Applying Game Theory to Teach the PERT Scheduling Method
Source abstract
Abstract
This research focuses on applying Game Theory to teach the PERT scheduling method to civil engineering students. The work was carried out with students from the Construction Planning and Scheduling course, who were given face-to-face classes on Game Theory applied to teaching the PERT method. This proposal considers that gamification plays a role in user engagement, while Game Theory contributes to data analysis and decision strategies. It began with an initial pre-test evaluation consisting of questions classified by items and evaluation criteria to teach the PERT method using Game Theory, followed by a post-test and a quantitative evaluation that allowed to know the perception and interests of the students. Using Game Theory principles in teaching the PERT method demonstrated improvements in students. In addition, the results presented statistically significant differences in favor of using Game Theory, which would allow it to be proposed as a viable option for teaching PERT and other scheduling methods.
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Research context
OpenAlex topics: Construction Project Management and Performance · Engineering Education and Curriculum Development · BIM and Construction Integration
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Facultad de Ingeniería, Arquitectura y Diseño, Universidad San Sebastián, Santiago 8420524, Chile
College of Engineering, Universidad del Bío-Bío, Concepción 4051381, Chile
Funding
Vicerrectoría Académica de la Universidad San Sebastián, Chile
References (100+)
Show source-provided references
1. Relationship between Professional Competencies Required by Engineering Students According to ABET and CDIO and Teaching-Learning Techniques10.1109/TE.2021.3086766 ↗
2. Rego, M.A.S., Sáez-Gambín, D., González-Geraldo, J.L., and García-Romero, D. (2022). Transversal Competences and Employability of University Students: Converging towards Service-Learning. Educ. Sci., 12.10.3390/educsci12040265 ↗
3. Learning-Centered Education: A Guide to Resources and Implementation
4. Engineers at Play: Games as Teaching Tools for Undergraduate Engineering Students10.1002/jee.20106 ↗
5. Siddiqui, J.A., and Adams, R. The Challenge of Change in Engineering Education: Is It the Diffusion of Innovations or Transformative Learning? In Proceedings of the ASEE Annual Conference and Exposition, Conference Proceedings, Atlanta, GA, USA, 23–26 June 2013.10.18260/1-2--22556 ↗
6. Teaching for Empowerment: Creative Use of Student-Generated Knowledge to Enrich Learning10.4236/ce.2021.124065 ↗
7. Does Active Learning Work? A Review of the Research10.1002/j.2168-9830.2004.tb00809.x ↗
8. Bonwell, C., and Eison, J.A. (1991). Active Learning: Creating Excitement in the Classroom. 1991 ASHE-ERIC Higher Education Reports, ERIC Clearinghouse on Higher Education, The George Washington University.
9. Where’s the Evidence That Active Learning Works?10.1152/advan.00053.2006 ↗
10. Theory of Teaching Techniques Used in Civil Engineering Programs10.1061/(ASCE)EI.1943-5541.0000401 ↗
11. Gamification in Engineering Education and Professional Training10.1177/0306419015591324 ↗
12. Matsumoto, A., and Szidarovszky, F. (2015). Game Theory and Its Applications, Springer.10.1007/978-4-431-54786-0 ↗
13. Lazo Lazo, J.G., De Oliveira, S.N., Stucchi, L., and Ortega Ariza, C.P. (2018, January 11–14). Application of Cooperative Game Theory as Strategy for Designing the Evaluation Process in Engineering Disciplines. Proceedings of the EDUNINE 2018—2nd IEEE World Engineering Education Conference: The Role of Professional Associations in Contemporaneous Engineer Careers, Proceedings, Buenos Aires, Argentina.10.1109/EDUNINE.2018.8450955 ↗
