Why Payroll Errors Are Rarely “Human Errors” in Large Enterprises
February 6, 2026
In large enterprises, payroll errors are routinely attributed to individual mistakes. An incorrect input, a delayed file, or a missed approval is cited as the cause. This explanation is familiar,
Data is the new unicorn of the 21st century and it’s only getting bigger. Big Data companies earned $168.8 billion in revenue in 2018, and that number is expected to
Payroll employees have long been the ones to fill out excel forms, the ones that insert and transform the data, but are rarely responsible for reading and seeing trends in
Think of how much you use cash today. Not very often right? Everything is on credit cards, debit cards, and cash sending apps like Venmo/PayPal. About 50 years ago, companies
transformation is the process of converting data from one format or structure into another format or structure. Data transformation is critical to activities such as payroll formatting, data integration and