
Carbon-Negative Insulation Market Forecasts to 2032 – Global Analysis By Type (Hemp-Based Insulation, Mycelium-Based Insulation, Wood Fiber & Cellulose Insulation, Agricultural Residue-Based Insulation, Carbon-Sequestering Foam Insulation and Hybrid Bio-B
Description
According to Stratistics MRC, the Global Carbon-Negative Insulation Market is accounted for $1.4 billion in 2025 and is expected to reach $17.4 billion by 2032 growing at a CAGR of 4.3% during the forecast period. Carbon-negative insulation is a class of building material that removes more CO₂ from the atmosphere over its lifecycle than it emits. This is achieved by using rapidly renewable, bio-based materials like hemp, cork, or mycelium that sequester large amounts of carbon during growth. Their manufacturing process is also low-energy. Once installed, the captured carbon remains stored for the life of the building, making them a powerful tool for reducing the construction industry's overall carbon footprint.
Survey Analysis: According to recent research published by Net Zero Compare, a new material called CarbonFiberStone (CFS) not only rivals concrete in strength but also actively removes carbon dioxide from the atmosphere.
Market Dynamics:
Driver:
Rising demand for sustainable green building materials
The carbon-negative insulation market is propelled by growing demand for eco-friendly building materials. Increased environmental awareness and stringent regulations, like the EU’s Energy Performance of Buildings Directive, push for sustainable solutions. Materials like hemp and cellulose, which sequester carbon, align with global net-zero goals. Urbanization and green certifications, such as LEED, further boost adoption in residential and commercial construction, driving market growth.
Restraint:
High initial cost versus traditional insulation
The high initial cost is a significant restraint hindering the widespread adoption of carbon-negative insulation. The manufacturing processes for these innovative materials are often complex and not yet scaled for mass production, making them more expensive than conventional insulation like fiberglass or foam. This price disparity can be a deterrent for builders and consumers, particularly in price-sensitive markets, who may opt for cheaper, traditional alternatives despite their negative environmental impact.
Opportunity:
Integration with smart and eco-friendly infrastructure
The carbon-negative insulation market has a significant opportunity to integrate with smart and eco-friendly infrastructure. As buildings become more intelligent, incorporating sensors and automated systems to optimize energy use, carbon-negative materials can play a crucial role. This integration can create a holistic, energy-efficient ecosystem where the building's envelope actively contributes to its energy performance and carbon neutrality. This synergy enhances the value proposition for sustainable development projects.
Threat:
Supply chain disruptions affecting raw material sourcing
The market faces a considerable threat from supply chain disruptions, which can affect the sourcing of raw materials. Many carbon-negative insulation materials are derived from natural, often agricultural, sources like hemp, mycelium, or other bio-based components. Disruptions caused by climate-related events, geopolitical tensions, or other unforeseen circumstances can impact the availability and cost of these raw materials, making production unreliable and volatile. This can in turn hinder the market's growth and scalability.
Covid-19 Impact:
The COVID-19 pandemic disrupted the carbon-negative insulation market through widespread supply chain and logistical challenges. Lockdowns and labor shortages temporarily halted construction projects, impacting demand. However, the pandemic also heightened global awareness of health and sustainability in indoor environments. This new focus led to a long-term increase in demand for eco-friendly building materials, including carbon-negative insulation, positioning the market for a strong rebound and renewed focus on resilient, sustainable construction.
The hemp-based insulation segment is expected to be the largest during the forecast period
The hemp-based insulation segment is expected to account for the largest market share during the forecast period, owing toits superior sustainability profile and impressive thermal performance. As a rapidly renewable and carbon-sequestering crop, hemp is a highly attractive raw material. It offers excellent thermal and acoustic insulation properties, is naturally resistant to mold and pests, and is non-toxic. Its cultivation is also less water-intensive than other crops. These attributes, combined with growing policy support for sustainable building, are driving its dominance in the market.
