Digital Circular Economy Market by Offering (Software (Circular Design & Prototyping Software, Blockchain & Traceability Software), Services), Application (Digital Resale & Reuse), Technology (IoT, AI & ML), Vertical and Region - Global Forecast to 2028

Digital Circular Economy Market by Offering (Software (Circular Design & Prototyping Software, Blockchain & Traceability Software), Services), Application (Digital Resale & Reuse), Technology (IoT, AI & ML), Vertical and Region - Global Forecast to 2028



The digital circular economy market is projected to grow from USD 2.2 billion in 2023 to USD 6.7 billion by 2028, at a compound annual growth rate (CAGR) of 24.3% during the forecast period. The growth of the digital circular economy market is primarily driven by rising awareness of reducing e-waste, increasing regulatory pressure from governments to comply with sustainable practices, and infusion of AI with recycling techniques to enhance resource reutilization.

“By offering, service segment is expected to register the fastest market growth rate during the forecast period”

The services segment in the digital circular economy market is poised for the fastest growth rate, majorly propelled by a surge in demand for consulting, advisory, and implementation services as the complexity of implementing digital circular economy strategies necessitates specialized expertise. Companies are increasingly seeking guidance to navigate the integration of technologies like AI, IoT, and blockchain into their circular practices. Additionally, the dynamic nature of technology and sustainability regulations requires ongoing support and updates, making services a crucial component for sustained success.

“By technology, IoT segment is expected to account for the largest market share during the forecast period”

The IoT technology segment is anticipated to dominate the digital circular economy market, primarily due to its instrumental role in enhancing visibility, traceability, and efficiency across circular processes. IoT facilitates real-time monitoring and data collection throughout the product lifecycle, enabling seamless tracking of resources, from production to disposal. This level of connectivity optimizes supply chains, promotes responsible consumption, and supports circular practices such as recycling and remanufacturing. As industries increasingly prioritize sustainability, the demand for IoT-enabled solutions to monitor and manage resource flows grows substantially.

“By Region, Asia Pacific is slated to grow at the fastest rate and Europe to have the largest market share during the forecast period”

APAC is expected to witness the fastest growth in the digital circular economy market due to the region's rapid economic development and industrialization, which contribute to increased adoption of digital technologies for sustainable practices. Countries like China and India are witnessing a surge in awareness about environmental issues, prompting businesses to embrace digital solutions for resource efficiency and circular economy practices. Europe is set to account for the largest market share owing to its proactive approach towards environmental regulations and sustainability. Stringent policies, such as the Circular Economy Action Plan, drive European businesses to integrate digital solutions for optimal resource management, waste reduction, and responsible consumption.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), vice presidents, innovation and technology directors, system integrators, and executives from various key organizations operating in the Digital circular economy market.

By Company: Tier I–20%, Tier II–60%, and Tier III–20%

By Designation: C-Level Executives–28%, D-Level Executives–50%, and Managers–22%

By Region: North America– 30%, Europe – 35%, Asia Pacific– 20% and Middle East Africa- 10%, Latin america-5%

The report includes the study of key players offering digital circular economy software and services. The major players in the digital circular economy market include SAP (Germany), Capgemini (France), Dassault Systemes (France), Cisco (US), IBM (US), Oracle (US), KPMG (Netherlands), Software AG (Germany), Siemens-Advanta (Germany), Ingram Micro (US), AWS (US), PwC (UK), Honeywell (US), Accenture (Ireland), Lenzing (Austria), Hitachi (Japan), Landbell Group (Germany), iPoint Systems (Germany), One Click LCA (Finland), TUV SUD (Germany), Suez Group (France), numi.circular (Germany), Treeni (India), UL Solutions (US), Anthesis Group (UK), Circular in Motion (Netherlands), Rheaply (US), proSense Consulting (Austria), geoFluxus (Netherlands), Circulor (UK), and Reflaunt (Singapore).

Research coverage

This research report categorizes the digital circular economy market by Offering (Software and Services), by Technology (blockchain and distributed ledger technology (DLT), IoT, AI & ML, AR & VR, cloud computing, Big Data analytics, and other technologies), by Application (supply chain and materials tracking, resource optimization and efficiency, digital resale and reuse, reverse logistics and remanufacturing, circular economy reporting and compliance, circular waste management and recycling, smart material selection & testing, and other applications), by Vertical (consumer electronics, IT & telecom, automotive, manufacturing, construction and building, healthcare and medical devices, energy and utilities, chemicals and materials, fashion & apparel, and other verticals), and by region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the digital circular economy market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the digital circular economy market. Competitive analysis of upcoming startups in the digital circular economy market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall digital circular economy market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (surge in E-waste awareness fueling digital circular economy growth, AI-driven recycling tech catalyzing resource reutilization, stringent government mandates propeling circularity adoption, eco-conscious consumers driving demand for sustainable digital products), restraints (high upfront costs hampering circular economy startup, legacy linear thinking hindering circular business evolution, lack of standardized circularity metrics confounding progress), opportunities (unlocking new revenue streams by capitalizing on the market for upcycled tech gadgets, cross-industry alliances fostering circular innovation waves, flourishing market for refurbished electronics presents a compelling business opportunity, cost efficiencies through optimized resource utilization), and challenges (managing the intricate supply chain and reverse logistics, balancing durability and quality in circular tech design, navigating volatile consumer preferences in a shifting market).

Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the digital circular economy market

Market Development: Comprehensive information about lucrative markets – the report analyses the digital circular economy market across varied regions

Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the digital circular economy market

Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like SAP (Germany), Capgemini (France), Dassault Systemes (France), Cisco (US), IBM (US), Oracle (US), KPMG (Netherlands), Software AG (Germany), Siemens-Advanta (Germany), AWS (US), PwC (UK), Honeywell (US), Accenture (Ireland), Hitachi (Japan), Landbell Group (Germany), and Anthesis Group (UK), among others in the digital circular economy market strategies. The report also helps stakeholders understand the pulse of the digital circular economy market and provides them information on key market drivers, restraints, challenges, and opportunities.


1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.2.1 Inclusions And Exclusions
1.3 Market Scope
1.3.1 Market Segmentation
Table 1 Digital Circular Economy Market Detailed Segmentation
1.3.2 Regions Covered
1.3.3 Years Considered
1.4 Currency Considered
Table 2 Us Dollar Exchange Rate, 2018–2022
1.5 Stakeholders
1.6 Impact Of Recession
2 Research Methodology
2.1 Research Data
Figure 1 Digital Circular Economy Market: Research Design
2.1.1 Secondary Data
2.1.2 Primary Data
Table 3 Primary Interviews
2.1.2.1 Breakup Of Primary Profiles
2.1.2.2 Key Industry Insights
2.2 Market Forecast
Table 4 Factor Analysis
2.3 Market Size Estimation
Figure 2 Digital Circular Economy Market: Top-down And Bottom-up Approaches
2.3.1 Top-down Approach
2.3.2 Bottom-up Approach
Figure 3 Approach 1, Bottom-up (Supply-side): Revenue From Solutions/Services Of Digital Circular Economy
Figure 4 Approach 2, Bottom-up (Supply-side): Collective Revenue From All Solutions/Services Of Digital Circular Economy
Figure 5 Approach 3, Bottom-up (Supply-side): Collective Revenue From All Solutions/Services Of Digital Circular Economy
Figure 6 Approach 4, Bottom-up (Demand-side): Share Of Digital Circular Economy Through Overall Digital Solutions Spending
2.4 Data Triangulation
Figure 7 Data Triangulation
2.5 Research Assumptions
2.6 Study Limitations
2.7 Implications Of Recession On Digital Circular Economy Market
Table 5 Impact Of Recession On Global Digital Circular Economy Market
3 Executive Summary
Table 6 Global Digital Circular Economy Market Size And Growth Rate, 2018–2022 (Usd Million, Y-o-y)
Table 7 Global Digital Circular Economy Market Size And Growth Rate, 2023–2028 (Usd Million, Y-o-y)
Figure 8 Digital Circular Economy Software To Be Larger Market Than Services In 2023
Figure 9 Plm Software To Be Largest Software Segment During Forecast Period
Figure 10 Supply Chain Optimization Services To Lead Market In 2023
Figure 11 Circular Waste Management & Recycling Application To Account For Highest Demand In 2023
Figure 12 Iot To Be Largest Technology For Digital Circular Economy In 2023
Figure 13 Fashion & Apparel Vertical To Witness Highest Growth Rate During Forecast Period
Figure 14 Europe To Account For Largest Regional Market Share In 2023
4 Premium Insights
4.1 Attractive Opportunities For Digital Circular Economy Market Players
Figure 15 Heightened Emphasis On Sustainable Sourcing And Environmentally Friendly Supply Chain Practices To Drive Market Growth
4.2 Digital Circular Economy Market: Top Three Applications
Figure 16 Digital Resale & Reuse Application Segment To Account For Highest Growth Rate During Forecast Period
4.3 Europe: Digital Circular Economy Market, By Offering And Vertical
Figure 17 Software And Manufacturing To Be Largest Shareholders In European Market In 2023
4.4 Digital Circular Economy Market, By Region
Figure 18 Europe To Account For Largest Market Share In 2023
5 Market Overview And Industry Trends
5.1 Introduction
5.2 Market Dynamics
Figure 19 Drivers, Restraints, Opportunities, And Challenges: Digital Circular Economy Market
5.2.1 Drivers
5.2.1.1 Surge In Ewaste Awareness
Figure 20 Global Ewaste Generation, 2014–2022 (Million Tonnes)
5.2.1.2 Ai-driven Recycling Tech To Catalyze Resource Reutilization
