Building a Product-level Bio-based Circularity Monitoring Framework

Authors

  • Hasler Iglesias Centro Tecnológico de la Energía y el Medio Ambiente (CETENMA) ; Universidade de Santiago de Compostela
  • Ana Paredes Ortiz Centro Tecnológico de la Energía y el Medio Ambiente (CETENMA)
  • Francisca Sánchez-Liarte Centro Tecnológico de la Energía y el Medio Ambiente (CETENMA)
  • David Fernández-Gutiérrez Centro Tecnológico de la Energía y el Medio Ambiente (CETENMA)
  • Andrés J. Lara-Guillén Centro Tecnológico de la Energía y el Medio Ambiente (CETENMA)

DOI:

https://doi.org/10.55845/jos-2026-2190

Keywords:

Circular Bioeconomy, Indicators, Fertilisers, Packaging, Textiles

Abstract

Despite the proliferation of circular economy (CE) indicators and the lack of harmonised measurement conventions, bio-based industries still lack tailored, product-level metrics to guide their circular transition. Three sectors are particularly relevant due to their environmental impacts: fertilisers, packaging, and textiles. This article builds upon indicator mappings by critically assessing how existing indicators account for relevant CE principles and activities, and by developing complementary indicators to address identified gaps. The goal is to propose a product-level circularity monitoring and benchmarking framework tailored for bio-based fertilisers, packaging, and textiles. Following the design research method, existing metrics were characterised, those covering the largest number of CE practices were selected, and complementary indicators were developed to extend the information provided by the original metrics. The framework bridges recurring gaps by incorporating the ratio of biodegradable or compostable materials used in manufacturing, the consumption of virgin materials in packaging manufacturing and textile fibre treatment, and the speed of fertiliser nutrient release. The proposed framework was ultimately feasibility-tested through sectoral applications and industry engagement,  demonstrating data availability for computation, interpretive usefulness, and managerial relevance for eco-innovative firms under the tested conditions. Results should be interpreted as comparative screening and monitoring outputs, rather than certification-like estimates.

Downloads

Download data is not yet available.

References

Bezama, A. (2023). Measuring circularity: A (still) ongoing methodological challenge. Waste Management & Research: The Journal for a Sustainable Circular Economy, 41(5), 953–954. https://doi.org/10.1177/0734242x231170615

Blessing, L. T. M., & Chakrabarti, A. (2009). DRM, a Design Research Methodology. Springer London. https://doi.org/10.1007/978-1-84882-587-1

Cámara, M., Iglesias, H., & Paredes, A. (2024). D2.1 Report on identification of circularity indicators methodologies for industrial bio-based systems. BIORADAR. https://www.bioradar.org/deliverables

Camera di Commercio Molise. (2022). Input paper for the “IS Reporting and Certification Systems” Workshop. Camera di Commercio Molise. https://projects2014-2020.interregeurope.eu/fileadmin/user_upload/tx_tevprojects/library/file_1678184737.pdf

Cobo, S., Dominguez-Ramos, A., & Irabien, A. (2018). Trade-Offs between Nutrient Circularity and Environmental Impacts in the Management of Organic Waste. Environmental Science & Technology, 52(19), 10923–10933. https://doi.org/10.1021/acs.est.8b01590

Council of the European Communities. (1991). Council Directive 91/271/EEC of 21 May 1991 concerning urban waste-water treatment (Legislation / Legal Document 91/271/EEC). https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:31991L0271

Cradle to cradle Products Innovation Institute. (2016). Cradle to cradle Certified Product Standard. Version 3.1 (p. 118). https://s3.amazonaws.com/c2c-website/resources/certification/standard/C2CCertified_ProductStandard_V3.1_160107_final.pdf

De Jesus, H. I., Cassity-Duffey, K., Dutta, B., Da Silva, A. L. B. R., & Coolong, T. (2024). Influence of Soil Type and Temperature on Nitrogen Mineralization from Organic Fertilizers. Nitrogen, 5(1), 47–61. https://doi.org/10.3390/nitrogen5010004

De Oliveira Neto, G. C., Teixeira, M. M., Souza, G. L. V., Arns, V. D., Tucci, H. N. P., & Amorim, M. (2022). Assessment of the Eco-Efficiency of the Circular Economy in the Recovery of Cellulose from the Shredding of Textile Waste. Polymers, 14(7), 1317. https://doi.org/10.3390/polym14071317

