Panel Level Packaging Market

Panel Level Packaging Market


Panel Level Packaging Market: Global Industry Analysis 2018-2022 and Opportunity Assessment 2023-2033

A recent market study published by FMI on Panel Level Packaging offers a global industry analysis for 2018-2022 and opportunity assessment for 2023-2033. The study offers a comprehensive assessment of the most important market dynamics. After conducting thorough research on the historical and current growth parameters, the growth prospects of the market are obtained with maximum precision.

Market Segmentation

By Integration Type:
  • Fan-in Panel Level Packaging
  • Fan-out Panel Level Packaging
By Carrier Type:
  • 200 mm
  • 300 mm
  • Panel
By End User:
  • Consumer Electronics
  • IT and Telecommunication
  • Industrial
  • Aerospace and Defense
  • Automotive
  • Healthcare
  • Others
By Region:
  • North America
  • Europe
  • Asia Pacific
  • Latin America
  • MEA
Report Chapters

Executive Summary

The executive summary of the Panel Level Packaging Market includes the global market outlook, demand side trends, supply side trends and also include FMI analysis and recommendations of Vehicle Radar Test System.

Chapter 01 - Market Overview

Readers can find the detailed segmentation and definition of the Panel Level Packaging Market in this chapter, which will help to understand basic information about Vehicle Radar Test System. This section also highlights the market scope, taxonomy and limitations which help the reader understand the market coverage of Panel Level Packaging Market report.

Chapter 02 - Market Background

This chapter includes detailed analysis of the By Integration Type processing methods overview, consumer buying patterns & tendencies and policy developments and regulatory scenario. It also includes in depth analysis of macro-economic factors and covers topics like global GDP growth outlook, global industry value added, personal consumption, expenditures, modern trade penetration and consumer price indices. The chapter also covers forecast factors - relevance & impact, value chain analysis and market dynamics (drivers, restraints and opportunities) to better understand the market.

Chapter 03 - Global Panel Level Packaging Market Demand Analysis 2018-2022 and Forecast, 2023-2033

The chapter include historical market value (US$ 1.8 billion) analysis (2018-2022) and current and future market value (US$ 2.1 billion) and volume (14.9%) projections (2023-2033). The projections are based on the Y-O-Y growth trend analysis and absolute $ opportunity analysis country of operation.

Chapter 04 - Global Panel Level Packaging Market - Pricing Analysis

Based on By Integration Type, the pricing analysis chapter include Regional pricing analysis (USD/MT), global average pricing analysis benchmark, and key factors impacting the pricing.

Chapter 05 - Global Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033, By Integration Type

Based on By Integration Type, Panel Level Packaging Market is segmented into Fan-in Panel Level Packaging, Fan-out Panel Level Packaging. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By Integration Type.

Chapter 06 - Global Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033, By Carrier Type

Based on By Carrier Type, Panel Level Packaging Market is segmented into 200 mm, 300 mm, Panel. This section also offers market attractiveness analysis based on By Carrier Type. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By Carrier Type.

Chapter 07 - Global Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033, By End User

Based on By End User, Panel Level Packaging Market is segmented into Consumer Electronics, IT and Telecommunication, Industrial, Aerospace and Defense, Automotive, Healthcare, Others. This section also offers market attractiveness analysis based on By End User. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By End User.

Chapter 08 - Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033, By Region

Based on By Region, Panel Level Packaging Market is segmented into North America, Latin America, Europe, East Asia, South Asia, Oceania and MEA. This section also offers market attractiveness analysis based on By Region. Readers can also find value forecast and Y-o-Y growth comparison for all above mentioned By Region.

Chapter 09 - North America Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of the Vehicle Radar Test System in the North American region, along with a country-wise assessment that includes the US and Canada. Readers can also find regional trends, regulations, and market growth based on different segment and countries in the North America region.