5.2.1.3 Stringent Government Mandates To Propel Circularity Adoption
5.2.1.4 Eco-conscious Consumers To Drive Demand For Sustainable Digital Products
Figure 21 Penetration Rate Of Streaming Video On Demand (Svod), 2017–2022 (Percentage Of Total Population)
5.2.2 Restraints
5.2.2.1 High Upfront Costs To Hamper Circular Economy Startups
5.2.2.2 Legacy Linear Thinking To Hinder Circular Business Evolution
5.2.2.3 Lack Of Standardized Circularity Metrics To Confound Progress
5.2.3 Opportunities
5.2.3.1 Unlocking New Revenue Streams By Capitalizing On Market For Upcycled Tech Gadgets
5.2.3.2 Cross-industry Alliances Foster Circular Innovation Waves
5.2.3.3 Flourishing Market For Refurbished Electronics To Present Compelling Business Opportunity
Figure 22 Global Used And Refurbished Smartphone Shipments, 2015–2022 (Million Units)
5.2.3.4 Cost Efficiencies Through Optimized Resource Utilization
5.2.4 Challenges
5.2.4.1 Managing Intricate Supply Chain And Reverse Logistics
5.2.4.2 Balancing Durability And Quality In Circular Tech Design
5.2.4.3 Navigating Volatile Consumer Preferences In Shifting Market
5.3 Evolution Of Digital Circular Economy
Figure 23 Digital Circular Economy Market Evolution
5.4 Value Chain Analysis
Figure 24 Digital Circular Economy Market: Value Chain Analysis
Table 8 Digital Circular Economy Market: Value Chain Analysis
5.5 Ecosystem/Market Map
Table 9 Role Of Players In Digital Circular Economy Market
Figure 25 Key Players In Digital Circular Economy Market Ecosystem
5.5.1 Digital Circular Economy Software Developers
5.5.2 Digital Circular Economy Technology Providers
5.5.3 Digital Circular Economy Data & Analytic Providers
5.5.4 Third-party Service Providers
5.5.5 End Users
5.5.6 Government & Regulatory Bodies
5.6 Investment Landscape
Figure 26 Global Leading Sustainability Initiatives That Brands Are Investing In, 2021–2022
Figure 27 Us And Europe: Distribution Of Investments In Recycling And Waste, By Technology, 2022
Figure 28 Global Venture Capital Investment In Clean Energy Startups, 2015–2022 (Usd Billion)
Figure 29 Global Venture Capital Investment In Clean Energy Startups, By Category, 2015–2022 (Usd Billion)
5.7 Best Practices In Digital Circular Economy Market
Table 10 Best Practices In Digital Circular Economy Market
5.8 Case Study Analysis
5.8.1 Braskem Powered Actionable Climate Roadmap For Sustainable Growth With Help Of Accenture
5.8.2 Wwf Identified Opportunities For Improvement In Management Of Plastic Waste With Help Of Anthesis Group
5.8.3 Early Leakage Detection With Use Of Trendminer By Software Ag
5.8.4 Kaeser Kompressoren Automated Compliance Processes Using Ipoint’s Systems
5.8.5 Treeni Allowed Dsm To Collect And Manage Data Efficiently
5.8.6 Establishing Process Thinking In Research And Education For Munich University With Igrafx Solutions
5.9 Technology Analysis
5.9.1 Key Technologies
5.9.1.1 Iot
5.9.1.2 Big Data Analytics
5.9.1.3 Blockchain
5.9.1.4 Ai & Ml
5.9.1.5 Ar/Vr
5.9.1.6 Cloud Computing
5.9.2 Adjacent Technologies
5.9.2.1 Robotics
5.9.2.2 Nanotechnology
5.9.2.3 Sustainable Manufacturing
5.9.2.4 Digital Twin
5.9.3 Complimentary Technologies
5.9.3.1 3d Printing
5.9.3.2 Smart Sensor Technologies
5.9.3.3 Renewable Energy Storage
5.10 Tariff And Regulatory Landscape
5.10.1 Tariff Related To Digital Circular Economy Software
Table 11 Tariff Related To Digital Circular Economy Software, 2022
5.10.2 Regulatory Landscape
5.10.2.1 Regulatory Bodies, Government Agencies, And Other Organizations
Table 12 North America: Regulatory Bodies, Government Agencies, And Other Organizations
Table 13 Europe: Regulatory Bodies, Government Agencies, And Other Organizations
Table 14 Asia Pacific: Regulatory Bodies, Government Agencies, And Other Organizations
Table 15 Middle East & Africa: Regulatory Bodies, Government Agencies, And Other Organizations
Table 16 Latin America: Regulatory Bodies, Government Agencies, And Other Organizations
5.10.3 Regulations: Digital Circular Economy Market
5.10.3.1 North America
5.10.3.1.1 Us: Environmental Protection Act (Epa)
5.10.3.1.2 Canada: Federal Sustainable Development Act (Fsda)
5.10.3.1.3 Us: Climate Leadership And Community Protection Act
5.10.3.2 Europe
5.10.3.2.1 Eu: Circular Economy Action Plan (Ceap)