Deckers, J., Manshoven, S., & Fogh Mortensen, L. (2023). ETC/CE Report 2023/5 The role of bio-based textile fibres in a circular and sustainable textiles system. European Environment Agency. https://www.eionet.europa.eu/etcs/etc-ce/products/etc-ce-report-2023-5-the-role-of-bio-based-textile-fibres-in-a-circular-and-sustainable-textiles-system/@@download/file/ETC-EEA%20-%20Bio-based%20Textile%20Fibres_FINAL.pdf

Desing, H., Braun, G., & Hischier, R. (2021). Resource pressure – A circular design method. Resources, Conservation and Recycling, 164, 105179. https://doi.org/10.1016/j.resconrec.2020.105179

Di Maio, F., & Rem, P. C. (2015). A Robust Indicator for Promoting Circular Economy through Recycling. Journal of Environmental Protection, 06(10), 1095–1104. https://doi.org/10.4236/jep.2015.610096

EFRAG. (2025). ESRS E5. Resouce Use and Circular Economy. EFRAG. https://www.efrag.org/sites/default/files/media/document/2025-12/November_2025_ESRS_E5.pdf

Ellen MacArthur Foundation. (2015, May 3). Material Circularity Indicator (MCI). Ellen MacArthur Foundation. https://www.ellenmacarthurfoundation.org/material-circularity-indicator

Ellen MacArthur Foundation & ANSYS Granta. (2019). Circularity indicators. An approach to measuring circularity. Methodology. https://www.ellenmacarthurfoundation.org/material-circularity-indicator

Enel. (2018). Circulability model. Methodological approach. https://corporate.enel.it/content/dam/enel-it/azienda/circular/KPI-Model_3.2018_en.pdf

European Committee for Standardization. (2001). Packaging—Requirements for packaging recoverable through composting and biodegradation—Test scheme and evaluation criteria for the final acceptance of packaging (EN 13432:2001). European Committee for Standardization. https://www.une.org/encuentra-tu-norma/busca-tu-norma/norma?c=N0024465

Eurostat. (2025). Circular Economy Monitoring Framework [Dataset]. https://ec.europa.eu/eurostat/web/circular-economy/monitoring-framework

Figueirinhas, D., Vakulenko, Y., Pålsson, H., & Hellström, D. (2026). Advancing circularity metrics: Revisiting the Ellen MacArthur Foundation’s Material Circularity Indicator. Resources, Conservation and Recycling, 226, 108682. https://doi.org/10.1016/j.resconrec.2025.108682

Flachenecker, F. (2024, March 18). The sustainable and circular bioeconomy in the EU. OECD/UNECE Joint Seminar on Implementation of SEEA. https://unece.org/sites/default/files/2024-03/S2d_2_The%20sustainable%20and%20circular%20bioeconomy%20in%20the%20EU.pdf

Fraccascia, L., Giannoccaro, I., & Albino, V. (2021). Ecosystem indicators for measuring industrial symbiosis. Ecological Economics, 183, 106944. https://doi.org/10.1016/j.ecolecon.2021.106944

Holden, N. M., Neill, A. M., Stout, J. C., O’Brien, D., & Morris, M. A. (2023). Biocircularity: A Framework to Define Sustainable, Circular Bioeconomy. Circular Economy and Sustainability, 3(1), 77–91. https://doi.org/10.1007/s43615-022-00180-y

Howard, M., Hopkinson, P., & Miemczyk, J. (2019). The regenerative supply chain: A framework for developing circular economy indicators. International Journal of Production Research, 57(23), 7300–7318. https://doi.org/10.1080/00207543.2018.1524166

Iglesias, H., & Paredes Ortiz, A. (2025). D2.2. Report on evaluation of existing/new metrics on circularity for industrial bio-based systems and propositions of new indicators. BIORADAR. https://www.bioradar.org/deliverables

Iglesias, H., Paredes Ortiz, A., Pereira, Á., Fernández-Gutiérrez, D., & Lara-Guillén, A. J. (2025). Measuring the Circularity of Bio-Based Fertilizers: Applying the BIORADAR Product Circularity Monitoring Framework. Applied Sciences, 15(14), 7701. https://doi.org/10.3390/app15147701

International Standardization Organization. (1995). Soil Quality—Determination of Total Nitrogen—Modified Kjeldahl Method (ISO 11261:1995). International Standardization Organization. https://www.iso.org/standard/19239.html