Chapter 10 - Latin America Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of Vehicle Radar Test System in the Latin America region, along with a country-wise assessment that includes the Brazil, Mexico, Chile, Argentina, Peru and Rest of Latin America. Readers can find detailed information about several factors, such as the pricing analysis and regional trends, which are impacting growth of the Panel Level Packaging Market in the Latin America region.

Chapter 11 - Europe Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of Vehicle Radar Test System in the European region, along with a country-wise assessment that includes the Germany, Italy, France, U.K., Spain, Russia, Nordic, Benelux and Rest of Europe. Readers can find detailed information about several factors, such as the pricing analysis and regional trends, which are impacting growth of the Panel Level Packaging Market in the regional market.

Chapter 12 - East Asia Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of Vehicle Radar Test System in the East Asia region, along with a country-wise assessment that includes the China, Japan, and South Korea. Readers can find detailed information about several factors, such as the pricing analysis and regional trends, which are impacting growth of the Panel Level Packaging Market in the regional market.

Chapter 13 - South Asia Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of Vehicle Radar Test System in the South Asia region, along with a country-wise assessment that includes the India, Indonesia, Malaysia, Thailand, and Rest of South Asia. Readers can find detailed information about several factors, such as the pricing analysis and regional trends, which are impacting growth of the Panel Level Packaging Market in the regional market.

Chapter 14 - Middle East and Africa Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter includes a detailed analysis of the growth of Vehicle Radar Test System in the MEA region, along with a country-wise assessment that includes the GCC Countries, South Africa, North Africa, Turkey and Rest of MEA. Readers can find detailed information about several factors, such as the pricing analysis and regional trends, which are impacting growth of the Panel Level Packaging Market in the regional market.

Chapter 15 - Key Countries Panel Level Packaging Market Analysis 2018-2022 and Forecast 2023-2033

This chapter offers insights into how the Panel Level Packaging Market is expected to grow in major countries globally.

Chapter 16 - Market Structure Analysis- Global Assessment

This chapter includes company dashboard, industry structure analysis by tier of companies, 2022E, company share analysis of top players, 2022E, and competition benchmarking- matrix.

Chapter 17 - Competition Deep Dive (Tentative List)

This chapter includes company overview, By Integration Type portfolio of companies, profitability by market segments, sales footprint, SWOT analysis and strategy overview of the companies being studied in the report. Some of the market players featured in the report are Amkor Technology Inc., Deca Technologies, Lam Research Corporation, ASE Group, Siliconware Precision Industries Co. Ltd., Fraunhofer Institute, SPTS Technologies, Stats ChipPac, Qualcomm Technologies, Samsung, TSMC.

Chapter 18 - Assumptions and Acronyms

This chapter includes a list of acronyms and assumptions that provide a base to the information and statistics included in the Vehicle Radar Test System report.

Chapter 19 - Research Methodology

This chapter helps readers understand the research methodology followed to obtain various conclusions, as well as important qualitative and quantitative information, on Panel Level Packaging Market.


