USING A DIGITAL TWIN ARCHITECTURE FOR MINIMUM WAGE DETERMINATION: THE MWDT FRAMEWORK FOR TÜRKİYE

Authors

  • Kerem ÇOLAK Kocaeli University image/svg+xml Author
  • Bora YENİHAN Kocaeli University Author

DOI:

https://doi.org/10.64734/bjss.1-1-03

Keywords:

Minimum Wage, Digital Twin, Microsimulation, Multi-criteria decision making

Abstract

This study treats minimum wage setting in Türkiye not as choosing a single raise rate but as a multi-criteria decision problem with trade-offs across worker welfare, poverty risk, wage distribution, employer costs, informality, prices and public finances. Fragmented data, the gross-to-net translation shaped by tax–contribution–transfer rules, and uncertainty about employment and price pass-through weaken the evidence chain. Building on ISO/IEC 30173, the paper proposes a Minimum Wage Digital Twin (MWDT) as a modular decision-support architecture rather than an automated decision engine. A digital-thread data layer harmonizes wage/employment indicators, cost-of-living measures and policy rules, producing versioned snapshots for each decision cycle. In the model layer, M1 computes gross-to-net and budget impacts via microsimulation; M2 runs sector/region vulnerability and employment stress tests; M3 maps cost shocks to prices and living-cost baskets; and M4 generates distributional and adequacy KPIs. The scenario layer versions alternative wage levels, indexation rules and coverage assumptions under a common snapshot and rule set, enabling consistent KPI-basket comparisons. The objective is to enhance transparency and strengthen the institutional learning cycle within the Turkish context by initially piloting at the digital shadow level (characterized by one-way data flow from physical to digital), and then, through bidirectional feedback of post-decision inflation, compliance, and employment signals updating the rule sets and parameter bands, converging toward a digital twin. A governance/reporting layer records audit trails and model/parameter versions and packages outputs for stakeholders and experts. Developed through a design-science lens, MWDT supports phased piloting at a “digital shadow” level and calibration using post-decision outcomes, strengthening transparency, reproducibility and institutional learning.

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References

Acar, A., Bossavie, L. L Y. & Makovec, M..(2019). The Impact of the Minimum Wage on Firm Destruction, Employment and Informality (English). Policy Research working paper|no. WPS 8749 Washington, D.C. : World Bank Group . http://documents.worldbank.org/curated/en/922261550256034160

Akgündüz, Y. E., Aldan, A., Bağır, Y. K., & Torun, H. (2019). Impact of minimum wages on exporters: Evidence from a sharp minimum wage increase in Turkey. Central Bank of the Republic of Turkey, Head Office, Structural Economic Research Department.

Anker, R. & Anker, M., (2017). Living Wages Around the World: Manual for Measurement, ISBN 978-1-78643-146-2, Edward Elgar Publishing, Cheltenham, https://doi.org/10.4337/9781786431462

Asgari Ücret Yönetmeliği. (2004, 1 Ağustos). Resmî Gazete (Sayı: 25540).

Dube, A. (2019). Impacts of minimum wages: Review of the international evidence (November 2019). HM Treasury.

Erol, K. O. (2022). TURKMOD: Developing a tax and benefit microsimulation model for Turkey, CeMPA Working Paper Series, No. CeMPA WP 1/22, University of Essex, Centre for Microsimulation and Policy Analysis (CeMPA), Colchester.

EU (2023), Better regulation: guidelines and toolbox, https://commission.europa.eu/law/law-making-process/better-regulation/better-regulation-guidelines-and-toolbox_en

European Parliament and Council of the European Union. (2022). Directive (EU) 2022/2041 of 19 October 2022 on adequate minimum wages in the European Union. Official Journal of the European Union. EUR-Lex.

Gregor, S., & Hevner, A. R. (2013). Positioning and presenting design science research for maximum impact. MIS quarterly, 337-355.

Grünberger, K., Narazani, E., Filauro, S., & Kiss, Á. (2022). Social and fiscal impacts of statutory minimum wages in EU countries: A microsimulation analysis with EUROMOD. IZA Journal of Labor Policy, 12(1), 1-39.

Gurcihan Yunculer H.B. & Yunculer, Ç., (2016).. “Minimum Wage Effects on Labor Market Outcomes in Turkey,” Working Papers 1614, Research and Monetary Policy Department, Central Bank of the Republic of Turkey.