5.10.3.2.2 Eu: Sustainable Finance Disclosure Regulation (Sfdr)
5.10.3.2.3 Germany: German Circular Economy Act (Krwg)
5.10.3.2.4 Uk: Climate Change Act
5.10.3.3 Asia Pacific
5.10.3.3.1 Japan: Environmental Impact Assessment (Eia) Law
5.10.3.3.2 China: Circular Economy Promotion Law
5.10.3.3.3 South Korea: Framework Act On Resource Circulation (Farc)
5.10.3.4 Middle East & Africa
5.10.3.4.1 Uae: Federal Law No. 24 Of 1999
5.10.3.4.2 South Africa: National Environmental Management Act (Nema)
5.10.3.4.3 Algeria: Environmental Law
5.10.3.5 Latin America
5.10.3.5.1 Peru: Environmental Impact Assessment National System Law
5.10.3.5.2 Brazil: National Policy On Solid Waste (Pnrs)
5.10.3.5.3 Colombia: National Environmental Policy
5.11 Patent Analysis
5.11.1 Methodology
5.11.2 Patents Filed, By Document Type
Table 17 Patents Filed, 2013–2023
5.11.3 Innovation And Patent Applications
Figure 30 Total Number Of Patents Granted, 2013–2023
5.11.3.1 Top 10 Applicants In Digital Circular Economy Market
Figure 31 Top 10 Applicants In Digital Circular Economy Market, 2013–2023
Table 18 Top 20 Patent Owners In Digital Circular Economy Market, 2013–2023
Table 19 List Of Patents Granted In Digital Circular Economy Market, 2023
Figure 32 Regional Analysis Of Patents Granted, 2013–2023
5.12 Pricing Analysis
5.12.1 Average Selling Price Trends Of Key Players, By Software Type
Figure 33 Average Selling Price Trend Of Key Players: Top Three Software Types
Table 20 Average Selling Price Trend Of Key Players: Top Three Software Types
5.12.2 Indicative Pricing Analysis, By Digital Circular Economy Vendors
Table 21 Indicative Pricing Levels Of Digital Circular Economy Vendors
5.13 Trade Analysis
5.13.1 Import Scenario Of Computer Software
Figure 34 Computer Software Import, By Key Country, 2015–2022 (Usd Billion)
5.13.2 Export Scenario Of Computer Software
Figure 35 Computer Software Export, By Key Country, 2015–2022 (Usd Billion)
5.14 Key Conferences And Events
Table 22 Digital Circular Economy Market: Detailed List Of Conferences & Events, 2023–2024
5.15 Porter’s Five Forces Analysis
Figure 36 Porter’s Five Forces Analysis
5.15.1 Threat From New Entrants
5.15.2 Threat From Substitutes
5.15.3 Bargaining Power Of Suppliers
5.15.4 Bargaining Power Of Buyers
5.15.5 Intensity Of Competition Rivalry
5.16 Digital Circular Economy Technology Roadmap
Figure 37 Digital Circular Economy Technology Roadmap
5.17 Digital Circular Economy Business Models
Figure 38 Digital Circular Economy Business Models
5.17.1 Digital Marketplaces Model
5.17.2 Sharing Economy Model
5.17.3 Product-as-a-service Model
5.17.4 Reuse And Recycling Services Model
5.17.5 Environmental Credits & Carbon Markets Model
5.18 Trends/Disruptions Impacting Customer’s Business
Figure 39 Trends/Disruptions Impacting Customer’s Business
5.19 Key Stakeholders And Buying Criteria
5.19.1 Key Stakeholders In Buying Process
Figure 40 Influence Of Stakeholders On Buying Process For Top Three Verticals
Table 23 Influence Of Stakeholders On Buying Process For Top Three Verticals
5.19.2 Buying Criteria
Figure 41 Key Buying Criteria For Top Three Verticals
Table 24 Key Buying Criteria For Top Three Verticals
6 Digital Circular Economy Market, By Application
6.1 Introduction
6.1.1 Application: Digital Circular Economy Market Drivers
Figure 42 Digital Resale & Reuse To Be Fastest-growing Application Segment In Digital Circular Economy Market
Table 25 Digital Circular Economy Market, By Application, 2018–2022 (Usd Million)
Table 26 Digital Circular Economy Market, By Application, 2023–2028 (Usd Million)
6.2 Supply Chain & Material Tracking
6.2.1 Fostering Responsible Production And Efficient Resource Use Across Product Lifecycle
Table 27 Digital Circular Economy Market In Supply Chain & Materials Tracking, By Subapplication, 2018–2022 (Usd Million)
Table 28 Digital Circular Economy Market In Supply Chain & Materials Tracking, By Subapplication, 2023–2028 (Usd Million)
6.2.2 Product Lifecycle Traceability
Table 29 Digital Circular Economy Market In Product Lifecycle Traceability, By Region, 2018–2022 (Usd Million)
Table 30 Digital Circular Economy Market In Product Lifecycle Traceability, By Region, 2023–2028 (Usd Million)