14. Application of Game Theory Approach in Solving the Construction Project Conflicts10.1016/j.sbspro.2012.09.1145 ↗
15. Applications of Games Theory in Analyzing Teaching Process10.1016/j.sbspro.2014.01.807 ↗
16. On Gaming and Game Theory10.1287/mnsc.18.5.37 ↗
17. The Game Between Game Theory and Gaming Simulations: Design Choices10.1177/1046878119827625 ↗
18. Sanmugam, M., Zulkifli, N.N., Ibrahim, M.M., Shawalludin, S., and Ismail, I.M. (2022). Perspectives and Practices of Gamification, Nova Science Publishers.10.52305/WUPF8356 ↗
19. The Effects of Gamification in Education: A Systematic Literature Review10.18662/brain/14.2/452 ↗
20. Game On: Exploring the Effectiveness of Game-Based Learning10.1080/02697459.2020.1778859 ↗
21. Gamification in Education: A Systematic Mapping Study
22. Gamification in Education: An Overview on the State of the Art
23. Merrick, K., Hardhienata, M., Shafi, K., and Hu, J. (2016). A survey of game theoretic approaches to modelling decision-making in information warfare scenarios. Future Internet, 8.10.3390/fi8030034 ↗
24. Nadeem, M., Oroszlanyova, M., and Farag, W. (2023). Effect of Digital Game-Based Learning on Student Engagement and Motivation. Computers, 12.10.3390/computers12090177 ↗
25. Effects of Digital Game-Based Learning on Students’ Digital Etiquette Literacy, Learning Motivations, and Engagement10.1016/j.heliyon.2023.e23490 ↗
26. Requirements Engineering Challenges and Practices in Large-Scale Agile System Development10.1016/j.jss.2020.110851 ↗
27. Sanmugam, M., Zulkifli, N.N., Ibrahim, M.M., Shawalludin, S., and Ismail, I.M. (2022). Incorporating Game Theory and Gamification in the Educational Context. Perspectives and Practices of Gamification, Nova Science Publishers Inc.10.52305/WUPF8356 ↗
28. Cournot, A.A. (1838). Recherches Sur Les Principes Mathématiques de La Théorie Des Richesses, Encyclopædia Universalis. [1st ed.].
29. Ougolnitsky, G., and Korolev, A. (2023). Game-Theoretic Models of Coopetition in Cournot Oligopoly. Stats, 6.10.3390/stats6020037 ↗
30. Von Neumann, J., and Morgenstern, O. (2007). Theory of Games and Economic Behavior: 60th Anniversary Commemorative Edition, Princeton University Press.10.1515/9781400829460 ↗
31. Equilibrium Points in N-Person Games10.1073/pnas.36.1.48 ↗
32. Amster, R., and Pinasco, J. (2015). An Introduction to Game Theory, Springer Briefs in Economics.
33. Aumann, R.J., and Schelling, T.C. (2012). The Theory of Games: A Critical Review, Springer.
34. Watson, J. (2006). Game Theory in Decision-Making. Decision Making in Engineering Design, ASME Press.
35. A Monte-Carlo Game Theoretic Approach for Multi-Criteria Decision Making under Uncertainty10.1016/j.advwatres.2011.02.009 ↗
36. Ho, E., Rajagopalan, A., Skvortsov, A., Arulampalam, S., and Piraveenan, M. (2022). Game Theory in Defence Applications: A Review. Sensors, 22.10.3390/s22031032 ↗
37. Hart, S. (1992). Chapter 2 Games in Extensive and Strategic Forms. Handbook of Game Theory with Economic Applications, Elsevier.10.1016/S1574-0005(05)80005-0 ↗
38. Influence Decision Models: From Cooperative Game Theory to Social Network Analysis10.1016/j.cosrev.2020.100343 ↗
39. Incorporation of Computer Simulations into Teaching Linear Scheduling Techniques10.1061/(ASCE)EI.1943-5541.0000071 ↗
40. Active Learning in Engineering Education. A Review of Fundamentals, Best Practices and Experiences10.1007/s12008-019-00557-8 ↗
