Evaluation of strawberry supply chain efficiency level with data envelopment analysis (DEA) model approach in Lumbung Stroberi, Pandanrejo Village, Batu City

Eka Indah Suprapti Ningsih, Silvana Maulidah, Novi Haryati, Muhamad Zahran Nurirrozak

Abstract


Supply chain activities are one of the considerations for business actors. However, several problems within these activities lead to inefficiencies in the performance of supply chain actors. This study aimed to describe the strawberry supply chain system and analyze its efficiency level at Lumbung Stroberi, and evaluate supplier selection based on the supply chain performance efficiency results. The respondents of this study were five partner farmers who supplied Lumbung Stroberi and were interviewed directly using questionnaires. Data analysis was conducted using two methods, namely descriptive analysis and quantitative analysis using the Data Envelopment Analysis (DEA) model approach. The study’s findings revealed the occurrence of supply chain activities from suppliers to Lumbung Stroberi and the efficiency level of the strawberry supply chain, with three suppliers operating efficiently. This supplier selection based on supply chain performance efficiency results is crucial evaluation for maintaining the efficient suppliers and improving the inefficient ones.


Keywords


Data envelopment analysis; Efficiency; Performance efficiency; Supply chain; Supplier selection

Full Text:

PDF

References


Akhlaghi, R., and Malkhalifeh, M. R. (2019) 'A linear programming DEA model for selecting a single efficient unit', International Journal of Industrial Engineering and Operational Research (IJIEOR), 1(1), pp. 60–66

Andani, W., and Koesdiningsih, N. (2018) 'Analisis pemilihan pemasok di Tahu Tauhid Lembang (Analysis of supplier selection in Tahu Tauhid Lembang)', Jurnal Manajemen, 4(1), pp. 93–98 [In Indonesian]

Azarkan, Z. (2022) 'Maximizing the performance of an organization by its supply chain', International Journal of Performance and Organizations, 1(1), pp. 38–44

Central Bureau of Statistics (2020) Luas Penggunaan Lahan Menurut Kecamatan di Kota Batu (Total Land Use Area According to Subdistricts in the City of Batu) [Online]. Available at: https://batukota.bps.go.id/statictable/2020/05/14/729/total-luas-penggunaan-lahan-menurut-kecamatan-di-kota-batu-ha-2019.html (Accessed: 14 Mei 2020) [In Indonesian]

Balfaqih, H., Nopiah, Z. M., Saibani, N., and Al-nory, M. T. (2016) 'Review of supply chain performance measurement systems : 1998 – 2015. Computers in Industry, 82, pp. 135–150

Chandrasekaran, N., and Raghuram, G. (2014) Agribusiness Supply Chain Management. Florida: CRC Press.

Charles, V., Aparicio, J., and Zhu, J. (2019) 'The curse of dimensionality of decision-making units: A simple approach to increase the discriminatory power of data envelopment analysis', European Journal of Operational Research, 279(3), pp. 929–940

Daraio, C., and Simar, L. (2016) 'Efficiency and benchmarking with directional distances: A data-driven approach', Journal of the Operational Research Society, 67(7), pp. 928–944

Fadhilah, A. F., Nurmalina, R., and Tinaprilla, N. (2017) 'Efisiensi kinerja rantai pasok gula semut CV. Menoreh Politan di Kabupaten Kulon Progo (Efficiency of CV Menoreh Politan supply chain performance of coconut sugar, Kulon Progo Regency)', Journal of Food System & Agribusiness, 1(2), pp. 60–70 [In Indonesian]

Fatimah, S., and Mahmudah, U. (2017) 'Data envelopment analysis (DEA): Pengukuran efisiensi kinerja sekolah dasar (Data envelopment analysis (DEA): Measuring the efficiency of elementary school performance)', Cakrawala Pendidikan, 36(2), pp. 233–243 [In Indonesian]

Flynn, A., and Li, Q. (2023) 'Determinants of supplier payment times before and during the pandemic: Empirical evidence from UK firms', Journal of Purchasing and Supply Management, 29(4), pp. 1-16

Ghiyasi, M., and Cook, W. D. (2021) 'Classifying dual role variables in DEA: The case of VRS', Journal of the Operational Research Society, 72(5), pp. 1183–1190

Gökşen, Y., Doğan, O., and Özkarabacak, B. (2015) 'A data envelopment analysis application for measuring efficiency of university departments', Procedia Economics and Finance, 19, pp. 226–237

Heizer, J., and Render, B. (2017) Manajemen Operasi: Manajemen Keberlangsungan dan Rantai Pasokan (Edisi 11) (Operations Management: Sustainability and Supply Chain Management (11th Edition)). Jakarta: Salemba Empat. [In Indonesian]

Hüseyinoğlu, I. Ö. Y., Kotzab, H., and Teller, C. (2020) 'Supply chain relationship quality and its impact on firm performance', Production Planning & Control, 31(6), pp. 470–482

Indrarini, R., and Canggih, C. (2019) 'Efficiency of islamic insurance in Indonesia', Iqtishoduna, 8(2), pp. 361–371