6.2.3 Circular Supply Chain Optimization
Table 31 Digital Circular Economy Market In Circular Supply Chain Optimization, By Region, 2018–2022 (Usd Million)
Table 32 Digital Circular Economy Market In Circular Supply Chain Optimization, By Region, 2023–2028 (Usd Million)
6.2.4 Eco-friendly Transportation Management
Table 33 Digital Circular Economy Market In Eco-friendly Transportation Management, By Region, 2018–2022 (Usd Million)
Table 34 Digital Circular Economy Market In Eco-friendly Transportation Management, By Region, 2023–2028 (Usd Million)
6.3 Resource Optimization & Efficiency
6.3.1 Harnessing Digital Technologies To Maximize Resource Utilization And Minimize Ecological Footprint
Table 35 Digital Circular Economy Market In Resource Optimization & Efficiency, By Subapplication, 2018–2022 (Usd Million)
Table 36 Digital Circular Economy Market In Resource Optimization & Efficiency, By Subapplication, 2023–2028 (Usd Million)
6.3.2 Resource Allocation & Utilization
Table 37 Digital Circular Economy Market In Resource Allocation & Utilization, By Region, 2018–2022 (Usd Million)
Table 38 Digital Circular Economy Market In Resource Allocation & Utilization, By Region, 2023–2028 (Usd Million)
6.3.3 Energy & Water Management
Table 39 Digital Circular Economy Market In Energy & Water Management, By Region, 2018–2022 (Usd Million)
Table 40 Digital Circular Economy Market In Energy & Water Management, By Region, 2023–2028 (Usd Million)
6.3.4 Waste Reduction & Recycling Efficiency
Table 41 Digital Circular Economy Market In Waste Reduction & Recycling Efficiency, By Region, 2018–2022 (Usd Million)
Table 42 Digital Circular Economy Market In Waste Reduction & Recycling Efficiency, By Region, 2023–2028 (Usd Million)
6.4 Digital Resale & Reuse
6.4.1 Creating Culture Of Sustainable Consumption And Reducing Demand For New Products With Digital Resale & Reuse
Table 43 Digital Circular Economy Market In Digital Resale & Reuse, By Subapplication, 2018–2022 (Usd Million)
Table 44 Digital Circular Economy Market In Digital Resale & Reuse, By Subapplication, 2023–2028 (Usd Million)
6.4.2 Online Resale Marketplaces
Table 45 Digital Circular Economy Market In Online Resale Marketplaces, By Region, 2018–2022 (Usd Million)
Table 46 Digital Circular Economy Market In Online Resale Marketplaces, By Region, 2023–2028 (Usd Million)
6.4.3 Product Exchange Networks
Table 47 Digital Circular Economy Market In Product Exchange Networks, By Region, 2018–2022 (Usd Million)
Table 48 Digital Circular Economy Market In Product Exchange Networks, By Region, 2023–2028 (Usd Million)
6.4.4 Circular Product Certification
Table 49 Digital Circular Economy Market In Circular Product Certification, By Region, 2018–2022 (Usd Million)
Table 50 Digital Circular Economy Market In Circular Product Certification, By Region, 2023–2028 (Usd Million)
6.5 Reverse Logistics & Remanufacturing
6.5.1 Efficient Tracking And Management Of Reverse Logistics To Encourage Recycling And Upcycling
Table 51 Digital Circular Economy Market In Reverse Logistics & Remanufacturing, By Subapplication, 2018–2022 (Usd Million)
Table 52 Digital Circular Economy Market In Reverse Logistics & Remanufacturing, By Subapplication, 2023–2028 (Usd Million)
6.5.2 Collection & Sorting Services
Table 53 Digital Circular Economy Market In Collection & Sorting Services, By Region, 2018–2022 (Usd Million)
Table 54 Digital Circular Economy Market In Collection & Sorting Services, By Region, 2023–2028 (Usd Million)
6.5.3 Remanufacturing & Refurbishment
Table 55 Digital Circular Economy Market In Remanufacturing & Refurbishment, By Region, 2018–2022 (Usd Million)
Table 56 Digital Circular Economy Market In Remanufacturing & Refurbishment, By Region, 2023–2028 (Usd Million)
6.5.4 Waste-to-resource Conversion
Table 57 Digital Circular Economy Market In Waste-to-resource Conversion, By Region, 2018–2022 (Usd Million)
Table 58 Digital Circular Economy Market In Waste-to-resource Conversion, By Region, 2023–2028 (Usd Million)
6.6 Circular Economy Reporting & Compliance
6.6.1 Facilitating Transparent Communication And Efficient Certification Management, Contributing To Circular Economy
