Global Excavator Attachments Competitive Landscape Professional Research Report 2024

Global Excavator Attachments Competitive Landscape Professional Research Report 2024



Research Summary

Excavator attachments are specialized tools and accessories designed to enhance the versatility and functionality of excavators. These attachments can be easily affixed to the excavator's hydraulic arm and provide the machine with the capability to perform a wide range of tasks beyond traditional digging and excavation. There are various types of excavator attachments, including buckets for different purposes (e.g., digging, grading, trenching), hydraulic hammers for breaking up rocks and concrete, grapples for handling debris, augers for drilling holes, and tiltrotators for improved maneuverability. Excavator attachments enable operators to tackle diverse construction, landscaping, and demolition projects with efficiency and precision, making excavators highly adaptable and valuable equipment in various industries.

According to DIResearch's in-depth investigation and research, the global Excavator Attachments market size will reach XX US$ Million in 2024, and is expected to reach XX US$ Million in 2030, with a CAGR of XX% (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be XX US$ Million, accounting for approximately XX% of the world. It is expected to reach XX US$ Million in 2030, and the global share will reach XX%.

The major global manufacturers of Excavator Attachments include Caterpillar, Rockland, Craig Manufacturing, Sandvik, Amulet, TRK, Geith, Hyundai Doosan, Epiroc, Kenco, SEC, Manitou Group, Strickland MFG, Volvo, Stanley Black & Decker, MSB, Komatsu, Furukawa, Soosan, Toku, NPK, Hyundai Everdigm, Indeco, AMI Attachments, Kinshofer, Waratah, Ditch Witch, Fecon Incorporated, Felco, Eddie 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 Excavator Attachments. 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 Excavator Attachments 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 Excavator Attachments 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 Excavator Attachments 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 Excavator Attachments Include:

Caterpillar

Rockland

Craig Manufacturing

Sandvik

Amulet

TRK

Geith

Hyundai Doosan

Epiroc

Kenco

SEC

Manitou Group

Strickland MFG

Volvo

Stanley Black & Decker

MSB

Komatsu

Furukawa

Soosan

Toku

NPK

Hyundai Everdigm

Indeco

AMI Attachments

Kinshofer

Waratah

Ditch Witch

Fecon Incorporated

Felco

Eddie

Excavator Attachments Product Segment Include:

Bucket

Hammer

Grapple

Thumb

Rake

Harvester Head

Auger

Others

Excavator Attachments Product Application Include:

Demolition

Recycling

Forestry

Excavation

Others

Chapter Scope

Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends

Chapter 2: Global Excavator Attachments Industry PESTEL Analysis

Chapter 3: Global Excavator Attachments Industry Porter’s Five Forces Analysis

Chapter 4: Global Excavator Attachments Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Excavator Attachments Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Excavator Attachments Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Excavator Attachments 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


