Before & After: Better Data Stories in 15 Minutes

People Analytics World PAWorld mark
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Before-and-after fixes that speed decisions across HR dashboards and updates.

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What do you want to learn about?

This session explores

  • A repeatable makeover flow: remove clutter, focus comparisons, label directly, and state the ask.
  • Chart choices that speed sense-making: lines vs bars, small multiples, and when to show rates of change.
  • Context and causality: baselines, thresholds, and short annotations that explain the shift.
  • From dashboard to decision: explicit owner, time horizon, and the next step.
  • Real-time and AI-assisted notes: alert priority, cooldowns, provenance tags, and bias checks.
  • People analytics examples: attrition risk, hiring backlog, skills coverage, and pay-equity monitoring.

Why this matters

Leaders are asked to act on people metrics faster than ever, while automation can trigger changes without a human in the loop. Poorly framed visuals waste time, erode trust, and slow adoption. Clear before-and-after standards turn streaming dashboards and AI annotations into decisions that stand up to CFO, audit, and regulatory scrutiny – reducing rework and risk.

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