Table 59 Digital Circular Economy Market In Circular Economy Reporting & Compliance, 2018–2022 (Usd Million)
Table 60 Digital Circular Economy Market In Circular Economy Reporting & Compliance, 2023–2028 (Usd Million)
6.6.2 Circular Economy Performance Reporting
Table 61 Digital Circular Economy Market In Circular Economy Performance Reporting, By Region, 2018–2022 (Usd Million)
Table 62 Digital Circular Economy Market In Circular Economy Performance Reporting, By Region, 2023–2028 (Usd Million)
6.6.3 Sustainability Certifications Management
Table 63 Digital Circular Economy Market In Sustainability Certifications Management, By Region, 2018–2022 (Usd Million)
Table 64 Digital Circular Economy Market In Sustainability Certifications Management, By Region, 2023–2028 (Usd Million)
6.6.4 Regulatory Compliance
Table 65 Digital Circular Economy Market In Regulatory Compliance, By Region, 2018–2022 (Usd Million)
Table 66 Digital Circular Economy Market In Regulatory Compliance, By Region, 2023–2028 (Usd Million)
6.7 Circular Waste Management & Recycling
6.7.1 Integrating Digital Solutions To Enhance Waste Management And Optimize Resource Recovery
Table 67 Digital Circular Economy Market In Circular Waste Management & Recycling, By Subapplication, 2018–2022 (Usd Million)
Table 68 Digital Circular Economy Market In Circular Waste Management & Recycling, By Subapplication, 2023–2028 (Usd Million)
6.7.2 Waste Sorting & Recycling Apps
Table 69 Digital Circular Economy Market In Waste Sorting & Recycling Apps, By Region, 2018–2022 (Usd Million)
Table 70 Digital Circular Economy Market In Waste Sorting & Recycling Apps, By Region, 2023–2028 (Usd Million)
6.7.3 Circular Waste-to-energy Solutions
Table 71 Digital Circular Economy Market In Circular Waste-to-energy Solutions, By Region, 2018–2022 (Usd Million)
Table 72 Digital Circular Economy Market In Circular Waste-to-energy Solutions, By Region, 2023–2028 (Usd Million)
6.7.4 Advanced Recycling Technologies
Table 73 Digital Circular Economy Market In Advanced Recycling Technologies, By Region, 2018–2022 (Usd Million)
Table 74 Digital Circular Economy Market In Advanced Recycling Technologies, By Region, 2023–2028 (Usd Million)
6.8 Smart Material Selection & Testing
6.8.1 Need For Development And Adoption Of More Sustainable And Circular Materials
Table 75 Digital Circular Economy Market In Smart Material Selection & Testing, By Subapplication, 2018–2022 (Usd Million)
Table 76 Digital Circular Economy Market In Smart Material Selection & Testing, By Subapplication, 2023–2028 (Usd Million)
6.8.2 Material Analytics & Selection
Table 77 Digital Circular Economy Market In Material Analytics & Selection, By Region, 2018–2022 (Usd Million)
Table 78 Digital Circular Economy Market In Material Analytics & Selection, By Region, 2023–2028 (Usd Million)
6.8.3 Material Performance Testing
Table 79 Digital Circular Economy Market In Material Performance Testing, By Region, 2018–2022 (Usd Million)
Table 80 Digital Circular Economy Market In Material Performance Testing, By Region, 2023–2028 (Usd Million)
6.8.4 Circular Materials R&D
Table 81 Digital Circular Economy Market In Circular Materials R&D, By Region, 2018–2022 (Usd Million)
Table 82 Digital Circular Economy Market In Circular Materials R&D, By Region, 2023–2028 (Usd Million)
6.9 Other Applications
Table 83 Digital Circular Economy Market In Other Applications, By Region, 2018–2022 (Usd Million)
Table 84 Digital Circular Economy Market In Other Applications, By Region, 2023–2028 (Usd Million)
7 Digital Circular Economy Market, By Technology
7.1 Introduction
7.1.1 Technology: Digital Circular Economy Market Drivers
Figure 43 Iot To Lead Market During Forecast Period
Table 85 Digital Circular Economy Market, By Technology, 2018–2022 (Usd Million)
Table 86 Digital Circular Economy Market, By Technology, 2023–2028 (Usd Million)
7.2 Blockchain & Distributed Ledger Technology (Dlt)
7.2.1 Blockchain & Distributed Ledger To Help Businesses Secure Supply Chain To Enable Asset Tokenization
Table 87 Blockchain & Distributed Ledger Technology (Dlt) Market, By Type, 2018–2022 (Usd Million)
Table 88 Blockchain & Distributed Ledger Technology (Dlt) Market, By Type, 2023–2028 (Usd Million)
7.2.2 Blockchain-based Supply Chain
