Global Accelerometers Sensors Competitive Landscape Professional Research Report 2025

Research Summary

Accelerometer sensors are devices that measure acceleration or changes in velocity in various directions. They are commonly used in a wide range of applications, including automotive, aerospace, robotics, and consumer electronics. Accelerometers utilize the principles of piezoelectricity, capacitance, or microelectromechanical systems (MEMS) to detect and convert acceleration into an electrical signal. These sensors typically consist of a sensing element and signal conditioning circuitry. The sensing element may include a mass, spring system, or microscopic structures that respond to acceleration forces. When an acceleration is applied, the sensing element moves relative to its reference frame, causing a change in the electrical output. The signal conditioning circuitry amplifies and filters the electrical signal to provide accurate measurements. Accelerometers can measure both static and dynamic acceleration and are often equipped with multiple axes to capture acceleration in different directions. They play a vital role in applications such as inertial navigation, vibration analysis, tilt sensing, gesture recognition, and impact detection.

According to DIResearch's in-depth investigation and research, the global Accelerometers Sensors 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 Accelerometers Sensors include Bosch, NXP Semiconductors N.V., STMicroelectronics N.V., Murata, PCB Piezotronics, Analog Devices Inc., TDK, Kionix (ROHM), Honeywell International Inc., TE, mCube, KISTLER, Meggitt Sensing Systems, Memsic, Safran Colibrys, Metrix Instrument (Roper), Dytran Instruments, Bruel and Kjaer (Spectris), Kyowa Electronic Instruments, Miramems, RION, Mtmems, QST, IMV Corporation, ASC GmbH, Memsensing 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 Accelerometers Sensors. 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 Accelerometers Sensors 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 Accelerometers Sensors 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 Accelerometers Sensors 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 Accelerometers Sensors Include:

Bosch

NXP Semiconductors N.V.

STMicroelectronics N.V.

Murata

PCB Piezotronics

Analog Devices Inc.

TDK

Kionix (ROHM)

Honeywell International Inc.

TE

mCube

KISTLER

Meggitt Sensing Systems

Memsic

Safran Colibrys

Metrix Instrument (Roper)

Dytran Instruments

Bruel and Kjaer (Spectris)

Kyowa Electronic Instruments

Miramems

RION

Mtmems

QST

IMV Corporation

ASC GmbH

Memsensing

Accelerometers Sensors Product Segment Include:

MEMS Accelerometer

Piezoelectric Accelerometer

Piezoresistive Accelerometer

Accelerometers Sensors Product Application Include:

Automobile

Consumer Electronics

Aerospace and National Defense

Other

Chapter Scope

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

Chapter 2: Global Accelerometers Sensors Industry PESTEL Analysis

Chapter 3: Global Accelerometers Sensors Industry Porter’s Five Forces Analysis

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

Chapter 5: Global Accelerometers Sensors Market Size and Forecast by Type and Application Analysis

