Biomedical research projects can cover study records, statistical analysis, laboratory operations and the software used to manage daily work.
Combine study records
Sample logs and measurement files often use different identifiers, units or date formats. Matching and checking those records produces a documented dataset with a repeatable process for adding new measurements.
For longer studies, a report can compare expected visits with completed records and identify missing follow-up measurements. Study coordinators can distinguish information that has not been collected from information awaiting entry.
Plan laboratory work
Equipment bookings, sample volumes and processing times support estimates of staff time at each stage of a study. Comparing planned and completed runs helps laboratory managers assess workloads before changing a schedule or adding another batch.
Laboratory workload
Compare the time needed for a planned volume of samples with available work hours.
- Estimated work
- —
- Time remaining
- —
Preparation time may increase with the number of samples, while an instrument run may take the same time across several batch sizes. Recorded work provides a way to check those assumptions and improve the estimates.
Reproduce and extend an analysis
Research projects can reproduce an existing calculation, compare measurements across groups or examine changes over time. Checks can include alternative statistical methods and different treatments of missing values.
Code, figures and method documentation allow the analysis to be run again when new measurements arrive. The documentation identifies the records included and the decisions made during preparation. Imaging projects may first require file preparation and quality checks for a later analysis.
Improve everyday research systems
An internal application can track requests through review and completion, including the responsible contact and next action. Searchable protocols and equipment instructions can link each result to the approved document and version.
Routine exports, recurring reports and checks on file transfers are also suitable areas for project work. The required records, access and research guidance depend on the scope.