Izadikhah, M., Tavana, M., Di Caprio, D., and Santos-Arteaga, F. J. (2018) 'A novel two-stage DEA production model with freely distributed initial inputs and shared intermediate outputs', Expert Systems with Applications, 99, pp. 213–230

Kakwezi, P., and Nyeko, S. (2019) 'Procurement processes and performance: Efficiency and effectiveness of the procurement function', International Journal of Social Sciences Management and Entrepreneurship, 3(1), pp. 172–182

Kleab, K. (2017) 'Important of supply chain management', International Journal of Scientific and Research Publications, 7(9), pp. 397-400

Kraude, R., Narayanan, S., and Talluri, S. (2022) 'Evaluating the performance of supply chain risk mitigation strategies using network data envelopment analysis', European Journal of Operational Research, 303(3), pp. 1168–1182

Lee, S. (2019) 'A study on the structural relationship between SCM activity and process innovation, and quality performance in SMEs', The Journal of the Korea Contents Association, 19, pp. 170–185

Leite, A. R., Padilha, A. C. M., and Binotto, E. (2021) 'Cooperation challenges in agricultural cooperatives', Revista de Administração da UFSM, 14(4), pp. 809–826

Lim, S., and Zhu, J. (2015) 'DEA cross-efficiency evaluation under variable returns to scale', Journal of the Operational Research Society, 66(3), pp. 476–487

Machado, M. C., Telles, R., Sampaio, P., Queiroz, M. M., & Fernandes, A. C. (2019) 'Performance measurement for supply chain management and quality management integration', Benchmarking: An International Journal, 27(7), pp. 2130–2147

Maulidah, S., Koestiono, D., and Nugroho, T. R. D. A. (2021) 'Supplier performance evaluation and selection on apple agro-industry', Agriekonomika, 10(2), pp. 161–168

Maulidah, S., Koestiono, D., Riana, F. D., Putri, R. W., and Hariputra, A. (2023) 'Enhancing sustainability of the palm oil agro-industry: a study from the leveraging factors of supply chain management', Journal of System and Management Sciences, 13(6), pp. 268–286

Maulidah, S., and Megayanti, F. (2016) 'Analisis efisiensi distribusi pada penjualan produk olahan buah dan sayuran dengan metode data envelopment analysis (DEA) (Analysis of distribution efficiency in the sale of processed fruit and vegetable products using the data envelopment analysis (DEA) method)', Agriekonomika, 5(2), pp. 188–197 [In Indonesian]

Maulidya, A., Gunawan, J., and Ardiantono, D. S. (2020) Perancangan perencanaan dan pengelolaan rantai pasok produksi pakan ternak unggas di PT Charoen Pokphand Indonesia (Tbk) Sidoarjo, Jawa Timur (Designing planning and management of the supply chain for poultry feed production at PT Charoen Pokphand Indonesia (Tbk) Sidoarjo, East Java)', Jurnal Sains Dan Seni ITS, 8(2), pp. 260–264 [In Indonesian]

Mazhar, S. A., Anjum, R., Anwar, A. I., and Khan, A. A. (2021) 'Methods of data collection: A fundamental tool of research', Journal of Integrated Community Health, 10(1), pp. 6-10

Mizani, T. T., and Azis, A. M. (2021) 'Analisis kerangka kerja, aliran, dan hambatan rantai pasokan (Analyze supply chain frameworks, flows and bottlenecks)', Jurnal Manajemen Maranatha, 21(1), pp. 17–24 [In Indonesian]

Qrunfleh, S., and Tarafdar, M. (2014) 'Supply chain information systems strategy: Impacts on supply chain performance and firm performance', International Journal of Production Economics, 147, pp. 340–350

Ross, D. F. (2015) 'Crafting business and supply chain strategies' in Ross, D. F. (eds.) Distribution Planning and Control: Managing in the Era of Supply Chain Management. New York: Springer, pp. 83–140.

Rusanto, M. E. A. A., Sawitri, B., and Priyanto, B. (2022) 'Pengaruh karakteristik petani terhadap partisipasi petani jeruk dalam pengembangan agrowisata petik jeruk di Desa Poncokusumo Kecamatan Poncokusumo Kabupaten Malang (The influence of farmer characteristics on the participation of orange farmers in the development of orange picking agrotourism in Poncokusumo Village, Poncokusumo District, Malang Regency)', Jurnal Kirana, 3(2), pp. 107–116 [In Indonesian]

Sabbaghi, A. (2022) 'Global supply-chain strategy and global competitiveness', International Business & Economics Research Journal, 3, pp. 63–76

Saragih, S., Pujianto, T., and Ardiansah, I. (2021) 'Pengukuran kinerja rantai pasok pada PT. Saudagar Buah Indonesia dengan menggunakan metode supply chain operation reference (SCOR) (Measuring supply chain performance at PT. Indonesian Fruit Merchants using the supply chain operation reference (SCOR) method)', Jurnal Ekonomi Pertanian Dan Agribisnis, 5(2), pp. 520–532 [In Indonesian]

