Managing Incomplete Pilot Studies: Data Handling and Implications
When subjects in a pilot study do not complete the study, researchers should document the attrition rate, provide explanations for non-completion, and analyze the impact on feasibility assessment while still including the available data in the analysis. 1
Understanding Pilot Studies and Their Purpose
Pilot studies serve a specific purpose that differs from full-scale clinical trials:
- They assess the feasibility of research approaches intended for larger studies 2
- They evaluate recruitment, randomization, retention, and assessment procedures 2
- They are not designed for hypothesis testing or efficacy evaluation 2
- They help identify needed modifications for subsequent larger studies 3
Proper Documentation of Subject Non-Completion
When participants do not complete a pilot study, the CONSORT guidelines recommend:
- Reporting the number of participants who did not complete follow-up as planned, by study group 1
- Providing explanations for why participants could not or would not complete the study 1
- Documenting reasons such as transportation issues, participant death, or dissatisfaction with the intervention 1
Impact on Feasibility Assessment
The primary purpose of a pilot study is to assess feasibility, and subject non-completion actually provides valuable information:
- High attrition rates signal potential problems with the study design that need addressing before the full-scale trial 3
- Non-completion helps identify barriers to participant retention that can be modified 2
- Retention rates from the pilot inform sample size calculations for the main study, including accounting for expected dropouts 4
Data Analysis Considerations
When analyzing pilot study data with incomplete participants:
- Include all available data from participants who did not complete the study 5
- Document the follow-up rates at all time points 1
- Use the information to perform sensitivity analyses for the main trial's sample size calculations 4
- Recognize that small sample sizes in pilots lead to imprecise estimates, requiring cautious interpretation 2
Reporting Recommendations
The American Academy of Ophthalmology Task Force recommends:
- For pilot studies, "the entire protocol should be run on these study subjects, including the data collection, data analysis, and presentation of the data" 1
- Even with incomplete data, the available information should be analyzed and reported 1
Common Pitfalls to Avoid
- Overinterpreting results: Avoid drawing conclusions about efficacy or effectiveness from incomplete pilot data 2
- Ignoring attrition: Failing to report and analyze reasons for non-completion misses valuable feasibility information 1
- Selection bias: Be aware that differential loss to follow-up between comparison groups can introduce bias 1
- Underpowered analysis: Remember that pilot studies are not designed to provide meaningful effect size estimates due to small samples 2
Implications for Main Study Design
Information from incomplete pilot studies should guide:
- Adjustments to recruitment and retention strategies 3
- Realistic sample size calculations that account for expected attrition 4
- Modifications to study protocols to address identified barriers 2
- Go/no-go decisions about proceeding with the full-scale study 3
Pilot studies with participant non-completion still provide valuable feasibility information that can significantly improve the design and conduct of subsequent full-scale trials, even when not all participants complete the protocol.