41. Osborne, M.J., and Rubinstein, A. (1994). A Course in Game Theory, The MIT Press.
42. Innovative Pedagogies: Game-Based Learning
43. The Impact of Game-Based Learning on Engineering Students
44. Selten, R. (1988). Models of Strategic Rationality, Springer. [1st ed.].10.1007/978-94-015-7774-8 ↗
45. Hunt, S. (2012). Nash Equilibrium. Game Theory, Palgrave Macmillan.
46. Game Theory and Engineering Applications10.1109/MAP.2014.6867726 ↗
47. Su, C., Deng, J., Li, X., Cheng, F., Huang, W., Wang, C., He, W., and Wang, X. (2024). Research on the Game Strategy of Mutual Safety Risk Prevention and Control of Industrial Park Enterprises under Blockchain Technology. Systems, 12.10.3390/systems12090351 ↗
48. Integrated Planning and Scheduling of Multiple Manufacturing Projects under Resource Constraints Using Raccoon Family Optimization Algorithm10.1109/ACCESS.2020.2971650 ↗
49. Model for Financial Renegotiation in Public-Private Partnership Projects and Its Policy Implications: Game Theoretic View10.1061/(ASCE)0733-9364(2006)132:7(678) ↗
50. Testing Vickery’s Revenue Equivalence Theory in Construction Auctions10.1061/(ASCE)0733-9364(2006)132:4(425) ↗
51. Computer-Supported Collaborative Negotiation Methodology10.1061/(ASCE)0887-3801(1998)12:2(64) ↗
52. The Use of Game Theory to Solve Conflicts in the Project Management and Construction Industry
53. Cooperative Game Theoretic Framework for Joint Resource Management in Construction10.1061/(ASCE)CO.1943-7862.0000818 ↗
54. Cooperative Game Theory Approach to Allocating Benefits of Horizontal Cooperation10.1016/j.ejor.2013.02.034 ↗
55. Simulation-Based Learning in Engineering Education: Performance and Transfer in Learning Project Management10.1002/j.2168-9830.2006.tb00904.x ↗
56. Is Role Playing in Requirements Engineering Education Increasing Learning Outcome?10.1007/s00766-016-0248-4 ↗
57. Game Theory in Strategic Management—Dynamic Games. Theoretical and Practical Examples
58. Dutta, P.K. (1999). Strategies and Games: Theory and Practice, MIT Press.
59. Game Play in Engineering Education—Concept and Experimental Results
60. Piraveenan, M. (2019). Applications of Game Theory in Project Management: A Structured Review and Analysis. Mathematics, 7.10.3390/math7090858 ↗
61. Vygotsky, L.S. (2020). Mind in Society: The Development of Higher Psychological Processes, Accounting in Australia (RLE Accounting); Harvard University Press.
62. Kunz, P. (2004). The Next Generation of Learning Management System (LMS): Requirements from a Constructivist Perspective. World Conference on Educational Multimedia, Hypermedia and Telecommunications, Association for the Advancement of Computing in Education (AACE).
63. Recent Developments of Game Theory and Reinforcement Learning Approaches: A Systematic Review10.1109/ACCESS.2024.3352749 ↗
64. Desjardins, S., Poitras, G.J., and Nik-Bakht, M. (2023, January 24–27). Current Trends of Construction Scheduling Teaching Methods in Higher Education. Proceedings of the Canadian Society for Civil Engineering Annual Conference 2023, Volume 3, Moncton, NB, Canada.
65. A Gamified Pedagogical Method for Teaching Construction Scheduling through Active Exploration
66. Sami Ur Rehman, M., Abouelkhier, N., and Shafiq, M.T. (2023). Exploring the Effectiveness of Immersive Virtual Reality for Project Scheduling in Construction Education. Buildings, 13.10.3390/buildings13051123 ↗
67. Cooperative Learning in Engineering Education: A Game Theory-Based Approach
68. Wen, H.-M., Zhang, T.-X., Lu, L., and Cai, Z. (2016, January 24–25). Research on Application of Game Theory in Sports Teaching. Proceedings of the 2016 International Conference on Mechanics Design, Manufacturing and Automation, Phuket, Thailand.
