Policy Design and Implementation


Studiepoeng, omfang


Studienivå (studiesyklus)




Mål og innhald

This course embraces a key purpose of system dynamics modelling: improving the behaviour of social systems by designing feasible, cost-effective, and transparent public policies with minimal adverse unintended consequences. The focus is on public policies, but business policy design is also discussed and demonstrated. Students gain experience using a structured method for policy design and evaluation that reflects an informed view of institutional and cultural constraints on policy feasibility and outcomes, including costs and benefits. Students also develop skills for interacting with those for whom the modelling work is done, including elicitation of information about the dynamic problem, relevant organizational procedures, and potential obstacles to implementing new policies. In addition to learning from the lectures and in-class activities, students gain hands-on experience by preparing and presenting client-oriented, model-based policy analyses. The reading list includes a primary textbook and supplemental material from both the system dynamics and public policy implementation literature.


Express knowledge and understanding

Students should be able to (1) explain in stock/flow/feedback terms how the fundamental structures of dynamic social systems produce behaviours that are problematic from the perspective of public and private policy makers; (2) describe and explain the system dynamics method of designing and testing policy structures to alleviate problematic behaviour in dynamic social systems; (3) describe how political, organizational, and cultural factors influence policy implementation and feasibility; (4) explain the theory and method of cost-benefit analysis as applied to model-based policy design; and (5) describe how model-based policy analysis can be communicated effectively to policy makers and staff.

Apply knowledge and understanding

Students should be able to (1) identify sources of endogenous problematic behaviour in explanatory models of dynamic social systems; (2) use policy parameter analysis to identify and evaluate potential leverage points for improving model behaviour; (3) formulate hypotheses (in words, diagrams, and a set of model equations) as tentative structural improvements to explanatory models of problematic dynamic behaviour; (4) estimate cost and effectiveness of policy options, including feasibility assessments; (5) design interactive learning environments to facilitate communication of policy insights and implementation requirements; and (6) develop and present model-based, client-oriented policy analyses.

Make judgements

Students should be able to (1) adopt a client's perspective to assess the definition of a problem, the boundary of a model, and the model's reliability and usefulness; (2) establish and evaluate criteria for evaluating how well a model structure contributes to the explanation of an observed dynamic behaviour; (3) assess data requirements in light of a model's sensitivity to policy parameter estimates; (4) assess whether simulated policy options are cost-effective and feasible in the real world; (5) evaluate policy implementation obstacles and modify expected benefits accordingly; (6) evaluate the impact of an interactive learning environment as a tool for communicating policy insights and implementation requirements; and (7) take ethical considerations into account when conducting research and developing models, and when interacting with clients, stakeholders, and colleagues.


Students should be able to (1) ask and answer questions and engage in discussion and debate in a classroom setting; (2) elicit policy-relevant information from agencies, policy makers, and staff; (3) organize a written discussion of a model-based policy design project in a way that highlights the proposed structural changes to an explanatory model, the expected dynamics of the proposed changes, and the method of analyzing and testing the policy options; (4) make oral presentations of a model-based policy analysis; and (5) design and present models in a way that facilitates communication and understanding, particularly to non-technical audiences that include policy makers and their staffs.

Develop learning skills

Students should be able to (1) conduct research and engage in other projects with a high degree of independence, responsibility, and reliability; (2) access and interpret relevant scientific and policy literature; and (3) write and speak effectively about their work and relevant issues.

Krav til forkunnskapar

GEO-SD302; GEO-SD303; GEO-SD304, or other adequate background in modeling

Tilrådde forkunnskapar

GEO-SD304 or other adequate background in modelling



Krav til studierett

The course is open to students enrolled in the Erasmus Mundus master program and to graduate and undergraduate students at the University of Bergen if they have taken GEO-SD304 or other courses that provide an adequate background in System Dynamics.

Arbeids- og undervisningsformer

This is a distance learning course delivered online by the professor using digital technologies and facilitated by an on-site teaching assistant. It consists of live-streamed, recorded and stored lectures with active participation by students, computer modeling assignments, in-class 'thought experiments', and case studies requiring a model-based policy analysis, an interactive learning environment, and a presentation. Course instruction includes 35-40 lecture hours and 20-25 hours of activities directed by a teaching assistant over a 10-week period from mid-January until the end of March.

Obligatorisk undervisningsaktivitet



Portfolio assessment with an individual component and a team component.

The team project (50% of the final grade) consists of three parts:

1. a simulation model (20%)

2. a written report (20%)

3. a video-recorded oral presentation (10%)

The individual project (50% of the final grade) consists of two parts:

1. a simulation model (25%)

2. a written report (25%)

All parts of portfolio must be passed in the same semester. The portfolio will be assessed as a whole, and one final grade will be given.


An ECTS grade is provided to the student at the end of the course according to the A-F scale.


Assessment in teaching semester


The reading list will be ready before 1 June for the autumn semester and 1 Decemeber for the spring semester. 


All courses are evaluated according to UiB's system for quality assurance of education.


The Programme Committee is responsible for the content, structure and quality of the study programme and courses.


Course coordinator and administrative contact person can be found on Mitt UiB

Administrativt ansvarleg

The Department of Geography at the Faculty of Social Sciences has the administrative responsibility for the course


  • Vurderingsordning: Portfolio assessment

    • Eksamensdel: Team project

      06.03.2023, 09:00
      Digital eksamen
    • Eksamensdel: Individual project

      06.02.2023, 09:00
      Digital eksamen