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Cleaning Messy People Data Under Tight Deadlines

Standardizing and automating people data for a global gaming company

Client Background

A rapidly growing global gaming studio faced significant data chaos, common in environments where multiple HR systems evolve quickly during scale.

The People team had the right questions, the right intentions, and the right talent, but their data stood in the way.

The Core Problem

People data lived in Workday, the ATS, DEI files, and surveys that could not talk to each other. No shared IDs or logic meant constant rework and clashing metrics between teams. Analysts spent most of their time cleaning spreadsheets instead of doing people analytics, which slowed decisions and blocked strategic workforce conversations.

Our Strategic Intervention

We led a complete data readiness and automation overhaul.

Phase 1: Data Foundation (Audit, mapping, and shared definitions)

Audit and map every people-data system end to end, document transformation rules/edge cases, resolve conflicts and gaps, and create a shared metrics dictionary so HR, Talent, and Finance use the same definitions.

Phase 2: Automation + Quality Controls (Pipelines and standardization)

Replace manual Excel work with automated pipelines that merge siloed datasets, standardize key fields (names, job families), align DEI categories, and run nightly refreshes with validation checks to protect data quality.

Phase 3: Build Real-Time Dashboards

Launch real-time dashboards that unify the candidate-to-employee funnel, DEI trends, headcount budget vs. actuals, and Team Health insights—then drive adoption by walking leaders through data lineage, metric sources, and known limitations so they can use the outputs confidently.

Outcome Metrics

  • Data processing time cut from 16–20 hours per refresh to under 30 minutes
  • 60% increase in reporting accuracy after standardizing fields and definitions
  • 70% time savings per analyst per week, shifting work from cleanup → insights
  • 90% reduction in data discrepancies across HR, Recruiting, and DEI dashboards
  • Real-time dashboards refreshed daily, eliminating lag in leadership insights
  • 35% faster delivery of ad hoc people data requests
  • 2–3 hours saved per HRBP weekly due to simplified, consistent metrics