A dynamic shared-memory data race detection tool with data-scoping capabilities to reduce runtime overheads is disclosed. The tool allows users to restrict analysis of memory locations to heap and/or stack variables that are of interest to them using explicit calls to functions provided in a library that is part of the race detection tool. The application code is instrumented to insert probes at all memory instructions and linked with the data race detection library to perform data-scoped race detection.