Demonstration project — synthetic data

Business Expense Analysis

Understand spending, suppliers and variance against a stated budget.

The problem.

Separate expense exports obscure category totals and supplier concentration.

Illustrative business scenario only. No real organisation, client result or confidential record is represented.

The process.

Group recorded expenses by month, category and supplier; compare with synthetic monthly budgets and flag unusually large transactions for review.

Synthetic input data

Inspect the source records and download the demonstration assets in the interactive workspace below. Transformations run locally in your browser.

The result.

Use the filters, inspect the records and compare the calculated outputs.

Data-quality notes & limitations.

An unusual transaction is a review flag, not evidence of fraud. Budgets are explicit synthetic inputs; no tax or accounting advice is implied.

Findings are calculated from the selected synthetic records in the workspace above. They describe these inputs only and do not predict business outcomes. A real engagement requires agreed definitions, source checks and a factual review.

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