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Magnetic Field Sensors Market - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast 2031 - By Product, Technology, Grade, Application, End-user, Region

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    Report

  • 250 Pages
  • February 2024
  • Region: Global
  • Fairfield Market Research
  • ID: 5943140
The global magnetic field sensors market is poised for remarkable growth in the coming decade, with sales expected to soar at a CAGR of 8.0% between 2024 and 2031. According to recent market analysis, the industry achieved sales totaling US$ 6.5 billion in 2024, and this figure is forecasted to escalate to US$ 11 billion by 2031.

Driving Forces Behind Market Growth

Several factors are driving the expansion of the magnetic field sensors market on a global scale. The increasing utilization of these sensors in consumer electronics and medical devices is a significant contributor to market growth. Furthermore, the rising popularity of 3D magnetic sensors and substantial investments in the magnetic system ecosystem are expected to propel market development forward.

Impact of Industry Trends

The surge in production of electric and hybrid vehicles, coupled with the high penetration of Industry 4.0 and factory automation, is further elevating demand for magnetic field sensors. Additionally, the widespread adoption of robotics across various industries and the integration of these sensors into navigation systems are creating new growth prospects.

Significant Role in Various Applications

Magnetic field sensors play a crucial role across diverse applications, including automotive, robotics, military devices, and medical devices. These sensors provide essential data for monitoring directions, positions, rotations, angles, and the presence of current, among other parameters.

Regional Insights: North America Leads the Charge

North America emerges as a key player in the magnetic field sensors market, with the region expected to maintain its dominance throughout the forecast period. In 2023, magnetic field sensor sales in North America are projected to reach US$ 6.0 billion, with a forecasted market size of US$ 3.73 billion by 2031. Factors such as the increasing penetration of automation, growing popularity of electric vehicles, and rising adoption of consumer electronics are driving this growth.

Innovations Driving Market Growth

The market is witnessing significant innovations driven by prominent companies, particularly in the United States. For example, Allegro Microsystems recently introduced a groundbreaking PCB-less 3D magnetic sensor, the A31316 Hall effect position sensor, aimed at enhancing vehicle safety and ADAS applications.

Country-wise Insights:

United States:

The United States magnetic field sensors market is experiencing steady growth, with a significant forecasted increase through 2031. Demand is being driven by various sectors including healthcare and defense, alongside advancements in multipurpose sensor technology. Key players like Texas Instruments are developing versatile sensors catering to diverse applications, which is expected to further fuel market growth.

United Kingdom:

In the United Kingdom, magnetic field sensor demand is on the rise, fueled by the expanding electric vehicle production and the BFSI (Banking, Financial Services, and Insurance) sector. The presence of companies like Farnell United Kingdom and Telcon is positively influencing market dynamics, offering a range of Hall Effect sensors.

Japan:

Japan's magnetic field sensors market is also projected to grow substantially, driven by increasing demand in consumer electronics and electric vehicles. Moreover, the integration of industry 4.0 technologies is expected to boost sales. Japanese companies like TDK Corporation are introducing innovative solutions like the TAS4240 sensor, catering to high-performance applications in various industries including automotive and robotics.

Category-wise Insights: Hall Effect Sensors Dominate

Hall Effect sensors are anticipated to remain the most sought-after type in the global market, with demand expected to rise at a CAGR of 8.4% through 2031. The segment's growth is driven by its widespread usage in applications such as security systems, ignition systems, and alignment controls, coupled with ongoing developments in sensor technology.

Competitive Analysis:

Key players in the magnetic field sensors market include Alps-Alpine, Baumer Ltd, Infineon Technologies, AMS AG, Melexis, Allegro Microsystems, TE Connectivity, Asahi Kasei Microdevices Corporation, Texas Instruments, Analog Devices, and TDK Corporation. These companies are focusing on new product launches, research and development investments, and strategic partnerships to expand their market presence.

