Can Row-Level Reconciliation Catch Benefits File Returns?

Research question: Does row-level reconciliation reduce false acceptance when a provider receives a file but returns some records?

Method: Generate fifty synthetic files with accepted transport receipts. Seed accepted rows, missing identifiers, invalid dates, duplicates, and pending provider questions.

Measures: Report false acceptance, missed returned rows, unnecessary resubmission, agreement, and time per file. Lock the classification and calculation rules before review.

Decision boundary: Reviewers identify evidence conditions. They do not determine eligibility, coverage, contributions, effective dates, or provider obligations.

Limitations: Provider codes and formats vary, and synthetic error frequencies cannot estimate live failure rates. A live pilot needs approved definitions, privacy review, an audit trail, and a stop condition.

References: National Institute of Standards and Technology, Cybersecurity Framework 2.0 (https://doi.org/10.6028/NIST.CSWP.29); National Institute of Standards and Technology, Privacy Framework 1.0 (https://doi.org/10.6028/NIST.CSWP.01162020); U.S. Government Accountability Office, Standards for Internal Control in the Federal Government, GAO-14-704G (https://www.gao.gov/products/gao-14-704g); Philippine Statistics Authority, Annual Survey of Philippine Business and Industry (https://psa.gov.ph/statistics/annual-survey-philippine-business-and-industry). These publications provide control, privacy, evidence, and sector context. They do not evaluate Outsourced Employment or these synthetic cases.