Agric. Econ. - Czech, 2025, 71(11):592-603 | DOI: 10.17221/462/2024-AGRICECON

From metrics to insights: Evaluating cereal farming sustainability in Catalonia using composite index approachOriginal Paper

Mahdieh Khezri Nezhad Gharaei1,2, Bouali Guesmi2,3, Jose Maria Gil Roig1,2,4
1 Universitat Politècnica de Catalunya – Barcelona Tech (UPC), Barcelona, Spain
2 Centre de Recerca en Economia i Desenvolupament Agroalimentari UPC-IRTA (CREDA), Castelldefels, Spain
3 University of Carthage, Mograne Higher School of Agriculture, Zaghouan, Mograne, Tunisia
4 Universidad Bío Bío, Bío Bío, Chile

Assessing the agricultural sustainability of farms is challenging, since it involves various aspects that can change over time and differ by location. This paper develops a composite index to evaluate the sustainability of cereal farming in Catalonia, Spain. Using factor analysis, we integrate 21 indicators across economic, environmental, and social dimensions based on the Farm Accountancy Data Network (2016–2021). The results show sustainability scores ranging from 2 to 5, with larger economic s farms outperforming smaller ones by 0.4 points. Five key factors explain the variance in sustainability across farms, with profitability, benefit-cost ratio, and agri-footprint carrying the highest weights. In addition, our empirical findings indicate that subsidy dependence negatively affects the sustainability of farms, while modernisation and environmental management improvements enhance farm performance. This suggests a need for size-specific policy interventions focusing on smallholder management capacity and broader climate adaptation strategies. The methodology could offer a practical tool for monitoring sustainability progress in Mediterranean cereal production systems, and for identifying possible sources of improvements with regard to more sustainable agricultural practices.

Keywords: cereal sector; factor analysis; farm level; indicator integration; sustainable performance

Received: December 4, 2024; Revised: May 29, 2025; Accepted: August 20, 2025; Prepublished online: November 27, 2025; Published: November 28, 2025  Show citation

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Gharaei MKN, Guesmi B, Gil Roig JM. From metrics to insights: Evaluating cereal farming sustainability in Catalonia using composite index approach. Agric. Econ. - Czech. 2025;71(11):592-603. doi: 10.17221/462/2024-AGRICECON.
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References