Global Magnetic Field Sensors Market Segmentation:

By Type:

  • Hall Effect Sensor
  • Magnetoresistive Sensor
  • SQUID Sensors
  • Others

By Magnetic Sensors:

  • Speed Sensing
  • Detection/NDT
  • Position Sensing
  • Navigation and Electronic Compass
  • Flow Rate Sensing
  • Others

By End User:

  • Consumer Electronics
  • Healthcare
  • Aerospace and Defense
  • Industrial
  • BFSI
  • Transportation

By Region:

  • North America
  • Europe
  • Asia Pacific
  • Latin America
  • Middle East & Africa


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Table of Contents

1. Executive Summary
1.1. Global Magnetic Field Sensors Market Snapshot
1.2. Future Projections
1.3. Key Market Trends
1.4. Regional Snapshot, by Value, 2023
1.5. Analyst Recommendations
2. Market Overview
2.1. Market Definitions and Segmentations
2.2. Market Dynamics
2.2.1. Drivers
2.2.2. Restraints
2.2.3. Market Opportunities
2.3. Value Chain Analysis
2.4. Porter’s Five Forces Analysis
2.5. COVID-19 Impact Analysis
2.5.1. Supply
2.5.2. Demand
2.6. Impact of Ukraine-Russia Conflict
2.7. Economic Overview
2.7.1. World Economic Projections
2.8. PESTLE Analysis
3. Global Magnetic Field Sensors Market Outlook, 2018 - 2031
3.1. Global Magnetic Field Sensors Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
3.1.1. Key Highlights
3.1.1.1. Hall Effect Sensor
3.1.1.2. Magnetoresistive Sensor
3.1.1.3. SQUID Sensors
3.1.1.4. Others
3.2. Global Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
3.2.1. Key Highlights
3.2.1.1. Speed Sensing
3.2.1.2. Detection/NDT
3.2.1.3. Position Sensing
3.2.1.4. Navigation and Electronic Compass
3.2.1.5. Flow Rate Sensing
3.2.1.6. Others
3.3. Global Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
3.3.1. Key Highlights
3.3.1.1. Consumer Electronics
3.3.1.2. Healthcare
3.3.1.3. Aerospace and Defense
3.3.1.4. Industrial
3.3.1.5. BFSI
3.3.1.6. Transportation
3.4. Global Magnetic Field Sensors Market Outlook, by Region, Value (US$ Bn), 2018 - 2031
3.4.1. Key Highlights
3.4.1.1. North America
3.4.1.2. Europe
3.4.1.3. Asia Pacific
3.4.1.4. Latin America
3.4.1.5. Middle East & Africa
4. North America Magnetic Field Sensors Market Outlook, 2018 - 2031
4.1. North America Magnetic Field Sensors Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
4.1.1. Key Highlights
4.1.1.1. Hall Effect Sensor
4.1.1.2. Magnetoresistive Sensor
4.1.1.3. SQUID Sensors
4.1.1.4. Others
4.2. North America Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
4.2.1. Key Highlights
4.2.1.1. Speed Sensing
4.2.1.2. Detection/NDT
4.2.1.3. Position Sensing
4.2.1.4. Navigation and Electronic Compass
4.2.1.5. Flow Rate Sensing
4.2.1.6. Others
4.3. North America Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
4.3.1. Key Highlights
4.3.1.1. Consumer Electronics
4.3.1.2. Healthcare
4.3.1.3. Aerospace and Defense
4.3.1.4. Industrial
4.3.1.5. BFSI
4.3.1.6. Transportation
4.3.2. BPS Analysis/Market Attractiveness Analysis
4.4. North America Magnetic Field Sensors Market Outlook, by Country, Value (US$ Bn), 2018 - 2031
4.4.1. Key Highlights
4.4.1.1. U.S. Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
4.4.1.2. U.S. Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
4.4.1.3. U.S. Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
4.4.1.4. Canada Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
4.4.1.5. Canada Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
4.4.1.6. Canada Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
4.4.2. BPS Analysis/Market Attractiveness Analysis
5. Europe Magnetic Field Sensors Market Outlook, 2018 - 2031
5.1. Europe Magnetic Field Sensors Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
5.1.1. Key Highlights
5.1.1.1. Hall Effect Sensor
5.1.1.2. Magnetoresistive Sensor
5.1.1.3. SQUID Sensors
5.1.1.4. Others
5.2. Europe Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.2.1. Key Highlights
5.2.1.1. Speed Sensing
5.2.1.2. Detection/NDT
5.2.1.3. Position Sensing
5.2.1.4. Navigation and Electronic Compass
5.2.1.5. Flow Rate Sensing
5.2.1.6. Others
5.3. Europe Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
5.3.1. Key Highlights
5.3.1.1. Consumer Electronics
5.3.1.2. Healthcare
5.3.1.3. Aerospace and Defense
5.3.1.4. Industrial
5.3.1.5. BFSI
5.3.1.6. Transportation
5.3.2. BPS Analysis/Market Attractiveness Analysis
5.4. Europe Magnetic Field Sensors Market Outlook, by Country, Value (US$ Bn), 2018 - 2031
5.4.1. Key Highlights
