IDEAS home Printed from https://ideas.repec.org/a/sae/joudef/v23y2026i1p79-93.html

Analysis comparison model of ROC-TOPSIS, ROC-WP, and ROC-Electre methods for supporting the funding decision to micro-enterprises Indonesia

Author

Listed:
  • Noerul Hanin
  • Hendri Purwanto

Abstract

Micro-business is an essential business unit that supports the economies of countries in the world, including Indonesia. Unfortunately, micro-entrepreneurs often find difficulties to obtain financial assistance from government to develop their businesses. In Indonesia, the smallest number of micro industries can be found in West Papua Province, where one of the underdeveloped areas in the province is the Sorong City. Therefore, a study was conducted to determine the application of decision support methods in selecting micro-enterprises in Sorong that are eligible for business funding. The decision support method chosen is the collaboration between the Rank-Order Centroid (ROC) method, Technique for Order Preference by Similarity to Ideal Solution (TOPSIS), Weight Product (WP), and Elimination Et Choix Traduisant la Realite (Electre). With the analysis conducted on 10 samples of micro-enterprises in Sorong City, it was found that the micro-enterprises that were most eligible to receive assistance is Raya Helm based on ROC-TOPSIS, ROC-WP, and ROC-Electre. Then, sensitivity analysis results the ROC-Electre as the best method with the highest sensitivity percentage. Therefore, the implementation of these methods for supporting the funding decision to micro-enterprises in Sorong was successfully carried out with the output being the micro-enterprise rating results.

