JUNE 2026 Coding interviews test recall. kodr.run tests engineering judgment
The Skolarli Blog

Operator's Compass

AI in hiring. Learning that moves business KPIs. Assessment integrity. Real practitioner playbooks for L&D and TA teams.

How to build a structured interview rubric that produces consistent hiring decisions across panels
Operator's Compass

How to build a structured interview rubric that produces consistent hiring decisions across panels

A structured interview rubric that produces consistent hiring decisions is an operational system, not a scoring template. Four components working together — competency definitions tied to role requirements, behavioural evidence indicators, anchored scoring bands, and panel calibration discipline. The operational sequence for building rubrics that hold up across panels and over time.

Vinay Kannan·June 21, 2026·17 min
How to structure a multi-stakeholder campus hiring programme that actually produces good hires
Operator's Compass

How to structure a multi-stakeholder campus hiring programme that actually produces good hires

Campus hiring at meaningful scale is a multi-stakeholder coordination problem first, candidate volume processing second. The operational sequence for designing drives that produce hires the organisation actually wanted — stakeholder mapping, cohort architecture, assessment configuration, calibration protocols, execution sequencing, post-campus integration.

Vinay Kannan·June 16, 2026·18 min
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