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2 posts tagged with "hr"

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Performance Reviews Based on Data: Templates and Anti-Patterns

· 11 min read
Artur Pan
CTO & Co-Founder at PanDev

A Harvard Business Review analysis found that over 90% of managers admit their company's performance review process does not produce accurate results. In engineering, the problem is even worse: managers write vague paragraphs based on what they remember from the last two weeks. High performers who are quiet get overlooked. Loud underperformers get rated higher than they should. And everyone walks away feeling like the process was arbitrary. Data fixes this — but only if you use it correctly.

New Developer Onboarding: How Metrics Show the Ramp-Up to Full Productivity

· 8 min read
Artur Pan
CTO & Co-Founder at PanDev

You've just hired a senior developer. They start Monday. When will they be fully productive?

HR says "30 days." The hiring manager says "a few weeks." The developer themselves says "give me the codebase and I'll be fine."

Reality is different. Coding activity data tells a more honest story about what new developer ramp-up actually looks like — and it's longer than most organizations plan for.