How to Perform a Systematic Literature Review?
The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement is a set of reporting guidelines developed to improve the quality of reporting in systematic reviews. It includes a checklist of 27 essential items (as of the updated version released in 2020) to be reported in systematic reviews. The below flow diagram is a general guideline to refer before starting an SLR.
Source: The PRISMA 2020 statement: an updated guideline for reporting systematic reviews | The BMJ
After reviewing the flow diagram, you have a general understanding of the intricate processes involved in conducting an SLR. It is crucial to exercise caution when considering data from non-peer-reviewed sources, such as unindexed websites and registries. Below are few key steps that can be used as a guide while performing an SLR.Key Steps for Conducting an SLR:
- Start by formulating a research question with an appropriate scope
- Conduct a thorough review of existing literature to identify gaps and ensure your work does not replicate previous studies, where you can employ the help of literature review services.
- Also, consider registering your protocol on public platforms, such as PROSPERO or Figshare (to ensure transparency and avoid overlap with other researchers)
- Next, collect all retrieved records in a reference manager (to remove duplicates before screening)
- Use a structured approach for screening studies, start with titles and abstracts followed by full-text reviews based on your predefined inclusion and exclusion criteria
- Assign two independent reviewers to ensure accuracy
- Extract data from the selected studies to assess the risk of bias in the included studies
- Then present the results clearly, including detailed methodology and search strategies to ensure the review can be easily updated in the future
- Finally, perform a meta-analysis if the studies included have similar designs and outcome measures
Key Steps for Conducting a Meta-Analysis:
- Define a focused and specific research question
- Identify relevant studies
- Calculate effect size for each study to quantify and summarize their findings
- Use meta-regression to analyze the heterogeneity amongst these using appropriate software like R or Stata
- Code the effect sizes with the study data, analyze the data for outliers, publication bias, and model (random or fixed effects)
- Report the results highlighting effect sizes and statistical significance (forest plot or funnel plot to visually detect publication bias)
- Offer recommendations based on the strength of the evidence
- In cases where evidence is insufficient, suggest future research directions
- Find the best journal for publishing your systematic review to ensure your research reaches the appropriate audience