Enhancing Complex Dynamic Problem-Solving Skills Through Online Interactive Learning Environments

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Effect of online interactive learning
environments on students’ complex dynamic
problem solving skills
 
Aklilu Tadesse 
& Pål Davidsen
 
System Dynamics Group, University of Bergen
 
ISDC2019
, July 21-25
Albuquerque, NM, USA
Presentation highlight
 
Context – Mr. Wang case study
Why OILE?
The Mr. Wang OILE
Results
Discussion
Conclusion
Context: Mr. Wang Case Study
 
Mr. Wang is a reputable bicycle repair shop in Shanghai
established by Mr. Wang’s great grandfather in 1912.
 
It delivers your bike in top shape after one day.
 
Shanghai is a dynamic city with lots of events and bicycle
rental is booming there.
 
After each event, Mr. Wang experiences lots of bicycles
coming in and oscillations (major disturbances) in the
business
Mr. Wang’s Problem
?
?
?
?
?
?
 
In the short run, the company is not able to tackle the increase in demand very
well. In the very long run, there are signs that indicate it works to the satisfaction
of Mr. Wang, - stabilizing the Backlog and the Service Time
Why OILE?
 
Numerous studies document that people have difficulties
comprehending Complex Dynamic Systems (CDS) and
managing these systems effectively
 
The difficulty in understanding arises from lack of:
Cognitive capability to comprehend structural complexity
 
Skills to infer dynamic behavior of a system from its underlying
structures.
 
Effectiveness of methods, techniques and tools that are available
to analyze systems
The Mr. Wang OILE
 
An asynchronous, personalized and adaptive OILE with
the following characteristics:
 
It presents a complex, dynamic problem that learners should
address in its entirety. It then allows learners to progress
through a sequence of learning tasks from easy to complex
 
After completion of each learning task, the OILE provides
learners with supportive information based on their individual
performance. The support fades away as learners gain
expertise.
 
The OILE tracks and collects information on learners’ progress
and generates learning analytics.
 
The OILE …
 
Sample welcome page
The OILE: Templet for item description
 
Multiple Choice
Alternatives
The OILE: Templet for Feedback
 
Feed-forward: gives the right reason why the student’s
answer is correct and why the other alternatives are
not
Results: learning path – unique
1. Does scaffolding help students perform better in subsequent tasks?
Results: Exp’t Vs Control group
 
2. 
Will exp’tal group students have significantly higher gains in their
problem solving than students in a comparable control group?
 
Independent sample t-test results from two studies: Study 1 &2
 
To teachers/mentors - Information about:
 
Performance of the students
How the students have utilized the material
The amount of time the students have spent on the tasks and
feedback they received
Content that needs more or less discussion during class time
Content that needs to be presented differently next time
Discussion: Feedback from the OILE
Discussion: Feedback from the OILE
 
To students – information about:
 
Their own performance/ progress
How to learn from their mistakes - chance to redo tasks or
branch to less difficult questions)
The right reason why their answers were correct
Conclusion
 
In light of the supportive evidence, we conclude that the
use of personalized and adaptive OILE to support learning
about CDS is promising
 
Thank You!
Questions?
Contact: Aklilu Tadesse
Email: 
aklilutt@gmail.com
              
Aklilu.Tadesse@uib.no
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Explore the impact of online interactive learning environments on students' ability to solve complex dynamic problems, illustrated through the case study of Mr. Wang's bicycle repair shop in Shanghai. Discover the challenges faced by learners in understanding and managing complex systems, and how the innovative OILE model helps learners progress through tasks, receive personalized support, and track their learning journey effectively.

  • Interactive learning
  • Problem-solving skills
  • Online education
  • Complex systems
  • Dynamic problem-solving

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  1. Effect of online interactive learning environments on students complex dynamic problem solving skills Aklilu Tadesse & P l Davidsen System Dynamics Group, University of Bergen ISDC2019, July 21-25 Albuquerque, NM, USA

  2. Presentation highlight Context Mr. Wang case study Why OILE? The Mr. Wang OILE Results Discussion Conclusion

  3. Context: Mr. Wang Case Study Mr. Wang is a reputable bicycle repair shop in Shanghai established by Mr. Wang s great grandfather in 1912. It delivers your bike in top shape after one day. Shanghai is a dynamic city with lots of events and bicycle rental is booming there. After each event, Mr. Wang experiences lots of bicycles coming in and oscillations (major disturbances) in the business

  4. Mr. Wangs Problem ? ? ? ? ? ? In the short run, the company is not able to tackle the increase in demand very well. In the very long run, there are signs that indicate it works to the satisfaction of Mr. Wang, - stabilizing the Backlog and the Service Time

  5. Why OILE? Numerous studies document that people have difficulties comprehending Complex Dynamic Systems (CDS) and managing these systems effectively The difficulty in understanding arises from lack of: Cognitive capability to comprehend structural complexity Skills to infer dynamic behavior of a system from its underlying structures. Effectiveness of methods, techniques and tools that are available to analyze systems

  6. The Mr. Wang OILE An asynchronous, personalized and adaptive OILE with the following characteristics: It presents a complex, dynamic problem that learners should address in its entirety. It then allows learners to progress through a sequence of learning tasks from easy to complex After completion of each learning task, the OILE provides learners with supportive information based on their individual performance. The support fades away as learners gain expertise. The OILE tracks and collects information on learners progress and generates learning analytics.

  7. The OILE Sample welcome page

  8. The OILE: Templet for item description Navigation Buttons Task and item number Stimulus material (Feed-up) Multiple Choice Alternatives Question

  9. The OILE: Templet for Feedback Navigation Buttons Feedback: gives the reason why the student s response is not correct and supports the student to re-correct its response Feed-forward: gives the right reason why the student s answer is correct and why the other alternatives are not

  10. Results: learning path unique 1. Does scaffolding help students perform better in subsequent tasks? Problem identification Model Building 1 Model Building 2

  11. Results: Expt Vs Control group 2. Will exp tal group students have significantly higher gains in their problem solving than students in a comparable control group? Independent sample t-test results from two studies: Study 1 &2 Study 1 Number of Students Mean SD df T Sig. (2-tailed) Effect Size (Cohen's d) Experimental 33 8.95 1.58 58 3.21 0.002 0.8 Control 27 7.17 2.68 Study 2 Number of Students Mean SD df t Sig. (2-tailed) Effect Size (Cohen's d) Experimental 24 8.60 2.12 49 2.10 0.040 0.59 Control 27 7.17 2.68

  12. Discussion: Feedback from the OILE To teachers/mentors - Information about: Performance of the students How the students have utilized the material The amount of time the students have spent on the tasks and feedback they received Content that needs more or less discussion during class time Content that needs to be presented differently next time

  13. Discussion: Feedback from the OILE To students information about: Their own performance/ progress How to learn from their mistakes - chance to redo tasks or branch to less difficult questions) The right reason why their answers were correct

  14. Conclusion In light of the supportive evidence, we conclude that the use of personalized and adaptive OILE to support learning about CDS is promising

  15. Thank Thank You You! ! Questions? Questions? Contact: Aklilu Tadesse Email: aklilutt@gmail.com Aklilu.Tadesse@uib.no

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