Decision Support System and Managerial Decision Quality in Production Contexts: A Systematic Literature Review
DOI:
https://doi.org/10.37577/sainteks.v8i01.1073Keywords:
PRISMA, Decision Support System, managerial decision quality, production, SLR, information technology, human-centeredAbstract
Globalization and digitalization have transformed production systems, requiring managers to make strategic decisions swiftly and accurately. Decision Support Systems (DSS) have emerged as technological solutions to support this process; however, studies examining their impact on managerial decision quality remain limited. This research aims to analyze and synthesize the literature on the role of DSS in enhancing managerial decision quality within modern production organizations. A Systematic Literature Review (SLR) guided by PRISMA protocols was conducted using articles published between 2015 and 2025. From an initial pool of 200 articles retrieved from Google Scholar, 50 studies met the inclusion criteria and were analyzed using bibliometric techniques, thematic analysis, and narrative synthesis. The systematic analysis reveals that most studies focus on technical aspects such as algorithmic efficiency and artificial intelligence integration, while psychological dimensions of users and managerial decision quality are rarely addressed. This study proposes a conceptual framework that integrates DSS capabilities, user interaction, and decision process quality as the foundation for developing DSS that are more adaptive and human-centered. The findings not only contribute theoretically but also highlight opportunities for future empirical research to evaluate how DSS can enhance managerial decision quality and support modern production practices.
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Ada, ?., & Ghaffarzadeh, M. (2015a). Decision Making Based On Management Information System and Decision Support System. Asian Journal of Technology & Management Research, 5(1), 1–8.
Ada, ?., & Ghaffarzadeh, M. (2015b). Decision Making Based On Management Information System and Decision Support System. European Researcher, 93(4), 260–269. https://doi.org/10.13187/er.2015.93.260
Al Rasyid, I. (2024). PERKEMBANGAN DAN ARAH PENELITIAN KUALITAS PENGAMBILAN KEPUTUSAN TERHADAP KINERJA PERUSAHAAN?: ANALISIS BIBILIOMETRIK. Jurnal Ilmiah Manajemen, Ekonomi, & Akuntansi (MEA), 8(2), 605–619. https://doi.org/10.31955/mea.v8i2.4053
Alahmadi, D., & Jamjoom, A. (2022). Decision support system for handling control decisions and decision-maker related to supply chain. Journal of Big Data, 9. https://doi.org/10.1186/s40537-022-00653-9
Alasiri, M. M. (2020). THE IMPACT OF BUSINESS INTELLIGENCE (BI) AND DECISION SUPPORT SYSTEMS (DSS): EXPLORATORY STUDY. International Journal of Management (IJM) , 11(5), 1001–1016. https://doi.org/10.34218/IJM.11.5.2020.092
Al-Rahmi, A. M., Ramin, A. K., Alamri, M. M., Al-Rahmi, W. M., Yahaya, N., Abualrejal, H., & Al-Maatouk, Q. (2019). Evaluating the intended use of Decision Support System (DSS) via Academic Staff: An Applying Technology Acceptance Model (TAM). International Journal of Engineering and Advanced Technology, 8(6s3), 565–571. https://doi.org/10.35940/ijeat.F1099.0986S319
Alshibly, H. (2015). June 2015 6 (1).
Alyoubi, Bader. A. (2015). Decision Support System and Knowledge-based Strategic Management. Procedia Computer Science, 65, 278–284. https://doi.org/10.1016/j.procs.2015.09.079
Alzoubi, S., Amayreh, K. T., Farea, M. M., Baker El-Ebiary, Y. A., Ahmad Saany, S. I., & Bisht, N. (2023). A Review of Effectiveness and Efficiency Methodology of Decision Support System for Selecting Suppliers. 2023 International Conference on Computer Science and Emerging Technologies (CSET), 1–7. https://doi.org/10.1109/CSET58993.2023.10346850
Aqel, M., Nakshabandi, O., Adeniyi, A., Firstauthor, M., & Aqel. (2019). Decision Support Systems Classification in Industry. Periodicals of Engineering and Natural Sciences (PEN), 7, 774–785. https://doi.org/10.21533/pen.v7i2.550
Branco, F., Gonçalves, R., Martins, J., & Cota, M. P. (2015). Decision Support System for the Agri-food Sector – The Sousacamp Group Case (pp. 553–563). https://doi.org/10.1007/978-3-319-16486-1_54
Coyanda, J. R., & Agustri, S. (2023). Decision Support System for Strategic Planning in Educational Organization: A Survey. Journal of Computer Networks, Architecture and High Performance Computing, 6(1), 91–97. https://doi.org/10.47709/cnahpc.v6i1.2976
Darbi, H. A., & Saleh, E. M. (2022). Decision Support System: Analysis And Design Methodology. 2022 IEEE 2nd International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA), 260–266. https://api.semanticscholar.org/CorpusID:251141717
Darmawan, Y. (n.d.). PEMANFAATAN KECERDASAN BUATAN DALAM SISTEM PENDUKUNG KEPUTUSAN (DSS).
