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. 2025 Aug 21;23:44. doi: 10.1186/s12960-025-01004-4

Table 2.

Examples of previous workforce planning models employing a system dynamics methodology

Year Title Country setting Workforce focus References
2010 Forecasting the need for medical specialists in Spain: Application of a system dynamics model Spain Doctors [34]
2010 A dynamic forecasting model for nursing manpower requirements in the medical service industry Korea Nurses [28]
2013 Forecasting the absolute and relative shortage of physicians in Japan using a system dynamics model approach Japan Doctors [35]
2013 The number of Japanese radiologic technologists will be increased in 40 years Japan Radiologic Technologist [36]
2014 Modelling the future of the Canadian cardiac surgery workforce using system dynamics Canada Doctors [37]
2015 Future requirements for and supply of ophthalmologists for an aging population in Singapore Singapore Doctors [38]
2015 Forecasting future needs and optimal allocation of medical residency positions: the Emilia-Romagna Region case study Italy Doctors [39]
2015 How many dentists does Sri Lanka need? Modelling to inform policy decisions Sri Lanka Dentists [40]
2018 A supply model for nurse workforce projection in Malaysia Malaysia Nurses [29]
2019 Projecting future supply and demand for physical therapists in Japan using system dynamics Japan Physical Therapists [41]
2020 Projecting supply and demand for pharmacists in pharmacies based on the number of prescriptions and system dynamics modelling Japan Pharmacists [42]
2021 Nursing manpower forecast for cancer patients Taiwan Nurses [27]