The boards & panels segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the boards & panels segment is predicted to witness the highest growth rate, impelled by the increasing use of prefabricated and modular construction methods. Boards and panels offer ease of installation, speed of construction, and consistent quality, which are highly valued in modern building practices. These pre-manufactured insulation components also minimize on-site waste and labor costs. The push for more efficient, faster, and sustainable construction projects worldwide is directly fueling the demand for this segment.
Region with largest share:
During the forecast period, the Asia Pacific region is expected to hold the largest market share, driven by rapid urbanization and an increase in construction activities across key economies like China and India. The region's growing population and subsequent demand for new infrastructure, coupled with rising environmental concerns and supportive government policies promoting green building, are creating a fertile ground for the carbon-negative insulation market. This combination of robust economic development and a shift towards sustainable practices positions Asia Pacific as the market leader.
Region with highest CAGR:
Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, attributed to the presence of key industry players, significant technological advancements, and strong government incentives and regulations for energy efficiency. The U.S. and Canada have established rigorous building codes and green building standards, like LEED, that actively encourage the use of high-performance and carbon-negative materials. Furthermore, substantial R&D investments and a high level of consumer awareness regarding sustainable living are accelerating the market's growth.
Key players in the market
Some of the key players in Carbon-Negative Insulation Market include Hempitecture Inc., Biome Bioplastics, Ecococon, Mycotech Lab, MoguS.r.l., JustBioFiber, IsolHemp, Buitex Industries, Thermo-Hemp, Steico SE, GutexHolzfaserplattenwerk, CorkSol UK, Izodom 2000 Polska, American Lime Technology, Ecovative Design, Green Building Store, Cavac Biomatériaux, Back to Earth Ltd., HempFlax BV, and Actis Insulation Ltd.
Key Developments:
In March 2025, Hempitecture expanded its operations to open a new fulfillment hub near Los Angeles, supporting post-wildfire reconstruction efforts by providing rapid access to fire-resistant, carbon-negative insulation such as Hempcrete and HempWool to architects and developers.
In March 2025, Mogu S.r.l. expanded its reach by introducing bio-composite insulation panels to a wider range of sustainable architecture projects, partnering with designers and developers focused on eco-friendly, lifecycle-optimized construction materials and innovative building envelopes.
In February 2025, Mycotech Lab launched pilot projects featuring mycelium-based carbon-negative insulation in residential and commercial buildings, demonstrating improved thermal performance, reduced embodied carbon, and scalability for sustainable construction in urban and suburban environments.
Types Covered:
• Hemp-Based Insulation
• Mycelium-Based Insulation
• Wood Fiber & Cellulose Insulation
• Agricultural Residue-Based Insulation
• Carbon-Sequestering Foam Insulation
• Hybrid Bio-Based Insulation
Forms Covered:
• Boards & Panels
• Batts & Blankets
• Loose Fill & Spray Applied
• Rigid Foam Blocks
• Structural Insulated Panels (SIPs)
Carbon Capture Mechanisms Covered:
• Bio-Based Carbon Sequestration
• Recycled & Circular Economy Materials
• Direct Carbon Capture Enhanced Materials
Applications Covered:
• Residential Construction
• Commercial & Industrial Buildings
• Retrofit & Renovation Projects
• Prefabricated & Modular Constructions
• Cold Storage & Warehousing
• Acoustic Insulation
End Users Covered:
• Building & Construction Companies
• Architects & Green Building Designers
• Industrial Facility Operators
• Government & Public Infrastructure Projects
• DIY Homeowners
Regions Covered:
• North America
US
Canada
Mexico
• Europe
Germany
UK
Italy
France
Spain
Rest of Europe
• Asia Pacific
Japan
China
India
Australia
New Zealand
South Korea
Rest of Asia Pacific
• South America
Argentina
Brazil
Chile
Rest of South America
• Middle East & Africa
Saudi Arabia
UAE
Qatar
South Africa
Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
• Company Profiling
Comprehensive profiling of additional market players (up to 3)
SWOT Analysis of key players (up to 3)
• Regional Segmentation
Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances
Survey Analysis: According to recent research published by Net Zero Compare, a new material called CarbonFiberStone (CFS) not only rivals concrete in strength but also actively removes carbon dioxide from the atmosphere.