5.4.1.1. Germany Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.2. Germany Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.3. Germany Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.4. U.K. Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.5. U.K. Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.6. U.K. Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.7. France Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.8. France Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.9. France Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.10. Italy Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.11. Italy Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.12. Italy Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.13. Turkey Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.14. Turkey Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.15. Turkey Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.16. Russia Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.17. Russia Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.18. Russia Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.1.19. Rest of Europe Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
5.4.1.20. Rest of Europe Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
5.4.1.21. Rest of Europe Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
5.4.2. BPS Analysis/Market Attractiveness Analysis
6. Asia Pacific Cassava Starch Market Outlook, 2018 - 2031
6.1. Asia Pacific Cassava Starch Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
6.1.1. Key Highlights
6.1.1.1. Hall Effect Sensor
6.1.1.2. Magnetoresistive Sensor
6.1.1.3. SQUID Sensors
6.1.1.4. Others
6.2. Asia Pacific Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.2.1. Key Highlights
6.2.1.1. Speed Sensing
6.2.1.2. Detection/NDT
6.2.1.3. Position Sensing
6.2.1.4. Navigation and Electronic Compass
6.2.1.5. Flow Rate Sensing
6.2.1.6. Others
6.3. Asia Pacific Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
6.3.1. Key Highlights
6.3.1.1. Consumer Electronics
6.3.1.2. Healthcare
6.3.1.3. Aerospace and Defense
6.3.1.4. Industrial
6.3.1.5. BFSI
6.3.1.6. Transportation
6.3.2. BPS Analysis/Market Attractiveness Analysis
6.4. Asia Pacific Magnetic Field Sensors Market Outlook, by Country, Value (US$ Bn), 2018 - 2031
6.4.1. Key Highlights
6.4.1.1. China Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.2. China Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.3. China Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.1.4. Japan Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.5. Japan Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.6. Japan Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.1.7. South Korea Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.8. South Korea Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.9. South Korea Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.1.10. India Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.11. India Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.12. India Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.1.13. Southeast Asia Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.14. Southeast Asia Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.15. Southeast Asia Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.1.16. Rest of Asia Pacific Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
6.4.1.17. Rest of Asia Pacific Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
6.4.1.18. Rest of Asia Pacific Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
6.4.2. BPS Analysis/Market Attractiveness Analysis
7. Latin America Magnetic Field Sensors Market Outlook, 2018 - 2031
7.1. Latin America Magnetic Field Sensors Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
7.1.1. Key Highlights
7.1.1.1. Hall Effect Sensor
7.1.1.2. Magnetoresistive Sensor
7.1.1.3. SQUID Sensors
7.1.1.4. Others
7.2. Latin America Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
7.2.1.1. Speed Sensing
7.2.1.2. Detection/NDT
7.2.1.3. Position Sensing
7.2.1.4. Navigation and Electronic Compass
7.2.1.5. Flow Rate Sensing
7.2.1.6. Others
7.3. Latin America Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
7.3.1. Key Highlights
7.3.1.1. Consumer Electronics
7.3.1.2. Healthcare
7.3.1.3. Aerospace and Defense
7.3.1.4. Industrial
7.3.1.5. BFSI
7.3.1.6. Transportation
7.3.2. BPS Analysis/Market Attractiveness Analysis
7.4. Latin America Magnetic Field Sensors Market Outlook, by Country, Value (US$ Bn), 2018 - 2031
7.4.1. Key Highlights
7.4.1.1. Brazil Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
7.4.1.2. Brazil Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
7.4.1.3. Brazil Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
7.4.1.4. Mexico Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
7.4.1.5. Mexico Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