International Standardization Organization. (2021). Plastics—Organic recycling—Specifications for compostable plastics (ISO 17088:2021). International Standardization Organization. https://www.iso.org/standard/74994.html

International Standardization Organization. (2024). ISO 59020:2024 Circular economy—Measuring and assessing circularity performance (ISO 59020). International Standardization Organization (ISO). https://www.iso.org/es/contents/data/standard/08/06/80650.html

International Standardization Organization. (2025). ISO 59040:2025 Circular economy—Product circularity data sheet (ISO 59040). International Standardization Organization. https://www.iso.org/standard/82339.html

Jiang, L., Bhochhibhoya, S., Slot, N., & De Graaf, R. (2022). Measuring product-level circularity performance: An economic value-based metric with the indicator of residual value. Resources, Conservation and Recycling, 186, 106541. https://doi.org/10.1016/j.resconrec.2022.106541

Kirchherr, J., Reike, D., & Hekkert, M. (2017). Conceptualizing the circular economy: An analysis of 114 definitions. Resources, Conservation and Recycling, 127, 221–232. https://doi.org/10.1016/j.resconrec.2017.09.005

Lase, I. S., Bashirgonbadi, A., Van Rhijn, F., Dewulf, J., Ragaert, K., Delva, L., Roosen, M., Brandsma, M., Langen, M., & De Meester, S. (2022). Material flow analysis and recycling performance of an improved mechanical recycling process for post-consumer flexible plastics. Waste Management, 153, 249–263. https://doi.org/10.1016/j.wasman.2022.09.002

Linder, M., Sarasini, S., & Van Loon, P. (2017). A Metric for Quantifying Product‐Level Circularity. Journal of Industrial Ecology, 21(3), 545–558. https://doi.org/10.1111/jiec.12552

Menegat, S., Ledo, A., & Tirado, R. (2022). Greenhouse gas emissions from global production and use of nitrogen synthetic fertilisers in agriculture. Scientific Reports, 12(1). https://doi.org/10.1038/s41598-022-18773-w

Mesa, J. A., Sierra-Fontalvo, L., Ortegon, K., & Gonzalez-Quiroga, A. (2024). Advancing circular bioeconomy: A critical review and assessment of indicators. Sustainable Production and Consumption, 46, 324–342. https://doi.org/10.1016/j.spc.2024.03.006

Molina-Moreno, V., Leyva-Díaz, J., Llorens-Montes, F., & Cortés-García, F. (2017). Design of Indicators of Circular Economy as Instruments for the Evaluation of Sustainability and Efficiency in Wastewater from Pig Farming Industry. Water, 9(9), 653. https://doi.org/10.3390/w9090653

Moraga, G., Huysveld, S., De Meester, S., & Dewulf, J. (2021). Development of circularity indicators based on the in-use occupation of materials. Journal of Cleaner Production, 279, 123889. https://doi.org/10.1016/j.jclepro.2020.123889

Niedziński, T., Sierra, M. J., Łabętowicz, J., Noras, K., Cabrales, C., & Millán, R. (2021a). Release of Nitrogen from Granulate Mineral and Organic Fertilizers and Its Effect on Selected Chemical Parameters of Soil. Agronomy, 11(10), 1981. https://doi.org/10.3390/agronomy11101981

Niedziński, T., Sierra, M. J., Łabętowicz, J., Noras, K., Cabrales, C., & Millán, R. (2021b). Release of Nitrogen from Granulate Mineral and Organic Fertilizers and Its Effect on Selected Chemical Parameters of Soil. Agronomy, 11(10), 1981. https://doi.org/10.3390/agronomy11101981

Odum, H. T. (1996). Environmental accounting: EMERGY and environmental decision making. John Wiley.

OECD. (2021). The OECD Inventory of Circular Economy Indicators. OECD. https://www.oecd.org/content/dam/oecd/en/topics/policy-sub-issues/circular-economy-in-cities-and-regions/Inventory-Circular-Economy-Indicators.pdf

OECD. (2024). An international review of national and subnational circular economy monitoring frameworks: Lessons and ways forward for Italy (No. 74; OECD Regional Development Papers). OECD Publishing. https://doi.org/10.1787/854b848b-en

Oenema, O. (2015). Nitrogen use efficiency (NUE)—An indicator for the utilisation of nitrogen in agricultural and food systems. Proceedings - International Fertilizer Society, 773, 1–32. http://www.fertiliser-society.org/

Pearce, D., & Turner, K. (1989). Economics of natural resources and the environment. The Johns Hopkins University Press.

