Report Overview
Report Overview
Chemical Mechanical Polishing (CMP) products refer to a set of materials and consumables used in the semiconductor manufacturing process to achieve precise and controlled polishing or planarization of semiconductor wafers. CMP is a crucial step in semiconductor fabrication, helping to create flat and smooth surfaces necessary for the deposition of subsequent layers.Ongoing research is likely focused on developing slurry formulations with improved selectivity, efficiency, and removal rates. Advanced slurries may incorporate new abrasive materials and chemical additives for enhanced polishing performance.
The global Chemical Mechanical Polishing Products market size was estimated at USD 6052.0 million in 2025 and is projected to grow at a compound annual growth rate (CAGR) of 7.20% during the forecast period.
This report offers a comprehensive and in-depth analysis of the global Chemical Mechanical Polishing Products market, covering all critical facets from a broad macroeconomic overview to detailed micro-level insights. It examines market size, competitive landscape, emerging development trends, niche segments, key drivers and challenges, as well as conducts SWOT and value chain analyses.
The insights provided enable readers to understand the competitive dynamics within the industry and formulate effective strategies to enhance profitability and market positioning. Additionally, the report presents a clear framework for evaluating the current status and future outlook of business organizations operating in this sector.
A significant focus of this report lies in the competitive landscape of the global Chemical Mechanical Polishing Products market. It offers detailed profiles of major players, including their market shares, performance metrics, product portfolios, and operational status. This enables stakeholders to identify leading competitors and gain a nuanced understanding of market rivalry and structure.
In summary, this report serves as an essential resource for industry participants, investors, researchers, consultants, and business strategists, as well as anyone planning to enter or expand their presence in the Chemical Mechanical Polishing Products market.
Global Chemical Mechanical Polishing Products Market: Market Segmentation Analysis
This research report provides a detailed segmentation of the market by region (country), key manufacturers, product type, and application. Market segmentation divides the overall market into distinct subsets based on factors such as product categories, end-user industries, geographic locations, and other relevant criteria.
A clear understanding of these market segments enables decision-makers to tailor their product development, sales, and marketing strategies more effectively to meet the unique needs of each segment. Leveraging market segmentation insights can significantly enhance targeted approaches, optimize resource allocation, and accelerate product innovation cycles by aligning offerings with the specific demands of diverse customer groups.
Key Company
CMC Materials
DuPont
Fujimi Incorporated
Merck KGaA(Versum Materials)
Fujifilm
Hitachi Chemical
Saint-Gobain
Asahi Glass
Ace Nanochem
Ferro (UWiZ Technology)
WEC Group
Anji Microelectronics
Soulbrain
JSR Micro Korea Material
KC Tech
FUJIBO
TWI Incorporated
3M
FNS TECH
IVT Technologies
SKC
Market Segmentation (by Type)
Chemical Mechanical Polishing Fluid
Chemical Mechanical Polishing Pad
Others
Market Segmentation (by Application)
Electronics and Semiconductors
Automobile Industry
Others
Geographic Segmentation
North America (USA, Canada, Mexico)
Europe (Germany, UK, France, Russia, Italy, Rest of Europe)
Asia-Pacific (China, Japan, South Korea, India, Southeast Asia, Rest of Asia-Pacific)
South America (Brazil, Argentina, Columbia, Rest of South America)
The Middle East and Africa (Saudi Arabia, UAE, Egypt, Nigeria, South Africa, Rest of MEA)
Key Benefits of This Market Research:
Industry drivers, restraints, and opportunities covered in the study
Neutral perspective on the market performance
Recent industry trends and developments
Competitive landscape & strategies of key players
Potential & niche segments and regions exhibiting promising growth covered
Historical, current, and projected market size, in terms of value
In-depth analysis of the Chemical Mechanical Polishing Products Market
Overview of the regional outlook of the Chemical Mechanical Polishing Products Market:
Customization of the Report
In case of any queries or customization requirements, please connect with our sales team, who will ensure that your requirements are met.
Chapter Outline
Chapter 1 mainly introduces the statistical scope of the report, market division standards, and market research methods.
Chapter 2 is an executive summary of different market segments (by region, product type, application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the Chemical Mechanical Polishing Products Market and its likely evolution in the short to mid-term, and long term.
