Global Wallpaper Market Research Report, Competitive, Technology and Forecast Analysis 2025-2032
Description
Market Overview
According to DIResearch＇s in-depth investigation and research, the global Wallpaper market size will reach 34,227 Million USD in 2025 and is projected to reach 40,298 Million USD by 2032, with a CAGR of 2.36% (2025-2032). Notably, the China Wallpaper market has changed rapidly in the past few years. By 2025, China＇s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Wallpaper is a decorative material used to cover and adorn interior walls in homes, offices, and other buildings. It typically consists of a paper or vinyl backing with a printed design or pattern applied to the surface. Wallpaper comes in a wide variety of colors, patterns, textures, and styles, ranging from traditional floral prints to modern geometric designs, textured finishes, and even custom-made murals. It is applied to walls using wallpaper paste or adhesive and can be easily removed or replaced when desired. Wallpaper serves both functional and aesthetic purposes, providing insulation, soundproofing, and protection for walls while also adding visual interest, personality, and style to interior spaces. It is a versatile and customizable option for transforming and enhancing the look and feel of any room.
The major global manufacturers of Wallpaper include Goodrich, Vescom, Elitis, Knoll, York, Ahlstrom Munksjo, Brewster Home Fashions, LSI Wallcovering, J.Josephson, BN International, Cole & Son, Eijffinger, Harlequin, Hytex, Len-Tex, Koroseal, F. Schumacher & Company, Fidelity Wallcoverings, Roysons, Walker Greenbank, Johns Manville, MDC Wallcoverings, Colour & Design, Arte-international, Rainbow Wallpapers, Omexco, etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Wallpaper. Focus on analysing the market share, product portfolio, prices, sales, 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 Wallpaper market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Wallpaper 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 Wallpaper 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 Wallpaper Include:
Goodrich
Vescom
Elitis
Knoll
York
Ahlstrom Munksjo
Brewster Home Fashions
LSI Wallcovering
J.Josephson
BN International
Cole & Son
Eijffinger
Harlequin
Hytex
Len-Tex
Koroseal
F. Schumacher & Company
Fidelity Wallcoverings
Roysons
Walker Greenbank
Johns Manville
MDC Wallcoverings
Colour & Design
Arte-international
Rainbow Wallpapers
Omexco
Wallpaper Product Segment Include:
Vinyl Wallcoverings
Textile Wallcoverings
Wallpaper Product Application Include:
Household
Commercial
Other
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Wallpaper Industry PESTEL Analysis
Chapter 3: Global Wallpaper Industry Porter's Five Forces Analysis
Chapter 4: Global Wallpaper Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 5: Global Wallpaper Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 6: Global Wallpaper Sales, Revenue, Price and Forecast by Product Type
Chapter 7: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 8: Industrial Chain Analysis, Wallpaper Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 9: Research Findings and Conclusion
Chapter 10: Methodology and Data Sources
According to DIResearch＇s in-depth investigation and research, the global Wallpaper market size will reach 34,227 Million USD in 2025 and is projected to reach 40,298 Million USD by 2032, with a CAGR of 2.36% (2025-2032). Notably, the China Wallpaper market has changed rapidly in the past few years. By 2025, China＇s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Wallpaper is a decorative material used to cover and adorn interior walls in homes, offices, and other buildings. It typically consists of a paper or vinyl backing with a printed design or pattern applied to the surface. Wallpaper comes in a wide variety of colors, patterns, textures, and styles, ranging from traditional floral prints to modern geometric designs, textured finishes, and even custom-made murals. It is applied to walls using wallpaper paste or adhesive and can be easily removed or replaced when desired. Wallpaper serves both functional and aesthetic purposes, providing insulation, soundproofing, and protection for walls while also adding visual interest, personality, and style to interior spaces. It is a versatile and customizable option for transforming and enhancing the look and feel of any room.
