Data Reconciliation: Why Reports Rarely Match on the First Attempt

Ravendracroma18 Feb, 2026Education

Data reconciliation is the process of matching data from multiple sources to ensure accuracy and consistency. Reports rarely match on the first attempt due to data entry errors, missing values, timing differences, duplicate records, or inconsistent formats. Careful validation, cleaning, and cross-verification help align numbers and build reliable, trustworthy insights.