Market Dynamics:
Driver:
Rising demand for sustainable green building materials
The carbon-negative insulation market is propelled by growing demand for eco-friendly building materials. Increased environmental awareness and stringent regulations, like the EU’s Energy Performance of Buildings Directive, push for sustainable solutions. Materials like hemp and cellulose, which sequester carbon, align with global net-zero goals. Urbanization and green certifications, such as LEED, further boost adoption in residential and commercial construction, driving market growth.
Restraint:
High initial cost versus traditional insulation
The high initial cost is a significant restraint hindering the widespread adoption of carbon-negative insulation. The manufacturing processes for these innovative materials are often complex and not yet scaled for mass production, making them more expensive than conventional insulation like fiberglass or foam. This price disparity can be a deterrent for builders and consumers, particularly in price-sensitive markets, who may opt for cheaper, traditional alternatives despite their negative environmental impact.
Opportunity:
Integration with smart and eco-friendly infrastructure
The carbon-negative insulation market has a significant opportunity to integrate with smart and eco-friendly infrastructure. As buildings become more intelligent, incorporating sensors and automated systems to optimize energy use, carbon-negative materials can play a crucial role. This integration can create a holistic, energy-efficient ecosystem where the building's envelope actively contributes to its energy performance and carbon neutrality. This synergy enhances the value proposition for sustainable development projects.
Threat:
Supply chain disruptions affecting raw material sourcing
The market faces a considerable threat from supply chain disruptions, which can affect the sourcing of raw materials. Many carbon-negative insulation materials are derived from natural, often agricultural, sources like hemp, mycelium, or other bio-based components. Disruptions caused by climate-related events, geopolitical tensions, or other unforeseen circumstances can impact the availability and cost of these raw materials, making production unreliable and volatile. This can in turn hinder the market's growth and scalability.
Covid-19 Impact:
The COVID-19 pandemic disrupted the carbon-negative insulation market through widespread supply chain and logistical challenges. Lockdowns and labor shortages temporarily halted construction projects, impacting demand. However, the pandemic also heightened global awareness of health and sustainability in indoor environments. This new focus led to a long-term increase in demand for eco-friendly building materials, including carbon-negative insulation, positioning the market for a strong rebound and renewed focus on resilient, sustainable construction.
The hemp-based insulation segment is expected to be the largest during the forecast period
The hemp-based insulation segment is expected to account for the largest market share during the forecast period, owing toits superior sustainability profile and impressive thermal performance. As a rapidly renewable and carbon-sequestering crop, hemp is a highly attractive raw material. It offers excellent thermal and acoustic insulation properties, is naturally resistant to mold and pests, and is non-toxic. Its cultivation is also less water-intensive than other crops. These attributes, combined with growing policy support for sustainable building, are driving its dominance in the market.
The boards & panels segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the boards & panels segment is predicted to witness the highest growth rate, impelled by the increasing use of prefabricated and modular construction methods. Boards and panels offer ease of installation, speed of construction, and consistent quality, which are highly valued in modern building practices. These pre-manufactured insulation components also minimize on-site waste and labor costs. The push for more efficient, faster, and sustainable construction projects worldwide is directly fueling the demand for this segment.
Region with largest share:
During the forecast period, the Asia Pacific region is expected to hold the largest market share, driven by rapid urbanization and an increase in construction activities across key economies like China and India. The region's growing population and subsequent demand for new infrastructure, coupled with rising environmental concerns and supportive government policies promoting green building, are creating a fertile ground for the carbon-negative insulation market. This combination of robust economic development and a shift towards sustainable practices positions Asia Pacific as the market leader.
