Case study 04 · Business analytics

Database-to-report workflow

A repeatable method for moving database records into a maintained spreadsheet and a clear recurring report, with defined ownership instead of one-off exports.

Completed

Setting
Professional
Period
2026
Tools
Excel · Smartsheet · Recurring reporting
Focus
Data preparation, reporting, and decision support

Business context

Operational questions were answered by exporting records on demand, which produced a different answer each time and left no shared definition of the metrics.

Approach

  1. 01

    Defined what each recurring metric means and which record is authoritative for it.

  2. 02

    Moved source data into a maintained structure a report can read without rework.

  3. 03

    Wrote the recurring report so the same question gets the same answer in the same shape.

Results and implications

Completed a repeatable reporting workflow with defined metrics, maintained source data, and a recurring report format for operational review.

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