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. 2019 Winter;18(4):ar56. doi: 10.1187/cbe.18-05-0077

TABLE 2.

Think-aloud theme frequenciesa

Faculty Students
Themes/subthemes No. out of 6 Percent Average instance ± SEM No. out of 11 Percent Average instance ± SEM
Thinking tools
 Rereading text one or more times 6 100 33 ± 8.7 11 100 10 ± 3.1
 Summarizing or recapping 6 100 14.7 ± 4.8 11 100 4.6 ± 1.1
 Using a reference point/prior knowledge 6 100 7.5 ± 1.9 6 55 2 ± 0.86
 Underlining a key piece of information 4 67 8 ± 3.4 7 64 6.9 ± 3.2
 Taking notes 4 67 5.2 ± 2.7 5 45 2 ± 0.89
 Relying on definition provided 0 0 0 5 45 0.45 ± 0.16
Science literacy and process skills
 Understanding research design + 6 100 10.9 ± 2.1 11 100 3.1 ± 0.73
 Evaluating a scientific argument 6 100 9.2 ± 2.1 2 18 0.55 ± 0.37
 Analysis + 6 100 13.6 ± 0.71 8 73 5.6 ± 0.97
 Understanding research design − 3 50 0.50 ± 0.22 9 82 1.7 ± 0.38
Participant comprehension difficulties
 Due to unknown vocabulary/jargon 4 67 1.50 ± 0.73 8 72 3.40 ± 1.2
 Due to lack of knowledge/incorrect knowledge 4 67 0.67 ± 0.21 6 55 0.73 ± 0.24
 Participant becomes distracted focusing on a small detail 2 33 0.33 ± 0.21 2 19 0.27 ± 0.19
 Due to wording/sentence structure 1 17 0.17 ± 0.17 6 55 0.73 ± 0.31

aSubthemes are listed below themes in order of prevalence for faculty. The number and percentage of participants who demonstrated a subtheme as well as average instance are shown. N = 6 (faculty); N = 11 (students); SEM = standard error of the mean; + means that it was done correctly, and - means that it was done incorrectly.