Chapter 3 makes a detailed analysis of the markets competitive landscape of the market and provides the market share, capacity, output, price, latest development plan, merger, and acquisition information of the main manufacturers in the market.
Chapter 4 is the analysis of the whole market industrial chain, including the upstream and downstream of the industry, as well as Porters five forces analysis.
Chapter 5 introduces the latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.
Chapter 6 provides the analysis of various market segments according to product types, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 7 provides the analysis of various market segments according to application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 8 provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 9 shares the main producing countries of Chemical Mechanical Polishing Products, their output value, profit level, regional supply, production capacity layout, etc. from the supply side.
Chapter 10 introduces the basic situation of the main companies in the market in detail, including product sales revenue, sales volume, price, gross profit margin, market share, product introduction, recent development, etc.
Chapter 11 provides a quantitative analysis of the market size and development potential of each region in the next five years.
Chapter 12 provides a quantitative analysis of the market size and development potential of each market segment in the next five years.
Chapter 13 is the main points and conclusions of the report.
Key Reasons to Buy this Report:
Access to date statistics compiled by our researchers. These provide you with historical and forecast data, which is analyzed to tell you why your market is set to change
This enables you to anticipate market changes to remain ahead of your competitors
You will be able to copy data from the Excel spreadsheet straight into your marketing plans, business presentations, or other strategic documents
The concise analysis, clear graph, and table format will enable you to pinpoint the information you require quickly
Provision of market value data for each segment and sub-segment
Indicates the region and segment that is expected to witness the fastest growth as well as to dominate the market
Analysis by geography highlighting the consumption of the product/service in the region as well as indicating the factors that are affecting the market within each region
Competitive landscape which incorporates the market ranking of the major players, along with new service/product launches, partnerships, business expansions, and acquisitions in the past five years of companies profiled
Extensive company profiles comprising of company overview, company insights, product benchmarking, and SWOT analysis for the major market players
The current as well as the future market outlook of the industry concerning recent developments which involve growth opportunities and drivers as well as challenges and restraints of both emerging as well as developed regions
Includes in-depth analysis of the market from various perspectives through Porter’s five forces analysis
Provides insight into the market through Value Chain
Market dynamics scenario, along with growth opportunities of the market in the years to come
6-month post-sales analyst support
Customization of the Report
In case of any queries or customization requirements, please connect with our sales team, who will ensure that your requirements are met.
Table of Contents
- 1 Research Methodology and Statistical Scope
- 1.1 Market Definition and Statistical Scope of Chemical Mechanical Polishing Products
- 1.2 Key Market Segments
- 1.2.1 Chemical Mechanical Polishing Products Segment by Type
- 1.2.2 Chemical Mechanical Polishing Products Segment by Application
