Multi-pack Carriers Market

Multi-pack Carriers Market


Multi-Pack Carriers Market: Global Industry Analysis 2015-2021 and Opportunity Assessment 2022-2032

A recent market study published by FMI on Multi-Pack Carriers offers a global industry analysis for 2015-2021 and opportunity assessment for 2022-2032. 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 Product Type:
  • Baskets
  • Trays
  • Others (Rim applied carriers)
By Product Type:
  • Paper & Paperboard
  • Coated Unbleached Kraft Paperboard
  • Bleached Kraft Paperboard
  • Plastic
  • Polyethylene (PE)
  • Polypropylene (PP)
  • Polyethylene Terephthalate (PET)
  • Others
By End Use:
  • Alcoholic Beverages (Beer, Wine, Others)
  • Non-Alcoholic Beverages (Juices, Milk Products, Carbonated Drinks, Others)
By Region:
  • North America
  • Latin America
  • Europe
  • Asia Pacific
  • Middle East and Africa
Report Chapters

Executive Summary

The executive summary of the Multi-Pack Carriers Market includes the global market outlook, demand side trends, supply side trends and also include FMI analysis and recommendations of Multi-Pack Carriers.

Chapter 01 - Market Overview

Readers can find the detailed segmentation and definition of the Multi-Pack Carriers Market in this chapter, which will help to understand basic information about Multi-Pack Carriers. This section also highlights the market scope, taxonomy and limitations which help the reader understand the market coverage of Multi-Pack Carriers Market report.

Chapter 02 - Market Background

This chapter includes detailed analysis of the By Nature 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 Multi-Pack Carriers Market Demand Analysis 2015-2021 and Forecast, 2022-2032

The chapter include historical market value (US$ 1.55 Billion) analysis (2015-2021) and current and future market value (USD 2.45 Billion) and volume (4.7 %) projections (2022-2032). The projections are based on the Y-O-Y growth trend analysis and absolute $ opportunity analysis country of operation.

Chapter 04 - Global Multi-Pack Carriers Market - Pricing Analysis

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

Chapter 05 - Global Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032, By Product Type

Based on By Product Type, Multi-Pack Carriers Market is segmented into Baskets, Trays, Others (Rim applied carriers). This section also offers market attractiveness analysis based on By Product Type. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By Product Type.

Chapter 06 - Global Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032, By Material Type

Based on By Material Type, Multi-Pack Carriers Market is segmented into Paper & Paperboard, Coated Unbleached Kraft Paperboard, Bleached Kraft Paperboard, Plastic, Polyethylene (PE), Polypropylene (PP), Polyethylene Terephthalate (PET), Others. This section also offers market attractiveness analysis based on By Material Type. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By Material Type.

Chapter 07 - Global Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032, By End Use

Based on By End Use, Multi-Pack Carriers Market is segmented into Alcoholic Beverages (Beer, Wine, Others), Non-Alcoholic Beverages (Juices, Milk Products, Carbonated Drinks, Others). This section also offers market attractiveness analysis based on By End Use. Value forecast and Y-o-Y growth comparison will also be provided for above mentioned By End Use.

Chapter 08 - Global Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032, By Region

Based on By Region, Multi-Pack Carriers Market is segmented into North America,Latin America,Europe,East Asia,South Asia & Pacific,Middle East & Africa. 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 Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of the Multi-Pack Carriers 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 Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of Multi-Pack Carriers 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 Multi-Pack Carriers Market in the Latin America Region.

Chapter 11 - Europe Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of Multi-Pack Carriers 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 Multi-Pack Carriers Market in the Regional market.

Chapter 12 - East Asia Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of Multi-Pack Carriers 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 Multi-Pack Carriers Market in the Regional market.

Chapter 13 - South Asia Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of Multi-Pack Carriers 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 Multi-Pack Carriers Market in the Regional market.

Chapter 14 - Middle East and Africa Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter includes a detailed analysis of the growth of Multi-Pack Carriers 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 Multi-Pack Carriers Market in the Regional market.

Chapter 15 - Key Countries Multi-Pack Carriers Market Analysis 2015-2021 and Forecast 2022-2032

This chapter offers insights into how the Multi-Pack Carriers 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 Nature 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 Smurfit Kappa Group plc, WestRock Company, Graphic Packaging International, LLC, Fishbone Packaging Inc., British Polythene Limited, Grip-Pak, Wynalda Packaging, and Canada Kegs & Packaging.

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 Multi-Pack Carriers 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 Multi-Pack Carriers Market.