Table 89 Blockchain-based Supply Chain Market, By Subtype, 2018–2022 (Usd Million)
Table 90 Blockchain-based Supply Chain Market, By Subtype, 2023–2028 (Usd Million)
7.2.2.1 Supply Chain Transparency
Table 91 Supply Chain Transparency Market, By Region, 2018–2022 (Usd Million)
Table 92 Supply Chain Transparency Market, By Region, 2023–2028 (Usd Million)
7.2.2.2 Provenance Tracking
Table 93 Provenance Tracking Market, By Region, 2018–2022 (Usd Million)
Table 94 Provenance Tracking Market, By Region, 2023–2028 (Usd Million)
7.2.2.3 Smart Contracts For Resource Transactions
Table 95 Smart Contracts For Resource Transactions Market, By Region, 2018–2022 (Usd Million)
Table 96 Smart Contracts For Resource Transactions Market, By Region, 2023–2028 (Usd Million)
7.2.3 Dlt-enabled Asset Tokenization
Table 97 Dlt-enabled Asset Tokenization Market, By Subtype, 2018–2022 (Usd Million)
Table 98 Digital Circular Economy Market, By Dlt-enabled Asset Tokenization, 2023–2028 (Usd Million)
7.2.3.1 Tokenized Asset Management
Table 99 Tokenized Asset Management Market, By Region, 2018–2022 (Usd Million)
Table 100 Tokenized Asset Management Market, By Region, 2023–2028 (Usd Million)
7.2.3.2 Digital Tokens For Circular Economy Products
Table 101 Digital Tokens For Circular Economy Products Market, By Region, 2018–2022 (Usd Million)
Table 102 Digital Tokens For Circular Economy Products Market, By Region, 2023–2028 (Usd Million)
7.2.3.3 Token Exchange Platforms
Table 103 Token Exchange Platforms Market, By Region, 2018–2022 (Usd Million)
Table 104 Token Exchange Platforms Market, By Region, 2023–2028 (Usd Million)
7.3 Iot
7.3.1 Sustainable And Responsive Approach To Resource Utilization And Environmental Supervision
Table 105 Iot Market, By Subtype, 2018–2022 (Usd Million)
Table 106 Iot Market, By Subtype, 2023–2028 (Usd Million)
7.3.2 Iot-enabled Product Monitoring
Table 107 Iot-enabled Product Monitoring Market, By Subtype, 2018–2022 (Usd Million)
Table 108 Iot-enabled Product Monitoring Market, By Subtype, 2023–2028 (Usd Million)
7.3.2.1 Remote Product Health Monitoring
Table 109 Remote Product Health Monitoring Market, By Region, 2018–2022 (Usd Million)
Table 110 Remote Product Health Monitoring Market, By Region, 2023–2028 (Usd Million)
7.3.2.2 Condition-based Maintenance
Table 111 Condition-based Maintenance Market, By Region, 2018–2022 (Usd Million)
Table 112 Condition-based Maintenance Market, By Region, 2023–2028 (Usd Million)
7.3.2.3 Product Usage Analytics
Table 113 Product Usage Analytics Market, By Region, 2018–2022 (Usd Million)
Table 114 Product Usage Analytics Market, By Region, 2023–2028 (Usd Million)
7.3.3 Smart Recycling Bins & Waste Management
Table 115 Smart Recycling Bins & Waste Management Market, By Subtype, 2018–2022 (Usd Million)
Table 116 Smart Recycling Bins & Waste Management Market, By Subtype, 2023–2028 (Usd Million)
7.3.3.1 Smart Waste Collection Scheduling
Table 117 Smart Waste Collection Scheduling Market, By Region, 2018–2022 (Usd Million)
Table 118 Smart Waste Collection Scheduling Market, By Region, 2023–2028 (Usd Million)
7.3.3.2 Recycling Sorting Automation
Table 119 Recycling Sorting Automation Market, By Region, 2018–2022 (Usd Million)
Table 120 Recycling Sorting Automation Market, By Region, 2023–2028 (Usd Million)
7.3.3.3 Iot-enhanced Recycling Centers
Table 121 Iot-enhanced Recycling Centers Market, By Region, 2018–2022 (Usd Million)
Table 122 Iot-enhanced Recycling Centers Market, By Region, 2023–2028 (Usd Million)
7.4 Ai & Ml
7.4.1 Ai & Ml In Digital Circular Economy Enhance Operational Efficiency And Contribute To Overarching Goals Of Sustainability
Table 123 Ai & Ml Market, By Subtype, 2018–2022 (Usd Million)
Table 124 Ai & Ml Market, By Subtype, 2023–2028 (Usd Million)
7.4.2 Predictive Maintenance & Quality Control
Table 125 Predictive Maintenance & Quality Control Market, By Subtype, 2018–2022 (Usd Million)
Table 126 Predictive Maintenance & Quality Control Market, By Subtype, 2023–2028 (Usd Million)
7.4.2.1 Predictive Equipment Maintenance
Table 127 Predictive Equipment Maintenance Market, By Region, 2018–2022 (Usd Million)
Table 128 Predictive Equipment Maintenance Market, By Region, 2023–2028 (Usd Million)