- 1.3 Methodology & Sources of Information
- 1.3.1 Research Methodology
- 1.3.2 Research Process
- 1.3.3 Market Breakdown and Data Triangulation
- 1.3.4 Base Year
- 1.3.5 Report Assumptions & Caveats
- 2 Chemical Mechanical Polishing Products Market Overview
- 2.1 Global Market Overview
- 2.1.1 Global Chemical Mechanical Polishing Products Market Size (M USD) Estimates and Forecasts (2020-2035)
- 2.1.2 Global Chemical Mechanical Polishing Products Sales Estimates and Forecasts (2020-2035)
- 2.2 Market Segment Executive Summary
- 2.3 Global Market Size by Region
- 2.1 Global Market Overview
- 3 Chemical Mechanical Polishing Products Market Competitive Landscape
- 3.1 Company Assessment Quadrant
- 3.2 Global Chemical Mechanical Polishing Products Product Life Cycle
- 3.3 Global Chemical Mechanical Polishing Products Sales by Manufacturers (2020-2025)
- 3.4 Global Chemical Mechanical Polishing Products Revenue Market Share by Manufacturers (2020-2025)
- 3.5 Chemical Mechanical Polishing Products Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
- 3.6 Global Chemical Mechanical Polishing Products Average Price by Manufacturers (2020-2025)
- 3.7 Manufacturers’ Manufacturing Sites, Areas Served, and Product Types
- 3.8 Chemical Mechanical Polishing Products Market Competitive Situation and Trends
- 3.8.1 Chemical Mechanical Polishing Products Market Concentration Rate
- 3.8.2 Global 5 and 10 Largest Chemical Mechanical Polishing Products Players Market Share by Revenue
- 3.8.3 Mergers & Acquisitions, Expansion
- 4 Chemical Mechanical Polishing Products Industry Chain Analysis
- 4.1 Chemical Mechanical Polishing Products Industry Chain Analysis
- 4.2 Market Overview of Key Raw Materials
- 4.3 Midstream Market Analysis
- 4.4 Downstream Customer Analysis
- 5 The Development and Dynamics of Chemical Mechanical Polishing Products Market
- 5.1 Key Development Trends
- 5.2 Driving Factors
- 5.3 Market Challenges
- 5.4 Industry News
- 5.4.1 New Product Developments
- 5.4.2 Mergers & Acquisitions
- 5.4.3 Expansions
- 5.4.4 Collaboration/Supply Contracts
- 5.5 PEST Analysis
- 5.5.1 Industry Policies Analysis
- 5.5.2 Economic Environment Analysis
- 5.5.3 Social Environment Analysis
- 5.5.4 Technological Environment Analysis
- 5.6 Global Chemical Mechanical Polishing Products Market Porters Five Forces Analysis
- 5.6.1 Global Trade Frictions
- 5.6.2 U.S. Tariff Policy – April 2025
- 5.6.3 Global Trade Frictions and Their Impacts to Chemical Mechanical Polishing Products Market
- 5.7 ESG Ratings of Leading Companies
- 6 Chemical Mechanical Polishing Products Market Segmentation by Type
- 6.1 Evaluation Matrix of Segment Market Development Potential (Type)
- 6.2 Global Chemical Mechanical Polishing Products Sales Market Share by Type (2020-2025)
- 6.3 Global Chemical Mechanical Polishing Products Market Size by Type (2020-2025)
- 6.4 Global Chemical Mechanical Polishing Products Price by Type (2020-2025)
- 7 Chemical Mechanical Polishing Products Market Segmentation by Application
- 7.1 Evaluation Matrix of Segment Market Development Potential (Application)
- 7.2 Global Chemical Mechanical Polishing Products Market Sales by Application (2020-2025)
- 7.3 Global Chemical Mechanical Polishing Products Market Size (M USD) by Application (2020-2025)
- 7.4 Global Chemical Mechanical Polishing Products Sales Growth Rate by Application (2020-2025)
- 8 Chemical Mechanical Polishing Products Market Sales by Region
- 8.1 Global Chemical Mechanical Polishing Products Sales by Region
- 8.1.1 Global Chemical Mechanical Polishing Products Sales by Region
- 8.1.2 Global Chemical Mechanical Polishing Products Sales Market Share by Region
- 8.2 Global Chemical Mechanical Polishing Products Market Size by Region
- 8.2.1 Global Chemical Mechanical Polishing Products Market Size by Region