  1. Abdar Z.K., Amirtaimoori S., Mehrjerdi M.R.Z. Boshrabadi H.M. (2022): A composite index for assessment of agricultural sustainability: The case of Iran. Environmental Science and Pollution Research, 29: 47337-47349. Go to original source... Go to PubMed...
  2. Arulnathan V., Heidari M.D., Doyon M., Li E., Pelletier N. (2020): Farm-level decision support tools: A review of methodological choices and their consistency with principles of sustainability assessment. Journal of Cleaner Production, 256: 120410. Go to original source...
  3. Bachev H., Ivanov B., Toteva D. Sokolova E. (2017): Agrarian sustainability in Bulgaria -Economic, social and ecological aspects. Bulgarian Journal of Agricultural Science, 23: 519-525.
  4. Balaine L., Läpple D., Dillon E.J., Buckley C. (2023): Extension and management pathways for enhanced farm sustainability: Evidence from Irish dairy farms. European Review of Agricultural Economics, 50: 810-850. Go to original source...
  5. Bass S., Dalal-Clayton B. (2012): Sustainable Development Strategies: A Resource Book. London, Routledge: 310-314. Go to original source...
  6. Becker W., Saisana M., Paruolo P., Vandecasteele I. (2017): Weights and importance in composite indicators: Closing the gap. Ecological Indicators, 80: 12-22. Go to original source... Go to PubMed...
  7. Caccavale O.M., Giuffrida V. (2020): The Proteus composite index: Towards a better metric for global food security. World Development, 126: 104709. Go to original source...
  8. Cardillo C., Di Fonzo A., Liberati C. (2023): The farm's orientation towards sustainability: An assessment using FADN data in Italy. Land, 12: 301. Go to original source...
  9. Coluccia B., Valente D., Fusco G., De Leo F., Porrini D. (2020): Assessing agricultural eco-efficiency in Italian Regions. Ecological Indicators, 116: 106483. Go to original source...
  10. Coppola A., Amato M., Vistocco D., Verneau F. (2022): Measuring the economic sustainability of Italian farms using FADN data. Agricultural Economics - Czech, 68: 327-337. Go to original source...
  11. Dabkiene V., Balezentis T., Streimikiene D. (2021): Development of agri-environmental footprint indicator using the FADN data: Tracking development of sustainable agricultural development in Eastern Europe. Sustainable Production and Consumption, 27: 2121-2133. Go to original source...
  12. Dantsis T., Douma C., Giourga C., Loumou A., Polychronaki E.A. (2010): A methodological approach to assess and compare the sustainability level of agricultural plant production systems. Ecological Indicators, 10: 256-263. Go to original source...
  13. DeCoster J. (1998): Overview of Factor Analysis. Available atttp://www.stat-help.com/notes.html (accessed March 5, 2025)
  14. de Olde E.M., Bokkers E.A.M., de Boer I.J.M. (2017): The choice of the sustainability assessment tool matters: Differences in thematic scope and assessment results. Ecological Economics, 136: 77-85. Go to original source...
  15. Dillon E.J., Hennessy T., Buckley C., Donnellan T., Hanrahan K., Moran B., Ryan M. (2016): Measuring progress in agricultural sustainability to support policy-making. International Journal of Agricultural Sustainability, 14: 31-44. Go to original source...
  16. Dong Y., Hauschild M.Z. (2017): Indicators for environmental sustainability. Procedia CIRP, 61: 697-702. Go to original source...
  17. Ehrmann M. (2010): Assessing ecological and economic impacts of policy scenarios on farm level. In: GEWISOLA 50th annual conference. Braunschweig, Germany, Sept 29-Oct 1, 2010.
  18. Gaviglio A., Bertocchi M., Marescotti M.E., Demartini E., Pirani A. (2016): The social pillar of sustainability: A quantitative approach at the farm level. Agricultural and Food Economics, 4: 15. Go to original source...
  19. Gómez-Limón J.A., Sanchez-Fernandez G. (2010): Empirical evaluation of agricultural sustainability using composite indicators. Ecological Economics, 69: 1062-1075. Go to original source...
  20. González-García S., Rama M., Cortés A., García-Guaita F., Núñez A., Louro L.G., Moreira M.T., Feijoo G. (2019): Embedding environmental, economic and social indicators in the evaluation of the sustainability of the municipalities of Galicia (northwest of Spain Journal of Cleaner Production, 234: 27-42. Go to original source...
  21. Gutiérrez S.S.M., Palacios A.T., Ruiz-Vanoye J.A., Pérez S.L. (2018): Sustainable and technological strategies for basic cereal crops in the face of climate change: A literature review. African Journal of Agricultural Research, 13: 220-227. Go to original source...
  22. Jain N., Mohapatra G. (2023): A comparative assessment of Composite Environmental Sustainability Index for emerging economies: A multidimensional approach. Management of Environmental Quality: An International Journal, 34: 1314-1331. Go to original source...
  23. Kelly E., Ryan M., Finn J., Hennessey T. (2014): Farm level indicators for evaluating sustainability and emerging new policy topics. A Report on WP1 progress.
  24. Kim J.O., Mueller C.W. (1978): Factor Analysis: Statistical Methods and Practical Issues. Thousand Oaks, SAGE Publications, Inc.: 42-53.
  25. Kremen C., Miles A. (2012): Ecosystem services in biologically diversified versus conventional farming systems: Benefits, externalities, and trade-offs. Ecology and Society, 17: 40. Go to original source...
  26. Krishnan A.R., Kasim M.M., Hamid R., Ghazali M.F. (2021): A modified CRITIC method to estimate the objective weights of decision criteria. Symmetry, 13: 973. Go to original source...
  27. Latruffe L., Diazabakana A., Bockstaller C., Desjeux Y., Finn J., Kelly E., Ryan M., Uthes S. (2016): Measurement of sustainability in agriculture: A review of indicators. Studies in Agricultural Economics, 118: 123-130. Go to original source...
  28. Le Gal P.Y., Dugué P., Faure G., Novak S. (2011): How does research address the design of innovative agricultural production systems at the farm level? A review. Agricultural Systems, 104: 714-728. Go to original source...
  29. Leitgeb F., Petrasek R., Drapela T., Lindenthal T. (2023): Comparing the ecological sustainability performance of organic farms and conventional production in Austria using the SMART farm tool and Monte Carlo simulation. Organic Agriculture, 13: 173-191. Go to original source...