1. Executive Summary | Panel Level Packaging Market
1.1. Global Market Outlook
1.2. Demand-side Trends
1.3. Supply-side Trends
1.4. Technology Roadmap Analysis
1.5. Analysis and Recommendations
2. Market Overview
2.1. Market Coverage / Taxonomy
2.2. Market Definition / Scope / Limitations
3. Market Background
3.1. Market Dynamics
3.1.1. Drivers
3.1.2. Restraints
3.1.3. Opportunity
3.1.4. Trends
3.2. Scenario Forecast
3.2.1. Demand in Optimistic Scenario
3.2.2. Demand in Likely Scenario
3.2.3. Demand in Conservative Scenario
3.3. Opportunity Map Analysis
3.4. Product Life Cycle Analysis
3.5. Supply Chain Analysis
3.5.1. Supply Side Participants and their Roles
3.5.1.1. Producers
3.5.1.2. Mid-Level Participants (Traders/ Agents/ Brokers)
3.5.1.3. Wholesalers and Distributors
3.5.2. Value Added and Value Created at Node in the Supply Chain
3.5.3. List of Raw Material Suppliers
3.5.4. List of Existing and Potential Buyer’s
3.6. Investment Feasibility Matrix
3.7. Value Chain Analysis
3.7.1. Profit Margin Analysis
3.7.2. Wholesalers and Distributors
3.7.3. Retailers
3.8. PESTLE and Porter’s Analysis
3.9. Regulatory Landscape
3.9.1. By Key Regions
3.9.2. By Key Countries
3.10. Regional Parent Market Outlook
3.11. Production and Consumption Statistics
3.12. Import and Export Statistics
4. Global Market Analysis 2018 to 2022 and Forecast, 2023 to 2033
4.1. Historical Market Size Value (US$ billion) & Volume (Units) Analysis, 2018 to 2022
4.2. Current and Future Market Size Value (US$ billion) & Volume (Units) Projections, 2023 to 2033
4.2.1. Y-o-Y Growth Trend Analysis
4.2.2. Absolute $ Opportunity Analysis
5. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Integration Type
5.1. Introduction / Key Findings
5.2. Historical Market Size Value (US$ billion) & Volume (Units) Analysis By Integration Type, 2018 to 2022
5.3. Current and Future Market Size Value (US$ billion) & Volume (Units) Analysis and Forecast By Integration Type, 2023 to 2033
5.3.1. Fan-in Panel Level Packaging
5.3.2. Fan-out Panel Level Packaging
5.4. Y-o-Y Growth Trend Analysis By Integration Type, 2018 to 2022
5.5. Absolute $ Opportunity Analysis By Integration Type, 2023 to 2033
6. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Carrier Type
6.1. Introduction / Key Findings
6.2. Historical Market Size Value (US$ billion) & Volume (Units) Analysis By Carrier Type, 2018 to 2022
6.3. Current and Future Market Size Value (US$ billion) & Volume (Units) Analysis and Forecast By Carrier Type, 2023 to 2033
6.3.1. 200 mm
6.3.2. 300 mm
6.3.3. Panel
6.4. Y-o-Y Growth Trend Analysis By Carrier Type, 2018 to 2022
6.5. Absolute $ Opportunity Analysis By Carrier Type, 2023 to 2033
7. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By End User
7.1. Introduction / Key Findings
7.2. Historical Market Size Value (US$ billion) & Volume (Units) Analysis By End User, 2018 to 2022
7.3. Current and Future Market Size Value (US$ billion) & Volume (Units) Analysis and Forecast By End User, 2023 to 2033
7.3.1. Consumer Electronics
7.3.2. IT & Telecommunication
7.3.3. Industrial
7.3.4. Automotive
7.3.5. Aerospace & Defense
7.3.6. Healthcare
7.3.7. Others
7.4. Y-o-Y Growth Trend Analysis By End User, 2018 to 2022
7.5. Absolute $ Opportunity Analysis By End User, 2023 to 2033
8. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Region