69. Sustainability in the Construction Industry: A Systematic Review of the Literature10.1016/j.jclepro.2020.125730 ↗
70. A Review of Methods, Techniques and Tools for Project Planning and Control10.1080/00207543.2018.1524168 ↗
71. Yu, M., Zhu, F., Yang, X., Wang, L., and Sun, X. (2018). Integrating Sustainability into Construction Engineering Projects: Perspective of Sustainable Project Planning. Sustainability, 10.10.3390/su10030784 ↗
72. Determining Critical Success Factors of Project Management Practice: A Conceptual Framework10.1016/j.sbspro.2014.10.041 ↗
73. Advances in critical path methods10.1057/jors.1966.72 ↗
74. Kelley, J.E., and Walker, M.R. (1959, January 1–3). Critical-Path Planning and Scheduling. Proceedings of the Eastern Joint Computer Conference, IRE-AIEE-ACM 1959, Boston, MA, USA.10.1145/1460299.1460318 ↗
75. Fitzsimmonsa, J., Hong, Y., and Brilakis, I. (2020, January 27–28). Improving Construction Project Schedules before Execution. Proceedings of the 37th International Symposium on Automation and Robotics in Construction, ISARC 2020: From Demonstration to Practical Use—To New Stage of Construction Robot, Kitakyushu, Japan.10.22260/ISARC2020/0157 ↗
76. Digital Technology for Quality Management in Construction: A Review and Future Research Directions10.1016/j.dibe.2022.100087 ↗
77. A Taxonomy of Planning and Scheduling Methods to Support Their More Efficient Use in Construction Project Management
78. Dynamic Control for Construction Project Scheduling On-the-Run10.1016/j.autcon.2022.104450 ↗
79. M-PERT: Manual Project-Duration Estimation Technique for Teaching Scheduling Basics10.1061/(ASCE)CO.1943-7862.0001358 ↗
80. Infrastructure Construction Projects Scheduling Using Manual-Program Evaluation and Review Technique (M-PERT) Method. Case Study: Indonesian Sunda Strait Bridge10.5614/jts.2022.29.2.3 ↗
81. NEW PERT and CPM in Project Management with Practical Examples
82. Zaneldin, E., and Ahmed, W. (2024). A Generic Framework for Managing Schedule and Cost Risks of Construction Activities Using PERT and the EV Technique. Buildings, 14.10.3390/buildings14071918 ↗
83. Nusen, P., Boonyung, W., Nusen, S., Panuwatwanich, K., Champrasert, P., and Kaewmoracharoen, M. (2021). Construction Planning and Scheduling of a Renovation Project Using Bim-Based Multi-Objective Genetic Algorithm. Appl. Sci., 11.10.3390/app11114716 ↗
84. Forcael, E., González, M., Soto, J., Ramis, F., and Rodríguez, C. (2018, January 19–21). Simplified Scheduling of a Building Construction Process Using Discrete Event Simulation. Proceedings of the LACCEI International Multi-Conference for Engineering, Education and Technology, Lima, Peru.10.18687/LACCEI2018.1.1.194 ↗
85. Project Management for Facility Constructions: A Guide for Engineers and Architects10.1080/01446193.2014.897735 ↗
86. Designing Criterion-Referenced Assessment
87. ‘I Started This, and I Will End This’: A Phenomenological Investigation of Blue Collar Men Undertaking Engineering Education as Mature Students’10.1080/03043797.2020.1783209 ↗
88. LEBSCO: Lean-Based Simulation Game for Construction Management Classrooms10.1061/(ASCE)EI.1943-5541.0000243 ↗
89. Experimental and Quasi-Experimental Designs in Implementation Research10.1016/j.psychres.2019.06.027 ↗
90. Review of How to Design and Evaluate Research in Education (2nd Ed.)
91. Operations Planning and Scheduling in Off-Site Construction Supply Chain Management: Scope Definition and Future Directions10.1016/j.autcon.2023.104952 ↗
92. Forcael, E., Carriel, I., Opazo-Vega, A., Moreno, F., Orozco, F., Romo, R., and Agdas, D. (2024). Artificial Bee Colony Algorithm to Optimize the Safety Distance of Workers in Construction Projects. Mathematics, 12.10.3390/math12132087 ↗
93. Using Game Theory and Competition-Based Learning to Stimulate Student Motivation and Performance10.1016/j.compedu.2010.02.018 ↗
94. Gamification of In-Class Activities in Flipped Classroom Lectures10.1111/bjet.12948 ↗
95. Analisa perbandingan manajemen waktu antara perencanaan dan pelaksanaan (studi kasus: Pada gedung asrama pondok pesantren sananul huda di selorejo kab. blitar)
96. Teaching Sustainability in Tourism Education: A Teaching Simulation10.1080/09669582.2020.1791892 ↗
97. Investigation of Student’s Perception Learning Calculus with GeoGebra and Cycle Model10.29333/ejmste/12443 ↗
98. Planning Qualitative Research: Design and Decision Making for New Researchers10.1177/1609406920967174 ↗
99. Achieving Scalability and Interactivity in a Communication Skills Course for Undergraduate Engineering Students10.1109/TE.2021.3067098 ↗
100. Schefer-Wenzl, S., and Miladinovic, I. (2023). Improving Scalability of Software Engineering Courses. Proceedings of the Innovative Approaches to Technology-Enhanced Learning for the Workplace and Higher Education, Springer.10.1007/978-3-031-21569-8_36 ↗