Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations

Entrepreneurship education has traditionally been based on business management education, which has been ineffective in teaching the complex, dynamic, and non-linear nature of entrepreneurship. Recent attempts at entrepreneurship education have involved using computer simulations to reduce time and...

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Main Authors: Ilagan, Joseph Benjamin R, Ilagan, Jose Ramon
Format: text
Published: Archīum Ateneo 2023
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Online Access:https://archium.ateneo.edu/qmit-faculty-pubs/19
https://doi.org/10.1007/978-3-031-34735-1_21
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Institution: Ateneo De Manila University
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spelling ph-ateneo-arc.qmit-faculty-pubs-10182024-03-14T06:47:42Z Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations Ilagan, Joseph Benjamin R Ilagan, Jose Ramon Entrepreneurship education has traditionally been based on business management education, which has been ineffective in teaching the complex, dynamic, and non-linear nature of entrepreneurship. Recent attempts at entrepreneurship education have involved using computer simulations to reduce time and cost. One type of computer simulation, agent-based modeling and simulation (ABMS), takes into account the behaviors, reactions, and interactions of individual agents and has the potential to capture the behavior of a complex system, such as a market, more accurately than traditional approaches. This study proposes the use of ABMS in a technology entrepreneurship program to teach students about the theory of diffusion of innovations and how to implement various technology strategies, such as pursuing technology leadership or behaving as an early adopter. The simulation will involve a minimal model implemented using NetLogo and students will be able to explore different strategies and experience the advantages and drawbacks of each. The learning experience will be designed based on entrepreneurial process theories, learning by trying/emergence, learning from failure, bounded rationality, effectuation, entrepreneurial cognition, and entrepreneurial management and growth. The goal of the simulation is to provide students with an experiential and adaptive learning environment that allows them to understand as entrepreneurs how consumers adopt new innovations and receive feedback on their decisions. The user interface will show an animation of the model’s results and output, some of which include: the adoption curve, adopter profiles, and the social network. 2023-01-01T08:00:00Z text https://archium.ateneo.edu/qmit-faculty-pubs/19 https://doi.org/10.1007/978-3-031-34735-1_21 Quantitative Methods and Information Technology Faculty Publications Archīum Ateneo Agent-based modeling Agent-based simulation modeling Computer simulation Diffusion of innovations Entrepreneurship education Business Computer Sciences Education Educational Technology Entrepreneurial and Small Business Operations
institution Ateneo De Manila University
building Ateneo De Manila University Library
continent Asia
country Philippines
Philippines
content_provider Ateneo De Manila University Library
collection archium.Ateneo Institutional Repository
topic Agent-based modeling
Agent-based simulation modeling
Computer simulation
Diffusion of innovations
Entrepreneurship education
Business
Computer Sciences
Education
Educational Technology
Entrepreneurial and Small Business Operations
spellingShingle Agent-based modeling
Agent-based simulation modeling
Computer simulation
Diffusion of innovations
Entrepreneurship education
Business
Computer Sciences
Education
Educational Technology
Entrepreneurial and Small Business Operations
Ilagan, Joseph Benjamin R
Ilagan, Jose Ramon
Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
description Entrepreneurship education has traditionally been based on business management education, which has been ineffective in teaching the complex, dynamic, and non-linear nature of entrepreneurship. Recent attempts at entrepreneurship education have involved using computer simulations to reduce time and cost. One type of computer simulation, agent-based modeling and simulation (ABMS), takes into account the behaviors, reactions, and interactions of individual agents and has the potential to capture the behavior of a complex system, such as a market, more accurately than traditional approaches. This study proposes the use of ABMS in a technology entrepreneurship program to teach students about the theory of diffusion of innovations and how to implement various technology strategies, such as pursuing technology leadership or behaving as an early adopter. The simulation will involve a minimal model implemented using NetLogo and students will be able to explore different strategies and experience the advantages and drawbacks of each. The learning experience will be designed based on entrepreneurial process theories, learning by trying/emergence, learning from failure, bounded rationality, effectuation, entrepreneurial cognition, and entrepreneurial management and growth. The goal of the simulation is to provide students with an experiential and adaptive learning environment that allows them to understand as entrepreneurs how consumers adopt new innovations and receive feedback on their decisions. The user interface will show an animation of the model’s results and output, some of which include: the adoption curve, adopter profiles, and the social network.
format text
author Ilagan, Joseph Benjamin R
Ilagan, Jose Ramon
author_facet Ilagan, Joseph Benjamin R
Ilagan, Jose Ramon
author_sort Ilagan, Joseph Benjamin R
title Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
title_short Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
title_full Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
title_fullStr Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
title_full_unstemmed Teaching Diffusion of Innovations Involving Technology Startups Using Agent-Based Simulation Modeling: Architecture and Design Considerations
title_sort teaching diffusion of innovations involving technology startups using agent-based simulation modeling: architecture and design considerations
publisher Archīum Ateneo
publishDate 2023
url https://archium.ateneo.edu/qmit-faculty-pubs/19
https://doi.org/10.1007/978-3-031-34735-1_21
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