Pérez-Hernández, C., Nachtergaele, P., Huysveld, S., & Dewulf, J. (2025). Unravelling circularity assessment for the bio-based economy: A systematic, critical review of indicators and recommendations. Sustainable Production and Consumption, 61, 277–294. https://doi.org/10.1016/j.spc.2025.11.004

Pongrácz, E. (2007). THE ENVIRONMENTAL IMPACTS OF PACKAGING. In M. Kutz (Ed.), Environmentally Conscious Materials and Chemicals Processing (1st ed., pp. 237–278). Wiley. https://doi.org/10.1002/9780470168219.ch9

Roberge, D. (2019, January 17). 3 Reasons Companies Should Help to Reduce Packaging Waste. Industrial Packaging. https://www.industrialpackaging.com/blog/3-reasons-companies-should-help-to-reduce-packaging-waste#:~:text=Waste%20from%20packaging%20is%20one,of%20water%20and%20landfill%20accumulation

Roithner, C., & Rechberger, H. (2020). Implementing the dimension of quality into the conventional quantitative definition of recycling rates. Waste Management, 105, 586–593. https://doi.org/10.1016/j.wasman.2020.02.034

Rojas-Serrano, F., Garcia-Garcia, G., Parra-López, C., & Sayadi-Gmada, S. (2024). SUSTAINABILITY, CIRCULAR ECONOMY AND BIOECONOMY: A CONCEPTUAL REVIEW AND INTEGRATION INTO THE NOTION OF SUSTAINABLE CIRCULAR BIOECONOMY. New Medit, 2024(2). https://doi.org/10.30682/nm2402a

Roosen, M., Tonini, D., Albizzati, P. F., Caro, D., Cristóbal, J., Lase, I. S., Ragaert, K., Dumoulin, A., & De Meester, S. (2023). Operational Framework to Quantify “Quality of Recycling” across Different Material Types. Environmental Science & Technology, 57(36), 13669–13680. https://doi.org/10.1021/acs.est.3c03023

Saaty, T. L. (1988). Multicriteria decision making: The analytic hierarchy process ; planning, priority setting, resource allocation (2. ed., with new material added). McGraw-Hill.

Skumolski, G. J., Hartman, F. T., & Krahn, J. (2007). The Delphi Method for Graduate Research. Journal of Information Technology Education, 6. https://www.jite.org/documents/Vol6/JITEv6p001-021Skulmoski212.pdf

Stahel, W., & Reday-Mulvey, G. (1981). Jobs for tomorrow: The potential for substituting manpower for energy. Vantage Press.

Stegmann, P., Londo, M., & Junginger, M. (2020). The circular bioeconomy: Its elements and role in European bioeconomy clusters. Resources, Conservation & Recycling: X, 6, 100029. https://doi.org/10.1016/j.rcrx.2019.100029

Tadesse, S. T., Oenema, O., Van Beek, C., & Ocho, F. L. (2019). Nitrogen allocation and recycling in peri-urban mixed crop–livestock farms in Ethiopia. Nutrient Cycling in Agroecosystems, 115(2), 281–294. https://doi.org/10.1007/s10705-018-9957-z

Talens Peiro, L., Nuss, P., Mathieux, F., & Blengini, G. (2018). Towards recycling indicators based on EU flows and raw materials system analysis data. Publications Office of the European Union. https://doi.org/10.2760/092885

Tan, E. C. D., & Lamers, P. (2021). Circular Bioeconomy Concepts—A Perspective. Frontiers in Sustainability, 2(701509). https://doi.org/10.3389/frsus.2021.701509

Tashkeel, R., Rajarathnam, G. P., Wan, W., Soltani, B., & Abbas, A. (2021). Cost-Normalized Circular Economy Indicator and Its Application to Post-Consumer Plastic Packaging Waste. Polymers, 13(20), 3456. https://doi.org/10.3390/polym13203456

TÜV Austria. (2025). OKcert. TÜV Austria. https://okcert.tuvaustria.com/tag/okcert/

UNECE. (2023). Guidelines for Measuring Circular Economy. Part A: Conceptual Framework, Indicators and Measurement Framework (ECE/CES/STAT/2023/5). United Nations. https://unece.org/sites/default/files/2024-02/ECECESSTAT20235_WEB.pdf

United Nations Environment Programme. (2023). Sustainability and Circularity in the Textile Value Chain—A Global Roadmap Textile Value Chain (L. Petrie, Trans.). https://doi.org/10.59117/20.500.11822/42580