1. Executive Summary | Multi-pack Carriers 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. Impact of Covid-19
3.2.1. Demand in Optimistic Scenario
3.2.2. Demand in Likely Scenario
3.2.3. Demand in Conservative Scenario
3.3. Macro Factors and Forecast Factors
3.4. Value Chain Analysis
3.4.1. Profit Margin Analysis
3.4.2. Raw Material Suppliers
3.4.3. Manufacturers, Wholesalers, and Distributors
3.4.4. End Users/ Customers
3.5. Regional Parent Market Outlook
3.6. Production and Consumption Statistics
3.7. Global Average Pricing Analysis Benchmark
4. Global Market Analysis 2015 to 2021 and Forecast, 2022 to 2032
4.1. Historical Market Size Value (US$ Million) & Volume (Units) Analysis, 2015 to 2021
4.2. Current and Future Market Size Value (US$ Million) & Volume (Units) Projections, 2022 to 2032
4.2.1. Y-o-Y Growth Trend Analysis
Opportunity Analysis
4.2.2. Absolute $
5. Global Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Material
5.1. Introduction / Key Findings
5.2. Historical Market Size Value (US$ Million) & Volume (Units) Analysis By Material, 2015 to 2021
5.3. Current and Future Market Size Value (US$ Million) & Volume (Units) Analysis and Forecast By Material, 2022 to 2032
5.3.1. Plastic
5.3.2. Paper & Paperboard
5.3.3. Metal
5.4. Y-o-Y Growth Trend Analysis By Material, 2015 to 2021
5.5. Absolute $ Opportunity Analysis By Material, 2022 to 2032
6. Global Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Application
6.1. Introduction / Key Findings
6.2. Historical Market Size Value (US$ Million) & Volume (Units) Analysis By Application, 2015 to 2021
6.3. Current and Future Market Size Value (US$ Million) & Volume (Units) Analysis and Forecast By Application, 2022 to 2032
6.3.1. Bottles
6.3.2. Cans
6.4. Y-o-Y Growth Trend Analysis By Application, 2015 to 2021
6.5. Absolute $ Opportunity Analysis By Application, 2022 to 2032
7. Global Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Capacity
7.1. Introduction / Key Findings
7.2. Historical Market Size Value (US$ Million) & Volume (Units) Analysis By Capacity, 2015 to 2021
7.3. Current and Future Market Size Value (US$ Million) & Volume (Units) Analysis and Forecast By Capacity, 2022 to 2032
7.3.1. 4 Pack
7.3.2. 6 Pack
7.3.3. 8 Pack
7.3.4. More than 8 Pack
7.4. Y-o-Y Growth Trend Analysis By Capacity, 2015 to 2021
7.5. Absolute $ Opportunity Analysis By Capacity, 2022 to 2032
8. Global Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Region
8.1. Introduction / Key Findings
8.2. Historical Market Size Value (US$ Million) & Volume (Units) Analysis By Region, 2015 to 2021
8.3. Current and Future Market Size Value (US$ Million) & Volume (Units) Analysis and Forecast By Region, 2022 to 2032
8.3.1. North America
8.3.2. Latin America
8.3.3. Europe
8.3.4. East Asia
8.3.5. South Asia
8.3.6. Oceania
8.3.7. Middle East and Africa (Middle East and Africa)
8.4. Market Attractiveness Analysis, by Region
9. North America Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
9.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
9.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
9.2.1. By Country
9.2.1.1. USA
9.2.1.2. Canada
9.2.2. By Material
9.2.3. By Application
9.2.4. By Capacity
9.3. Market Attractiveness Analysis
9.3.1. By Country
9.3.2. By Material
9.3.3. By Application
9.3.4. By Capacity
9.4. Key Takeaways
10. Latin America Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
10.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
10.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
10.2.1. By Country
10.2.1.1. Brazil
10.2.1.2. Mexico
10.2.1.3. Argentina
10.2.1.4. Chile
10.2.1.5. Peru
10.2.1.6. Rest of Latin America
10.2.2. By Material
10.2.3. By Application
10.2.4. By Capacity
10.3. Market Attractiveness Analysis
10.3.1. By Country
10.3.2. By Material
10.3.3. By Application
10.3.4. By Capacity
10.4. Key Takeaways
11. Europe Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
11.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
11.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
