Global Automatic Tire Inflation System Competitive Landscape Professional Research Report 2025
Description
Research Summary
An Automatic Tire Inflation System (ATIS) is a technology designed to regulate tire pressure at a predetermined pressure level, regardless of the load carried by the vehicle. The system continuously monitors tire pressure and automatically adds air when it drops below a set level. This helps to optimize vehicle performance, reduce tire wear, and improve fuel efficiency. ATIS is commonly used in heavy-duty vehicles such as trucks, buses, trailers, and military vehicles.
According to DIResearch's in-depth investigation and research, the global Automatic Tire Inflation System market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Automatic Tire Inflation System include PSI, Dana Limited, Hendrickson (Boler Company), Nexter Group (KNDS Group), STEMCO (EnPro Industries), Tire Pressure Control International, Aperia Technologies, Pressure Guard, PTG (Michelin), TELEFLOW (Michelin) 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 Automatic Tire Inflation System. 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 Automatic Tire Inflation System 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 North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Automatic Tire Inflation System 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 Automatic Tire Inflation System 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 Automatic Tire Inflation System Include:
PSI
Dana Limited
Hendrickson (Boler Company)
Nexter Group (KNDS Group)
STEMCO (EnPro Industries)
Tire Pressure Control International
Aperia Technologies
Pressure Guard
PTG (Michelin)
TELEFLOW (Michelin)
Automatic Tire Inflation System Product Segment Include:
Tractors
Trucks
Trailers
Others
Automatic Tire Inflation System Product Application Include:
Military
Commercial
Agriculture
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Automatic Tire Inflation System Industry PESTEL Analysis
Chapter 3: Global Automatic Tire Inflation System Industry Porter’s Five Forces Analysis
Chapter 4: Global Automatic Tire Inflation System Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Automatic Tire Inflation System Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Automatic Tire Inflation System 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
An Automatic Tire Inflation System (ATIS) is a technology designed to regulate tire pressure at a predetermined pressure level, regardless of the load carried by the vehicle. The system continuously monitors tire pressure and automatically adds air when it drops below a set level. This helps to optimize vehicle performance, reduce tire wear, and improve fuel efficiency. ATIS is commonly used in heavy-duty vehicles such as trucks, buses, trailers, and military vehicles.
According to DIResearch's in-depth investigation and research, the global Automatic Tire Inflation System market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Automatic Tire Inflation System include PSI, Dana Limited, Hendrickson (Boler Company), Nexter Group (KNDS Group), STEMCO (EnPro Industries), Tire Pressure Control International, Aperia Technologies, Pressure Guard, PTG (Michelin), TELEFLOW (Michelin) 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 Automatic Tire Inflation System. 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 Automatic Tire Inflation System 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 North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Automatic Tire Inflation System 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 Automatic Tire Inflation System 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 Automatic Tire Inflation System Include:
PSI
Dana Limited
Hendrickson (Boler Company)
Nexter Group (KNDS Group)
STEMCO (EnPro Industries)
Tire Pressure Control International
Aperia Technologies
Pressure Guard
PTG (Michelin)
TELEFLOW (Michelin)
Automatic Tire Inflation System Product Segment Include:
Tractors
Trucks
Trailers
Others
Automatic Tire Inflation System Product Application Include:
Military
Commercial
Agriculture
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Automatic Tire Inflation System Industry PESTEL Analysis
Chapter 3: Global Automatic Tire Inflation System Industry Porter’s Five Forces Analysis
Chapter 4: Global Automatic Tire Inflation System Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Automatic Tire Inflation System Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Automatic Tire Inflation System Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Automatic Tire Inflation System 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
170 Pages
- 1 Automatic Tire Inflation System Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Automatic Tire Inflation System Product by Type
- 1.2.1 Tractors
- 1.2.2 Trucks
- 1.2.3 Trailers
- 1.2.4 Others
- 1.3 Automatic Tire Inflation System Product by Application
- 1.3.1 Military
- 1.3.2 Commercial
- 1.3.3 Agriculture
- 1.4 Global Automatic Tire Inflation System Market Revenue and Sales Analysis
- 1.4.1 Global Automatic Tire Inflation System Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Automatic Tire Inflation System Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Automatic Tire Inflation System Market Sales Price Trend Analysis (2020-2032)
- 1.5 Automatic Tire Inflation System Industry Trends and Innovation
- 1.5.1 Automatic Tire Inflation System Industry Trends and Innovation
- 1.5.2 Automatic Tire Inflation System Market Drivers and Challenges
- 2 Automatic Tire Inflation System 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 Automatic Tire Inflation System 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 Automatic Tire Inflation System Market Analysis by Regions
- 4.1 Global Automatic Tire Inflation System Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Automatic Tire Inflation System Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Automatic Tire Inflation System Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Automatic Tire Inflation System Revenue and Market Share Forecast by Region (2026-2032)
- 4.3 Global Automatic Tire Inflation System Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Automatic Tire Inflation System Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Automatic Tire Inflation System Sales and Market Share Forecast by Region (2026-2032)
- 4.4 Global Automatic Tire Inflation System Sales Price Trend Analysis (2020-2032)
- 5 Global Automatic Tire Inflation System Market Size by Type and Application
- 5.1 Global Automatic Tire Inflation System Market Size by Type
- 5.1.1 Global Automatic Tire Inflation System Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Automatic Tire Inflation System Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Automatic Tire Inflation System Market Size by Application
- 5.2.1 Global Automatic Tire Inflation System Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Automatic Tire Inflation System Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Automatic Tire Inflation System Market Size by Type