Hevner, A. R., March, S. T., Park, J., & Ram, S. (2004). Design science in information systems research. MIS Quarterly, 28(1), 75–105.

ILO (2025)A methodology to estimate the needs of workers and their families for the purpose of wage setting, including living wages, Geneva: International Labour Office. https://doi.org/10.54394/BIUO7432

International Labour Office. (2020). Minimum wages: Policy guide. https://www.ilo.org/topics/wages/minimum-wages , https://www.bollettinoadapt.it/wp-content/uploads/2020/11/wcms_508566.pdf

International Labour Organization. (1970). Minimum Wage Fixing Convention, 1970 (No. 131). ILO.

ISO/IEC. (2023). ISO/IEC 30173:2023 Digital twin — Concepts and terminology (1st ed.). International Organization for Standardization / International Electrotechnical Commission.

John van Meerten and Koen Smit. 2025. The Impact of Digital Twin Technology on the Policy Lifecycle in Government Agencies and the Role of Value-Sensitive Design in Guiding its Ethical Development. In Proceedings of the 2024 8th International Conference on Software and e-Business (ICSeB ‘24). Association for Computing Machinery, New York, NY, USA, 37–44. https://doi.org/10.1145/3715885.3715891

Kritzinger, W., Karner, M., Traar, G., Henjes, J., & Sihn, W. (2018). Digital Twin in manufacturing: A categorical literature review and classification. IFAC-PapersOnLine, 51(11), 1016–1022.

Lemos, S. (2008). A Survey of the Effects of the Minimum Wage on Prices. Journal of Economic Surveys, 22(1), 187-212. https://doi.org/10.1111/j.1467-6419.2007.00532.x

Maier, S., & Ricci, M. (2022). EUROMOD baseline report (No. 01/2022). JRC Working Papers on Taxation and Structural Reforms.

OECD. (2022). TaxBEN: The OECD tax-benefit simulation model—Methodology, user guide and policy applications (December 2022 version).

Peffers, K., Tuunanen, T., Rothenberger, M.A. & Chatterjee, S. (2007). A Design Science Research Methodology for Information Systems Research, Journal of Management Information Systems, 24:3, 45-77, DOI: 10.2753/MIS0742-1222240302

Robayo-Abril, M., Zamfir, M., & Wroński, M. (2024). Simulating aggregate and distributional effects of minimum wage increases in Romania: Evidence from survey and administrative tax data (Policy Research Working Paper 10934). World Bank.

Saltelli, A., Tarantola, S., Campolongo, F., & Ratto, M. (2004). Sensitivity analysis in practice: a guide to assessing scientific models (Vol. 1). New York: Wiley.

Selberg, N., & Sjodin, E. (2024). The Directive (EU) 2022/2041 on adequate minimum wages.

Spiryagin, M., Bruni, S., & Cole, C. (2025). Introduction to Digital Twins and Artificial Intelligence. In Handbook on Digital Twin and Artificial Intelligence Techniques for Rail Applications (pp. 1-12). CRC Press.

Sutherland, H., & Figari, F. (2013). EUROMOD: The European Union tax-benefit microsimulation model, EUROMOD Working Paper, No. EM8/13, University of Essex, Institute for Social and Economic Research (ISER), Colchester

Temple, L., Pereira, G. V., & Klausner, L. D. (2024). Unravelling the Use of Digital Twins to Assist Decision-and Policy-Making in Smart Cities. arXiv preprint arXiv:2405.20916. https://doi.org/10.18690/UM.FOV.4.2024.45

Ziemann, M., Poulain, P., & Bora, A. (2023). The five pillars of computational reproducibility: bioinformatics and beyond. Briefings in Bioinformatics, 24(6), bbad375. doi: 10.1093/bib/bbad375

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Published

31-12-2025

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How to Cite

ÇOLAK, K., & YENİHAN, B. (2025). USING A DIGITAL TWIN ARCHITECTURE FOR MINIMUM WAGE DETERMINATION: THE MWDT FRAMEWORK FOR TÜRKİYE. Bookarion Journal of Social Sciences, 1(1), 29-48. https://doi.org/10.64734/bjss.1-1-03

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