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Analysis / Data engineering and quality

Standardize reporting timezones and date cutoffs

Recalculate reporting dates in an agreed timezone, inspect daylight saving and cutoff effects, and expose unresolved offset free timestamps.

A starting point for

Data analyst · Analytics engineer

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Your starting prompt.

Compare [current daily report] with totals recalculated from [event timestamps] in [business timezone] using [cutoff rule]. Inspect daylight saving transitions, midnight boundaries and timestamps without offsets. Show which records move between reporting dates and explain the variance. Propose a documented timestamp normalization Model, but keep unresolved timezone assumptions visible instead of silently assigning a local timezone.

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Method and review

Keep the assumptions visible.

Profile keys, row counts, types, missing values and join cardinality. Retain source lineage and concrete exception records so a correction can be checked.

For this task, check

Offset free timestamps cannot always be converted accurately without source timezone evidence.

This starting prompt has no published worked example yet. Begin with a small sample and check the calculations before relying on the result.

Before you begin

  • Bring exports you are allowed to upload, or data your Workspace can already query.
  • Choose the reporting period and agree what each record represents.

Work with permitted files or queryable data. Verify the result against the original records.

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Make it your investigation.

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