Research Article

Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria

Volume: 32 Number: 2 March 24, 2026
  • Radomir Bodiroga *
  • Grujica Vico
  • Ljubiša ševkušić
  • Slađana Savić
  • Jelena Dragišić Maksimović
  • Vuk Maksimović
  • Milica Stojanović

Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria

Abstract

Lettuce (Lactuca sativa L.) is an annual leafy vegetable crop from the Asteraceae family with the possibility to grow all year round. Two lettuce cultivars (red 'Murai' and green 'Aleppo') were cultivated in a greenhouse using two biofertilizers (a mixture of different effective microorganisms and Trichoderma spp. fertilizer), and their combination, during three consecutive growing seasons. This study aimed to find the optimal combination of fertilization treatments and growing seasons depending on different production criteria, using a multi-criteria decision-making (MCDM) method, Measurement of Alternatives and Ranking according to COmpromise Solution (MARCOS). A total number of 12 lettuce production models (alternatives) were proposed regarding fertilization treatments and planting dates. The study analyzed 12 criteria, which were divided into three groups: quantity, quality, and economic criteria. Weight coefficients were determined using the Analytic Hierarchy Process (AHP) method while, the stability of the obtained ranking list was investigated by applying comparative analysis using four other MCDM methods, as well as by performing sensitivity analysis through four scenarios. Cultivar 'Murai' showed the best results in the winter growing season with the application of Trichoderma spp. fertilizer, while cultivar 'Aleppo' in the spring with the combined fertilizers (effective microorganisms + Trichoderma spp). This study supports farmers and agricultural companies in optimizing planting schedules and biofertilizer selection 
tailored to specific cultivars, integrating quantity, quality, and economic criteria to enhance productivity and sustainability. Furthermore, it reveals the significant role of cultivar choice in optimizing biofertilizer type and growing season selection for lettuce production, demonstrating the MARCOS method’s robustness as a decision-support tool in agricultural planning and management.  

Keywords

Supporting Institution

The authors declare that the study is funded by the Ministry of Science, Technological Development and Innovation of the Republic of Serbia under contract number 451-03-136/2025-03/200053 and contract number 451-03-136/2025-03/200010.

Project Number

The authors declare that the study is funded by the Ministry of Science, Technological Development and Innovation of the Republic of Serbia under contract number 451-03-136/2025-03/200053 and contract number 451-03-136/2025-03/200010.

Thanks

The authors extend their gratitude to Iceberg Salat Centar (Serbia) for offering technical assistance with agricultural practices throughout the experiments.

References

  1. Al-Harbi A-S Kamal M (2001). Application of the AHP in project management. International Journal of Project Management 19: 19-27. https://doi.org/10.1016/S0263-7863(99)00038-1
  2. Avio L, Sbrana C, Giovannetti M & Frassinetti S (2017). Arbuscular mycorrhizal fungi affect total phenolics content and antioxidant activity in leaves of oak leaf lettuce varieties. Scientia Horticulturae 224: 265-271. https://doi.org/10.1016/j.scienta.2017.06.022
  3. Ayuso-Calles M, García-Estévez I, Jiménez-Gómez A, Flores-Félix J D, Escribano-Bailón M T & Rivas R (2020). Rhizobium laguerreae improves productivity and phenolic compound content of lettuce (Lactuca sativa L.) under saline stress conditions. Foods 9: 1166. https://doi.org/10.3390/foods9091166
  4. Barickman T C, Sublett W L, Miles C A, Crow D & Scheenstra E (2018). Lettuce biomass accumulation and phytonutrient concentrations are influenced by genotype, N application rate and location. Horticulturae 4: 12. https://doi.org/10.3390/horticulturae4030012
  5. Bodiroga R, Sredojević Z, Vico G & Govedarica-Lučić A (2022). Influence of different production methods on economic results of greenhouse vegetable production. Custos e Agronegocio Online 18: 44-62
  6. Božanić D, Tešić D & Kočić J (2019). Multi-Criteria FUCOM – Fuzzy MABAC model for the selection of location for construction of single span bailey bridge. Decision Making: Applications in Management and Engineering 2: 132-146. https://doi.org/10.31181/dmame1901132b
  7. Cataldo D A, Maroon M, Schrader L E & Youngs V L (1975). Rapid colorimetric determination of nitrate in plant tissue by nitration of salicylic acid. Communications in Soil Science and Plant Analysis 6: 71-80. https://doi.org/10.1080/00103627509366547
  8. Chakraborty S, Chattopadhyay R & Chakraborty S (2020). An integrated D-MARCOS method for supplier selection in an iron and steel industry. Decision Making: Applications in Management and Engineering 3: 49-69. https://doi.org/10.31181/dmame2003049c

