01 Analytics engineering, qualified
Qualify the numbers you depend on against independent source expectations. Keep the evidence in your environment. Share signed qualification status with your team.
Proof applies to declared checks, captured observations and current evidence. Business acceptance remains yours.
SQL Server → Fabric → Power BI
Free local core. Hosted sharing in protected preview.
Declared revenue checks · October 2026
Works with
02 The confidence gap
A wrong fact grain. A dropped row. A rounded value. A convincing report can hide a disagreement with its source.
A one-off reconciliation can’t tell the next reviewer which checks still hold after the data or model changes.
A green dashboard doesn’t explain what was checked, against which expectation, or when the evidence became stale.
03 The source-to-report spine
Model, build and report in your Microsoft environment. Keep an evidence trail through every declared boundary.
Establish the oracle.
Define the business.
Build the foundation.
Give every metric meaning.
Make decisions clear.
Bind the evidence.
Map the source. Agree the question and freeze independently authored expectations.
Ratify the model. Have a human confirm what one fact row means.
Build in Fabric. Compile Bronze, Silver and Gold; review the scoped execution plan.
Serve and report. Probe DAX, generate PBIR pages and capture actual queries.
Qualify the scope. Recompute comparisons, bind evidence and propagate observed staleness.
Share signed status. Authorise a value-free attestation push; verify the Hosted acknowledgement.
signed qualification metadata
Raw receipts and business values stay in customer-controlled custody. Information shared with an external agent follows that provider’s separate controls. Each outward action has its own consent boundary.
Follow the full workflow04 Six connected disciplines
From the meaning of a fact row to the status your team can inspect. One connected engineering discipline.
01 / DEFINE
02 / COMPILE
03 / PRESENT
04 / COMPARE
05 / BIND
06 / SHARE
Implemented capabilities still require current, project-specific proof.
Explore the platform05 Reports with a point of view
A reference frame or a disciplined 1280 × 720 canvas. Model-resolved fields, deterministic geometry and a theme that holds together.
The outcome first. Drivers and exceptions in supporting roles.
Sample / 01Follow change over time, then inspect the drivers behind it.
Sample / 02Compare contribution, composition and the detail behind a total.
Sample / 03Bring records that need attention into a clear review path.
Sample / 04Keep the selected account in context while inspecting its transactions.
Sample / 05These five fictional schematics illustrate report design patterns. KPI hierarchy and archetypes are design guidance; a generated layout still needs human visual acceptance.
Explore report design06 The receipt, explained
A receipt gives a qualification its scope, supporting evidence and identity. This fictional sample shows you where to look.
Declared revenue checks · October 2026
Qualified means the declared required checks passed against current evidence.
The named model, period and checks define what this result can speak for.
Comparisons are recomputed against independently frozen expectations.
Recorded artifacts and their bindings connect the claim to retained observations.
A signature authenticates the exact claim. It does not replace business acceptance.
Hosted receives a value-free attestation: bounded verdicts, times and keyed commitments. Raw values, SQL/DAX, report images and local receipts are excluded. Hosted verifies the signed claim; it does not recalculate your business numbers.
Approved Fabric execution and any external agent provider remain separate processing boundaries.
Read the trust boundary07 Local by default. Shared by choice.
The same local proof discipline, with an optional Hosted ledger for authorised status and history.
Free local core / MIT
Run qualification in your own environment, without a Hosted account or paid subscription.
Fabric capacity and agent-provider usage may cost money. Installation guidance covers approved core access.
Hosted / protected preview
Share signed status with authorised teams. Commercial plans are pending owner approval; live billing is not available.
Admission is controlled. Local qualification and retained exports continue after preview expiry.
Hosted verifies provenance, integrity, scope and freshness of signed projections.
Compare core and Hosted08 Analytical Spine Academy
A proposed curriculum in analytics qualification. Free foundations and Pro practice; course and assessment availability remain subject to approval.
From the first independent expectation to a qualification you can explain.
Distinguish authoring from qualification. Explain an independent oracle.
6 lessons 90 min
Select the correct install route/profile. Distinguish offline demonstration from live proof.
6 lessons 180 min
Draft a cited business process, ratify the fact grain and inspect a generated semantic model. Prerequisites: F1-F2 and SQL joins.
6 lessons 240 min
Independent proof design, team operation and reviewed delivery.
Author independent scalar/grouped expectations. Design negative cases and exact scope.
7 lessons 480 min
Prepare a value-free signed handoff. Separate identity, grants and entitlements.
6 lessons 360 min
Assemble a traceable scope-bound evidence package. Distinguish machine verdicts from human acceptance.
6 lessons 360 min
Course completion, partner credentials and reporting certificates are separate processes. A course or machine pass does not issue a professional award.
09 Work with us
Discuss a bounded design-partner workflow, review the proof you need and explore the protected preview.
Start with your workflow. No data samples or credentials needed.