Dennehy, D., Griva, A., Pouloudi, N., Dwivedi, Y. K., Mäntymäki, M., & Pappas, I. O. (2023). Artificial Intelligence (AI) and Information Systems: Perspectives to Responsible AI. Information Systems Frontiers, 25(1), 1–7. https://doi.org/10.1007/s10796-022-10365-3
Denyer, D., & Tranfield, D. (2009). Producing a systematic review. In D. Buchanan & A. Bryman (Eds.), The Sage handbook of organizational research methods (pp. 671–689). Sage Publications Ltd.
Djufri, I., Wekke, I. S., Sainuddin, I. H., & Makbul, M. (2021). Implementation Decision Support System on Decision Making in the Organization of Himpunan Mahasiswa Islam . Proceedings of the Second Asia Pacific International Conference on Industrial Engineering and Operations Management , 14–16.
D.K. Attadjei, D., Madhwal, Y., & Peter B. Panfilov, D. (2018). A Decision Phases of a Supply Chain Management?: A Proposed Decision Support System to Boost Organizational Decision Making. International Journal of Engineering & Technology, 7(2.28), 157. https://doi.org/10.14419/ijet.v7i2.28.12901
Dous, Z. M. Z., Sewisy, A. A., & Seddik, M. F. (2018). Decision Making Techniques and Tools Based On Decision Support System. Int.Journal Of Engineering Research And Application, 8(3), 9–16.
Eriksson, K., & Hendberg, T. (2021). A Case Study Initiating Discrete Event Simulation as a Tool for Decision Making in I4.0 Manufacturing. Decision Support Systems XI: Decision Support Systems, Analytics and Technologies in Response to Global Crisis Management, 84–96. https://doi.org/10.1007/978-3-030-73976-8_7
Fakeeh, K. A. (2015). Decision Support Systems (DSS) in Higher Education System . International Journal of Applied Information Systems (IJAIS), 9(2), 32–40.
Farshidi, S., Jansen, S., de Jong, R., & Brinkkemper, S. (2018). A decision support system for software technology selection. Journal of Decision Systems, 27(sup1), 98–110. https://doi.org/10.1080/12460125.2018.1464821
Fayoumi, A. G. (2018). Evaluating the Effectiveness of Decision Support System: Findings and Comparison. International Journal of Advanced Computer Science and Applications, 9. https://api.semanticscholar.org/CorpusID:53604554
Fernando, J. G., & Baldelovar, M. (2022). Decision Support System: Overview, Different Types and Elements . Technoarete Transactions on Intelligent Data Mining and Knowledge Discovery, 2(2), 13–18.
Funda, V., & Francke, E. (2024). Artificial intelligence-powered decision support system for operational decision-making in the ICT department of a selected African university. African Journal of Science, Technology, Innovation and Development, 16(5), 689–701. https://doi.org/10.1080/20421338.2024.2376916
Gunasekaran, A., Yusuf, Y. Y., Adeleye, E. O., & Papadopoulos, T. (2018). Agile manufacturing practices: the role of big data and business analytics with multiple case studies. International Journal of Production Research, 56(1–2), 385–397. https://doi.org/10.1080/00207543.2017.1395488
Gupta, S., Modgil, S., Bhattacharyya, S., & Bose, I. (2022). Artificial intelligence for decision support systems in the field of operations research: review and future scope of research. Annals of Operations Research, 308(1–2), 215–274. https://doi.org/10.1007/s10479-020-03856-6
Hadidi, S., Al-Rashdan, M., & Hadidi, M. (2020). Impact Web On Decision Support Systems On The Organizations. International Journal of Scientific & Technology Research, 9, 1450–1452. https://api.semanticscholar.org/CorpusID:216648708
Huang, H., Mommens, K., Lebeau, P., & Macharis, C. (2021). The Multi-Actor Multi-Criteria Analysis (MAMCA) for Mass-Participation Decision Making. Decision Support Systems XI: Decision Support Systems, Analytics and Technologies in Response to Global Crisis Management, 3–17. https://doi.org/10.1007/978-3-030-73976-8_1
Ijadi Maghsoodi, A., Saghaei, A., & Hafezalkotob, A. (2019). Service quality measurement model integrating an extended SERVQUAL model and a hybrid decision support system. European Research on Management and Business Economics, 25(3), 151–164. https://doi.org/10.1016/j.iedeen.2019.04.004
Indriyanti, A. (2024). SINTESA PERAN DSS (SISTEM PENDUKUNG KEPUTUSAN) DALAM MANAJEMEN DAN PERKEMBANGANANNYA DI PERUSAHAAN. Prima Ekonomika, 15(2), 80–91. https://doi.org/10.37330/prima.v15i2.249
Jayanti, S., Sofiyana, Z. P., Wulandari, P., & Penatari, R. I. (2025). YUME?: Journal of Management Pengaruh Kinerja Keuangan Terhadap Keputusan Manajemen Untuk Meningkatkan Profitabilitas Perusahaan Manufaktur. In YUME?: Journal of Management (Vol. 8, Number 1).
