Developed and documented a data normalization feature for the amperity/amperity-docs repository, focusing on inclusive handling of nonbinary gender markers in user records. The work involved normalizing various nonbinary identifiers such as ENBY, NB, and NON-BINARY to a standardized 'X' marker, improving the consistency and quality of matching signals across datasets. Leveraging skills in technical writing and documentation, the developer updated RST-based documentation to clearly describe the new normalization semantics. This approach enhanced both data inclusivity and analytics accuracy, ensuring that user records reflected a broader range of gender identities while maintaining robust data normalization standards.