Enterprise OrganizationOperations

Workforce Analytics Migration

5-min intervals

24/7 operations

Hundreds of people

Overview

From manual spreadsheets to real-time workforce optimization on Databricks

Workforce allocation in a 24/7 operation had been managed through disconnected spreadsheets and legacy tools, a high-stakes, error-prone approach. We transitioned the client to a modern Databricks data platform that enables planning and optimization at 5-minute intervals, coordinating hundreds of people across shifts, skills, and locations. The new platform equipped operational teams with the real-time insights they need to make faster, better-informed decisions while satisfying strict security requirements.

Technologies

DatabricksDevOps (CI/CD)BicepPower BIAzure

Challenge

What we faced

  • 01Shifting from manual processes to high-frequency 5-minute interval modeling
  • 02Ensuring always-on availability for mission-critical operational users during the transition
  • 03Strict security and access control requirements across sensitive workforce data
  • 04Serving many departments and stakeholders with different needs and perspectives

Approach

How we solved it

  • 01Databricks providing the scalable compute layer for complex allocation models
  • 02DevOps pipelines (CI/CD) ensuring reliable, auditable deployments
  • 03Bicep templates for infrastructure-as-code and repeatable environment setup
  • 04Power BI delivering fast, interactive insights to operational decision-makers

Deliverables

What we built

  • 01Complete move from legacy planning tools to an operational Databricks data foundation
  • 02Granular 5-minute interval models for capacity, demand, and staff allocation
  • 03Decision-ready dashboards designed for 24/7 operational environments
  • 04Governed, consistent metrics ensuring all teams speak the same language

Results

The impact we delivered

Allocation decisions now backed by consistent, trusted data instead of spreadsheets

Shared operational view unifying teams and stakeholders around common metrics

Scalable foundation positioned for future optimization and automation capabilities

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