Table 10

Frequencies of codes and sub-codes* among students' responses (N = 39) to “What did you like and learn from STEM Challenge?”

Main codesDefinitions and emergent sub-codesCoded utterances (N = 70)Sub-coded utterances (N = 109)
STEM understanding/learningUtterance was about fundamental understanding of about or from STEM content or learning (processes) of STEM content17 (24%)27 (25%)
Understanding: aeronautics, aerodynamics, engineering, EDP (steps of the process), math, lift, stem knowledge 10
Learning: engineering, EDP (learning how to make objects), pressure effect 13
STEM application/creationUtterance was related to what they learned about STEM in a real world context taking learning and applying STEM knowledge to develop new understandings outside of the activity (metacognitive statements)14 (26%)19 (17%)
Application: EDP design, EDP building, EDP prototyping, EDP testing 11
Creation: agency, decision making, detail orientation, metacognition 9
AffectUtterance was related to positive feelings derived from the STEM activity21 (30%)36 (33%)
Challenging, competitive, inspiring, interesting, stimulating 12
Free choice, fun (N = 19) 20
Accomplishment, gratitude, pride, success 4
Non-cognitive affordancesUtterance was related to not content development, but non-cognitive skill growth18 (26%)27 (25%)
Persistence, productive struggle (N = 12), time management 17
Making friends, sharing with others, working as a team (N = 8) 10

Note(s): At least 1 sub-code qualified a main code, there were no more than two sub-codes per main code

Sample sizes are provided in the Sub-codes, if they comprised the majority of the subcategory

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