Region with highest CAGR:
Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, attributed to the presence of key industry players, significant technological advancements, and strong government incentives and regulations for energy efficiency. The U.S. and Canada have established rigorous building codes and green building standards, like LEED, that actively encourage the use of high-performance and carbon-negative materials. Furthermore, substantial R&D investments and a high level of consumer awareness regarding sustainable living are accelerating the market's growth.
Key players in the market
Some of the key players in Carbon-Negative Insulation Market include Hempitecture Inc., Biome Bioplastics, Ecococon, Mycotech Lab, MoguS.r.l., JustBioFiber, IsolHemp, Buitex Industries, Thermo-Hemp, Steico SE, GutexHolzfaserplattenwerk, CorkSol UK, Izodom 2000 Polska, American Lime Technology, Ecovative Design, Green Building Store, Cavac Biomatériaux, Back to Earth Ltd., HempFlax BV, and Actis Insulation Ltd.
Key Developments:
In March 2025, Hempitecture expanded its operations to open a new fulfillment hub near Los Angeles, supporting post-wildfire reconstruction efforts by providing rapid access to fire-resistant, carbon-negative insulation such as Hempcrete and HempWool to architects and developers.
In March 2025, Mogu S.r.l. expanded its reach by introducing bio-composite insulation panels to a wider range of sustainable architecture projects, partnering with designers and developers focused on eco-friendly, lifecycle-optimized construction materials and innovative building envelopes.
In February 2025, Mycotech Lab launched pilot projects featuring mycelium-based carbon-negative insulation in residential and commercial buildings, demonstrating improved thermal performance, reduced embodied carbon, and scalability for sustainable construction in urban and suburban environments.
Types Covered:
• Hemp-Based Insulation
• Mycelium-Based Insulation
• Wood Fiber & Cellulose Insulation
• Agricultural Residue-Based Insulation
• Carbon-Sequestering Foam Insulation
• Hybrid Bio-Based Insulation
Forms Covered:
• Boards & Panels
• Batts & Blankets
• Loose Fill & Spray Applied
• Rigid Foam Blocks
• Structural Insulated Panels (SIPs)
Carbon Capture Mechanisms Covered:
• Bio-Based Carbon Sequestration
• Recycled & Circular Economy Materials
• Direct Carbon Capture Enhanced Materials
Applications Covered:
• Residential Construction
• Commercial & Industrial Buildings
• Retrofit & Renovation Projects
• Prefabricated & Modular Constructions
• Cold Storage & Warehousing
• Acoustic Insulation
End Users Covered:
• Building & Construction Companies
• Architects & Green Building Designers
• Industrial Facility Operators
• Government & Public Infrastructure Projects
• DIY Homeowners
Regions Covered:
• North America
US
Canada
Mexico
• Europe
Germany
UK
Italy
France
Spain
Rest of Europe
• Asia Pacific
Japan
China
India
Australia
New Zealand
South Korea
Rest of Asia Pacific
• South America
Argentina
Brazil
Chile
Rest of South America
• Middle East & Africa
Saudi Arabia
UAE
Qatar
South Africa
Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
• Company Profiling
Comprehensive profiling of additional market players (up to 3)
SWOT Analysis of key players (up to 3)
• Regional Segmentation
Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances
Table of Contents
200 Pages
- 1 Executive Summary
- 2 Preface
- 2.1 Abstract
- 2.2 Stake Holders
- 2.3 Research Scope
- 2.4 Research Methodology
- 2.4.1 Data Mining
- 2.4.2 Data Analysis
- 2.4.3 Data Validation
- 2.4.4 Research Approach
- 2.5 Research Sources
- 2.5.1 Primary Research Sources
- 2.5.2 Secondary Research Sources
- 2.5.3 Assumptions
- 3 Market Trend Analysis
- 3.1 Introduction
- 3.2 Drivers
- 3.3 Restraints
- 3.4 Opportunities
- 3.5 Threats
- 3.6 Application Analysis
- 3.7 End User Analysis
- 3.8 Emerging Markets
- 3.9 Impact of Covid-19
- 4 Porters Five Force Analysis
- 4.1 Bargaining power of suppliers
- 4.2 Bargaining power of buyers
- 4.3 Threat of substitutes
- 4.4 Threat of new entrants
- 4.5 Competitive rivalry
- 5 Global Carbon-Negative Insulation Market, By Type
- 5.1 Introduction
- 5.2 Hemp-Based Insulation
- 5.3 Mycelium-Based Insulation
- 5.4 Wood Fiber & Cellulose Insulation
- 5.5 Agricultural Residue-Based Insulation
- 5.6 Carbon-Sequestering Foam Insulation
- 5.7 Hybrid Bio-Based Insulation
- 6 Global Carbon-Negative Insulation Market, By Form
- 6.1 Introduction
- 6.2 Boards & Panels
- 6.3 Batts & Blankets
- 6.4 Loose Fill & Spray Applied
- 6.5 Rigid Foam Blocks
- 6.6 Structural Insulated Panels (SIPs)
- 7 Global Carbon-Negative Insulation Market, By Carbon Capture Mechanism
- 7.1 Introduction
- 7.2 Bio-Based Carbon Sequestration
- 7.3 Recycled & Circular Economy Materials
- 7.4 Direct Carbon Capture Enhanced Materials
- 8 Global Carbon-Negative Insulation Market, By Application
- 8.1 Introduction
- 8.2 Residential Construction
- 8.3 Commercial & Industrial Buildings
- 8.4 Retrofit & Renovation Projects
- 8.5 Prefabricated & Modular Constructions
- 8.6 Cold Storage & Warehousing
- 8.7 Acoustic Insulation
- 9 Global Carbon-Negative Insulation Market, By End User
- 9.1 Introduction
- 9.2 Building & Construction Companies
- 9.3 Architects & Green Building Designers
- 9.4 Industrial Facility Operators
- 9.5 Government & Public Infrastructure Projects
- 9.6 DIY Homeowners
- 10 Global Carbon-Negative Insulation Market, By Geography
- 10.1 Introduction
- 10.2 North America
- 10.2.1 US
- 10.2.2 Canada
- 10.2.3 Mexico
- 10.3 Europe
- 10.3.1 Germany
- 10.3.2 UK
- 10.3.3 Italy
- 10.3.4 France
- 10.3.5 Spain
- 10.3.6 Rest of Europe
- 10.4 Asia Pacific
- 10.4.1 Japan
- 10.4.2 China
- 10.4.3 India
- 10.4.4 Australia
- 10.4.5 New Zealand
- 10.4.6 South Korea
- 10.4.7 Rest of Asia Pacific
- 10.5 South America
- 10.5.1 Argentina
- 10.5.2 Brazil
- 10.5.3 Chile
- 10.5.4 Rest of South America
- 10.6 Middle East & Africa
- 10.6.1 Saudi Arabia
- 10.6.2 UAE
- 10.6.3 Qatar
- 10.6.4 South Africa
- 10.6.5 Rest of Middle East & Africa
- 11 Key Developments
- 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
- 11.2 Acquisitions & Mergers
- 11.3 New Product Launch
- 11.4 Expansions
- 11.5 Other Key Strategies
- 12 Company Profiling
- 12.1 Hempitecture Inc.
- 12.2 Biome Bioplastics
- 12.3 Ecococon
- 12.4 Mycotech Lab
- 12.5 Mogu S.r.l.
- 12.6 JustBioFiber
- 12.7 IsolHemp
- 12.8 Buitex Industries
- 12.9 Thermo-Hemp
- 12.10 Steico SE
- 12.11 Gutex Holzfaserplattenwerk
- 12.12 CorkSol UK
- 12.13 Izodom 2000 Polska
- 12.14 American Lime Technology
- 12.15 Ecovative Design
- 12.16 Green Building Store
- 12.17 Cavac Biomatériaux
- 12.18 Back to Earth Ltd.
- 12.19 HempFlax BV
- 12.20 Actis Insulation Ltd.