Jiangang, Z., & Yusof Ali, H. B. (2025). AI-Enhanced Decision Support Systems for Strategic Higher Education Management: A Framework for Improving Decision-Making Efficiency and Stakeholder Trust. International Journal of Academic Research in Business and Social Sciences, 15(10). https://doi.org/10.6007/IJARBSS/v15-i10/26819
Juni-Zonta, Ž., Guisasola, A., & Baeza, J. A. (2020). Sorting optimal WWTP configurations with resource recovery units under a multi-criteria decision making framework. https://api.semanticscholar.org/CorpusID:250053257
Kashyap, R. (2019). Systematic Model for Decision Support System (pp. 62–98). https://doi.org/10.4018/978-1-5225-7784-3.ch004
Keshtegar, A., & Vakili, N. (2018). Comparison of Management Information System and Decision Support System and Its Role in the Decision-making Process of Managers of Economic Affairs and Finance of Zahedan. International Review of Management and Marketing, 8(1), 93–97.
Kikaj, A., & Bohanec, M. (2021). DEX2Web – A Web-Based Software Implementing the Multiple-Criteria Decision-Making Method DEX. Decision Support Systems XI: Decision Support Systems, Analytics and Technologies in Response to Global Crisis Management, 30–43. https://doi.org/10.1007/978-3-030-73976-8_3
Langer, M., König, C. J., & Busch, V. (2021). Changing the means of managerial work: effects of automated decision support systems on personnel selection tasks. Journal of Business and Psychology, 36(5), 751–769. https://doi.org/10.1007/s10869-020-09711-6
Liu, S., Delibasic, B., Butel, L., & Han, X. (2017). Sustainable knowledge-based decision support systems (DSS): perspectives, new challenges and recent advance. Industrial Management & Data Systems, 117(7), 1318–1322. https://doi.org/10.1108/IMDS-04-2017-0137
Mahiddin, N. B., Othman, Z. A., Bakar, A. A., & Rahim, N. A. A. (2022). An Interrelated Decision-Making Model for an Intelligent Decision Support System in Healthcare. IEEE Access, 10, 31660–31676. https://doi.org/10.1109/ACCESS.2022.3160725
McCoy, C., & Rosenbaum, H. (2019). Uncovering unintended and shadow practices of users of decision support system dashboards in higher education institutions. Journal of the Association for Information Science and Technology, 70(4), 370–384. https://doi.org/10.1002/asi.24131
Mohammed Dahr, J., Hamoud, A., Najm, I., & Ahmed, M. (2022). IMPLEMENTING SALES DECISION SUPPORT SYSTEM USING DATA MART BASED ON OLAP, KPI, AND DATA MINING APPROACHES. Journal of Engineering Science and Technology, 17, 275.
Mufana, M. W., & Ibrahim, A. (2022a). Evaluation of Smart Grid Technologies Based on Decision Support Systems. International Digital Organization for Scientific Research, 7(1), 47–52.
Mufana, M. W., & Ibrahim, A. (2022b). Implementation of Smart Grid Decision Support Systems. https://api.semanticscholar.org/CorpusID:261043809
Omefe, S., Lawal, S. A., Bello, S. F., Balogun, A. K., Taiwo, I., & Ifiora, K. N. (2021). AI-Augmented Decision Support System for Sustainable Transportation and Supply Chain Management: A Review. Communication in Physical Sciences, 7(4), 630–642.
