.1 Methodology/Research Approach 16.2 Research Scope 16.3 Benchmarks and Assumptions 16.4 Date Source 16.4.1 Primary Sources 16.4.2 Secondary Sources 16.5 Data Cross Validation 16.6 Disclaimer
Publisher: DIResearch
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