Development of a Categorical Scoring Codebook for Entrepreneurial Mindset (EM) Concept Maps

Recent curricular interventions in engineering education have focused on encouraging students to develop an entrepreneurial mindset (EM) to equip them with the skills needed to generate innovative ideas and address complex global problems upon entering the workforce. Methods to evaluate these interventions have been inconsistent due to the lack of agreement on a definition of EM. Concept mapping has demonstrated its efficacy as an assessment method for complex constructs in engineering disciplines, particularly when employing the categorical scoring method; however, further research is required to enhance its validity evidence and usefulness in assessing EM. This paper presents a categorical codebook for EM concept maps to be applied when assessing engineering students. Our finalized codebook consists of six main categories and sub-tags that provide additional context for each main category. We expect that this codebook and our refined scoring process will be beneficial for future EM assessment.

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Publication Details

Journal
Journal of STEM Education Innovations and Research
Published
2025-05-06
DOI
https://doi.org/10.63504/jstem.v26i1.2684
Citations
1
Primary Topic
Entrepreneurship Studies and Influences
Type
article
Field-Weighted Citation Impact
2.76
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article

Development of a Categorical Scoring Codebook for Entrepreneurial Mindset (EM) Concept Maps

Elise Barrella, Alexandra Jackson, Cheryl Bodnar, Juan Cruz et al.
1 citations
Journal of STEM Education Innovations and Research
Entrepreneurship Studies and Influences
2.76
article

Development of a Categorical Scoring Codebook for Entrepreneurial Mindset (EM) Concept Maps

Elise Barrella, Alexandra Jackson, Cheryl Bodnar, Juan Cruz, Krista Kecskemety
article en
1 citations

Abstract

Recent curricular interventions in engineering education have focused on encouraging students to develop an entrepreneurial mindset (EM) to equip them with the skills needed to generate innovative ideas and address complex global problems upon entering the workforce. Methods to evaluate these interventions have been inconsistent due to the lack of agreement on a definition of EM. Concept mapping has demonstrated its efficacy as an assessment method for complex constructs in engineering disciplines, particularly when employing the categorical scoring method; however, further research is required to enhance its validity evidence and usefulness in assessing EM. This paper presents a categorical codebook for EM concept maps to be applied when assessing engineering students. Our finalized codebook consists of six main categories and sub-tags that provide additional context for each main category. We expect that this codebook and our refined scoring process will be beneficial for future EM assessment.

Journal of STEM Education Innovations and ResearchVol. 26(1)
Rowan University (US), The Ohio State University (US)
Openalex Percentile: Top 11%
Entrepreneurship Studies and Influences
2.76
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Development of a Categorical Scoring Codebook for Entrepreneurial Mindset (EM) Concept Maps — Elise Barrella, Alexandra Jackson, et al. · Journal of STEM Education Innovations and Research (2025) | TGRS Research Map | TGRS