- 8.2.2 Global Chemical Mechanical Polishing Products Market Size by Region
- 8.3 North America
- 8.3.1 North America Chemical Mechanical Polishing Products Sales by Country
- 8.3.2 North America Chemical Mechanical Polishing Products Market Size by Country
- 8.3.3 U.S. Market Overview
- 8.3.4 Canada Market Overview
- 8.3.5 Mexico Market Overview
- 8.4 Europe
- 8.4.1 Europe Chemical Mechanical Polishing Products Sales by Country
- 8.4.2 Europe Chemical Mechanical Polishing Products Market Size by Country
- 8.4.3 Germany Market Overview
- 8.4.4 France Market Overview
- 8.4.5 U.K. Market Overview
- 8.4.6 Italy Market Overview
- 8.4.7 Spain Market Overview
- 8.5 Asia Pacific
- 8.5.1 Asia Pacific Chemical Mechanical Polishing Products Sales by Region
- 8.5.2 Asia Pacific Chemical Mechanical Polishing Products Market Size by Region
- 8.5.3 China Market Overview
- 8.5.4 Japan Market Overview
- 8.5.5 South Korea Market Overview
- 8.5.6 India Market Overview
- 8.5.7 Southeast Asia Market Overview
- 8.6 South America
- 8.6.1 South America Chemical Mechanical Polishing Products Sales by Country
- 8.6.2 South America Chemical Mechanical Polishing Products Market Size by Country
- 8.6.3 Brazil Market Overview
- 8.6.4 Argentina Market Overview
- 8.6.5 Columbia Market Overview
- 8.7 Middle East and Africa
- 8.7.1 Middle East and Africa Chemical Mechanical Polishing Products Sales by Region
- 8.7.2 Middle East and Africa Chemical Mechanical Polishing Products Market Size by Region
- 8.7.3 Saudi Arabia Market Overview
- 8.7.4 UAE Market Overview
- 8.7.5 Egypt Market Overview
- 8.7.6 Nigeria Market Overview
- 8.7.7 South Africa Market Overview
- 8.1 Global Chemical Mechanical Polishing Products Sales by Region
- 9 Chemical Mechanical Polishing Products Market Production by Region
- 9.1 Global Production of Chemical Mechanical Polishing Products by Region(2020-2025)
- 9.2 Global Chemical Mechanical Polishing Products Revenue Market Share by Region (2020-2025)
- 9.3 Global Chemical Mechanical Polishing Products Production, Revenue, Price and Gross Margin (2020-2025)
- 9.4 North America Chemical Mechanical Polishing Products Production
- 9.4.1 North America Chemical Mechanical Polishing Products Production Growth Rate (2020-2025)
- 9.4.2 North America Chemical Mechanical Polishing Products Production, Revenue, Price and Gross Margin (2020-2025)
- 9.5 Europe Chemical Mechanical Polishing Products Production
- 9.5.1 Europe Chemical Mechanical Polishing Products Production Growth Rate (2020-2025)
- 9.5.2 Europe Chemical Mechanical Polishing Products Production, Revenue, Price and Gross Margin (2020-2025)
- 9.6 Japan Chemical Mechanical Polishing Products Production (2020-2025)
- 9.6.1 Japan Chemical Mechanical Polishing Products Production Growth Rate (2020-2025)
- 9.6.2 Japan Chemical Mechanical Polishing Products Production, Revenue, Price and Gross Margin (2020-2025)
- 9.7 China Chemical Mechanical Polishing Products Production (2020-2025)
- 9.7.1 China Chemical Mechanical Polishing Products Production Growth Rate (2020-2025)
- 9.7.2 China Chemical Mechanical Polishing Products Production, Revenue, Price and Gross Margin (2020-2025)
- 10 Key Companies Profile
- 10.1 CMC Materials
- 10.1.1 CMC Materials Basic Information
- 10.1.2 CMC Materials Chemical Mechanical Polishing Products Product Overview
- 10.1.3 CMC Materials Chemical Mechanical Polishing Products Product Market Performance
- 10.1.4 CMC Materials Business Overview
- 10.1.5 CMC Materials SWOT Analysis
- 10.1.6 CMC Materials Recent Developments
- 10.2 DuPont
- 10.2.1 DuPont Basic Information
- 10.2.2 DuPont Chemical Mechanical Polishing Products Product Overview
- 10.2.3 DuPont Chemical Mechanical Polishing Products Product Market Performance
- 10.2.4 DuPont Business Overview
- 10.2.5 DuPont SWOT Analysis
- 10.2.6 DuPont Recent Developments
