Understanding meta-analysis: I think youll find its a bit more complicated than that (Goldacre, 2008) 1.

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Presentation transcript:

Understanding meta-analysis: I think youll find its a bit more complicated than that (Goldacre, 2008) 1

Understanding meta-analysis 2 A technique for aggregating results from different studies by converting empirical results to a common measure (usually effect size) Standardized effect size is defined as: Problems with meta-analysis Variation in population variability Selection of studies Sensitivity of outcome measures

Variation in variability

Annual growth in achievement, by age 4 Bloom, Hill, Black, and Lipsey (2008) A 50% increase in the rate of learning for six- year-olds is equivalent to an effect size of 0.76 A 50% increase in the rate of learning for 15- year-olds is equivalent to an effect size of 0.1

Variation in variability 5 Studies with younger children will produce larger effect size estimates Studies with restricted populations (e.g., children with special needs, gifted students) will produce larger effect size estimates

Selection of studies

Feedback in STEM subjects 7 Review of 9000 papers on feedback in mathematics, science and technology Only 238 papers retained Background papers24 Descriptive papers79 Qualitative papers24 Quantitative papers111 Mathematics60 Science35 Technology16 Ruiz-Primo and Li (2013)

Classification of feedback studies 8 1.Who provided the feedback (teacher, peer, self, or technology-based)? 2.How was the feedback delivered (individual, small group, or whole class)? 3.What was the role of the student in the feedback (provider or receiver)? 4.What was the focus of the feedback (e.g., product, process, self- regulation for cognitive feedback; or goal orientation, self-efficacy for affective feedback) 5.On what was the feedback based (student product or process)? 6.What type of feedback was provided (evaluative, descriptive, or holistic)? 7.How was feedback provided or presented (written, video, oral, or video)? 8.What was the referent of feedback (self, others, or mastery criteria)? 9.How, and how often was feedback given in the study (one time or multiple times; with or without pedagogical use)?

Main findings 9 Characteristic of studies includedMathsScience Feedback treatment is a single event lasting minutes85%72% Reliability of outcome measures39%63% Validity of outcome measures24%3% Dealing only or mainly with declarative knowledge12%36% Schematic knowledge (e.g., knowing why)9%0% Multiple feedback events in a week14%17%

Sensitivity to instruction

Sensitivity of outcome measures 11 Distance of assessment from the curriculum Immediate e.g., science journals, notebooks, and classroom tests Close e.g., where an immediate assessment asked about number of pendulum swings in 15 seconds, a close assessment asks about the time taken for 10 swings Proximal e.g., if an immediate assessment asked students to construct boats out of paper cups, the proximal assessment would ask for an explanation of what makes bottles float Distal e.g., where the assessment task is sampled from a different domain and where the problem, procedures, materials and measurement methods differed from those used in the original activities Remote standardized national achievement tests. Ruiz-Primo, Shavelson, Hamilton, and Klein (2002)

Impact of sensitivity to instruction 12 Effect size CloseProximal