TL;DR: We take raw, messy timesheet data, clean and standardize it in R, convert it into accurate hour calculations, automatically generate payroll vouchers for each staff member, and produce a clean summary file for tracking and reporting-all with minimal manual effort. Note: This article is meant to be demonstrative. The goal is to show what’s … Continue reading Automating Payroll Vouchers with R: From Messy Timesheets to Clean Outputs
data-operations
The Hidden Cost of Untamed Data
At present, many of organizations' operational systems are patched together-one spreadsheet in one place, a form in another, or a last-minute count held in someone's head. While these ad hoc tools may help complete daily tasks, they do not provide a foundation for long-term improvement or scale. The organization is operating reactively rather than proactively. … Continue reading The Hidden Cost of Untamed Data
Clean Data, Clear Decisions: A Club Admin’s Guide
Introduction Imagine you’re finalizing rosters for Saturday’s matches when you discover that three players share the same name but different email addresses—and six registrations have no signed waiver on file. Suddenly, what should have been a routine check becomes a scramble to manually hunt down missing information. Sound familiar? In grassroots soccer clubs, messy data … Continue reading Clean Data, Clear Decisions: A Club Admin’s Guide
pivotfootball 