Work

Improving the efficiency of testing database functionality through statistical involvement

Year: 2015
Type: article
Abstract: As a registered clinical trials unit we develop customised databases to collect and store study data and manage clinical trials; these databases need rigorous testing to ensure they function as intended, that data validation is implemented correctly and that study data extracts are complete and accurate. We describe how, with statistical involvement, the testing has been streamlined and the timelines reduced. The database specification, produced at the start of the database development process, details how data should be stored in the study database. Statistical programs have been written to create datasets from this specification document that are then used to test the database extracts. These datasets created are imported directly into the study databases by the IT team, thereby eliminating the need for test data to be entered manually. Once uploaded, extracts are produced and compared statistically with the original datasets. This process allows any issues, including incorrect mapping of labels to numeric values and extracting of variables under incorrect names, to be quickly identified and resolved.
Source: Trials
Language: English
Open Access status: gold
Estimated APC paid: $2,790
OpenAlex ID: W2272900005
FWCI: 0.605
Cites:
Cited by: 2
Related to: 10