Module #1 Introduction to Modeling and Simulation in Healthcare Overview of modeling and simulation, their importance and applications in healthcare systems
Module #2 Basics of Modeling Types of models, model classification, and modeling methodologies
Module #4 Healthcare System Modeling Models of healthcare systems, patient flow, and process mapping
Module #5 Data Collection and Analysis for Modeling Data sources, data preprocessing, and descriptive statistics for modeling
Module #6 Stochastic Processes in Healthcare Random processes, probability distributions, and queueing theory
Module #7 System Dynamics Modeling in Healthcare Introduction to system dynamics, stock-and-flow diagrams, and feedback loops
Module #8 Discrete-Event Simulation in Healthcare Discrete-event simulation frameworks, event scheduling, and entity modeling
Module #9 Agent-Based Modeling in Healthcare Agent-based modeling, behavior rules, and decision-making
Module #10 Machine Learning in Healthcare Modeling Introduction to machine learning, supervised and unsupervised learning, and model evaluation
Module #11 Modeling Patient Flow and Capacity Planning Modeling patient flow, capacity planning, and resource allocation
Module #12 Modeling Emergency Department Operations Modeling emergency department flow, triage, and resource allocation
Module #13 Modeling Surgical Services and Operating Room Management Modeling surgical services, OR scheduling, and resource allocation
Module #14 Modeling Inpatient Flow and Bed Capacity Management Modeling inpatient flow, bed capacity management, and resource allocation
Module #15 Modeling Outpatient Clinics and Appointment Scheduling Modeling outpatient clinics, appointment scheduling, and resource allocation
Module #16 Modeling Public Health Systems and Disease Spread Modeling public health systems, disease spread, and intervention strategies
Module #17 Modeling Healthcare Policy and Decision-Making Modeling healthcare policy, decision-making, and scenario analysis
Module #18 Model Validation and Verification in Healthcare Model validation, verification, and sensitivity analysis
Module #19 Model Deployment and Implementation Model deployment, implementation, and stakeholder engagement
Module #20 Healthcare Analytics and Performance Metrics Healthcare analytics, performance metrics, and data visualization
Module #21 Case Studies in Healthcare Modeling and Simulation Real-world case studies and applications of modeling and simulation in healthcare
Module #22 Modeling and Simulation Tools and Software Overview of modeling and simulation tools and software in healthcare
Module #23 Interdisciplinary Collaboration in Healthcare Modeling Importance of interdisciplinary collaboration in healthcare modeling and simulation
Module #24 Ethical Considerations in Healthcare Modeling and Simulation Ethical considerations, data privacy, and transparency in healthcare modeling and simulation
Module #25 Course Wrap-Up & Conclusion Planning next steps in Modeling and Simulation in Healthcare Systems career