Vural Gursel, I., Elbersen, B., & Meesters, K. P. H. (2023). Monitoring circular biobased economy – Systematic review of circularity indicators at the micro level. Resources, Conservation and Recycling, 197, 107104. https://doi.org/10.1016/j.resconrec.2023.107104

Walsh, M., Schenk, G., & Schmidt, S. (2023). Realising the circular phosphorus economy delivers for sustainable development goals. Npj Sustainable Agriculture, 1(1). https://doi.org/10.1038/s44264-023-00002-0

World Business Council for Sustainable Development. (2023, May 30). Circular Transition Indicators v4.0. World Business Council for Sustainable Development. https://www.wbcsd.org/resources/circular-transition-indicators-v4/

World Business Council for Sustainable Development. (2024). Circular Transition Indicators (CTI). Sector guidance—Fashion and textile. World Business Council for Sustainable Development. https://www.wbcsd.org/wp-content/uploads/2024/07/CTI_fashion_initiative_sector-guidance_WBCSD.pdf

Supplementary File References:

Cobo, S., Dominguez-Ramos, A., & Irabien, A. (2018). Trade-Offs between Nutrient Circularity and Environmental Impacts in the Management of Organic Waste. Environmental Science & Technology, 52(19), 10923–10933. https://doi.org/10.1021/acs.est.8b01590

Desing, H., Braun, G., & Hischier, R. (2020a). Ecological resource availability: A method to estimate resource budgets for a sustainable economy. Global Sustainability, 3, e31. https://doi.org/10.1017/sus.2020.26

Desing, H., Braun, G., & Hischier, R. (2020b). Ecological resource potential. MethodsX, 7, 101151. https://doi.org/10.1016/j.mex.2020.101151

Desing, H., Braun, G., & Hischier, R. (2021). Resource pressure – A circular design method. Resources, Conservation and Recycling, 164, 105179. https://doi.org/10.1016/j.resconrec.2020.105179

Enel. (2018). Circulability model. Methodological approach. https://corporate.enel.it/content/dam/enel-it/azienda/circular/KPI-Model_3.2018_en.pdf

European Council. (2024, April 4). How is EU electricity produced and sold? https://www.consilium.europa.eu/en/infographics/how-is-eu-electricity-produced-and-sold/

Eurostat. (2014). Coal (solid fossil fuels and manufactured gases) Annual questionnaire [Dataset]. https://ec.europa.eu/eurostat/documents/38154/6935814/AQ2014-COAL-instructions.pdf/fb6e6d89-aa7d-4a5a-ba2a-846851b87135

Foro nuclear. (n.d.). ¿Cuánta energía en kWh se extrae de un kg de uranio y qué rendimiento tiene cada kilo? https://www.foronuclear.org/descubre-la-energia-nuclear/preguntas-y-respuestas/sobre-combustible-nuclear/cuanta-energia-en-kwh-se-extrae-de-un-kilo-de-uranio-y-que-rendimiento-tiene-cada-kilo/

International Energy Agency. (2023). Countries and regions [Dataset]. https://www.iea.org/countries

Roithner, C., & Rechberger, H. (2020). Implementing the dimension of quality into the conventional quantitative definition of recycling rates. Waste Management, 105, 586–593. https://doi.org/10.1016/j.wasman.2020.02.034

The Engineering Toolbox. (2003a). Fuels – Higher and Lower Calorific Values [Dataset]. https://www.engineeringtoolbox.com/fuels-higher-calorific-values-d_169.html

The Engineering Toolbox. (2003b). Gases—Gross and Net Heat Values [Dataset]. https://www.engineeringtoolbox.com/gross-net-heating-values-d_420.html

Downloads

Published

13-03-2026

Data Availability Statement

All data used for the manuscript are contained in it. The calculation methodologies for the four existing metrics selected are included in the supplementary material. 

Issue

Section

Research Articles

How to Cite

Iglesias, H., Paredes Ortiz, A., Sánchez-Liarte, F., Fernández-Gutiérrez, D., & Lara-Guillén, A. J. (2026). Building a Product-level Bio-based Circularity Monitoring Framework. Journal of Sustainability, 2(1). https://doi.org/10.55845/jos-2026-2190
Received 14-11-2025
Accepted 02-03-2026
Published 13-03-2026

Similar Articles

1-10 of 12

You may also start an advanced similarity search for this article.