Onwujekwe, G., & Weistroffer, H. R. (2025). Intelligent Decision Support Systems: An Analysis of the Literature and a Framework for Development. Information Systems Frontiers, 27(5), 2027–2058. https://doi.org/10.1007/s10796-024-10571-1
Oprasto, R. R. (2023). Decision Support System for Selecting the Best Raw Material Supplier Using Simple Multi Attribute Rating Method Technique. Jurnal Ilmiah Computer Science, 2(1), 10–18. https://doi.org/10.58602/jics.v2i1.12
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ, n71. https://doi.org/10.1136/bmj.n71
Pantin, R. (2024). Developing a Dynamic Decision-Support Framework for Higher Education Management Systems through Real-time Information Extraction. Proceedings of the 7th International Conference on Future Networks and Distributed Systems, ICFNDS ’23, 497–502. https://doi.org/10.1145/3644713.3644786
Pessoa, M. E. B. T., Roselli, L. R. P., & de Almeida, A. T. (2024). Using the FITradeoff Decision Support System to Support a Brazilian Compliance Organization Program. Information Systems Frontiers, 26(2), 575–590. https://doi.org/10.1007/s10796-022-10290-5
Poleto, T., de Carvalho, V. D. H., & Costa, A. P. C. S. (2015). The Roles of Big Data in the Decision-Support Process: An Empirical Investigation (pp. 10–21). https://doi.org/10.1007/978-3-319-18533-0_2
Príncipe, A. S., Filho, A. S. N., Machado, B. A. S., Barbosa, J. D. V., Winkler, I., & Ferreira, C. V. (2023). Decision Support Frameworks in Public Health Emergencies: A Systematic Review of Dynamic Models in Complex Contexts. International Journal of Environmental Research and Public Health, 20(17), 6685. https://doi.org/10.3390/ijerph20176685
Psarommatis, F., & Kiritsis, D. (2022). A hybrid Decision Support System for automating decision making in the event of defects in the era of Zero Defect Manufacturing. Journal of Industrial Information Integration, 26, 100263. https://doi.org/10.1016/j.jii.2021.100263
Sharda, Ramesh., Delen, Dursun., & Turban, Efraim. (2021). Analytics, data science, & artificial intelligence?: systems for decision support. Pearson Education Limited.
Sinaga, N. A., Sugara, H., Sembiring, E. J., Manurung, M. E. M., Silaen, H., Sumantrie, P., & Siregar, V. M. M. (2022). Decision support system with MOORA method in selection of the best teachers. 030020. https://doi.org/10.1063/5.0094437
Sprague, R. H. (1980). A Framework for the Development of Decision Support Systems. MIS Quarterly, 4(4), 1–26. https://doi.org/10.2307/248957
Stodola, P., & Mazal, J. (2016). Tactical Decision Support System to Aid Commanders in Their Decision-Making (pp. 396–406). https://doi.org/10.1007/978-3-319-47605-6_32
Supriadi, L. S. R., & Sui Pheng, L. (2018). Knowledge Based Decision Support System (KBDSS) (pp. 155–174). https://doi.org/10.1007/978-981-10-5487-7_7
Sutisman, E., & Putra, G. H. (2017). Pengaruh Sistem Akuntansi Manajemen terhadap Kinerja Produksi pada PT. X. Future: Jurnal Manajemen Dan Akuntansi, 4(2), 198–214.
Valeev, S., & Kondratyeva, N. (2015). Technical safety system with self-organizing sensor system and fuzzy decision support system. 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1–4. https://doi.org/10.1109/FUZZ-IEEE.2015.7337962
Yi?it, F. (2023). A three-stage fuzzy neutrosophic decision support system for human resources decisions in organizations. Decision Analytics Journal, 7, 100259. https://doi.org/10.1016/j.dajour.2023.100259
Yo Salli, I., Rahman, S., & Zaman, B. (2021). Jurnal Ilmu Komputer KHARISMA TECH. https://jurnal.kharisma.ac.id/kharismatech/article/view/143
Yomeldi, H. (2020). Decision Making in Internet of Things (IoT)?: A Systematic Literature Review . Information Technology Engineering Journals, 5(1), 51–65.
Yuliantini, E., Chin, J., Tukhkanen, T. N., Lydia, E. L., & Shankar, K. (2019). The Role of Decision Support System and Risk Management. https://api.semanticscholar.org/CorpusID:214030705