The major global manufacturers of Wallpaper include Goodrich, Vescom, Elitis, Knoll, York, Ahlstrom Munksjo, Brewster Home Fashions, LSI Wallcovering, J.Josephson, BN International, Cole & Son, Eijffinger, Harlequin, Hytex, Len-Tex, Koroseal, F. Schumacher & Company, Fidelity Wallcoverings, Roysons, Walker Greenbank, Johns Manville, MDC Wallcoverings, Colour & Design, Arte-international, Rainbow Wallpapers, Omexco, etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Wallpaper. Focus on analysing the market share, product portfolio, prices, sales, 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 Wallpaper market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Wallpaper 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 Wallpaper 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 Wallpaper Include:
Goodrich
Vescom
Elitis
Knoll
York
Ahlstrom Munksjo
Brewster Home Fashions
LSI Wallcovering
J.Josephson
BN International
Cole & Son
Eijffinger
Harlequin
Hytex
Len-Tex
Koroseal
F. Schumacher & Company
Fidelity Wallcoverings
Roysons
Walker Greenbank
Johns Manville
MDC Wallcoverings
Colour & Design
Arte-international
Rainbow Wallpapers
Omexco
Wallpaper Product Segment Include:
Vinyl Wallcoverings
Textile Wallcoverings
Wallpaper Product Application Include:
Household
Commercial
Other
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Wallpaper Industry PESTEL Analysis
Chapter 3: Global Wallpaper Industry Porter's Five Forces Analysis
Chapter 4: Global Wallpaper Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 5: Global Wallpaper Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 6: Global Wallpaper Sales, Revenue, Price and Forecast by Product Type
Chapter 7: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 8: Industrial Chain Analysis, Wallpaper Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 9: Research Findings and Conclusion
Chapter 10: Methodology and Data Sources
Table of Contents
165 Pages
- 1 Wallpaper Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Wallpaper Product by Type
- 1.2.1 Vinyl Wallcoverings
- 1.2.2 Textile Wallcoverings
- 1.3 Wallpaper Product by Application
- 1.3.1 Household
- 1.3.2 Commercial
- 1.3.3 Other
- 1.4 Global Wallpaper Market Revenue and Sales Analysis
- 1.4.1 Global Wallpaper Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Wallpaper Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Wallpaper Market Sales Price Trend Analysis (2020-2032)
- 1.5 Wallpaper Market Development Status and Trends
- 1.5.1 Wallpaper Industry Development Status Analysis
- 1.5.2 Wallpaper Industry Development Trends Analysis
- 2 Wallpaper 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 Wallpaper 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 Wallpaper Market Analysis by Country
- 4.1 Global Wallpaper Market Size Analysis by Country: 2024 VS 2025 VS 2032
- 4.1.1 Global Wallpaper Revenue and Market Share by Country (2020-2025)
- 4.1.2 Global Wallpaper Revenue and Market Share Forecast by Country (2026-2032)
- 4.2 Global Wallpaper Sales Analysis by Country: 2024 VS 2025 VS 2032
- 4.2.1 Global Wallpaper Sales and Market Share by Country (2020-2025)
- 4.2.2 Global Wallpaper Sales and Market Share Forecast by Country (2026-2032)
- 4.3 United States Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.4 Germany Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.5 Japan Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.6 China Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.7 France Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.8 U.K. Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.9 South Korea Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.10 Canada Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.11 Italy Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.12 Russia Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.13 Mexico Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.14 Brazil Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.15 India Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.16 Vietnam Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.17 Thailand Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 4.18 South Africa Wallpaper Market Sales, Revenue and Growth Rate (2020-2032)
- 5 Competition by Manufacturers
- 5.1 Global Wallpaper Market Sales, Revenue and Sales Price by Key Manufacturers (2021-2025)
- 5.1.1 Global Wallpaper Market Sales by Key Manufacturers (2021-2025)
- 5.1.2 Global Wallpaper Market Revenue by Key Manufacturers (2021-2025)
- 5.1.3 Global Wallpaper Average Sales Price by Manufacturers (2021-2025)
- 5.2 Wallpaper Competitive Landscape Analysis and Market Dynamic
- 5.2.1 Wallpaper Competitive Landscape Analysis
- 5.2.2 Global Key Manufacturers Headquarter and Key Area Sales
- 5.2.3 Market Dynamic
- 6 Wallpaper Market Analysis by Type
- 6.1 Global Wallpaper Market Revenue Analysis by Type
- 6.1.1 Global Wallpaper Market Size Analysis by Type: 2024 & 2025 & 2032
- 6.1.2 Global Wallpaper Revenue and Forecast Analysis by Type (2020-2032)
- 6.2 Global Wallpaper Market Sales and Forecast Analysis by Type (2020-2032)
- 6.3 Global Wallpaper Sales Price Trend Analysis by Type (2020-2032)
- 7 Key Companies Analysis
- 7.1 Goodrich
- 7.1.1 Goodrich Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.1.2 Goodrich Wallpaper Product Portfolio
- 7.1.3 Goodrich Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.2 Vescom
- 7.2.1 Vescom Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.2.2 Vescom Wallpaper Product Portfolio
- 7.2.3 Vescom Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.3 Elitis
- 7.3.1 Elitis Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.3.2 Elitis Wallpaper Product Portfolio
- 7.3.3 Elitis Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.4 Knoll
