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

Insights for the people building the workforce of 2026.

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

How to design behavioural assessments for junior and mid-level hiring
Operator's Compass

How to design behavioural assessments for junior and mid-level hiring

Behavioural assessments answer a different hiring question than technical assessments. Technical assessments evaluate whether a candidate can perform the work. Behavioural assessments help organisations evaluate how candidates approach decisions, collaboration, ambiguity, communication, and role-relevant workplace situations. For junior and mid-level hiring, behavioural evaluation is often less structured than technical evaluation despite having a significant impact on long-term hiring outcomes

Jaylekshmy Nair·June 21, 2026·16 min
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
AI features in LMS - must-haves, nice-to-haves, and marketing fluff
Buyer's Compass

AI features in LMS - must-haves, nice-to-haves, and marketing fluff

Most LMS vendors now claim AI capability, but most claims describe commodity AI integrations that don't change learning outcomes meaningfully. An honest framework for separating the AI capabilities that genuinely matter (grounded RAG, KPI-driven pathways, voice-preserving multilingual translation) from the bolt-on features designed to satisfy procurement checkboxes — and how to actually evaluate vendor AI claims against your real content.

Jaylekshmy Nair·June 12, 2026·15 min
Single-tenant vs multi-tenant LMS - what enterprise buyers should actually ask
Buyer's Compass

Single-tenant vs multi-tenant LMS - what enterprise buyers should actually ask

Most isolation requirements that procurement frames as needing single-tenant LMS are satisfied by well-architected multi-tenant platforms with strong logical isolation, dedicated resource pools, and customer-managed encryption. An honest framework for what isolation actually requires, when single-tenant is genuinely necessary, and what to ask vendors during procurement.

Jaylekshmy Nair·June 11, 2026·15 min
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