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Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline

Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline

A systematic review is an essential component of evidence-based research practices. It is defined as an overview of existing research on a given research question and is often conducted following recognised systematic review reporting guidelines. Traditionally, systematic reviews have been conducted through a statistical method known as meta-analysis. Meta-analysis is a statistical method used to combine quantitative data from various research studies to form a conclusive research paper. [1]

However, not all research data is available to be used through statistical synthesis. There may be variations in research design, outcome measures, or intervention methods that may not allow researchers to use statistical synthesis to combine data from various research studies. In such cases, alternative evidence synthesis methods are required.[2]

To solve this problem of not being able to use statistical synthesis to combine data from various research studies, researchers developed a systematic reporting guideline known as Synthesis Without Meta-Analysis (SWiM). It is defined as a reporting guideline to facilitate a systematic synthesis of results when statistical synthesis is not possible. It ensures that a narrative synthesis systematic review is carried out systematically rather than through an informal narrative summary of results.

1. Why SWiM Was Developed

Before the advent of SWiM, many systematic reviews without meta-analysis had been conducted using narrative summaries. Narrative summaries are often not transparent, and it is hard for the reader to determine the reliability of the results.[3]

  • To improve transparency in the synthesis of results
  • To provide standardised reporting for non-statistical synthesis
  • To reduce bias in interpreting results from heterogeneous studies
  • To help the reader understand the results and how they are summarised and synthesised

SWiM ensures that systematic reviews without meta-analysis follow recognised systematic review reporting guidelines and maintain high research standards. It is often used alongside frameworks such as the PRISMA guidelines systematic review reporting framework.

2. Key Principles of the SWiM Reporting Guideline

The SWiM guideline has put great emphasis on transparency and reporting. The researcher must provide an unambiguous explanation of the selection, grouping, and interpretation of studies during the synthesis.[4]

  • The explicit use of the synthesis methods
  • The unambiguous grouping of studies based on intervention, outcomes, and population
  • The transparent use of data presentation methods
  • The justification of not using a meta-analysis
  • The detailed reporting of limitations and uncertainties

These principles help ensure that qualitative synthesis follows recognised evidence synthesis methods and avoids subjective interpretation.

3. Steps for Conducting SWiM in Systematic Reviews

Researchers using the SWiM guideline typically follow a structured approach when conducting a narrative synthesis systematic review. [5]

  • Systematically search and identify relevant studies.
  • Categorise studies logically based on their similarities.
  • Collect data from each identified study using standard data collection tools.
  • Summarise data narratively rather than statistically.
  • Evaluate the direction and consistency of evidence.
  • Evaluate limitations and heterogeneity of evidence.

These steps are commonly followed by experts providing systematic review services or conducting medical writing systematic review projects in academic and clinical research.

4. When to Use SWiM Instead of Meta-Analysis

Quantitative pooling is not feasible in circumstances where there are methodological differences between studies. [6]

  • Dissimilarities in outcomes
  • Large heterogeneity in studies
  • Lack of data
  • Few studies
  • Dissimilarities in interventions

Under these circumstances, researchers often use Synthesis Without Meta-Analysis (SWiM) as an alternative evidence synthesis method to present structured narrative findings.

5. Comparison of Meta-Analysis and SWiM

Feature Meta-Analysis SWiM
Data type Quantitative Qualitative/descriptive
Statistical pooling Required Not required
Use case Homogeneous datasets Heterogeneous datasets
Output Combined effect size Structured narrative synthesis
Transparency Statistical models Reporting framework

6. Benefits and Limitations of SWiM

Benefits

  • Enables diverse research evidence synthesis
  • Enhances transparency of narrative reviews
  • Offers a framework for non-statistical analysis
  • Increases reproducibility of systematic reviews

Limitations

  • Does not offer overall effect size estimates
  • May be subjective in interpretation
  • May be more difficult to compare quantitatively

Despite its shortcomings, SWiM greatly improves the methodological rigor of systematic reviews without meta-analysis.

7. Practical Tips for Researchers

There are various recommended strategies that researchers should consider when using SWiM. They include: [7]

  • Justify the decision not to conduct a meta-analysis
  • Be consistent in selecting studies for groupings
  • List study characteristics in tables
  • Describe the direction and strength of evidence
  • Address biases and gaps in research

These practices help ensure transparency in evidence synthesis methods and improve the credibility of systematic reviews. Researchers often rely on professional systematic review services or medical writing systematic review support to ensure accurate reporting.

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Conclusion

Synthesis Without Meta-Analysis (SWiM) is an important reporting framework for systematic reviews that cannot use statistical synthesis. The SWiM approach improves transparency, structure, and methodological clarity in narrative synthesis systematic review research.

As research questions become more complex and involve heterogeneous evidence, SWiM has become an essential part of modern systematic review reporting guidelines, often used alongside the PRISMA guidelines systematic review framework. The use of structured evidence synthesis methods, supported by professional systematic review services and medical writing systematic review expertise, helps ensure greater clarity, quality, and credibility in systematic review research.

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Frequently asked questions

1. What is SWiM in systematic reviews?

SWiM is a guideline for reporting systematic reviews when meta-analysis is not possible, using structured narrative synthesis instead of statistical pooling.

2. When is SWiM used?

SWiM is used when studies are too different (heterogeneous) to combine statistically in a meta-analysis.

3. What does SWiM include?

It includes clear study grouping, transparent synthesis methods, and structured reporting of results without statistical pooling.

4. How is SWiM different from meta-analysis?

Meta-analysis combines data statistically, while SWiM summarises findings narratively in a structured way.

5. Why is SWiM important?

It allows reliable evidence synthesis when meta-analysis cannot be performed, especially in diverse fields like AI and public health.

References

  1. , Hartmann-Boyce, J., Ryan, R., Shepperd, S., Thomas, J., Welch, V., & Thomson, H. (2020). Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline. BMJ (Clinical research ed.)368, l6890. https://doi.org/10.1136/bmj.l6890
  2. Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline. (n.d.). Equator-network.org. Retrieved March 12, 2026, from https://www.equator-network.org/reporting-guidelines/synthesis-without-meta-analysis-swim-in-systematic-reviews-reporting-guideline/
  3. WHO Guideline on the prevention of drowning through provision of day-care, and basic swimming and water safety skills [Internet]. Geneva: World Health Organization; 2021. Annex 5, Evidence summary for additional aspects of evidence relating to swim skills not addressed in main guideline text. Available from: https://www.ncbi.nlm.nih.gov/books
  4. Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., McGuinness, L. A., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic reviews10(1), 89. https://doi.org/10.1186/s13643-021-01626-4
  5. Calderon Martinez, E., Flores Valdés, J. R., Castillo, J. L., Castillo, J. V., Blanco Montecino, R. M., Morin Jimenez, J. E., Arriaga Escamilla, D., & Diarte, E. (2023). Ten Steps to Conduct a Systematic Review. Cureus15(12), e51422. https://doi.org/10.7759/cureus.51422
  6. Bodnaruc, A. M., Khan, H., Shaver, N., Bennett, A., Wong, Y. L., Gracey, C., Ly, V., Shea, B., Little, J., Brouwers, M., Bier, D., & Moher, D. (2025). Reliability and reproducibility of systematic reviews informing the 2020-2025 Dietary Guidelines for Americans: a pilot study. The American Journal of Clinical Nutrition121(1), 111–124. https://doi.org/10.1016/j.ajcnut.2024
  7. Blobaum P. M. (2017). Practical Tips for Facilitating Research. Journal of the Medical Library Association : JMLA105(1), 91. https://doi.org/10.5195/jmla.2017.114