11.2.1. By Country
11.2.1.1. Germany
11.2.1.2. Italy
11.2.1.3. France
11.2.1.4. United Kingdom
11.2.1.5. Spain
11.2.1.6. BENELUX
11.2.1.7. Nordic
11.2.1.8. Russia
11.2.1.9. Poland
11.2.1.10. Rest of Europe
11.2.2. By Material
11.2.3. By Application
11.2.4. By Capacity
11.3. Market Attractiveness Analysis
11.3.1. By Country
11.3.2. By Material
11.3.3. By Application
11.3.4. By Capacity
11.4. Key Takeaways
12. East Asia Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
12.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
12.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
12.2.1. By Country
12.2.1.1. China
12.2.1.2. Japan
12.2.1.3. South Korea
12.2.2. By Material
12.2.3. By Application
12.2.4. By Capacity
12.3. Market Attractiveness Analysis
12.3.1. By Country
12.3.2. By Material
12.3.3. By Application
12.3.4. By Capacity
12.4. Key Takeaways
13. South Asia Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
13.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
13.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
13.2.1. By Country
13.2.1.1. India
13.2.1.2. Thailand
13.2.1.3. Malaysia
13.2.1.4. Indonesia
13.2.1.5. Rest of South Asia
13.2.2. By Material
13.2.3. By Application
13.2.4. By Capacity
13.3. Market Attractiveness Analysis
13.3.1. By Country
13.3.2. By Material
13.3.3. By Application
13.3.4. By Capacity
13.4. Key Takeaways
14. Oceania Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
14.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
14.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
14.2.1. By Country
14.2.1.1. Australia
14.2.1.2. New Zealand
14.2.2. By Material
14.2.3. By Application
14.2.4. By Capacity
14.3. Market Attractiveness Analysis
14.3.1. By Country
14.3.2. By Material
14.3.3. By Application
14.3.4. By Capacity
14.4. Key Takeaways
15. Middle East & Africa Market Analysis 2015 to 2021 and Forecast 2022 to 2032, By Country
15.1. Historical Market Size Value (US$ Million) & Volume (Units) Trend Analysis By Market Taxonomy, 2015 to 2021
15.2. Market Size Value (US$ Million) & Volume (Units) Forecast By Market Taxonomy, 2022 to 2032
15.2.1. By Country
15.2.1.1. GCC Countries
15.2.1.2. Turkey
15.2.1.3. Northern Africa
15.2.1.4. South Africa
15.2.1.5. Rest of Middle East and Africa
15.2.2. By Material
15.2.3. By Application
15.2.4. By Capacity
15.3. Market Attractiveness Analysis
15.3.1. By Country
15.3.2. By Material
15.3.3. By Application
15.3.4. By Capacity
15.4. Key Takeaways
16. Country-wise Market Analysis
16.1. USA
16.1.1. Market Share Analysis, 2022
16.1.2. By Material
16.1.3. By Application
16.1.4. By Capacity
16.2. Canada
16.2.1. Market Share Analysis, 2022
16.2.2. By Material
16.2.3. By Application
16.2.4. By Capacity
16.3. Brazil
16.3.1. Market Share Analysis, 2022
16.3.2. By Material
16.3.3. By Application
16.3.4. By Capacity
16.4. Mexico
16.4.1. Market Share Analysis, 2022
16.4.2. By Material
16.4.3. By Application
16.4.4. By Capacity
16.5. Germany
16.5.1. Market Share Analysis, 2022
16.5.2. By Material
16.5.3. By Application
16.5.4. By Capacity
16.6. Italy
16.6.1. Market Share Analysis, 2022
16.6.2. By Material
16.6.3. By Application
16.6.4. By Capacity
16.7. France
16.7.1. Market Share Analysis, 2022
16.7.2. By Material
16.7.3. By Application
16.7.4. By Capacity
16.8. Spain
16.8.1. Market Share Analysis, 2022
16.8.2. By Material
16.8.3. By Application
16.8.4. By Capacity
16.9. United Kingdom
16.9.1. Market Share Analysis, 2022
16.9.2. By Material
16.9.3. By Application
16.9.4. By Capacity
16.10. Russia
16.10.1. Market Share Analysis, 2022
16.10.2. By Material
16.10.3. By Application
16.10.4. By Capacity
16.11. China
16.11.1. Market Share Analysis, 2022
16.11.2. By Material
16.11.3. By Application
16.11.4. By Capacity
16.12. Japan
16.12.1. Market Share Analysis, 2022
16.12.2. By Material
16.12.3. By Application
16.12.4. By Capacity
16.13. India
16.13.1. Market Share Analysis, 2022
16.13.2. By Material
16.13.3. By Application
16.13.4. By Capacity
16.14. GCC Countries
16.14.1. Market Share Analysis, 2022