Details

Primary Language

English

Subjects

Vegetable Growing and Treatment, Farm Enterprises

Journal Section

Research Article

Authors

Grujica Vico This is me
0000-0003-1719-7412
Bosnia and Herzegovina

Ljubiša ševkušić This is me
0009-0002-8281-8916
Bosnia and Herzegovina

Slađana Savić This is me
0000-0003-2946-6624
Serbia

Jelena Dragišić Maksimović This is me
0000-0002-2943-289X
Serbia

Vuk Maksimović This is me
0000-0002-9883-186X
Serbia

Milica Stojanović This is me
0009-0004-1568-9485
Serbia

Publication Date

March 24, 2026

Submission Date

March 31, 2025

Acceptance Date

October 8, 2025

Published in Issue

Year 2026 Volume: 32 Number: 2

APA
Bodiroga, R., Vico, G., ševkušić, L., Savić, S., Dragišić Maksimović, J., Maksimović, V., & Stojanović, M. (2026). Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria. Journal of Agricultural Sciences, 32(2), 222-236. https://doi.org/10.15832/ankutbd.1668621
AMA
1.Bodiroga R, Vico G, ševkušić L, et al. Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria. J Agr Sci-Tarim Bili. 2026;32(2):222-236. doi:10.15832/ankutbd.1668621
Chicago
Bodiroga, Radomir, Grujica Vico, Ljubiša ševkušić, et al. 2026. “Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria”. Journal of Agricultural Sciences 32 (2): 222-36. https://doi.org/10.15832/ankutbd.1668621.
EndNote
Bodiroga R, Vico G, ševkušić L, Savić S, Dragišić Maksimović J, Maksimović V, Stojanović M (March 1, 2026) Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria. Journal of Agricultural Sciences 32 2 222–236.
IEEE
[1]R. Bodiroga et al., “Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria”, J Agr Sci-Tarim Bili, vol. 32, no. 2, pp. 222–236, Mar. 2026, doi: 10.15832/ankutbd.1668621.
ISNAD
Bodiroga, Radomir - Vico, Grujica - ševkušić, Ljubiša - Savić, Slađana - Dragišić Maksimović, Jelena - Maksimović, Vuk - Stojanović, Milica. “Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria”. Journal of Agricultural Sciences 32/2 (March 1, 2026): 222-236. https://doi.org/10.15832/ankutbd.1668621.
JAMA
1.Bodiroga R, Vico G, ševkušić L, Savić S, Dragišić Maksimović J, Maksimović V, Stojanović M. Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria. J Agr Sci-Tarim Bili. 2026;32:222–236.
MLA
Bodiroga, Radomir, et al. “Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria”. Journal of Agricultural Sciences, vol. 32, no. 2, Mar. 2026, pp. 222-36, doi:10.15832/ankutbd.1668621.
Vancouver
1.Radomir Bodiroga, Grujica Vico, Ljubiša ševkušić, Slađana Savić, Jelena Dragišić Maksimović, Vuk Maksimović, Milica Stojanović. Application of Multicriteria Decision-Making Methods in Lettuce Production Based on Agronomic and Economic Criteria. J Agr Sci-Tarim Bili. 2026 Mar. 1;32(2):222-36. doi:10.15832/ankutbd.1668621

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