- 6.3.1 North America Automatic Tire Inflation System Sales by Type (2020-2032)
- 6.3.2 North America Automatic Tire Inflation System Revenue by Type (2020-2032)
- 6.4 North America Automatic Tire Inflation System Market Size by Application
- 6.4.1 North America Automatic Tire Inflation System Sales by Application (2020-2032)
- 6.4.2 North America Automatic Tire Inflation System Revenue by Application (2020-2032)
- 6.5 North America Automatic Tire Inflation System Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Automatic Tire Inflation System Market Size by Type
- 7.3.1 Europe Automatic Tire Inflation System Sales by Type (2020-2032)
- 7.3.2 Europe Automatic Tire Inflation System Revenue by Type (2020-2032)
- 7.4 Europe Automatic Tire Inflation System Market Size by Application
- 7.4.1 Europe Automatic Tire Inflation System Sales by Application (2020-2032)
- 7.4.2 Europe Automatic Tire Inflation System Revenue by Application (2020-2032)
- 7.5 Europe Automatic Tire Inflation System 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 Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Automatic Tire Inflation System Market Size by Type
- 8.3.1 China Automatic Tire Inflation System Sales by Type (2020-2032)
- 8.3.2 China Automatic Tire Inflation System Revenue by Type (2020-2032)
- 8.4 China Automatic Tire Inflation System Market Size by Application
- 8.4.1 China Automatic Tire Inflation System Sales by Application (2020-2032)
- 8.4.2 China Automatic Tire Inflation System Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Automatic Tire Inflation System Market Size by Type
- 9.3.1 APAC (excl. China) Automatic Tire Inflation System Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Automatic Tire Inflation System Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Automatic Tire Inflation System Market Size by Application
- 9.4.1 APAC (excl. China) Automatic Tire Inflation System Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Automatic Tire Inflation System Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Automatic Tire Inflation System Market Size by Country
- 9.5.1 Japan
- 9.5.2 South Korea
- 9.5.3 India
- 9.5.4 Australia
- 9.5.5 Southeast Asia
- 10 Latin America
- 10.1 Latin America Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Automatic Tire Inflation System Market Size by Type
- 10.3.1 Latin America Automatic Tire Inflation System Sales by Type (2020-2032)
- 10.3.2 Latin America Automatic Tire Inflation System Revenue by Type (2020-2032)
- 10.4 Latin America Automatic Tire Inflation System Market Size by Application
- 10.4.1 Latin America Automatic Tire Inflation System Sales by Application (2020-2032)
- 10.4.2 Latin America Automatic Tire Inflation System Revenue by Application (2020-2032)
- 10.5 Latin America Automatic Tire Inflation System Market Size by Country
- 10.6 Latin America Automatic Tire Inflation System Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Automatic Tire Inflation System Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Automatic Tire Inflation System Market Size by Type
- 11.3.1 Middle East & Africa Automatic Tire Inflation System Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Automatic Tire Inflation System Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Automatic Tire Inflation System Market Size by Application
- 11.4.1 Middle East & Africa Automatic Tire Inflation System Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Automatic Tire Inflation System Revenue by Application (2020-2032)
- 11.5 Middle East Automatic Tire Inflation System Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Automatic Tire Inflation System Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Automatic Tire Inflation System Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Automatic Tire Inflation System Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Automatic Tire Inflation System Average Sales Price by Manufacturers (2021-2025)
- 12.2 Automatic Tire Inflation System Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Automatic Tire Inflation System 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 PSI
- 13.1.1 PSI Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 PSI Automatic Tire Inflation System Product Portfolio
- 13.1.3 PSI Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Dana Limited
- 13.2.1 Dana Limited Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Dana Limited Automatic Tire Inflation System Product Portfolio
- 13.2.3 Dana Limited Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Hendrickson (Boler Company)
- 13.3.1 Hendrickson (Boler Company) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Hendrickson (Boler Company) Automatic Tire Inflation System Product Portfolio
- 13.3.3 Hendrickson (Boler Company) Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Nexter Group (KNDS Group)
- 13.4.1 Nexter Group (KNDS Group) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Nexter Group (KNDS Group) Automatic Tire Inflation System Product Portfolio
- 13.4.3 Nexter Group (KNDS Group) Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 STEMCO (EnPro Industries)
- 13.5.1 STEMCO (EnPro Industries) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 STEMCO (EnPro Industries) Automatic Tire Inflation System Product Portfolio
- 13.5.3 STEMCO (EnPro Industries) Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Tire Pressure Control International
- 13.6.1 Tire Pressure Control International Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Tire Pressure Control International Automatic Tire Inflation System Product Portfolio
- 13.6.3 Tire Pressure Control International Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 Aperia Technologies
- 13.7.1 Aperia Technologies Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Aperia Technologies Automatic Tire Inflation System Product Portfolio
- 13.7.3 Aperia Technologies Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Pressure Guard
- 13.8.1 Pressure Guard Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Pressure Guard Automatic Tire Inflation System Product Portfolio
- 13.8.3 Pressure Guard Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 PTG (Michelin)
- 13.9.1 PTG (Michelin) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 PTG (Michelin) Automatic Tire Inflation System Product Portfolio
- 13.9.3 PTG (Michelin) Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 TELEFLOW (Michelin)
- 13.10.1 TELEFLOW (Michelin) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 TELEFLOW (Michelin) Automatic Tire Inflation System Product Portfolio
- 13.10.3 TELEFLOW (Michelin) Automatic Tire Inflation System Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Automatic Tire Inflation System Industry Chain Analysis
- 14.2 Automatic Tire Inflation System Industry Raw Material and Suppliers Analysis
- 14.2.1 Automatic Tire Inflation System Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Automatic Tire Inflation System Typical Downstream Customers
- 14.4 Automatic Tire Inflation System 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
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