- 7.4.1 Knoll Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.4.2 Knoll Wallpaper Product Portfolio
- 7.4.3 Knoll Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.5 York
- 7.5.1 York Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.5.2 York Wallpaper Product Portfolio
- 7.5.3 York Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.6 Ahlstrom Munksjo
- 7.6.1 Ahlstrom Munksjo Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.6.2 Ahlstrom Munksjo Wallpaper Product Portfolio
- 7.6.3 Ahlstrom Munksjo Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.7 Brewster Home Fashions
- 7.7.1 Brewster Home Fashions Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.7.2 Brewster Home Fashions Wallpaper Product Portfolio
- 7.7.3 Brewster Home Fashions Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.8 LSI Wallcovering
- 7.8.1 LSI Wallcovering Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.8.2 LSI Wallcovering Wallpaper Product Portfolio
- 7.8.3 LSI Wallcovering Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.9 J.Josephson
- 7.9.1 J.Josephson Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.9.2 J.Josephson Wallpaper Product Portfolio
- 7.9.3 J.Josephson Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.10 BN International
- 7.10.1 BN International Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.10.2 BN International Wallpaper Product Portfolio
- 7.10.3 BN International Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.11 Cole & Son
- 7.11.1 Cole & Son Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.11.2 Cole & Son Wallpaper Product Portfolio
- 7.11.3 Cole & Son Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.12 Eijffinger
- 7.12.1 Eijffinger Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.12.2 Eijffinger Wallpaper Product Portfolio
- 7.12.3 Eijffinger Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.13 Harlequin
- 7.13.1 Harlequin Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.13.2 Harlequin Wallpaper Product Portfolio
- 7.13.3 Harlequin Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.14 Hytex
- 7.14.1 Hytex Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.14.2 Hytex Wallpaper Product Portfolio
- 7.14.3 Hytex Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.15 Len-Tex
- 7.15.1 Len-Tex Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.15.2 Len-Tex Wallpaper Product Portfolio
- 7.15.3 Len-Tex Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.16 Koroseal
- 7.16.1 Koroseal Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.16.2 Koroseal Wallpaper Product Portfolio
- 7.16.3 Koroseal Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.17 F. Schumacher & Company
- 7.17.1 F. Schumacher & Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.17.2 F. Schumacher & Company Wallpaper Product Portfolio
- 7.17.3 F. Schumacher & Company Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.18 Fidelity Wallcoverings
- 7.18.1 Fidelity Wallcoverings Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.18.2 Fidelity Wallcoverings Wallpaper Product Portfolio
- 7.18.3 Fidelity Wallcoverings Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.19 Roysons
- 7.19.1 Roysons Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.19.2 Roysons Wallpaper Product Portfolio
- 7.19.3 Roysons Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.20 Walker Greenbank
- 7.20.1 Walker Greenbank Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.20.2 Walker Greenbank Wallpaper Product Portfolio
- 7.20.3 Walker Greenbank Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.21 Johns Manville
- 7.21.1 Johns Manville Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.21.2 Johns Manville Wallpaper Product Portfolio
- 7.21.3 Johns Manville Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.22 MDC Wallcoverings
- 7.22.1 MDC Wallcoverings Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.22.2 MDC Wallcoverings Wallpaper Product Portfolio
- 7.22.3 MDC Wallcoverings Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.23 Colour & Design
- 7.23.1 Colour & Design Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.23.2 Colour & Design Wallpaper Product Portfolio
- 7.23.3 Colour & Design Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.24 Arte-international
- 7.24.1 Arte-international Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.24.2 Arte-international Wallpaper Product Portfolio
- 7.24.3 Arte-international Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.25 Rainbow Wallpapers
- 7.25.1 Rainbow Wallpapers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.25.2 Rainbow Wallpapers Wallpaper Product Portfolio
- 7.25.3 Rainbow Wallpapers Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 7.26 Omexco
- 7.26.1 Omexco Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 7.26.2 Omexco Wallpaper Product Portfolio
- 7.26.3 Omexco Wallpaper Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8 Industry Chain Analysis
- 8.1 Wallpaper Industry Chain Analysis
- 8.2 Wallpaper Industry Upstream Supply Analysis
- 8.2.1 Upstream Key Raw Material Supply Analysis
- 8.2.2 Raw Material Suppliers and Contact Information
- 8.3 Wallpaper Product Downstream Application Analysis
- 8.3.1 Global Wallpaper Revenue Market Size by Application: 2024 & 2025 & 2032
- 8.3.2 Global Wallpaper Revenue and Forecast Analysis by Application (2020-2032)
- 8.3.3 Global Wallpaper Sales and Forecast Analysis by Application (2020-2032)
- 8.4 Wallpaper Typical Downstream Customers
- 8.5 Wallpaper Sales Channel Analysis
- 9 Research Findings and Conclusion
- 10 Methodology and Data Source
- 10.1 Methodology/Research Approach
- 10.2 Research Scope
- 10.3 Benchmarks and Assumptions
- 10.4 Date Source
- 10.4.1 Primary Sources
- 10.4.2 Secondary Sources
- 10.5 Data Cross Validation
- 10.6 Disclaimer
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