7.4.1.6. Mexico Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
7.4.1.7. Argentina Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
7.4.1.8. Argentina Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
7.4.1.9. Argentina Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
7.4.1.10. Rest of Latin America Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
7.4.1.11. Rest of Latin America Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
7.4.1.12. Rest of Latin America Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
7.4.2. BPS Analysis/Market Attractiveness Analysis
8. Middle East & Africa Magnetic Field Sensors Market Outlook, 2018 - 2031
8.1. Middle East & Africa Magnetic Field Sensors Market Outlook, by Type, Value (US$ Bn), 2018 - 2031
8.1.1. Key Highlights
8.1.1.1. Hall Effect Sensor
8.1.1.2. Magnetoresistive Sensor
8.1.1.3. SQUID Sensors
8.1.1.4. Others
8.2. Middle East & Africa Magnetic Field Sensors Market Outlook, by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.2.1. Key Highlights
8.2.1.1. Speed Sensing
8.2.1.2. Detection/NDT
8.2.1.3. Position Sensing
8.2.1.4. Navigation and Electronic Compass
8.2.1.5. Flow Rate Sensing
8.2.1.6. Others
8.3. Middle East & Africa Magnetic Field Sensors Market Outlook, by End User, Value (US$ Bn), 2018 - 2031
8.3.1.1. Consumer Electronics
8.3.1.2. Healthcare
8.3.1.3. Aerospace and Defense
8.3.1.4. Industrial
8.3.1.5. BFSI
8.3.1.6. Transportation
8.3.2. BPS Analysis/Market Attractiveness Analysis
8.4. Middle East & Africa Magnetic Field Sensors Market Outlook, by Country, Value (US$ Bn), 2018 - 2031
8.4.1. Key Highlights
8.4.1.1. GCC Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
8.4.1.2. GCC Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.4.1.3. GCC Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
8.4.1.4. South Africa Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
8.4.1.5. South Africa Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.4.1.6. South Africa Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
8.4.1.7. Egypt Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
8.4.1.8. Egypt Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.4.1.9. Egypt Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
8.4.1.10. Nigeria Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
8.4.1.11. Nigeria Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.4.1.12. Nigeria Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
8.4.1.13. Rest of Middle East & Africa Magnetic Field Sensors Market by Type, Value (US$ Bn), 2018 - 2031
8.4.1.14. Rest of Middle East & Africa Magnetic Field Sensors Market by Magnetic Sensors, Value (US$ Bn), 2018 - 2031
8.4.1.15. Rest of Middle East & Africa Magnetic Field Sensors Market by End User, Value (US$ Bn), 2018 - 2031
8.4.2. BPS Analysis/Market Attractiveness Analysis
9. Competitive Landscape
9.1. By End User vs by Magnetic Sensors Heat map
9.2. Manufacturer vs by Magnetic Sensors Heatmap
9.3. Company Market Share Analysis, 2023
9.4. Competitive Dashboard
9.5. Company Profiles
9.5.1. TE Connectivity
9.5.1.1. Company Overview
9.5.1.2. Product Portfolio
9.5.1.3. Financial Overview
9.5.1.4. Business Strategies and Development
9.5.2. AMS AG
9.5.2.1. Company Overview
9.5.2.2. Product Portfolio
9.5.2.3. Financial Overview
9.5.2.4. Business Strategies and Development
9.5.3. TDK Corporation
9.5.3.1. Company Overview
9.5.3.2. Product Portfolio
9.5.3.3. Financial Overview
9.5.3.4. Business Strategies and Development
9.5.4. Melexis
9.5.4.1. Company Overview
9.5.4.2. Product Portfolio
9.5.4.3. Financial Overview
9.5.4.4. Business Strategies and Development
9.5.5. Alps-Alpine
9.5.5.1. Company Overview
9.5.5.2. Product Portfolio
9.5.5.3. Financial Overview
9.5.5.4. Business Strategies and Development
9.5.6. Allegro Microsystems
9.5.6.1. Company Overview
9.5.6.2. Product Portfolio
9.5.6.3. Financial Overview
9.5.6.4. Business Strategies and Development
9.5.7. Asahi Kasei Microdevices Corporation
9.5.7.1. Company Overview
9.5.7.2. Product Portfolio
9.5.7.3. Financial Overview
9.5.7.4. Business Strategies and Development
9.5.8. Baumer Ltd.
9.5.8.1. Company Overview
9.5.8.2. Product Portfolio
9.5.8.3. Financial Overview
9.5.8.4. Business Strategies and Development
10. Appendix
10.1. Research Methodology
10.2. Report Assumptions
10.3. Acronyms and Abbreviations

Companies Mentioned (Partial List)

A selection of companies mentioned in this report includes, but is not limited to:

  • TE Connectivity
  • AMS AG
  • TDK Corporation
  • Melexis
  • Alps-Alpine
  • Allegro Microsystems
  • Asahi Kasei Microdevices Corporation
  • Baumer Ltd.

Methodology

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