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Systematic Reviews

This guide offers fundamental knowledge, resources, and tools that can assist scholars get started on a systematic review study.

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Evidence Synthesis is a type of research activity that uses articles/papers as its data set.

  • Systematic Reviews are a type of evidence synthesis.
  • Differences in type come from both level of rigor and specificity of question.

Types of Reviews

Systematic Review is a methodical and comprehensive literature synthesis focused on a well-formulated research question. 

  • Should take 2-5 people approximately 12-18 months to complete.
  • Aims to identify and synthesize all of the scholarly research on a particular topic, including both published and unpublished studies.
  • Conducted in an unbiased, reproducible way to provide evidence for practice and policy-making.
  • May involve a meta-analysis.
  • Much more time-intensive than traditional literature reviews.

Steps for a systematic review study:

A systematic review involves a number of iterative processes, including gathering, analyzing, integrating (data of findings), and synthesizing and explaining all parts of the process (results). This procedure could potentially be broken down into the following smaller steps:

  • Define the research question
  • Develop a search protocol
  • Run searches
  • Retrieve and de-duplicate references
  • Screen studies against inclusion/exclusion criteria
  • Extract data and assess studies for risk of bias
  • Clean and manage data
  • Conduct qualitative synthesis
  • Conduct meta-analysis if appropriate
  • Write a report 

To maintain transparency, the procedure must be fully explained and described in the research report's final version.

Recommended Systematic Review Methods Readings

Examples of systematic review studies:

Martin, J. P., Choe, N. H., Halter, J., Foster, M., Froyd, J., Borrego, M., & Winterer, E. R. (2019). Interventions supporting baccalaureate achievement of Latinx STEM students matriculating at 2‐year institutions: A systematic review. Journal of Research in Science Teaching56(4), 440-464.

BuHamdan, S., Alwisy, A., & Bouferguene, A. (2021). Generative systems in the architecture, engineering and construction industry: A systematic review and analysisInternational Journal of Architectural Computing19(3), 226-249.

Scoping Reviews is a method that systematically and transparently collects and categorizes existing evidence on a broad topic.

Scoping Review Steps

  1. Develop the research question(s)
  2. Develop the inclusion criteria
  3. Develop a comprehensive search strategy
  4. Search relevant databases
  5. Perform grey literature searches (dissertations, conference papers, reports) and supplementary searches (e.g., forward/backwards citations, handsearching journals, contacting authors)
  6. Screen titles and abstracts using eligibility criteria, usually done by 2 reviewers
  7. Screen full text noting the reason for exclusion, usually done by 2 reviewers
  8. Develop a form or table to extract (or chart) data from the study
  9. Analyze data, typically using descriptive statistics or descriptive approaches
  10. Report search methods; and report results of the literature searches and screening (PRISMA Flow Chart/Diagram)
  11. Report results that answer the study's research questions

Based on Arksey & O'Malley (2005) and Peters et al. (2020).

Other resources: Steps for conducting a scoping review.  


Recommended Scoping Review Methods Readings

Example:s of scoping review studies:

Xu, Z., Zhou, X., Kogut, A., & Watts, J. (2022). A scoping review: Synthesizing evidence on data management instruction in academic librariesThe Journal of Academic Librarianship48(3), 102508. 

Lamanna M, Klinger CA, Liu A, Mirza RM. The association between public transportation and social isolation in older adults: A scoping review of the literature. Canadian Journal on Aging. 2020;39(3):393-405. doi:10.1017/S0714980819000345

Meta-analysis may be conducted independently or as part of a systematic review. it is a method for systematically combining pertinent qualitative and quantitative study data from several selected studies to develop a single conclusion that has greater statistical power. This conclusion is statistically stronger than the analysis of any single study, due to increased numbers of subjects, greater diversity among subjects, or accumulated effects and results. It uses statistical methods to objectively evaluate, synthesize, and summarize results. 

In a meta-analysis, the results of each study are translated to a common metric, in terms of an effect-size index, and they are put into relation with study-level moderator variables in order to explain the variability among the effect estimates.

Meta-analysis would be used for the following purposes:

  • To establish statistical significance with studies that have conflicting results
  • To develop a more correct estimate of effect magnitude
  • To provide a more complex analysis of harms, safety data, and benefits
  • To examine subgroups with individual numbers that are not statistically significant

Advantages

  • Greater statistical power
  • Confirmatory data analysis
  • Greater ability to extrapolate to general population affected
  • Considered an evidence-based resource

Disadvantages

  • Difficult and time consuming to identify appropriate studies
  • Not all studies provide adequate data for inclusion and analysis
  • Requires advanced statistical techniques
  • Heterogeneity of study populations

Click here to learn more. 


Recommended Meta-analysis Methods Readings

Example of meta-analysis studies:

Aldao, A., Nolen-Hoeksema, S., & Schweizer, S. (2010). Emotion-regulation strategies across psychopathology: A meta-analytic review. Clinical Psychology Review30(2), 217–237. https://doi-org.ezproxy.lib.uh.edu/10.1016/j.cpr.2009.11.004  

Zhou, X., Shu, L., Xu, Z., & Padrón, Y. (2023). The effect of professional development on in-service STEM teachers’ self-efficacy: a meta-analysis of experimental studiesInternational Journal of STEM Education10(1), 1-20. https://doi.org/10.1186/s40594-023-00422-x 

Rapid Review

Applies systematic review methodology within a time-constrained setting.

Umbrella Review

Reviews other systematic reviews on a topic.

Which review is right for you? Find you review type.

Source: This work was created by Cornell University Library and is licensed under a Creative Commons Attribution 4.0 International License.