8.1. Introduction
8.2. Historical Market Size Value (US$ billion) & Volume (Units) Analysis By Region, 2018 to 2022
8.3. Current Market Size Value (US$ billion) & Volume (Units) Analysis and Forecast By Region, 2023 to 2033
8.3.1. North America
8.3.2. Latin America
8.3.3. Europe
8.3.4. Asia Pacific
8.3.5. Middle East and Africa
8.4. Market Attractiveness Analysis By Region
9. North America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
9.1. Historical Market Size Value (US$ billion) & Volume (Units) Trend Analysis By Market Taxonomy, 2018 to 2022
9.2. Market Size Value (US$ billion) & Volume (Units) Forecast By Market Taxonomy, 2023 to 2033
9.2.1. By Country
9.2.1.1. The USA
9.2.1.2. Canada
9.2.2. By Integration Type
9.2.3. By Carrier Type
9.2.4. By End User
9.3. Market Attractiveness Analysis
9.3.1. By Country
9.3.2. By Integration Type
9.3.3. By Carrier Type
9.3.4. By End User
9.4. Key Takeaways
10. Latin America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
10.1. Historical Market Size Value (US$ billion) & Volume (Units) Trend Analysis By Market Taxonomy, 2018 to 2022
10.2. Market Size Value (US$ billion) & Volume (Units) Forecast By Market Taxonomy, 2023 to 2033
10.2.1. By Country
10.2.1.1. Brazil
10.2.1.2. Mexico
10.2.1.3. Rest of Latin America
10.2.2. By Integration Type
10.2.3. By Carrier Type
10.2.4. By End User
10.3. Market Attractiveness Analysis
10.3.1. By Country
10.3.2. By Integration Type
10.3.3. By Carrier Type
10.3.4. By End User
10.4. Key Takeaways
11. Europe Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
11.1. Historical Market Size Value (US$ billion) & Volume (Units) Trend Analysis By Market Taxonomy, 2018 to 2022
11.2. Market Size Value (US$ billion) & Volume (Units) Forecast By Market Taxonomy, 2023 to 2033
11.2.1. By Country
11.2.1.1. Germany
11.2.1.2. United Kingdom
11.2.1.3. France
11.2.1.4. Spain
11.2.1.5. Italy
11.2.1.6. Rest of Europe
11.2.2. By Integration Type
11.2.3. By Carrier Type
11.2.4. By End User
11.3. Market Attractiveness Analysis
11.3.1. By Country
11.3.2. By Integration Type
11.3.3. By Carrier Type
11.3.4. By End User
11.4. Key Takeaways
12. Asia Pacific Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
12.1. Historical Market Size Value (US$ billion) & Volume (Units) Trend Analysis By Market Taxonomy, 2018 to 2022
12.2. Market Size Value (US$ billion) & Volume (Units) Forecast By Market Taxonomy, 2023 to 2033
12.2.1. By Country
12.2.1.1. China
12.2.1.2. Japan
12.2.1.3. South Korea
12.2.1.4. Singapore
12.2.1.5. Thailand
12.2.1.6. Indonesia
12.2.1.7. Australia
12.2.1.8. New Zealand
12.2.1.9. Rest of Asia Pacific
12.2.2. By Integration Type
12.2.3. By Carrier Type
12.2.4. By End User
12.3. Market Attractiveness Analysis
12.3.1. By Country
12.3.2. By Integration Type
12.3.3. By Carrier Type
12.3.4. By End User
12.4. Key Takeaways
13. Middle East and Africa Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
13.1. Historical Market Size Value (US$ billion) & Volume (Units) Trend Analysis By Market Taxonomy, 2018 to 2022
13.2. Market Size Value (US$ billion) & Volume (Units) Forecast By Market Taxonomy, 2023 to 2033
13.2.1. By Country
13.2.1.1. Gulf Cooperation Council Countries
13.2.1.2. South Africa
13.2.1.3. Israel
13.2.1.4. Rest of Middle East and Africa
13.2.2. By Integration Type