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

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

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

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

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

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

Chapter 12: Global Accelerometers Sensors 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 Accelerometers Sensors Market Overview
1.1 Product Definition and Statistical Scope
1.2 Accelerometers Sensors Product by Type
1.2.1 MEMS Accelerometer
1.2.2 Piezoelectric Accelerometer
1.2.3 Piezoresistive Accelerometer
1.3 Accelerometers Sensors Product by Application
1.3.1 Automobile
1.3.2 Consumer Electronics
1.3.3 Aerospace and National Defense
1.3.4 Other
1.4 Global Accelerometers Sensors Market Revenue and Sales Analysis
1.4.1 Global Accelerometers Sensors Revenue Market Size Analysis (2020-2032)
1.4.2 Global Accelerometers Sensors Sales Market Size Analysis (2020-2032)
1.4.3 Global Accelerometers Sensors Market Sales Price Trend Analysis (2020-2032)
1.5 Accelerometers Sensors Industry Trends and Innovation
1.5.1 Accelerometers Sensors Industry Trends and Innovation
1.5.2 Accelerometers Sensors Market Drivers and Challenges
2 Accelerometers Sensors 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 Accelerometers Sensors 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 Accelerometers Sensors Market Analysis by Regions
4.1 Global Accelerometers Sensors Overall Market: 2024 VS 2025 VS 2032
4.2 Global Accelerometers Sensors Revenue and Forecast Analysis (2020-2032)
4.2.1 Global Accelerometers Sensors Revenue and Market Share by Region (2020-2025)
4.2.2 Global Accelerometers Sensors Revenue and Market Share Forecast by Region (2026-2032)
4.3 Global Accelerometers Sensors Sales and Forecast Analysis (2020-2032)
4.3.1 Global Accelerometers Sensors Sales and Market Share by Region (2020-2025)
4.3.2 Global Accelerometers Sensors Sales and Market Share Forecast by Region (2026-2032)
4.4 Global Accelerometers Sensors Sales Price Trend Analysis (2020-2032)
5 Global Accelerometers Sensors Market Size by Type and Application
5.1 Global Accelerometers Sensors Market Size by Type
5.1.1 Global Accelerometers Sensors Revenue and Forecast Analysis by Type (2020-2032)
5.1.2 Global Accelerometers Sensors Sales and Forecast Analysis by Type (2020-2032)
5.2 Global Accelerometers Sensors Market Size by Application
5.2.1 Global Accelerometers Sensors Revenue and Forecast Analysis by Application (2020-2032)
5.2.2 Global Accelerometers Sensors Sales and Forecast Analysis by Application (2020-2032)
6 North America
6.1 North America Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
6.2 North America Key Manufacturers Analysis
6.3 North America Accelerometers Sensors Market Size by Type
6.3.1 North America Accelerometers Sensors Sales by Type (2020-2032)
6.3.2 North America Accelerometers Sensors Revenue by Type (2020-2032)
6.4 North America Accelerometers Sensors Market Size by Application
6.4.1 North America Accelerometers Sensors Sales by Application (2020-2032)
6.4.2 North America Accelerometers Sensors Revenue by Application (2020-2032)
6.5 North America Accelerometers Sensors Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Accelerometers Sensors Market Size by Type
7.3.1 Europe Accelerometers Sensors Sales by Type (2020-2032)
7.3.2 Europe Accelerometers Sensors Revenue by Type (2020-2032)
7.4 Europe Accelerometers Sensors Market Size by Application
7.4.1 Europe Accelerometers Sensors Sales by Application (2020-2032)
7.4.2 Europe Accelerometers Sensors Revenue by Application (2020-2032)
7.5 Europe Accelerometers Sensors 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 Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
8.2 China Key Manufacturers Analysis
8.3 China Accelerometers Sensors Market Size by Type
8.3.1 China Accelerometers Sensors Sales by Type (2020-2032)
8.3.2 China Accelerometers Sensors Revenue by Type (2020-2032)
8.4 China Accelerometers Sensors Market Size by Application
8.4.1 China Accelerometers Sensors Sales by Application (2020-2032)
8.4.2 China Accelerometers Sensors Revenue by Application (2020-2032)
9 APAC (excl. China)
9.1 APAC (excl. China) Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Accelerometers Sensors Market Size by Type
9.3.1 APAC (excl. China) Accelerometers Sensors Sales by Type (2020-2032)
9.3.2 APAC (excl. China) Accelerometers Sensors Revenue by Type (2020-2032)
9.4 APAC (excl. China) Accelerometers Sensors Market Size by Application
9.4.1 APAC (excl. China) Accelerometers Sensors Sales by Application (2020-2032)
9.4.2 APAC (excl. China) Accelerometers Sensors Revenue by Application (2020-2032)
9.5 APAC (excl. China) Accelerometers Sensors 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 Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Accelerometers Sensors Market Size by Type
10.3.1 Latin America Accelerometers Sensors Sales by Type (2020-2032)
10.3.2 Latin America Accelerometers Sensors Revenue by Type (2020-2032)
10.4 Latin America Accelerometers Sensors Market Size by Application
10.4.1 Latin America Accelerometers Sensors Sales by Application (2020-2032)
10.4.2 Latin America Accelerometers Sensors Revenue by Application (2020-2032)
10.5 Latin America Accelerometers Sensors Market Size by Country
10.6 Latin America Accelerometers Sensors Market Size by Country
10.6.1 Mexico
10.6.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Accelerometers Sensors Market Size and Growth Rate Analysis (2020-2032)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Accelerometers Sensors Market Size by Type
11.3.1 Middle East & Africa Accelerometers Sensors Sales by Type (2020-2032)
11.3.2 Middle East & Africa Accelerometers Sensors Revenue by Type (2020-2032)
11.4 Middle East & Africa Accelerometers Sensors Market Size by Application
11.4.1 Middle East & Africa Accelerometers Sensors Sales by Application (2020-2032)
11.4.2 Middle East & Africa Accelerometers Sensors Revenue by Application (2020-2032)
11.5 Middle East Accelerometers Sensors Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Accelerometers Sensors Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
12.1.1 Global Accelerometers Sensors Market Sales by Key Manufacturers (2021-2025)
12.1.2 Global Accelerometers Sensors Market Revenue by Key Manufacturers (2021-2025)
