Workflow Challenges
Lessons teach the tools. Workflow Challenges ask you to use them.
Choose any brief. Each uses small synthetic datasets and runs independently. Time estimates are loose guidance.
Consistent product names
Prepare consistent product labels for a catalogue handoff.
Table Clean labelsOpen briefPrices that can be used
Separate usable café prices from records that need repair, retaining the original text as evidence.
Table Usable & repair listsOpen briefAn attendance handoff
Produce a chronological attendance table with identifiable learners and valid dates.
Table Attendance handoffOpen briefRepeated order exports
Remove repeated uploads while retaining legitimate repeat purchases.
Table Deduplicated ordersOpen briefCalculate a useful total
Prepare usable sales lines and their monetary totals.
Table Sales totalsOpen briefFill only what is justified
Prepare net order amounts under the billing team’s explicit missing-value policy.
Table Net amountsOpen briefConnect records to a lookup
Attach depot managers without losing deliveries that have no matching assignment.
Tables Assigned & unassignedOpen briefCombine two batches
Combine two compatible delivery exports into one handoff.
Tables Combined handoffOpen briefMake repeated measurements usable
Prepare an activity extract that keeps each value connected to its measurement and unit.
Table Long measurementsOpen briefPrepare a clean handoff
Prepare a compact café billing extract while preserving the incoming evidence.
Table Billing handoffOpen brief