Search openICPSR

Find and share social, behavioral, and health sciences research data.

  • Search terms can be anywhere in the study: title, description, variables, etc.
  • Because our holdings are large, we recommend using at least two query terms:
    rural economy
    home ownership
    higher education
    ghana adolescents
  • Keywords help delimit the breadth of results. Therefore, use as many as required to achieve your desired results:
    elementary education federal funding
  • Our search will find studies with derivative expressions of your query terms: A search for "nation" will find results containing "national"
  • Use quotes to search for an exact expression:
    "social mobility"
  • You can combine exact expressions with loose terms:
    "united states" inmates
  • Exclude results by using a MINUS sign:
    elections -sweden -germany
    elections -sweden -germany
  • On the results page, you will be able to sort and filter to further refine results.
  • Please note that your search queries only openICPSR data holdings.
Name File Type Size Last Modified
  data_and_syntax_files 01/08/2020 11:15:PM
-Read-Me-Overview-of-Data-and-Syntax-for-Examining-Empirical-Evidence-for-Science-PD.pdf application/pdf 70 KB 01/08/2020 06:08:PM
Bibliography-of-studies-included-in-meta-analysis_v2.pdf application/pdf 260.7 KB 04/09/2019 06:11:PM

Project Citation: 

Kowalski, Susan M., Taylor, Joseph A., and Spybrook, Jessaca. Examining Factors Contributing to Variation in Effect Size Estimates of Teacher Outcomes from Studies of Science Teacher Professional Development. Ann Arbor, MI: Inter-university Consortium for Political and Social Research [distributor], 2020-01-08.

Project Description

Summary:  View help for Summary Developing and maintaining a high-quality science teaching corps has become increasingly urgent with standards that require students to move beyond mastering facts to reasoning and arguing from evidence. Effective professional development (PD) for science teachers enhances teacher outcomes and, in turn, enhances primary and secondary student outcomes (Blank & de las Alas, 2009). What constitutes effective PD? Although proposed features of effective PD have emerged, they have little empirical support. Even when impact studies of PD interventions are conducted, factors unrelated to PD design characteristics can influence effect size estimates. Can we statistically isolate PD design characteristics from factors unrelated to PD design that nevertheless influence effect size estimates?  We conducted a meta-regression with robust variance estimation of 162 science PD intervention studies. We investigated how effect size estimates for teacher outcomes vary by research design, study context, PD intervention characteristics, and outcomes of interest. Intensity and duration of PD, research design decisions, and researchers’ choice of outcomes of interest significantly influence effect size estimates.

Funding Sources:  View help for Funding Sources National Science Foundation (1544236)

Scope of Project

Subject Terms:  View help for Subject Terms science education; professional development; meta-analysis; teachers
Time Period(s):  View help for Time Period(s) 2001 – 2017
Collection Date(s):  View help for Collection Date(s) 2015 – 2018
Universe:  View help for Universe Published and unpublished manuscripts reporting findings from experimental and quasi-experimental studies of science teacher professional development interventions, written in English.
Data Type(s):  View help for Data Type(s) aggregate data


Weights:  View help for Weights
We included a variety of statistical adjustments including Winsorization of sample sizes and effect sizes, adjustment of sample sizes to account for clustering, and weighting of effect sizes using inverse variance weights.
Unit(s) of Observation:  View help for Unit(s) of Observation effect sizes

Related Publications

Export Metadata

Report a Problem

Found a serious problem with the data, such as disclosure risk or copyrighted content? Let us know.

This material is distributed exactly as it arrived from the data depositor. ICPSR has not checked or processed this material. Users should consult the investigator(s) if further information is desired.