Sari, Y. D., Angria, L. S., Efendi, S., and Zarlis, M. (2018) 'Estimating most productive scale size in data envelopment analysis with integer value data', IOP Conference Series: Materials Science and Engineering, pp. 1-7

Sekaran, U., and Bougie, R. (2016) Research Methods for Business: A Skill-Building Approach, 7th Edition. New Jersey: John Wiley & Sons

Setiyowati, T., Fatchiya, A., and Amanah, S. (2022) 'Pengaruh karakteristik petani terhadap pengetahuan inovasi budidaya cengkeh di Kabupaten Halmahera Timur (The influence of farmer characteristics on knowledge of clove cultivation innovation in East Halmahera Regency)', Jurnal Penyuluhan, 18(2), pp. 208–218 [In Indonesian]

Sibuea, F., Sibuea, M., Rahman, A., and Hartanto, A. (2023) 'Supply chain performance analysis of corn processed animal feed', Habitat, 34(2), pp. 203–212

Soheilirad, S., Govindan, K., Mardani, A., Zavadskas, E. K., Nilashi, M., and Zakuan, N. (2018) 'Application of data envelopment analysis models in supply chain management: A systematic review and meta-analysis', Annals of Operations Research, 271(2), pp. 915–969

Stallman, H. R., and James, H. S. (2017) 'Farmers’ willingness to cooperate in ecosystem service provision: Does trust matter?', Annals of Public and Cooperative Economics, 88(1), pp. 5–31

Subramanyam, T. (2016) 'Selection of input-output variables in data envelopment analysis Indian commercial banks', International Journal of Computer & Mathematical Sciences, 5(6), pp. 51–57

Subroto, A. M., Kawer, L., and Sumarauw, J. (2015) 'Evaluasi kinerja supply chain manajemen pada produksi beras di Desa Panasen Kecamatan Kakas (Evaluation of supply chain management performance in rice production in Panasen Village, Kakas District)', Jurnal Riset Ekonomi, Manajemen, Bisnis Dan Akuntansi, 3(1), pp. 653–662 [In Indonesian]

Sugiyono. (2017). Metode Penelitian Pendidikan (Pendekatan Kuantitatif, Kualitatif, dan R&D) (Educational Research Methods (Quantitative, Qualitative and R&D Approaches)). Bandung: Alfabeta. [In Indonesian]

Šūmane, S., Kunda, I., Knickel, K., Strauss, A., Tisenkopfs, T., Rios, I. I., Rivera, M., Chebach, T., and Ashkenazy, A. (2018) 'Local and farmers’ knowledge matters! How integrating informal and formal knowledge enhances sustainable and resilient agriculture', Journal of Rural Studies, 59, pp. 232–241

Timisela, N. R., Masyhuri, Darwanto, D. H., and Hartono, S. (2014) 'Manajemen rantai pasok dan kinerja agroindustri pangan lokal sagu di Propinsi Maluku : Suatu pendekatan model struktural (Supply chain management and performance of the local sago food agro-industry in Maluku Province: A structural model approach)', Journal Agritech, 34(2), pp. 184–193 [In Indonesian]

Toding, J. D. G., Jan, A. B. H., and Sumarauw, J. S. B. (2019) 'Identifikasi dan efisiensi kinerja rantai pasok ikan cakalang di Tanawangko Kabupaten Minahasa (Identification and efficiency of supply chain performance for skipjack tuna in Tanawangko, Minahasa Regency)', Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 7(1), pp. 391–400 [In Indonesian]

Tubagus, L. S., Mangantar, M., and Tawas, H. (2016) 'Analisis rantai pasokan (supply chain) komoditas cabai rawit di Kelurahan Kumelembuai Kota Tomohon (Analysis of the supply chain for cayenne pepper commodities in Kumelembuai Village, Tomohon City). Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 4(2), pp. 613–621 [In Indonesian]

Villegas, J. G. (2019) 'The relevance of stakeholders in an international context' in Villegas, J. G. (eds.) Managerial Competencies for Multinational Businesses. Pennsylvania: IGI Global, pp. 196-214

Vistasusiyanti, Kindangen, P., and Palandeng, I. D. (2017) 'Analisis manajemen rantai pasokan spring bed pada PT. Massindo Sinar Pratama Kota Manado (Analysis of spring bed supply chain management at PT. Massindo Sinar Pratama Manado City)', Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 5(2), pp. 893–900 [In Indonesian]

Willersinn, C., Mack, G., Mouron, P., Keiser, A., and Siegrist, M. (2015) 'Quantity and quality of food losses along the Swiss potato supply chain: Stepwise investigation and the influence of quality standards on losses', Waste Management, 46, pp. 120–132

Zhang, M., and Cui, J. (2016) 'The extension and integration of the inverse DEA method', Journal of the Operational Research Society, 67(9), pp. 1212–1220




DOI: https://doi.org/10.21776/ub.afssaae.2024.007.01.5

Refbacks

  • There are currently no refbacks.


Copyright (c) 2024 Eka Indah Suprapti Ningsih, Silvana Maulidah, Novi Haryati

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.