13.2.3. By Carrier Type
13.2.4. By End User
13.3. Market Attractiveness Analysis
13.3.1. By Country
13.3.2. By Integration Type
13.3.3. By Carrier Type
13.3.4. By End User
13.4. Key Takeaways
14. Key Countries Market Analysis
14.1. USA
14.1.1. Pricing Analysis
14.1.2. Market Share Analysis, 2022
14.1.2.1. By Integration Type
14.1.2.2. By Carrier Type
14.1.2.3. By End User
14.2. Canada
14.2.1. Pricing Analysis
14.2.2. Market Share Analysis, 2022
14.2.2.1. By Integration Type
14.2.2.2. By Carrier Type
14.2.2.3. By End User
14.3. Brazil
14.3.1. Pricing Analysis
14.3.2. Market Share Analysis, 2022
14.3.2.1. By Integration Type
14.3.2.2. By Carrier Type
14.3.2.3. By End User
14.4. Mexico
14.4.1. Pricing Analysis
14.4.2. Market Share Analysis, 2022
14.4.2.1. By Integration Type
14.4.2.2. By Carrier Type
14.4.2.3. By End User
14.5. Germany
14.5.1. Pricing Analysis
14.5.2. Market Share Analysis, 2022
14.5.2.1. By Integration Type
14.5.2.2. By Carrier Type
14.5.2.3. By End User
14.6. United Kingdom
14.6.1. Pricing Analysis
14.6.2. Market Share Analysis, 2022
14.6.2.1. By Integration Type
14.6.2.2. By Carrier Type
14.6.2.3. By End User
14.7. France
14.7.1. Pricing Analysis
14.7.2. Market Share Analysis, 2022
14.7.2.1. By Integration Type
14.7.2.2. By Carrier Type
14.7.2.3. By End User
14.8. Spain
14.8.1. Pricing Analysis
14.8.2. Market Share Analysis, 2022
14.8.2.1. By Integration Type
14.8.2.2. By Carrier Type
14.8.2.3. By End User
14.9. Italy
14.9.1. Pricing Analysis
14.9.2. Market Share Analysis, 2022
14.9.2.1. By Integration Type
14.9.2.2. By Carrier Type
14.9.2.3. By End User
14.10. China
14.10.1. Pricing Analysis
14.10.2. Market Share Analysis, 2022
14.10.2.1. By Integration Type
14.10.2.2. By Carrier Type
14.10.2.3. By End User
14.11. Japan
14.11.1. Pricing Analysis
14.11.2. Market Share Analysis, 2022
14.11.2.1. By Integration Type
14.11.2.2. By Carrier Type
14.11.2.3. By End User
14.12. South Korea
14.12.1. Pricing Analysis
14.12.2. Market Share Analysis, 2022
14.12.2.1. By Integration Type
14.12.2.2. By Carrier Type
14.12.2.3. By End User
14.13. Singapore
14.13.1. Pricing Analysis
14.13.2. Market Share Analysis, 2022
14.13.2.1. By Integration Type
14.13.2.2. By Carrier Type
14.13.2.3. By End User
14.14. Thailand
14.14.1. Pricing Analysis
14.14.2. Market Share Analysis, 2022
14.14.2.1. By Integration Type
14.14.2.2. By Carrier Type
14.14.2.3. By End User
14.15. Indonesia
14.15.1. Pricing Analysis
14.15.2. Market Share Analysis, 2022
14.15.2.1. By Integration Type
14.15.2.2. By Carrier Type
14.15.2.3. By End User
14.16. Australia
14.16.1. Pricing Analysis
14.16.2. Market Share Analysis, 2022
14.16.2.1. By Integration Type
14.16.2.2. By Carrier Type
14.16.2.3. By End User
14.17. New Zealand
14.17.1. Pricing Analysis
14.17.2. Market Share Analysis, 2022
14.17.2.1. By Integration Type
14.17.2.2. By Carrier Type
14.17.2.3. By End User
14.18. Gulf Cooperation Council Countries
14.18.1. Pricing Analysis
14.18.2. Market Share Analysis, 2022
14.18.2.1. By Integration Type
14.18.2.2. By Carrier Type
14.18.2.3. By End User
14.19. South Africa
14.19.1. Pricing Analysis
14.19.2. Market Share Analysis, 2022
14.19.2.1. By Integration Type
14.19.2.2. By Carrier Type
14.19.2.3. By End User
14.20. Israel
14.20.1. Pricing Analysis
14.20.2. Market Share Analysis, 2022
14.20.2.1. By Integration Type