12.1.3 Global Accelerometers Sensors Average Sales Price by Manufacturers (2021-2025)
12.2 Accelerometers Sensors Competitive Landscape Analysis and Market Dynamic
12.2.1 Accelerometers Sensors 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 Bosch
13.1.1 Bosch Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Bosch Accelerometers Sensors Product Portfolio
13.1.3 Bosch Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.2 NXP Semiconductors N.V.
13.2.1 NXP Semiconductors N.V. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 NXP Semiconductors N.V. Accelerometers Sensors Product Portfolio
13.2.3 NXP Semiconductors N.V. Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.3 STMicroelectronics N.V.
13.3.1 STMicroelectronics N.V. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 STMicroelectronics N.V. Accelerometers Sensors Product Portfolio
13.3.3 STMicroelectronics N.V. Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.4 Murata
13.4.1 Murata Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Murata Accelerometers Sensors Product Portfolio
13.4.3 Murata Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.5 PCB Piezotronics
13.5.1 PCB Piezotronics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 PCB Piezotronics Accelerometers Sensors Product Portfolio
13.5.3 PCB Piezotronics Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.6 Analog Devices Inc.
13.6.1 Analog Devices Inc. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 Analog Devices Inc. Accelerometers Sensors Product Portfolio
13.6.3 Analog Devices Inc. Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.7 TDK
13.7.1 TDK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 TDK Accelerometers Sensors Product Portfolio
13.7.3 TDK Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.8 Kionix (ROHM)
13.8.1 Kionix (ROHM) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 Kionix (ROHM) Accelerometers Sensors Product Portfolio
13.8.3 Kionix (ROHM) Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.9 Honeywell International Inc.
13.9.1 Honeywell International Inc. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Honeywell International Inc. Accelerometers Sensors Product Portfolio
13.9.3 Honeywell International Inc. Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.10 TE
13.10.1 TE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 TE Accelerometers Sensors Product Portfolio
13.10.3 TE Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.11 mCube
13.11.1 mCube Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 mCube Accelerometers Sensors Product Portfolio
13.11.3 mCube Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.12 KISTLER
13.12.1 KISTLER Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 KISTLER Accelerometers Sensors Product Portfolio
13.12.3 KISTLER Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.13 Meggitt Sensing Systems
13.13.1 Meggitt Sensing Systems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Meggitt Sensing Systems Accelerometers Sensors Product Portfolio
13.13.3 Meggitt Sensing Systems Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.14 Memsic
13.14.1 Memsic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 Memsic Accelerometers Sensors Product Portfolio
13.14.3 Memsic Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.15 Safran Colibrys
13.15.1 Safran Colibrys Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Safran Colibrys Accelerometers Sensors Product Portfolio
13.15.3 Safran Colibrys Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.16 Metrix Instrument (Roper)
13.16.1 Metrix Instrument (Roper) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Metrix Instrument (Roper) Accelerometers Sensors Product Portfolio
13.16.3 Metrix Instrument (Roper) Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.17 Dytran Instruments
13.17.1 Dytran Instruments Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 Dytran Instruments Accelerometers Sensors Product Portfolio
13.17.3 Dytran Instruments Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.18 Bruel and Kjaer (Spectris)
13.18.1 Bruel and Kjaer (Spectris) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Bruel and Kjaer (Spectris) Accelerometers Sensors Product Portfolio
13.18.3 Bruel and Kjaer (Spectris) Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.19 Kyowa Electronic Instruments
13.19.1 Kyowa Electronic Instruments Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Kyowa Electronic Instruments Accelerometers Sensors Product Portfolio
13.19.3 Kyowa Electronic Instruments Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.20 Miramems
13.20.1 Miramems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Miramems Accelerometers Sensors Product Portfolio
13.20.3 Miramems Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.21 RION
13.21.1 RION Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.21.2 RION Accelerometers Sensors Product Portfolio
13.21.3 RION Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.22 Mtmems
13.22.1 Mtmems Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.22.2 Mtmems Accelerometers Sensors Product Portfolio
13.22.3 Mtmems Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.23 QST
13.23.1 QST Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.23.2 QST Accelerometers Sensors Product Portfolio
13.23.3 QST Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.24 IMV Corporation
13.24.1 IMV Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.24.2 IMV Corporation Accelerometers Sensors Product Portfolio
13.24.3 IMV Corporation Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.25 ASC GmbH
13.25.1 ASC GmbH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.25.2 ASC GmbH Accelerometers Sensors Product Portfolio
13.25.3 ASC GmbH Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.26 Memsensing
13.26.1 Memsensing Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.26.2 Memsensing Accelerometers Sensors Product Portfolio
13.26.3 Memsensing Accelerometers Sensors Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
14 Industry Chain Analysis
14.1 Accelerometers Sensors Industry Chain Analysis
14.2 Accelerometers Sensors Industry Raw Material and Suppliers Analysis
14.2.1 Accelerometers Sensors Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Accelerometers Sensors Typical Downstream Customers
14.4 Accelerometers Sensors 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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