Reporting Trust Audit

Stop arguing about the numbers.
Know which metrics your leaders can trust.

SignalCare reviews metric definitions, SQL / CCL logic, source mappings, attribution rules, exclusions, and dashboard calculations so your team can find logic gaps before leaders act on bad data.

See What We Review
Logic review in 1–2 weeks
SQL / CCL validation
Source-to-dashboard mapping
No dashboard rebuild required
Executive-ready findings

Metric Logic X-Ray

What leaders see

Quality Follow-Up Rate

72%

down 8% from last month

100%75%50%25%MarAprMayJunJulAug

Compared to last month

What SignalCare inspects under the hood

Numerator Logic

Follow-ups completed within 30 days

Denominator Logic

Eligible patients with a completed visit

Exclusions

Test patients, duplicates, deceased

Attribution

Attributed to rendering provider

Source Table

CLARITY_F_ACT_E_VISIT

Refresh Timing

Nightly at 2:15 AM

Drilldown Match

Detail totals match summary

Validation Status

3 issues identified

Demo data only. Replace with verified client data before production.

Find logic gaps before leaders act on bad data.

A beautiful dashboard with questionable logic creates executive risk.

Conflicting numbers

Different numbers across reports and teams.

Unclear denominators

Denominator rules are inconsistent or undocumented.

Missing exclusions

Key exclusions are missing or applied incorrectly.

Attribution issues

Provider or location attribution skews results.

Stale refresh logic

Data refresh timing does not match business needs.

Drilldowns don’t match

Detail data doesn’t add up to summary totals.

What we review

Metric Definitions

Clarity, intent, owner, and business rules.

SQL / CCL Logic

Validate queries, joins, filters, and calculations.

Numerator & Denominator

Confirm logic matches the business intent.

Exclusions & Edge Cases

Validate exclusions, edge cases, and data quality filters.

Source-to-Dashboard Mapping

Trace data from source tables to visuals.

Refresh Timing

Confirm data latency and refresh schedules.

Provider / Location Attribution

Validate attribution logic and grouping rules.

Drilldown Validation

Ensure detail matches summary at every level.

The Reporting Trust Audit Framework

1. Metric Selection

Select the most critical metrics and reports for review.

2. Definition Review

Review metric definitions, business rules, and intended logic.

3. Source Mapping

Map data sources, tables, and transformation logic.

4. Logic Validation

Validate SQL / CCL logic against the definitions.

5. Output Comparison

Compare dashboard outputs to expected results.

6. Fix Recommendations

Document issues and provide clear fix recommendations.

How it works

Clear process. Fast results.

1

Day 1

Select priority metrics

We align on your goals and select the highest-impact metrics to audit.

2

Days 2–5

Review logic and sources

We review definitions, SQL / CCL logic, sources, and transformation rules.

3

Week 2

Compare outputs and identify gaps

We validate results, quantify gaps, and identify risks.

4

End of Week 2

Deliver trust findings and fixes

You get clear findings, prioritized issues, and recommended fixes.

What you get

Executive Findings Summary

High-level view of risks and impacts.

Metric Definition Matrix

Complete definitions, rules, and ownership.

Logic Risk Scorecard

Risk ratings and issue severity.

Source-to-Dashboard Map

End-to-end data lineage and logic flow.

Validation Issues List

Detailed list of gaps and root causes.

Recommended Fixes

Clear fixes with impact estimates.

Optional Dashboard Roadmap

Recommendations to improve clarity, trust, and actionability.

"SignalCare helped us cut through reporting noise and validate the logic behind our most important metrics. Now our leadership team trusts the numbers and takes action with confidence."

Director of Operations

Healthcare Organization

Sample testimonial. Replace with verified client proof.

Deep Expertise

Experienced in SQL, CCL, Power BI, and healthcare data.

Platform Agnostic

We work with Oracle Health / Cerner, Epic, and other systems.

Executive Focused

Findings tailored to executive decisions and strategic impact.

Actionable Results

Practical fixes that improve trust and direction.

Ongoing Partnership

We support fixes and continuous metric improvement.

Trusted by healthcare, dental, and public sector teams to turn data into action.

Ready to know which numbers your leaders can trust in 1–2 weeks?

  • Clear scope before we build
  • Works with your existing data & reports
  • No dashboard rebuild required
  • Executive-ready findings
See What We Review