Systems, methods and media for testing computer-executable code involving sensitive-information domains

Abstract

Computer-implemented methods, computer-readable media and apparatuses for testing executable code in sensitive-information domains are provided. A synthetic data set is received, where the synthetic data set includes generated subjects and corresponding information associated with the generated subjects. An active data set is received, where the active data set includes active subjects and corresponding information associated with the active subjects. The corresponding information associated with the active subjects includes sensitive information requiring privacy protection. The synthetic data set and the active data set are compared using an algorithm to identify the generated subjects that produce decisioning outcomes similar to decisioning outcomes of the active data set. A testing data set is generated by selecting the generated subjects identified using the algorithm and corresponding information associated with the identified generated subjects. The testing data set is output to a code-testing environment. Computer-executable code in the code-testing environment is tested using the testing data set.