1 Excavator Attachments Market Overview
1.1 Product Definition and Statistical Scope
1.2 Excavator Attachments Product by Type
1.2.1 Global Excavator Attachments Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Bucket
1.2.3 Hammer
1.2.4 Grapple
1.2.5 Thumb
1.2.6 Rake
1.2.7 Harvester Head
1.2.8 Auger
1.2.9 Others
1.3 Excavator Attachments Product by Application
1.3.1 Global Excavator Attachments Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Demolition
1.3.3 Recycling
1.3.4 Forestry
1.3.5 Excavation
1.3.6 Others
1.4 Global Excavator Attachments Market Revenue and Sales Analysis
1.4.1 Global Excavator Attachments Market Size Analysis (2019-2030)
1.4.2 Global Excavator Attachments Market Sales Analysis (2019-2030)
1.4.3 Global Excavator Attachments Market Sales Price Trend Analysis (2019-2030)
1.5 Excavator Attachments Market Development Status and Trends
1.5.1 Excavator Attachments Industry Development Status Analysis
1.5.2 Excavator Attachments Industry Development Trends Analysis
2 Excavator Attachments 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 Excavator Attachments 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 Excavator Attachments Market Analysis by Regions
4.1 Excavator Attachments Overall Market: 2023 VS 2024 VS 2030
4.2 Global Excavator Attachments Revenue and Forecast Analysis (2019-2030)
4.2.1 Global Excavator Attachments Revenue and Market Share by Region (2019-2024)
4.2.2 Global Excavator Attachments Revenue Forecast by Region (2025-2030)
4.3 Global Excavator Attachments Sales and Forecast Analysis (2019-2030)
4.3.1 Global Excavator Attachments Sales and Market Share by Region (2019-2024)
4.3.2 Global Excavator Attachments Sales Forecast by Region (2025-2030)
4.4 Global Excavator Attachments Sales Price Trend Analysis (2019-2030)
5 Global Excavator Attachments Market Size by Type and Application
5.1 Global Excavator Attachments Market Size by Type
5.1.1 Global Excavator Attachments Revenue and Forecast Analysis by Type (2019-2030)
5.1.2 Global Excavator Attachments Sales and Forecast Analysis by Type (2019-2030)
5.2 Global Excavator Attachments Market Size by Application
5.2.1 Global Excavator Attachments Revenue and Forecast Analysis by Application (2019-2030)
5.2.2 Global Excavator Attachments Sales and Forecast Analysis by Application (2019-2030)
6 North America
6.1 North America Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America Excavator Attachments Market Size by Type
6.3.1 North America Excavator Attachments Sales by Type (2019-2030)
6.3.2 North America Excavator Attachments Revenue by Type (2019-2030)
6.4 North America Excavator Attachments Market Size by Application
6.4.1 North America Excavator Attachments Sales by Application (2019-2030)
6.4.2 North America Excavator Attachments Revenue by Application (2019-2030)
6.5 North America Excavator Attachments Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Excavator Attachments Market Size by Type
7.3.1 Europe Excavator Attachments Sales by Type (2019-2030)
7.3.2 Europe Excavator Attachments Revenue by Type (2019-2030)
7.4 Europe Excavator Attachments Market Size by Application
7.4.1 Europe Excavator Attachments Sales by Application (2019-2030)
7.4.2  Europe Excavator Attachments Revenue by Application (2019-2030)
7.5 Europe Excavator Attachments 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 Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China Excavator Attachments Market Size by Type
8.3.1 China Excavator Attachments Sales by Type (2019-2030)
8.3.2 China Excavator Attachments Revenue by Type (2019-2030)
8.4 China Excavator Attachments Market Size by Application
8.4.1 China Excavator Attachments Sales by Application (2019-2030)
8.4.2 China Excavator Attachments Revenue by Application (2019-2030)
9 APAC (excl. China)
9.1 APAC (excl. China) Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Excavator Attachments Market Size by Type
9.3.1 APAC (excl. China) Excavator Attachments Sales by Type (2019-2030)
9.3.2 APAC (excl. China) Excavator Attachments Revenue by Type (2019-2030)
9.4 APAC (excl. China) Excavator Attachments Market Size by Application
9.4.1 APAC (excl. China) Excavator Attachments Sales by Application (2019-2030)
9.4.2 APAC (excl. China) Excavator Attachments Revenue by Application (2019-2030)
9.5 APAC (excl. China) Excavator Attachments 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 Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Excavator Attachments Market Size by Type
10.3.1 Latin America Excavator Attachments Sales by Type (2019-2030)
10.3.2 Latin America Excavator Attachments Revenue by Type (2019-2030)
10.4 Latin America Excavator Attachments Market Size by Application
10.4.1 Latin America Excavator Attachments Sales by Application (2019-2030)
10.4.2 Latin America Excavator Attachments Revenue by Application (2019-2030)
10.5 Latin America Excavator Attachments Market Size by Country
10.5.1 Mexico
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Excavator Attachments Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Excavator Attachments Market Size by Type
11.3.1 Middle East & Africa Excavator Attachments Sales by Type (2019-2030)
11.3.2 Middle East & Africa Excavator Attachments Revenue by Type (2019-2030)
11.4 Middle East & Africa Excavator Attachments Market Size by Application
11.4.1 Middle East & Africa Excavator Attachments Sales by Application (2019-2030)
11.4.2 Middle East & Africa Excavator Attachments Revenue by Application (2019-2030)
11.5 Middle East & Africa Excavator Attachments Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Excavator Attachments Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
12.1.1 Global Excavator Attachments Market Sales by Key Manufacturers (2020-2024)
12.1.2 Global Excavator Attachments Market Revenue by Key Manufacturers (2020-2024)
12.1.3 Global Excavator Attachments Average Sales Price by Manufacturers (2020-2024)
12.2 Excavator Attachments Competitive Landscape Analysis and Market Dynamic
12.2.1 Excavator Attachments 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 Caterpillar
13.1.1 Caterpillar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Caterpillar Excavator Attachments Product Portfolio
13.1.3 Caterpillar Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.2 Rockland