  30. Li Z., Fan Z., Shen S. (2018): Urban green space suitability evaluation based on the AHP-CV combined weight method: A case study of Fuping county, China. Sustainability, 10: 2656. Go to original source...
  31. Lynch J., Skirvin D., Wilson P., Ramsden S. (2018): Integrating the economic and environmental performance of agricultural systems: A demonstration using Farm Business Survey data and Farmscoper. Science of Total Environment, 628-629: 938-946. Go to original source... Go to PubMed...
  32. Maggino F., Ruviglioni E. (2011): Preaching to the choir: Are the commission's recommendations already applied? Social Indicators Research, 102: 131-156. Go to original source...
  33. Maimon O., Rokach L. (2010): Data Mining and Knowledge Discovery Handbook. 2nd Ed. New York, Springer: 93-111. Go to original source...
  34. Melero S., López-Bellido R.J., López-Bellido L., Muñoz-Romero V., Moreno F., Murillo J.M. (2011): Long-term effect of tillage, rotation and nitrogen fertiliser on soil quality in a Mediterranean Vertisol. Soil and Tillage Research, 114: 97-107. Go to original source...
  35. Nardo M., Saisana M., Saltelli A., Tarantola S. (2005): Tools for composite indicators building. Joint Research Centre, European Commission. Available atttps://publications.jrc.ec.europa.eu/repository/handle/JRC31473
  36. OECD (2008): Handbook on Constructing Composite Indicators: Methodology and User Guide. Paris, OECD publishing.
  37. Page K.L., Dang Y.P., Dalal R.C., Reeves S., Thomas G., Wang W., Thompson J.P. (2019): Changes in soil water storage with no-tillage and crop residue retention on a Vertisol: Impact on productivity and profitability over a 50 year period. Soil and Tillage Research, 194: 104319. Go to original source...
  38. Perniola M., Lovelli S., Arcieri M., Amato M. (2015): Sustainability in cereal crop production in Mediterranean environments. In: Vastola A. (ed): The Sustainability of Agro-Food and Natural Resource Systems in the Mediterranean Basin. Cham, Springer: 15-27. Go to original source...
  39. Pollesch N., Dale V.H. (2015): Applications of aggregation theory to sustainability assessment. Ecological Economics, 114: 117-127. Go to original source...
  40. Rickels W., Dovern J., Hoffmann J., Quaas M.F., Schmidt J.O., Visbeck M. (2016): Indicators for monitoring sustainable development goals: An application to oceanic development in the European Union. Earth's Future, 4: 252-267. Go to original source...
  41. Riedler B., Pernkopf L., Strasser T., Lan S., Smith G. (2015): A composite indicator for assessing habitat quality of riparian forests derived from Earth observation data. International Journal of Applied Earth Observation and Geoinformation, 37: 114-123. Go to original source...
  42. Robling H., Hatab A.A., Säll S., Hansson H. (2023): Measuring sustainability at farm level - A critical view on data and indicators. Environmental and Sustainability Indicators, 18: 100258. Go to original source...
  43. Ryan M., Hennessy T., Buckley C., Dillon E.J., Donnellan T., Hanrahan K., Moran B. (2016): Developing farm-level sustainability indicators for Ireland using the Teagasc National Farm Survey. Irish Journal of Agricultural and Food Research, 55: 112-125. Go to original source...
  44. Schader C., Baumgart L., Landert J., Muller A., Ssebunya B., Blockeel J., Weisshaidinger R., Petrasek R., Mészáros D., Padel S., Gerrard C., Smith L., Lindenthal T., Niggli U., Stolze M. (2016): Using the sustainability monitoring and assessment routine (SMART) for the systematic analysis of trade-offs and synergies between sustainability dimensions and themes at farm level. Sustainability, 8: 274. Go to original source...
  45. Soulé E., Michonneau P., Michel N., Bockstaller C. (2021): Environmental sustainability assessment in agricultural systems: A conceptual and methodological review. Journal of Cleaner Production, 325: 129291. Go to original source...
  46. Smith L.I. (2002): A Tutorial on Principal Components Analysis. Technical Report OUCS-2002-12, University of Otago.
  47. Environmental Science and Pollution Research, 30(15), pp.42509-42525.
  48. Sulewski P., K³oczko-Gajewska A. (2018): Development of the sustainability index of farms based on surveys and FADN sample. Problems of Agricultural Economics, 3: 32-56. Go to original source...
  49. Tilman D., Balzer C., Hill J., Befort B.L. (2011): Global food demand and the sustainable intensification of agriculture. Proceedings of the National Academy of Sciences, 108: 20260-20264. Go to original source... Go to PubMed...
  50. Tzouramani I., Mantziaris S., Karanikolas P. (2020): Assessing sustainability performance at the farm level: Examples from Greek agricultural systems. Sustainability, 12: 2929. Go to original source...
  51. United Nations (2015): High Level Task Force on Global Food and Nutrition Security (HLTF Available atttps://www.un.org/en/issues/food/taskforce/wg3.shtml (accessed Apr 4, 2021
  52. Usubiaga-Liano A., Ekins P. (2024): Methodological choices for reflecting strong sustainability in composite indices. Ecological Economics, 221: 108192. Go to original source...
  53. van Arendonk A. (2015): The development of the share of agriculture in GDP and employment. A case study of China, Indonesia, the Netherlands and the United States. [Master's thesis] Wageningen, Wageningen University.
  54. Verschuuren J., Fleurke F., Leach M.C. (2024): Integrating agricultural emissions into the EU ETSegal design considerations. Sustainability, 16: 5091. Go to original source...
  55. Vitunskiene V., Dabkiene V. (2016): Framework for assessing the farm relative sustainability: A Lithuanian case study. Agricultural Economics - Czech, 62: 134-148. Go to original source...
  56. Volkov A., Morkunas M., Balezentis T., Streimikiene D. (2022): Are agricultural sustainability and resilience complementary notions? Evidence from the North European agriculture. Land Use Policy, 112: 105791. Go to original source...
  57. Witte, R. S., & Witte, J. S. (2017). Statistics. John Wiley & Sons: 113-114.
  58. Xu Y., Wang Z., Dong W., Chou J. (2023): Predicting the potential impact of emergency on global grain security: A case of the Russia-Ukraine conflict. Foods, 12: 2557. Go to original source... Go to PubMed...

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