Why does a weekly report take a whole working day?

Separate collecting the numbers from understanding them

Copying the same fields and applying the same rules can be repeatable work. Deciding why a result changed or whether an unusual transaction is valid often needs a person. Automating the first part should leave the second part easier to do.

Put a sensible value on the time

Suppose preparation takes six hours per weekly run. A proposed workflow reduces that to two hours, including review. For a four-week planning period:

Illustrative assumptions, not measured client results. At an assumed staff cost of $35/hour, including employment costs, 16 hours represent $560 of staff capacity. That is not automatically a payroll saving.

Setup, maintenance and failures also cost time. If the workflow changes every week, a complicated automation may require more attention than expected. The calculation should include the work that remains.

Watch one reporting cycle from start to finish

Before choosing software, write down what actually happens. The slowest visible step may not be the underlying problem.

• Which files and systems supply the inputs?
• Which corrections repeat each time?
• Where do people wait for another team?
• Which checks catch real errors?
• Who uses the report, and what decision follows?

Start with a stable, useful report

A good first candidate has a recurring purpose, accessible data and rules the team can explain. Automate a limited part, compare the output with the agreed checks and measure the real preparation time. Keep human review where it adds value. The outcome to pursue is dependable reporting with less repeated assembly work.