Instructional Framework for Computational Science

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Day
Student Skills
Instructional Strategies
Probing Questions
Assessment Process
Student Product/Behavior
Feedback
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1.Identify real-worldproblem associated with standards-based concept(s)
Teacher introduces and poses problem, referencing prior knowledge.
What are the factors influencing obesity, and how can obesity awareness be increased?
What conditions in a population create an obesity crisis?
Is it possible for a country to have policy that encourages or discourages obesity? 
What are some ways we can find out about the effects of certain variables on obesity? 
Why is obesity a public problem?
Students answer probing questions posed by teacher in whole-class setting
Small-group discussions to draw upon prior knowledge and brainstorm solutions
Based on student responses, teacher provides additional content reading or homework questions if needed to help students develop a fuller understanding of the real-world problem
2-3
2.Develop background skills and knowledge
Perform background research 
Develop content understanding of key variables 
Conduct investigations (labs) to increase awareness 
Learn to use a modeling tool (e.g., STELLA) 
Students experience awareness activities.
Students read articles and study statistics about obesity and disease. 
Students identify variables affecting obesity. 
Students learn STELLA by using tutorial to construct personal budget model.
What are the different factors that affect obesity?
Where are some places that we can find reliable, numerical data about obesity? 
Do all countries have problems with obesity?What common characteristics do you think would lead to obesity? 
What are the factors that influence obesity? 
How do you build a model using STELLA?What can you do with STELLA that you can’t figure out on paper? 
What do the different symbols in STELLA mean? 
a. Individual reports on obesity
b. Individual identification of variables and completeness of research 
c. Completed personal budget in STELLA 
a. Written feedback on data, report, and conclusions
b. Check for accuracy and understanding 
c. Oral comments on model structure and function
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3.Simplifyreal-world problem
Determine applicable principles/laws/procedures 
Explain assumptions 
Teacher illustrates limitations of modeling and students determine assumptions of their model 
Is it possible to create a model that accurately predicts real-world outcomes?Why or why not?
What are the assumptions we have to make (that is, what do we have to leave out)? 
How do we determine what we leave in and what we leave out?
Groups produce assumptions list for use when building model
Guidance on making assumptions
Oral comments on parts that are solvable with STELLA
5
4. Identify variables and
interrelationships 
Make a diagram or flowchart connecting ideas from research 
Conduct investigations (labs) to gather data 
Students perform activities measuring the identified variables.
Students create simple flowchart showing effects of each variable on obesity. 
Which variables will you use?Why did you choose these?
How can you graphically display the relationship between these variables and obesity? 
What do your graphics mean? 
Flowchart with narrative explaining relationships
Student response to probing teacher-posed questions
Analysis of validity of relationships in flowchart
6
5. Defend the identified relationships and assumptions
Present and defend in groups
Students organize research information and flowcharts into PowerPoint presentation
Teacher presents checklist of PowerPoint expectations 
Why did you make the connections in this way?
How did you derive those relationships from your research? 
What is the prognosis for your area in the long term if nothing is done by the government to control obesity?
Groups make PowerPoint presentation of variables and flowchart 
Students generate rubric after the presentations to try to capture what they saw as the major differences in quality between the presentations – Groups self-assess based on the rubric developed by the whole class
7
Represent relationships in terms of mathematical equations
Use diagrams and relationships to Derive mathematical equations 
Determine theoretical numbers in absence of real figures
Teacher uses student work to pull out the math from student flowcharts
Teacher directs groups in writing of mathematical equations
What is the math that underlies your graphical representation?
How would you state these relationships in your own language? 
What mathematical operations can we substitute for this language? 
What does this math mean?What predictions can we make based upon this math?
Participation by working with flowcharts in groups while teacher explains math
Handwritten or Excel equations based upon flowchart
Comprehension check during explanation
Yes/no approval of equations based upon comparison with flowchart
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7.Translate variables and relationships into computational model:
Translate model into computational process 
Review math equations 
Run the model 
Get results 
Explore range of validity 
Run check cases 
Students build STELLA model using researched variables and mathematical relationships from 6
Students run model, review their mathematical relationships, explore results, look for range of validity and run check cases 
Students switch computers and critique peer models 
Which symbols in STELLA represent your mathematical functions?
What do the results look like?Is that what you expected?Why or why not? 
Did you construct the model to reflect your mathematical relationships? 
Is there a mistake in your model?How can you fix it? 
Does your model work for all numbers, or do some numbers make your model behave erratically? 
What happens if you make this number bigger, or this number smaller?Did you expect that result?Why or why not?
Sliders and response of model in “Flight Sim” mode 
Changes made to model when necessary 
Peer review of model 
Demonstrate viability of model by performing check cases and evaluating output 
Formative evaluation of model (does it work? do the results look like what was expected? what needs to be changed?)
Yes/no approval of changes made to model 
Monitor participation in peer review 
Check model output after test cases are performed
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8. Interpret findings 
Evaluate results 
Draw conclusions 
Make recommendations
Students investigate complex BodyComp model and compare it to theirs 
Students correlate the relationships between obesity and diseases—particularly cardiovascular diseases and diabetes 
Students use model to explore solutions to the obesity crisis and to formulate conclusions and recommendations 
Were there any surprises?
How confident do you feel about the accuracy of your results? 
Is there a better way to do the investigation? 
Do we need more data? 
What are the sources of error? 
What do the graphs mean? 
Do your results support the model specified?If not, what would you change? 
What differences do you see in the more complex BodyComm model?Which model do you think would be more “correct”?Why? 
What recommendations would you give people trying to solve the problem, referencing the model output?
Students compare BodyComp model to theirs
Responses to teacher-posed questions references to the data 
Letter from group to governing body or public policy agency recommending policy
Informal evaluation of student responses
Check if students can properly reference data in drawing conclusions 
Read and respond to policy letter from group to governing body body or public policy agency 
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9.Communicate findings 
Presentation, letter, essay, etc. 
Students prepare letter and presentations to communicate their recommendation for obesity management 
Students publish their recommendations 
Students share their recommendations with their communities
Why did you choose this solution to the problem?
What data do you have to support this decision? 
How well do you think this could work? 
What are some loopholes the obese might find in your plan? 
What are the ideal, long-term results of your policy? 
Are there any countries today that use this same policy to control obesity?How successful are they?
PowerPoint presentation referencing original problem, brief research summary, model and model output, and recommendations based upon model output
Answers to teacher and student-posed questions
Rubric scoring of recommendations, presentation, and responses to teacher and student-posed questions