Data and operations

A source-backed decision loop for data-rich operations

A recurring operating question draws on sales, product, customer, territory, promotion, stock, and delivery records without a single reviewable path from source to decision.

Synthetic example - not a client case study.

WORKFLOW

Select one recurring question, reconcile the approved extracts, provide a source-backed read-only workspace, and leave the decision owner responsible for pricing, inventory, sales effort, and delivery choices.

ASSUMED BASELINE

Assumed baseline: one recurring question consumes 1–5 working days from request to reviewed answer, including extract preparation, reconciliation, and analyst review. A second assumed measure is 30–90 minutes of operator time to locate and explain the answer after the report arrives. These figures are placeholders for before-and-after task timing, not expected savings.

SUCCESS TEST

Select comparable questions from the existing decision cadence. The proposed workflow must reconcile to agreed source totals, identify duplicates and missing values, show the calculation definition and freshness, link the answer to its underlying records, and reduce the question-to-reviewed-answer time against the measured baseline. The decision owner records whether the answer changed an action; that action is evidence to collect, not a promised result.

EVIDENCE NEEDED TO MAKE IT REAL

A named decision owner, recurring question list, current reports, source extracts, data dictionary, and approved definitions for each KPI.
Timed current-state tasks, analyst handoffs, corrections, exceptions, and questions that were abandoned or delayed.
Reconciliation outputs, source links, freshness events, access controls, query or report logs, and operator review notes for the assisted path.
A record of decisions made, experiments run, and follow-up measures selected by the buyer; no business outcome is inferred from faster analysis.
Permission to use redacted schemas and anonymised examples internally.

OPERATING BOUNDARY

The workflow surfaces evidence and trade-offs; the decision owner retains responsibility for pricing, inventory, sales effort, and delivery choices.

Start with the decision that is taking too long.

DISCUSS A PROBLEM

This page describes a possible engagement. It is not a client case study or a promise of results.