- 10.3 Fujimi Incorporated
- 10.3.1 Fujimi Incorporated Basic Information
- 10.3.2 Fujimi Incorporated Chemical Mechanical Polishing Products Product Overview
- 10.3.3 Fujimi Incorporated Chemical Mechanical Polishing Products Product Market Performance
- 10.3.4 Fujimi Incorporated Business Overview
- 10.3.5 Fujimi Incorporated SWOT Analysis
- 10.3.6 Fujimi Incorporated Recent Developments
- 10.4 Merck KGaA(Versum Materials)
- 10.4.1 Merck KGaA(Versum Materials) Basic Information
- 10.4.2 Merck KGaA(Versum Materials) Chemical Mechanical Polishing Products Product Overview
- 10.4.3 Merck KGaA(Versum Materials) Chemical Mechanical Polishing Products Product Market Performance
- 10.4.4 Merck KGaA(Versum Materials) Business Overview
- 10.4.5 Merck KGaA(Versum Materials) Recent Developments
- 10.5 Fujifilm
- 10.5.1 Fujifilm Basic Information
- 10.5.2 Fujifilm Chemical Mechanical Polishing Products Product Overview
- 10.5.3 Fujifilm Chemical Mechanical Polishing Products Product Market Performance
- 10.5.4 Fujifilm Business Overview
- 10.5.5 Fujifilm Recent Developments
- 10.6 Hitachi Chemical
- 10.6.1 Hitachi Chemical Basic Information
- 10.6.2 Hitachi Chemical Chemical Mechanical Polishing Products Product Overview
- 10.6.3 Hitachi Chemical Chemical Mechanical Polishing Products Product Market Performance
- 10.6.4 Hitachi Chemical Business Overview
- 10.6.5 Hitachi Chemical Recent Developments
- 10.7 Saint-Gobain
- 10.7.1 Saint-Gobain Basic Information
- 10.7.2 Saint-Gobain Chemical Mechanical Polishing Products Product Overview
- 10.7.3 Saint-Gobain Chemical Mechanical Polishing Products Product Market Performance
- 10.7.4 Saint-Gobain Business Overview
- 10.7.5 Saint-Gobain Recent Developments
- 10.8 Asahi Glass
- 10.8.1 Asahi Glass Basic Information
- 10.8.2 Asahi Glass Chemical Mechanical Polishing Products Product Overview
- 10.8.3 Asahi Glass Chemical Mechanical Polishing Products Product Market Performance
- 10.8.4 Asahi Glass Business Overview
- 10.8.5 Asahi Glass Recent Developments
- 10.9 Ace Nanochem
- 10.9.1 Ace Nanochem Basic Information
- 10.9.2 Ace Nanochem Chemical Mechanical Polishing Products Product Overview
- 10.9.3 Ace Nanochem Chemical Mechanical Polishing Products Product Market Performance
- 10.9.4 Ace Nanochem Business Overview
- 10.9.5 Ace Nanochem Recent Developments
- 10.10 Ferro (UWiZ Technology)
- 10.10.1 Ferro (UWiZ Technology) Basic Information
- 10.10.2 Ferro (UWiZ Technology) Chemical Mechanical Polishing Products Product Overview
- 10.10.3 Ferro (UWiZ Technology) Chemical Mechanical Polishing Products Product Market Performance
- 10.10.4 Ferro (UWiZ Technology) Business Overview
- 10.10.5 Ferro (UWiZ Technology) Recent Developments
- 10.11 WEC Group
- 10.11.1 WEC Group Basic Information
- 10.11.2 WEC Group Chemical Mechanical Polishing Products Product Overview
- 10.11.3 WEC Group Chemical Mechanical Polishing Products Product Market Performance
- 10.11.4 WEC Group Business Overview
- 10.11.5 WEC Group Recent Developments
- 10.12 Anji Microelectronics
- 10.12.1 Anji Microelectronics Basic Information
- 10.12.2 Anji Microelectronics Chemical Mechanical Polishing Products Product Overview
- 10.12.3 Anji Microelectronics Chemical Mechanical Polishing Products Product Market Performance
- 10.12.4 Anji Microelectronics Business Overview
- 10.12.5 Anji Microelectronics Recent Developments
- 10.13 Soulbrain
- 10.13.1 Soulbrain Basic Information
- 10.13.2 Soulbrain Chemical Mechanical Polishing Products Product Overview
- 10.13.3 Soulbrain Chemical Mechanical Polishing Products Product Market Performance
- 10.13.4 Soulbrain Business Overview
- 10.13.5 Soulbrain Recent Developments
- 10.14 JSR Micro Korea Material
- 10.14.1 JSR Micro Korea Material Basic Information
- 10.14.2 JSR Micro Korea Material Chemical Mechanical Polishing Products Product Overview
