Table 4

Frequencies of codes and sub-codes* among students' responses (N = 33) to “What did you like and learn from STEM Challenge?”

Main codesDefinitions and emergent sub-codesCoded utterances (N = 82)Sub-coded utterances (N = 125)
STEM understanding/learningUtterance was about fundamental understanding of about or from STEM content or learning (processes) of STEM content22 (27%)39 (31%)
Understanding: aerodynamics, angles, balance, EDP (steps of the process), lift, models, precision, physics, scaling, stem knowledge, weight 26
Learning: concepts of flight, EDP (learning how to make objects), STS (real world application, historical context) 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)21 (26%)29 (23%)
Application: aerodynamics (N = 6), relationships among STEM disciplines, STEM integration, EDP (process of building, prototyping, sponsored problems, testing, variable outcomes) 27
Creation: metacognition 2
AffectUtterance was related to positive feelings derived from the STEM activity23 (28%)39 (31%)
Challenging (N = 10), different, interesting, stimulating 18
Free choice, fun (N = 12) 14
Accomplishment, gratitude, pride, success 4
Frustrating*, too competitive* 3
Non-cognitive affordancesUtterance was related to not content development, but non-cognitive skill growth16 (19%)18 (15%)
Persistence, productive struggle (n = 8), time management 10
Making friends, sharing with others, working as a team (N = 5) 8

Note(s): *Denotes utterances of negative affect.

At least 1 sub-code qualified a main code, there were no more than 2 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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