- List of Tables
- Table 1 Global Carbon-Negative Insulation Market Outlook, By Region (2024-2032) ($MN)
- Table 2 Global Carbon-Negative Insulation Market Outlook, By Type (2024-2032) ($MN)
- Table 3 Global Carbon-Negative Insulation Market Outlook, By Hemp-Based Insulation (2024-2032) ($MN)
- Table 4 Global Carbon-Negative Insulation Market Outlook, By Mycelium-Based Insulation (2024-2032) ($MN)
- Table 5 Global Carbon-Negative Insulation Market Outlook, By Wood Fiber & Cellulose Insulation (2024-2032) ($MN)
- Table 6 Global Carbon-Negative Insulation Market Outlook, By Agricultural Residue-Based Insulation (2024-2032) ($MN)
- Table 7 Global Carbon-Negative Insulation Market Outlook, By Carbon-Sequestering Foam Insulation (2024-2032) ($MN)
- Table 8 Global Carbon-Negative Insulation Market Outlook, By Hybrid Bio-Based Insulation (2024-2032) ($MN)
- Table 9 Global Carbon-Negative Insulation Market Outlook, By Form (2024-2032) ($MN)
- Table 10 Global Carbon-Negative Insulation Market Outlook, By Boards & Panels (2024-2032) ($MN)
- Table 11 Global Carbon-Negative Insulation Market Outlook, By Batts & Blankets (2024-2032) ($MN)
- Table 12 Global Carbon-Negative Insulation Market Outlook, By Loose Fill & Spray Applied (2024-2032) ($MN)
- Table 13 Global Carbon-Negative Insulation Market Outlook, By Rigid Foam Blocks (2024-2032) ($MN)
- Table 14 Global Carbon-Negative Insulation Market Outlook, By Structural Insulated Panels (SIPs) (2024-2032) ($MN)
- Table 15 Global Carbon-Negative Insulation Market Outlook, By Carbon Capture Mechanism (2024-2032) ($MN)
- Table 16 Global Carbon-Negative Insulation Market Outlook, By Bio-Based Carbon Sequestration (2024-2032) ($MN)
- Table 17 Global Carbon-Negative Insulation Market Outlook, By Recycled & Circular Economy Materials (2024-2032) ($MN)
- Table 18 Global Carbon-Negative Insulation Market Outlook, By Direct Carbon Capture Enhanced Materials (2024-2032) ($MN)
- Table 19 Global Carbon-Negative Insulation Market Outlook, By Application (2024-2032) ($MN)
- Table 20 Global Carbon-Negative Insulation Market Outlook, By Residential Construction (2024-2032) ($MN)
- Table 21 Global Carbon-Negative Insulation Market Outlook, By Commercial & Industrial Buildings (2024-2032) ($MN)
- Table 22 Global Carbon-Negative Insulation Market Outlook, By Retrofit & Renovation Projects (2024-2032) ($MN)
- Table 23 Global Carbon-Negative Insulation Market Outlook, By Prefabricated & Modular Constructions (2024-2032) ($MN)
- Table 24 Global Carbon-Negative Insulation Market Outlook, By Cold Storage & Warehousing (2024-2032) ($MN)
- Table 25 Global Carbon-Negative Insulation Market Outlook, By Acoustic Insulation (2024-2032) ($MN)
- Table 26 Global Carbon-Negative Insulation Market Outlook, By End User (2024-2032) ($MN)
- Table 27 Global Carbon-Negative Insulation Market Outlook, By Building & Construction Companies (2024-2032) ($MN)
- Table 28 Global Carbon-Negative Insulation Market Outlook, By Architects & Green Building Designers (2024-2032) ($MN)
- Table 29 Global Carbon-Negative Insulation Market Outlook, By Industrial Facility Operators (2024-2032) ($MN)
- Table 30 Global Carbon-Negative Insulation Market Outlook, By Government & Public Infrastructure Projects (2024-2032) ($MN)
- Table 31 Global Carbon-Negative Insulation Market Outlook, By DIY Homeowners (2024-2032) ($MN)
- Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.
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