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Table 11 Items of the STEM Learning Strategy (SLS) Questionnaire

From: Direction of collaborative problem solving-based STEM learning by learning analytics approach

Factor

Item

Organizing

Q1: I compile short summaries of the most important contents as a mnemonic aid.

Q2: I go over my notes and structure the most important points.

Q3: I compile a summary of the main ideas out of my notes, the script, or other sources.

Elaborating

Q4: I think of practical applications of new concepts learned from science lessons.

Q5: I try to relate new knowledge or theories to knowledge or theories I already know.

Q6: I think of practical examples for certain curricular facts.

Repeating

Q7: I imprint the subject matter from the lecture on my memory by repeating it.

Q8: I read my notes several times in a row.

Q9: I commit rules, technical terms, or formulas to memory.

Effort

Q10: Whenever I have planned a certain workload, I make an effort to master it.

Q11: I make an effort even though the subject matter may not suit me well.

Q12: I do not give up even though the problem is very difficult and complex.

Attention

Q13: When learning science, I am lacking in concentration.

Q14: I am easy to distract when learning science.

Q15: My concentration does not last very long.

Time management

Q16: I work on pre-learning according to a schedule.

Q17: I fix the hours I spend on pre-learning in a schedule.

Q18: We work on group work according to a schedule.

Learning environment

Q19: I want to learn science in a place that makes it easy to concentrate.

Q20: I want to learn science in a place that makes it easy to find everything.

Q21: When I learn science, I have the most important papers within reach.

Peer learning

Q22: I work on tasks together with my peer students.

Q23: I take time to discuss the subject matter with other students.

Q24: When I am not sure about something I ask a fellow student for advice.

Using references

Q25: I search for explanatory material if certain facts are not completely clear.

Q26: I look for missing information from different sources, e.g., the Internet, textbooks, or journals.

Q27: When my notes are incomplete, I use additional sources.