Suggested Citation

  • Noerul Hanin & Hendri Purwanto, 2026. "Analysis comparison model of ROC-TOPSIS, ROC-WP, and ROC-Electre methods for supporting the funding decision to micro-enterprises Indonesia," The Journal of Defense Modeling and Simulation, , vol. 23(1), pages 79-93, January.
    • Handle: RePEc:sae:joudef:v:23:y:2026:i:1:p:79-93
    DOI: 10.1177/15485129241235681
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/15485129241235681
    Download Restriction: no
    File URL: https://libkey.io/10.1177/15485129241235681?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Maximilian ROBU, 2013. "The Dynamic And Importance Of Smes In Economy," The USV Annals of Economics and Public Administration, Stefan cel Mare University of Suceava, Romania, Faculty of Economics and Public Administration, vol. 13(1(17)), pages 84-89, June.
    2. Baosheng Xu & Ningning Qi & Jianpeng Zhou & Qingfu Li, 2022. "Reliability Assessment of Highway Bridges Based on Combined Empowerment–TOPSIS Method," Sustainability, MDPI, vol. 14(13), pages 1-20, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kafigi Jeje, 2020. "Risk-Taking and Performance of Small and Medium-Sized Enterprises: Lessons from Tanzanian Bakeries," Journal of Economics and Behavioral Studies, AMH International, vol. 12(3), pages 1-22.
    2. Bianchi, Constanza & Abu Saleh, Md., 2020. "Investigating SME importer–foreign supplier relationship trust and commitment," Journal of Business Research, Elsevier, vol. 119(C), pages 572-584.
    3. Hong Li & Zilin Chen, 2022. "A Comprehensive Evaluation Framework to Assess the Sustainable Development of Schools within a University: Application to a Chinese University," Sustainability, MDPI, vol. 14(17), pages 1-12, August.
    4. Bianchi, Constanza & Wickramasekera, Rumintha, 2016. "Antecedents of SME export intensity in a Latin American Market," Journal of Business Research, Elsevier, vol. 69(10), pages 4368-4376.
    5. Jieshu Zheng & Hua Lei & Yixuan Lu & Sheng Xiong, 2025. "Comprehensive Performance Evaluation of Insulation Materials for Low-Carbon Renovation of Enclosure Structures in Old Communities Based on Cloud Model and Matter–Element Extension Method," Sustainability, MDPI, vol. 17(5), pages 1-35, February.
    6. Freddy Jirabi Gamba, 2017. "Social Capital in Selected Business Associations of Food Processing SMEs in Tanzania and Rwanda: A Synthetic Based Approach," International Journal of Asian Social Science, Asian Economic and Social Society, vol. 7(1), pages 63-84, January.
    7. Nuccio Ludovico & Laura Illia & Valerio Pellegrini & Franco Ruzzenenti, 2025. "Addressing Green Intellectual Capital in the Digital Era: A Network Perspective on EU Energy Small Medium Enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(4), pages 5588-5605, July.
    8. Dawei Chen & Shiwei Cheng & Jinyang Liu & Jun Zhang & Xinyu You, 2023. "A Simulation‐Based Optimization Method for Truck‐Prohibit Ramp Placement along Freeways," Mathematical Problems in Engineering, John Wiley & Sons, vol. 2023(1).
    9. Latifi, Mohammad-Ali & Nikou, Shahrokh & Bouwman, Harry, 2021. "Business model innovation and firm performance: Exploring causal mechanisms in SMEs," Technovation, Elsevier, vol. 107(C).
    10. Derek Eldridge & Tahir M. Nisar & Mariateresa Torchia, 2021. "What impact does equity crowdfunding have on SME innovation and growth? An empirical study," Small Business Economics, Springer, vol. 56(1), pages 105-120, January.
    11. repec:uii:journl:v:9:y:2017:i:1:p:40-50 is not listed on IDEAS
    12. Toritseju Rita Pessu & Fredrick Agboma, 2018. "Dwarfed Giant: Impact of Trade and Related Policies on SMEs in the Nigerian Textile Industry," International Journal of Academic Research in Business and Social Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Business and Social Sciences, vol. 8(6), pages 602-629, June.
    13. Onjewu, Adah-Kole Emmanuel & Olan, Femi & Nyuur, Richard Benon-be-isan & Paul, Salima & Nguyen, Ha Thanh Truc, 2023. "The effect of government support on Bureaucracy, COVID-19 resilience and export intensity: Evidence from North Africa," Journal of Business Research, Elsevier, vol. 156(C).
    14. Mohammad Haider Syed & Shahnawaz Khan & Mustafa Raza Rabbani & Yannis E. Thalassinos, 2020. "An Artificial Intelligence and NLP based Islamic FinTech Model Combining Zakat and Qardh-Al-Hasan for Countering the Adverse Impact of COVID 19 on SMEs and Individuals," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(2), pages 351-364.
    15. Aurona Gerber & Pierre le Roux & Alta van der Merwe, 2020. "Enterprise Architecture as Explanatory Information Systems Theory for Understanding Small- and Medium-Sized Enterprise Growth," Sustainability, MDPI, vol. 12(20), pages 1-31, October.
    16. Matejun Marek, 2014. "The role of flexibility in building the competitiveness of small and medium enterprises," Management, Sciendo, vol. 18(1), pages 1-15, May.
    17. Terence Achiangea Aminkeng & Song Huaming & Ngoe Bosambe Mukete & Gershom Endelani Mwalupaso, 2024. "Impact of Credit Constraints on Financial Performance of Small and Medium Size Enterprises," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 36(4), pages 868-896, August.
    18. Ndlovu N & Shumba V & Vakira E, 2018. "The Influence of Experience and Owner-Managers Education on SME Performance: Case of Motor Spares Enterprises at Kelvin Light Industries in Bulawayo," Journal of Economics and Behavioral Studies, AMH International, vol. 10(4), pages 22-31.
    19. Mingtao Wang & Chunming Ye & Dingkun Zhang, 2022. "Evaluation of Green Manufacturing Level in China’s Provincial Administrative Regions Based on Combination Weighting Method and TOPSIS," Sustainability, MDPI, vol. 14(20), pages 1-26, October.
    20. Margarida Rodrigues & Mário Franco & Rui Silva & Cidália Oliveira, 2021. "Success Factors of SMEs: Empirical Study Guided by Dynamic Capabilities and Resources-Based View," Sustainability, MDPI, vol. 13(21), pages 1-17, November.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:sae:joudef:v:23:y:2026:i:1:p:79-93. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: SAGE Publications (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.