16.14.2. By Material
16.14.3. By Application
16.14.4. By Capacity
16.15. Australia
16.15.1. Market Share Analysis, 2022
16.15.2. By Material
16.15.3. By Application
16.15.4. By Capacity
17. Market Structure Analysis
17.1. Competition Dashboard
17.2. Competition Benchmarking
17.3. Market Share Analysis of Top Players
17.3.1. By Region
17.3.2. By Product Portfolio
18. Competition Analysis
18.1. Competition Deep Dive
18.1.1. Smurfit Kappa Group plc
18.1.1.1. Overview
18.1.1.2. Product Portfolio
18.1.1.3. Profitability by Market Segments (Product/Channel/Region)
18.1.1.4. Sales Footprint
18.1.1.5. Strategy Overview
18.1.1.5.1. Marketing Strategy
18.1.1.5.2. Product Strategy
18.1.1.5.3. Channel Strategy
18.1.2. WestRock Company
18.1.2.1. Overview
18.1.2.2. Product Portfolio
18.1.2.3. Profitability by Market Segments (Product/Channel/Region)
18.1.2.4. Sales Footprint
18.1.2.5. Strategy Overview
18.1.2.5.1. Marketing Strategy
18.1.2.5.2. Product Strategy
18.1.2.5.3. Channel Strategy
18.1.3. Graphic Packaging International, LLC
18.1.3.1. Overview
18.1.3.2. Product Portfolio
18.1.3.3. Profitability by Market Segments (Product/Channel/Region)
18.1.3.4. Sales Footprint
18.1.3.5. Strategy Overview
18.1.3.5.1. Marketing Strategy
18.1.3.5.2. Product Strategy
18.1.3.5.3. Channel Strategy
18.1.4. Fishbone Packaging Inc.
18.1.4.1. Overview
18.1.4.2. Product Portfolio
18.1.4.3. Profitability by Market Segments (Product/Channel/Region)
18.1.4.4. Sales Footprint
18.1.4.5. Strategy Overview
18.1.4.5.1. Marketing Strategy
18.1.4.5.2. Product Strategy
18.1.4.5.3. Channel Strategy
18.1.5. Wynalda Packaging
18.1.5.1. Overview
18.1.5.2. Product Portfolio
18.1.5.3. Profitability by Market Segments (Product/Channel/Region)
18.1.5.4. Sales Footprint
18.1.5.5. Strategy Overview
18.1.5.5.1. Marketing Strategy
18.1.5.5.2. Product Strategy
18.1.5.5.3. Channel Strategy
18.1.6. Roberts PolyPro
18.1.6.1. Overview
18.1.6.2. Product Portfolio
18.1.6.3. Profitability by Market Segments (Product/Channel/Region)
18.1.6.4. Sales Footprint
18.1.6.5. Strategy Overview
18.1.6.5.1. Marketing Strategy
18.1.6.5.2. Product Strategy
18.1.6.5.3. Channel Strategy
18.1.7. Berry Global Group
18.1.7.1. Overview
18.1.7.2. Product Portfolio
18.1.7.3. Profitability by Market Segments (Product/Channel/Region)
18.1.7.4. Sales Footprint
18.1.7.5. Strategy Overview
18.1.7.5.1. Marketing Strategy
18.1.7.5.2. Product Strategy
18.1.7.5.3. Channel Strategy
18.1.8. Bhalla International
18.1.8.1. Overview
18.1.8.2. Product Portfolio
18.1.8.3. Profitability by Market Segments (Product/Channel/Region)
18.1.8.4. Sales Footprint
18.1.8.5. Strategy Overview
18.1.8.5.1. Marketing Strategy
18.1.8.5.2. Product Strategy
18.1.8.5.3. Channel Strategy
18.1.9. RATTPACK
18.1.9.1. Overview
18.1.9.2. Product Portfolio
18.1.9.3. Profitability by Market Segments (Product/Channel/Region)
18.1.9.4. Sales Footprint
18.1.9.5. Strategy Overview
18.1.9.5.1. Marketing Strategy
18.1.9.5.2. Product Strategy
18.1.9.5.3. Channel Strategy
18.1.10. SCHEFFAUER HOLZWAREN GESELLSCHAFT M.B.H.
18.1.10.1. Overview
18.1.10.2. Product Portfolio
18.1.10.3. Profitability by Market Segments (Product/Channel/Region)
18.1.10.4. Sales Footprint
18.1.10.5. Strategy Overview
18.1.10.5.1. Marketing Strategy
18.1.10.5.2. Product Strategy
18.1.10.5.3. Channel Strategy
18.1.11. Kartell
18.1.11.1. Overview
18.1.11.2. Product Portfolio
18.1.11.3. Profitability by Market Segments (Product/Channel/Region)
18.1.11.4. Sales Footprint
18.1.11.5. Strategy Overview
18.1.11.5.1. Marketing Strategy
18.1.11.5.2. Product Strategy
18.1.11.5.3. Channel Strategy
18.1.12. Dreamfly Packaging Co., Ltd
18.1.12.1. Overview
18.1.12.2. Product Portfolio
18.1.12.3. Profitability by Market Segments (Product/Channel/Region)
18.1.12.4. Sales Footprint
18.1.12.5. Strategy Overview
18.1.12.5.1. Marketing Strategy
18.1.12.5.2. Product Strategy
18.1.12.5.3. Channel Strategy
19. Assumptions and Acronyms Used
20. Research Methodology

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