Related Experiment Video
Updated: Jan 23, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
A dynamic, multi-professional, needs-based simulation model to inform human resources for health planning.
Adrian MacKenzie1,2, Gail Tomblin Murphy3,4, Rick Audas5,6
1Division of Community Health and Humanities, Faculty of Medicine, Memorial University of Newfoundland, St. John's, Canada. adrian.mackenzie@dal.ca.
This study introduces a dynamic, multi-professional simulation model for health workforce planning. It highlights the importance of work division and clinical focus in accurately estimating human resources for health needs.
Area of Science:
- Health Services Research
- Health Workforce Planning
- Simulation Modeling
Background:
- Complex population health needs necessitate interdependent, team-based healthcare delivery.
- Current human resources for health (HRH) planning models in Canada and globally lack integrated, multi-professional capacity.
- There is a growing emphasis on team-delivered care across various health jurisdictions.
Purpose of the Study:
- To present a dynamic, multi-professional, needs-based simulation model for informing HRH planning.
- To demonstrate the significance of work division and clinical focus parameters in HRH planning.
- To address limitations in existing HRH planning models regarding integrated, multi-professional approaches.
Main Methods:
- Combines features of dynamic, single-HRH type planning with static, multi-professional comparison approaches.
- Estimates HRH requirements using a needs-based simulation framework.
- Utilizes a stock-and-flow approach to estimate supplies of different HRH types.
Main Results:
- The model explicitly incorporates division of work and clinical focus, parameters often overlooked in HRH literature.
- Illustrates the impact of these parameters on HRH planning scenarios.
- Demonstrates how neglecting these factors can lead to over- or under-estimation of HRH gaps.
Conclusions:
- Presents a versatile dynamic, multi-professional, needs-based simulation model for HRH planning.
- Provides parameter definitions and mathematical relationships to aid model application.
- Emphasizes the critical role of work division and clinical focus in accurate HRH planning.
Related Concept Videos
Professional Values
The values that are the foundation of the nursing profession are altruism, autonomy, human dignity, and social justice.
First, altruism refers to the concern for the welfare and well-being of others without personal...
The Professional Nurse
Communication skills: These are critical characteristics, especially speaking and listening.
Short-distance Transport of Resources
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results...
Models of Health Promotion and Illness Prevention I
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
Sampling Plans
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...

