A report taking two days usually contains collection, cleaning, reconciliation, calculation, explanation, and graphics.
A report taking two days usually contains collection, cleaning, reconciliation, calculation, explanation, and graphics. A BI tool can present data well, but it cannot know whether a bank file was copied correctly or a customer counted twice. Measure time and error in each step before building a dashboard.
Observe three real preparation cycles and define source, date cut-off, owner, and calculation rule for each metric. Remove repeated copying, close data at a fixed time, and move recurring reconciliations into an exceptions table. A number without a way to reproduce it is not a reliable management report.
Start with one report that drives a decision, such as profitability by customer or open debt, rather than twenty tiles. Once numbers agree with the manual report, add refresh and alerts. BI then saves time without hiding source contradictions.
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About the author
Yehonatan Saadia
Freelance automation, web & MVP developer
I'm Yehonatan Saadia, a senior developer who builds business automation, custom websites, and MVPs for small and mid-sized companies across the US, Europe, and Israel. These guides come from real client work, not theory.
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