14.20.2.2. By Carrier Type
14.20.2.3. By End User
15. Market Structure Analysis
15.1. Competition Dashboard
15.2. Competition Benchmarking
15.3. Market Share Analysis of Top Players
15.3.1. By Regional
15.3.2. By Integration Type
15.3.3. By Carrier Type
15.3.4. By End User
16. Competition Analysis
16.1. Competition Deep Dive
16.1.1. Amkor Technology Inc.
16.1.1.1. Overview
16.1.1.2. Product Portfolio
16.1.1.3. Profitability by Market Segments
16.1.1.4. Sales Footprint
16.1.1.5. Strategy Overview
16.1.1.5.1. Marketing Strategy
16.1.1.5.2. Product Strategy
16.1.1.5.3. Channel Strategy
16.1.2. Deca Technologies
16.1.2.1. Overview
16.1.2.2. Product Portfolio
16.1.2.3. Profitability by Market Segments
16.1.2.4. Sales Footprint
16.1.2.5. Strategy Overview
16.1.2.5.1. Marketing Strategy
16.1.2.5.2. Product Strategy
16.1.2.5.3. Channel Strategy
16.1.3. Lam Research Corporation
16.1.3.1. Overview
16.1.3.2. Product Portfolio
16.1.3.3. Profitability by Market Segments
16.1.3.4. Sales Footprint
16.1.3.5. Strategy Overview
16.1.3.5.1. Marketing Strategy
16.1.3.5.2. Product Strategy
16.1.3.5.3. Channel Strategy
16.1.4. ASE Group
16.1.4.1. Overview
16.1.4.2. Product Portfolio
16.1.4.3. Profitability by Market Segments
16.1.4.4. Sales Footprint
16.1.4.5. Strategy Overview
16.1.4.5.1. Marketing Strategy
16.1.4.5.2. Product Strategy
16.1.4.5.3. Channel Strategy
16.1.5. Siliconware Precision Industries Co., Ltd.
16.1.5.1. Overview
16.1.5.2. Product Portfolio
16.1.5.3. Profitability by Market Segments
16.1.5.4. Sales Footprint
16.1.5.5. Strategy Overview
16.1.5.5.1. Marketing Strategy
16.1.5.5.2. Product Strategy
16.1.5.5.3. Channel Strategy
16.1.6. Fraunhofer Institute
16.1.6.1. Overview
16.1.6.2. Product Portfolio
16.1.6.3. Profitability by Market Segments
16.1.6.4. Sales Footprint
16.1.6.5. Strategy Overview
16.1.6.5.1. Marketing Strategy
16.1.6.5.2. Product Strategy
16.1.6.5.3. Channel Strategy
16.1.7. SPTS Technologies
16.1.7.1. Overview
16.1.7.2. Product Portfolio
16.1.7.3. Profitability by Market Segments
16.1.7.4. Sales Footprint
16.1.7.5. Strategy Overview
16.1.7.5.1. Marketing Strategy
16.1.7.5.2. Product Strategy
16.1.7.5.3. Channel Strategy
16.1.8. Stats ChipPac
16.1.8.1. Overview
16.1.8.2. Product Portfolio
16.1.8.3. Profitability by Market Segments
16.1.8.4. Sales Footprint
16.1.8.5. Strategy Overview
16.1.8.5.1. Marketing Strategy
16.1.8.5.2. Product Strategy
16.1.8.5.3. Channel Strategy
16.1.9. Qualcomm Technologies
16.1.9.1. Overview
16.1.9.2. Product Portfolio
16.1.9.3. Profitability by Market Segments
16.1.9.4. Sales Footprint
16.1.9.5. Strategy Overview
16.1.9.5.1. Marketing Strategy
16.1.9.5.2. Product Strategy
16.1.9.5.3. Channel Strategy
16.1.10. Samsung
16.1.10.1. Overview
16.1.10.2. Product Portfolio
16.1.10.3. Profitability by Market Segments
16.1.10.4. Sales Footprint
16.1.10.5. Strategy Overview
16.1.10.5.1. Marketing Strategy
16.1.10.5.2. Product Strategy
16.1.10.5.3. Channel Strategy
16.1.11. TSMC
16.1.11.1. Overview
16.1.11.2. Product Portfolio
16.1.11.3. Profitability by Market Segments
16.1.11.4. Sales Footprint
16.1.11.5. Strategy Overview
16.1.11.5.1. Marketing Strategy
16.1.11.5.2. Product Strategy
16.1.11.5.3. Channel Strategy
17. Assumptions & Acronyms Used
18. Research Methodology

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