Auditability
Every number shows its working. Every forecast, how far to trust it.
Open any figure to see how it was worked out — the summary, the path through the graph, the records and the query — and take it away as a PDF, Excel with live formulas or SQL. Open any forecast or model to see whether to trust it: every model that was tried, how each did on back-tests, and a grade with its reasons in words.
- Accuracy against the baselineA
- 80% range held in back-testsA · 9 of 10
- Stability of the last quarterB
Auditability, part by part.
- 01
How we got this?
Behind every answer and chart: a summary in words, a diagram of the path through the graph, the records and the query. Download it all as a zip, a one-page PDF, Excel with live formulas, a SQL script or text.
- 02
Can I trust this?
On every forecast: each model that was fitted, ranked on back-tests; how often each range held; and a grade — the lowest of three checks — with its reasons in words.
- 03
Model cards
On every prediction: how the model did, every model compared, its drivers, how it errs, and a fairness check on yes/no predictions (by gender and age band for attrition risk) — and what it should and should not be used for.
- 04
Checked, worded, kept
Every figure is checked against what the tools returned for that question; root causes are worded by the strength of the evidence, never as proven; a saved plan keeps the records it was worked out from.
Answer, Open the working, Check the confidence, Keep the record.
- Step 1
Answer
The point first, with its figures.
- Step 2
Open the working
How we got this: summary, diagram, data, query.
- Step 3
Check the confidence
Can I trust this: models, back-tests, grade.
- Step 4
Keep the record
Download it, or keep it with the plan.
The audit trail, everywhere
- Every answer and chart
- How we got this? — Summary, Diagram, Data and SQL; a forecast or prediction opens its own view of the data, records and tests.
- Every download
- Zip, one-page PDF, Excel with live formulas, SQL script, text.
- Every forecast
- Can I trust this? — every model, its back-tests, how often each range held, and a grade with reasons.
- Every prediction
- A model card — performance, every model, drivers, fairness, how it errs, use and limits.
- Every root cause
- Each step with its graph queries, and findings worded by the strength of the evidence.
- Every saved plan
- The records it used — download them, or work it out again.
- Every KPI
- Its definition, checked as a dry run, and each change kept as a version.
Questions it answers, in your words.
- “How was this attrition figure calculated?”
- “Can I trust this headcount forecast?”
- “Is the attrition-risk model fair across genders?”
On the same model and graph
Your next people decision, with the why attached.
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