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### Response:
Use independent samples t-test assuming normality is met.
### Instruction:
Select the most suitable statistical test.
### Input:
- Research Goal: Explore digital literacy development among university freshmen.
- Sample: Archival data from an LMS
- Data Type: System log data from LMS
### Response:
Thematic analysis supported by inter-coder agreement enhances reliability.
### Instruction:
Suggest a mixed-methods approach if suitable.
### Input:
- Research Goal: Assess the impact of peer feedback in online discussions.
- Sample: 15 university instructors
- Data Type: Open-ended interviews
### Response:
Stratified random sampling will ensure group representation.
### Instruction:
Determine a valid qualitative method for the given study design.
### Input:
- Research Goal: Compare learning outcomes between hybrid and face-to-face formats.
- Sample: 15 university instructors
- Data Type: Behavioral task scores
### Response:
Report: *F*(2, 59) = 4.32, *p* = .017, η² = .128.
### Instruction:
Choose an appropriate visualisation technique for the described data.
### Input:
- Research Goal: Compare learning outcomes between hybrid and face-to-face formats.
- Sample: Experimental data from 3 conditions
- Data Type: Survey responses on Likert scale
### Response:
Report: *F*(2, 59) = 4.32, *p* = .017, η² = .128.
### Instruction:
Determine a valid qualitative method for the given study design.
### Input:
- Research Goal: Explore digital literacy development among university freshmen.
- Sample: 20 undergraduate students
- Data Type: Open-ended interviews
### Response:
Report: *F*(2, 59) = 4.32, *p* = .017, η² = .128.
### Instruction:
Suggest an appropriate research design for the following study.
### Input:
- Research Goal: Examine the effects of gamification on student motivation.
- Sample: 3 classrooms of 8th grade students
- Data Type: System log data from LMS
### Response:
Report: *F*(2, 59) = 4.32, *p* = .017, η² = .128.
### Instruction:
How should effect size be reported in APA 7 style for an ANOVA?
### Input:
- Research Goal: Track changes in research self-efficacy over a semester.
- Sample: Experimental data from 3 conditions
- Data Type: Audio transcripts
### Response:
Consider multiple imputation for missing data if MAR assumption holds.
### Instruction:
Suggest an appropriate research design for the following study.
### Input:
- Research Goal: Investigate how students regulate learning in flipped classrooms.
- Sample: Survey data from 5 institutions
- Data Type: Behavioral task scores
### Response:
Report: *F*(2, 59) = 4.32, *p* = .017, η² = .128.
### Instruction:
Assess the alignment between research question and data collection method.
### Input:
- Research Goal: Investigate how students regulate learning in flipped classrooms.
- Sample: 15 university instructors
- Data Type: Pre- and post-test scores