- 10.14.3 JSR Micro Korea Material Chemical Mechanical Polishing Products Product Market Performance
- 10.14.4 JSR Micro Korea Material Business Overview
- 10.14.5 JSR Micro Korea Material Recent Developments
- 10.15 KC Tech
- 10.15.1 KC Tech Basic Information
- 10.15.2 KC Tech Chemical Mechanical Polishing Products Product Overview
- 10.15.3 KC Tech Chemical Mechanical Polishing Products Product Market Performance
- 10.15.4 KC Tech Business Overview
- 10.15.5 KC Tech Recent Developments
- 10.16 FUJIBO
- 10.16.1 FUJIBO Basic Information
- 10.16.2 FUJIBO Chemical Mechanical Polishing Products Product Overview
- 10.16.3 FUJIBO Chemical Mechanical Polishing Products Product Market Performance
- 10.16.4 FUJIBO Business Overview
- 10.16.5 FUJIBO Recent Developments
- 10.17 TWI Incorporated
- 10.17.1 TWI Incorporated Basic Information
- 10.17.2 TWI Incorporated Chemical Mechanical Polishing Products Product Overview
- 10.17.3 TWI Incorporated Chemical Mechanical Polishing Products Product Market Performance
- 10.17.4 TWI Incorporated Business Overview
- 10.17.5 TWI Incorporated Recent Developments
- 10.18 3M
- 10.18.1 3M Basic Information
- 10.18.2 3M Chemical Mechanical Polishing Products Product Overview
- 10.18.3 3M Chemical Mechanical Polishing Products Product Market Performance
- 10.18.4 3M Business Overview
- 10.18.5 3M Recent Developments
- 10.19 FNS TECH
- 10.19.1 FNS TECH Basic Information
- 10.19.2 FNS TECH Chemical Mechanical Polishing Products Product Overview
- 10.19.3 FNS TECH Chemical Mechanical Polishing Products Product Market Performance
- 10.19.4 FNS TECH Business Overview
- 10.19.5 FNS TECH Recent Developments
- 10.20 IVT Technologies
- 10.20.1 IVT Technologies Basic Information
- 10.20.2 IVT Technologies Chemical Mechanical Polishing Products Product Overview
- 10.20.3 IVT Technologies Chemical Mechanical Polishing Products Product Market Performance
- 10.20.4 IVT Technologies Business Overview
- 10.20.5 IVT Technologies Recent Developments
- 10.21 SKC
- 10.21.1 SKC Basic Information
- 10.21.2 SKC Chemical Mechanical Polishing Products Product Overview
- 10.21.3 SKC Chemical Mechanical Polishing Products Product Market Performance
- 10.21.4 SKC Business Overview
- 10.21.5 SKC Recent Developments
- 10.1 CMC Materials
- 11 Chemical Mechanical Polishing Products Market Forecast by Region
- 11.1 Global Chemical Mechanical Polishing Products Market Size Forecast
- 11.2 Global Chemical Mechanical Polishing Products Market Forecast by Region
- 11.2.1 North America Market Size Forecast by Country
- 11.2.2 Europe Chemical Mechanical Polishing Products Market Size Forecast by Country
- 11.2.3 Asia Pacific Chemical Mechanical Polishing Products Market Size Forecast by Region
- 11.2.4 South America Chemical Mechanical Polishing Products Market Size Forecast by Country
- 11.2.5 Middle East and Africa Forecasted Sales of Chemical Mechanical Polishing Products by Country
- 12 Forecast Market by Type and by Application (2026-2035)
- 12.1 Global Chemical Mechanical Polishing Products Market Forecast by Type (2026-2035)
- 12.1.1 Global Forecasted Sales of Chemical Mechanical Polishing Products by Type (2026-2035)
- 12.1.2 Global Chemical Mechanical Polishing Products Market Size Forecast by Type (2026-2035)
- 12.1.3 Global Forecasted Price of Chemical Mechanical Polishing Products by Type (2026-2035)
- 12.2 Global Chemical Mechanical Polishing Products Market Forecast by Application (2026-2035)
- 12.2.1 Global Chemical Mechanical Polishing Products Sales (K MT) Forecast by Application
- 12.2.2 Global Chemical Mechanical Polishing Products Market Size (M USD) Forecast by Application (2026-2035)
- 12.1 Global Chemical Mechanical Polishing Products Market Forecast by Type (2026-2035)
- 13 Conclusion and Key Findings