7.4.2.2 Quality Assurance Algorithms
Table 129 Quality Assurance Algorithms Market, By Region, 2018–2022 (Usd Million)
Table 130 Quality Assurance Algorithms Market, By Region, 2023–2028 (Usd Million)
7.4.2.3 Anomaly Detection
Table 131 Anomaly Detection Market, By Region, 2018–2022 (Usd Million)
Table 132 Anomaly Detection Market, By Region, 2023–2028 (Usd Million)
7.4.3 Demand Forecasting
Table 133 Demand Forecasting Market, By Subtype, 2018–2022 (Usd Million)
Table 134 Demand Forecasting Market, By Subtype, 2023–2028 (Usd Million)
7.4.3.1 Predictive Demand Models
Table 135 Predictive Demand Models Market, By Region, 2018–2022 (Usd Million)
Table 136 Predictive Demand Models Market, By Region, 2023–2028 (Usd Million)
7.4.3.2 Inventory Optimization
Table 137 Inventory Optimization Market, By Region, 2018–2022 (Usd Million)
Table 138 Inventory Optimization Market, By Region, 2023–2028 (Usd Million)
7.4.3.3 Production Planning
Table 139 Production Planning Market, By Region, 2018–2022 (Usd Million)
Table 140 Production Planning Market, By Region, 2023–2028 (Usd Million)
7.5 Ar & Vr
7.5.1 Integration Of Ar & Vr Technologies To Enable Real-time Data Visualization And Better Decision-making
Table 141 Ar & Vr Market, By Subtype, 2018–2022 (Usd Million)
Table 142 Ar & Vr Market, By Subtype, 2023–2028 (Usd Million)
7.5.2 Ar For Design & Prototyping
Table 143 Ar For Design & Prototyping Market, By Subtype, 2018–2022 (Usd Million)
Table 144 Ar For Design & Prototyping Market, By Subtype, 2023–2028 (Usd Million)
7.5.2.1 Augmented Product Design
Table 145 Augmented Product Design Market, By Region, 2018–2022 (Usd Million)
Table 146 Augmented Product Design Market, By Region, 2023–2028 (Usd Million)
7.5.2.2 Virtual Prototyping
Table 147 Virtual Prototyping Market, By Region, 2018–2022 (Usd Million)
Table 148 Virtual Prototyping Market, By Region, 2023–2028 (Usd Million)
7.5.2.3 Interactive Design Collaboration
Table 149 Interactive Design Collaboration Market, By Region, 2018–2022 (Usd Million)
Table 150 Interactive Design Collaboration Market, By Region, 2023–2028 (Usd Million)
7.5.3 Vr-based Training
Table 151 Vr-based Training Market, By Subtype, 2018–2022 (Usd Million)
Table 152 Vr-based Training Market, By Subtype, 2023–2028 (Usd Million)
7.5.3.1 Virtual Employee Training
Table 153 Virtual Employee Training Market, By Region, 2018–2022 (Usd Million)
Table 154 Virtual Employee Training Market, By Region, 2023–2028 (Usd Million)
7.5.3.2 Safety Training Simulations
Table 155 Safety Training Simulations Market, By Region, 2018–2022 (Usd Million)
Table 156 Safety Training Simulations Market, By Region, 2023–2028 (Usd Million)
7.5.3.3 Remote Expert Assistance
Table 157 Remote Expert Assistance Market, By Region, 2018–2022 (Usd Million)
Table 158 Remote Expert Assistance Market, By Region, 2023–2028 (Usd Million)
7.6 Cloud Computing
7.6.1 Optimization Of Energy Consumption, Tracking Of Sustainable Practices, And Overall Resource Utilization
Table 159 Cloud Computing Market, By Subtype, 2018–2022 (Usd Million)
Table 160 Cloud Computing Market, By Subtype, 2023–2028 (Usd Million)
7.6.2 Cloud-based Resource Planning
Table 161 Cloud-based Resource Planning Market, By Region, 2018–2022 (Usd Million)
Table 162 Cloud-based Resource Planning Market, By Region, 2023–2028 (Usd Million)
7.6.3 Cloud-based Circular Supply Chain Platforms
Table 163 Cloud-based Circular Supply Chain Platforms Market, By Region, 2018–2022 (Usd Million)
Table 164 Cloud-based Circular Supply Chain Platforms Market, By Region, 2023–2028 (Usd Million)
7.7 Big Data Analytics
7.7.1 Big Data Analytics Helps To Identify Areas For Improvement And Implementing More Sustainable Practices
Table 165 Big Data Analytics Market, By Subtype, 2018–2022 (Usd Million)
Table 166 Big Data Analytics Market, By Subtype, 2023–2028 (Usd Million)
7.7.2 Resource Utilization Analytics
Table 167 Resource Utilization Analytics Market, By Region, 2018–2022 (Usd Million)
Table 168 Resource Utilization Analytics Market, By Region, 2023–2028 (Usd Million)
7.7.3 Circular Economy Performance Metrics
Table 169 Circular Economy Performance Metrics Market, By Region, 2018–2022 (Usd Million)

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