13.2.1 Rockland Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Rockland Excavator Attachments Product Portfolio
13.2.3 Rockland Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.3 Craig Manufacturing
13.3.1 Craig Manufacturing Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 Craig Manufacturing Excavator Attachments Product Portfolio
13.3.3 Craig Manufacturing Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.4 Sandvik
13.4.1 Sandvik Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Sandvik Excavator Attachments Product Portfolio
13.4.3 Sandvik Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.5 Amulet
13.5.1 Amulet Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Amulet Excavator Attachments Product Portfolio
13.5.3 Amulet Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.6 TRK
13.6.1 TRK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 TRK Excavator Attachments Product Portfolio
13.6.3 TRK Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.7 Geith
13.7.1 Geith Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Geith Excavator Attachments Product Portfolio
13.7.3 Geith Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.8 Hyundai Doosan
13.8.1 Hyundai Doosan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 Hyundai Doosan Excavator Attachments Product Portfolio
13.8.3 Hyundai Doosan Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.9 Epiroc
13.9.1 Epiroc Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Epiroc Excavator Attachments Product Portfolio
13.9.3 Epiroc Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.10 Kenco
13.10.1 Kenco Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 Kenco Excavator Attachments Product Portfolio
13.10.3 Kenco Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.11 SEC
13.11.1 SEC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 SEC Excavator Attachments Product Portfolio
13.11.3 SEC Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.12 Manitou Group
13.12.1 Manitou Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Manitou Group Excavator Attachments Product Portfolio
13.12.3 Manitou Group Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.13 Strickland MFG
13.13.1 Strickland MFG Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Strickland MFG Excavator Attachments Product Portfolio
13.13.3 Strickland MFG Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.14 Volvo
13.14.1 Volvo Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 Volvo Excavator Attachments Product Portfolio
13.14.3 Volvo Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.15 Stanley Black & Decker
13.15.1 Stanley Black & Decker Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Stanley Black & Decker Excavator Attachments Product Portfolio
13.15.3 Stanley Black & Decker Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.16 MSB
13.16.1 MSB Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 MSB Excavator Attachments Product Portfolio
13.16.3 MSB Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.17 Komatsu
13.17.1 Komatsu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 Komatsu Excavator Attachments Product Portfolio
13.17.3 Komatsu Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.18 Furukawa
13.18.1 Furukawa Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Furukawa Excavator Attachments Product Portfolio
13.18.3 Furukawa Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.19 Soosan
13.19.1 Soosan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Soosan Excavator Attachments Product Portfolio
13.19.3 Soosan Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.20 Toku
13.20.1 Toku Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Toku Excavator Attachments Product Portfolio
13.20.3 Toku Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.21 NPK
13.21.1 NPK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.21.2 NPK Excavator Attachments Product Portfolio
13.21.3 NPK Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.22 Hyundai Everdigm
13.22.1 Hyundai Everdigm Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.22.2 Hyundai Everdigm Excavator Attachments Product Portfolio
13.22.3 Hyundai Everdigm Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.23 Indeco
13.23.1 Indeco Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.23.2 Indeco Excavator Attachments Product Portfolio
13.23.3 Indeco Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.24 AMI Attachments
13.24.1 AMI Attachments Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.24.2 AMI Attachments Excavator Attachments Product Portfolio
13.24.3 AMI Attachments Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.25 Kinshofer
13.25.1 Kinshofer Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.25.2 Kinshofer Excavator Attachments Product Portfolio
13.25.3 Kinshofer Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.26 Waratah
13.26.1 Waratah Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.26.2 Waratah Excavator Attachments Product Portfolio
13.26.3 Waratah Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.27 Ditch Witch
13.27.1 Ditch Witch Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.27.2 Ditch Witch Excavator Attachments Product Portfolio
13.27.3 Ditch Witch Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.28 Fecon Incorporated
13.28.1 Fecon Incorporated Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.28.2 Fecon Incorporated Excavator Attachments Product Portfolio
13.28.3 Fecon Incorporated Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.29 Felco
13.29.1 Felco Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.29.2 Felco Excavator Attachments Product Portfolio
13.29.3 Felco Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.30 Eddie
13.30.1 Eddie Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.30.2 Eddie Excavator Attachments Product Portfolio
13.30.3 Eddie Excavator Attachments Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 Excavator Attachments Industry Chain Analysis
14.2 Excavator Attachments Industry Upstream Supply Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Excavator Attachments Typical Downstream Customers
14.4 Excavator Attachments 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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