In the dynamic field of educational technology, there is an increasing emphasis on incorporating artificial intelligence (AI) into educational settings. Through interviews with mentors and students, this study compares the effectiveness and reliability of AI-generated qualitative codes with human-generated codes in addressing student challenges during Innovation Competitions and Programs (ICPs), such as hackathons, ide competitions, and pitch competitions. While ICPs encourage creativity and innovation, participants often encounter significant challenges. The methodology involves analyzing qualitative responses to student challenges from students involved in the ICPs. Preliminary findings suggest that AI-generated codes offer improved efficiency and objectivity, while human evaluators provide crucial nuanced insights into student challenges. The results showed a high level of agreement between human and AI-generated overall themes that highlight student challenges during ICPs. However, a low agreement was found in mapping AI-generated codes to transcript files. Based on the identified codes and themes, several recommendations were made to make ICP more inclusive learning events for all students.
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Board 420: Using a Situational Leadership Framework to Understand the Role of Mentors in Cultivating Innovative Thinking Skills in STEM Education
Like many faculty, we have organized student innovation competitions and programs (ICPs) and coached many student teams for various competitions; therefore, we have observed first-hand how transformational the experience has been for our students. ICPs allow students to quickly test their skills and knowledge, push them beyond their comfort zones, encourage them to take risks, and provide a safe place to try and fail, as failures can be seen as a critical part of the learning process. Despite their invaluable learning benefits, existing literature lacks a theoretical body of knowledge on the influence of ICPs on the educational experience. Our goal is to explore transformations in students’ mindsets toward innovation through perspectives and data from students who formerly participated in ICPs, mentors who coach students through ICPs, and ICP organizers who create these opportunities for students. This paper will focus on the essential practices of mentors.
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- Award ID(s):
- 2120936
- PAR ID:
- 10465956
- Date Published:
- Journal Name:
- 2023 ASEE Annual Conference & Exposition
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
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Innovation competitions and programs (ICPs) are acknowledged in existing literature as effective mechanisms for fostering innovation and entrepreneurship within universities, corporations, and beyond. These ICPs (including hackathons, design challenges, pitch competitions, and others) allow student participants to expand on the knowledge gained in their classes, grow their creativity, build an innovative mindset, learn from trial and error, and improve their collaborative skills in team settings. However, with these programs also come various obstacles that have the potential to negatively impact the overall student experience. These challenges can relate to funding, organization, team dynamics, outreach, accommodation, and more, impacting how these students perceive the impacts or benefits of ICPs. This paper considers the challenges and negative experiences students have faced while participating in ICPs based on past experiences collected from student interviews. Analyzing both reported challenges and negative experiences of students provides a guide to address concerns when developing future ICPs. Understanding the type of obstacles students face in these events may be the first step in making the necessary interventions for further improving the experiences of future participants and ensuring that ICPs add value to students across majors.more » « less
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