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Validation Workbook Artifact

Data Quality Validation & Exception Management

This artifact simulates an Excel-style validation workbook used to review reporting readiness, identify incomplete records, flag exceptions, and support repeatable monthly healthcare reporting processes.

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Portfolio Demonstration Environment

All data, member identifiers, reporting records, metrics, and examples shown on this page are simulated for portfolio demonstration purposes only. No actual patient, member, provider, employer, healthcare organization, or health plan data is displayed.

Exception Summary

1,139
Total Records
997
Passed
142
Failed
5
Review Queue
87.5%
Accuracy

Workbook Validation Engine

MIF
Patients
Activities
Exceptions
Submission
Dashboard
Record ID Plan Status Outreach Date Result
DEMO001A Anthem Outreach Blank Fail
DEMO002B PHP Enrolled Present Pass
DEMO003C Centene Outreach Missing Fail
DEMO004D SFHP Declined Present Pass
DEMO005E SCFHP Active Missing Review

Formula Library

Formula 1: Eligibility Cross-Reference

=XLOOKUP(A2,MIF!A:A,MIF!G:G,"Not Found")

Purpose: Validates whether a member exists in the source eligibility file.

Formula 2: Duplicate Identifier Auditor

=COUNTIF($A:$A,A2)>1

Purpose: Identifies duplicate member records within the active dataset.

Formula 3: Outreach Completeness Validation

=IF(AND(Status="Currently in Outreach",ISBLANK(OutreachDate)),"Missing Outreach Date","OK")

Purpose: Flags missing outreach dates for active outreach records.

Formula 4: Incomplete Record Check

=IF(OR(A2="",B2="",C2=""),"Missing Data","OK")

Purpose: Identifies incomplete reporting rows before final submission compilation.

Business Value

Operational Achievements

  • Structured validation logic: Automatically matches data across multiple reporting worksheets to prevent human entry errors.
  • Exception tracking: Aggregates failed validations on a dedicated review tab so analysts can focus directly on error remediation.
  • Data readiness checks: Prevents premature submission of incomplete files, protecting reporting accuracy scores.
  • Repeatable reporting process: Normalizes audit workflow logic, reducing monthly report preparation times.
  • Audit-friendly documentation: Preserves logical formula tracing steps for regulatory oversight verification.
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