Summary of quantitative analysis results for selected case studies
| Institution | Independent variable | Dependent variable | Statistical method | Description of result | Effect size type | Effect size [95% CI] | Interpretation of effect size |
|---|---|---|---|---|---|---|---|
| Georgia Institute of Technology and Carnegie Mellon University | Higher-order thinking behaviours | Test score | Regression | The average posttest score of the treatment group (with higher-order thinking behaviour) was significantly higher than that of the control group (without higher-order thinking behaviour) | Hedge’s g | 0.237 [0.018, 0.492] | Small-to-medium effect size |
| Hong Kong Institute of Education | “Contribution” and “innovation” from students’ postings in discussion forum | Final grade | χ2 test of independence | Students who obtained better grades usually contributed more in-depth contents in their posts which linked to other concepts compared to those with lower grades who tended to provide isolated facts with little or no connection or transition from one concept to another | Odds ratio (OR) | 0.634 [0.504, 0.798] | The students who contributed more in-depth contents were 63.4% more likely to get a higher grade than those contributing isolated facts |
| Marist College | Intervention | Final grade | One-way ANOVA | Groups receiving intervention obtained significantly higher final grade than groups receiving no intervention | Hedge’s g | 0.373 [0.176, 0.571] | Small-to-medium effect size |
| Nottingham Trent University | Level of engagement rating | Progression status | Descriptive categorical data analysisa | A much larger proportion of students with satisfactory to high engagement ratings obtained progression status than those with low engagement ratings | – | – | – |
| Paul Smith’s College | Intervention | Grade, suspension or probation rate, graduation rate | Descriptive categorical data analysisa | Student groups receiving intervention were less likely to get a grade D or below, to end a semester with probation or suspension, and more likely to get good standing by GPA and to graduate on time | – | – | – |
| Purdue University | Intervention | Retention rate | χ2 test of independence | Student groups receiving intervention had a higher retention rate than those receiving no intervention | Odds ratio (OR) | 0.455b [0.427, 0.485] | The intervention group was 45.5% less likely to dropout than the non-intervention group |
| Institution | Independent variable | Dependent variable | Statistical method | Description of result | Effect size type | Effect size [95% CI] | Interpretation of effect size |
|---|---|---|---|---|---|---|---|
| Georgia Institute of Technology and Carnegie Mellon University | Higher-order thinking behaviours | Test score | Regression | The average posttest score of the treatment group (with higher-order thinking behaviour) was significantly higher than that of the control group (without higher-order thinking behaviour) | Hedge’s | 0.237 [0.018, 0.492] | Small-to-medium effect size |
| Hong Kong Institute of Education | “Contribution” and “innovation” from students’ postings in discussion forum | Final grade | Students who obtained better grades usually contributed more in-depth contents in their posts which linked to other concepts compared to those with lower grades who tended to provide isolated facts with little or no connection or transition from one concept to another | Odds ratio (OR) | 0.634 [0.504, 0.798] | The students who contributed more in-depth contents were 63.4% more likely to get a higher grade than those contributing isolated facts | |
| Marist College | Intervention | Final grade | One-way ANOVA | Groups receiving intervention obtained significantly higher final grade than groups receiving no intervention | Hedge’s | 0.373 [0.176, 0.571] | Small-to-medium effect size |
| Nottingham Trent University | Level of engagement rating | Progression status | Descriptive categorical data analysisa | A much larger proportion of students with satisfactory to high engagement ratings obtained progression status than those with low engagement ratings | – | – | – |
| Paul Smith’s College | Intervention | Grade, suspension or probation rate, graduation rate | Descriptive categorical data analysisa | Student groups receiving intervention were less likely to get a grade D or below, to end a semester with probation or suspension, and more likely to get good standing by GPA and to graduate on time | – | – | – |
| Purdue University | Intervention | Retention rate | Student groups receiving intervention had a higher retention rate than those receiving no intervention | Odds ratio (OR) | 0.455b [0.427, 0.485] | The intervention group was 45.5% less likely to dropout than the non-intervention group |
Notes: aThe results presented in the case studies of these two institutions did not involve any statistical tests and complete information for the data – that is, sample size for each category was not provided. Therefore, no effect size could be calculated from the available data; bthe effect size was computed by combining the data for the second-year retention rate for three cohorts (2007, 2008, 2009) from the original tables in Mattingly et al. (2012)
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