Marcus Oyelaran

Hiring systems mistake confident résumés for actual building ability and miss stronger candidates.

Locking scoring criteria before review prevents reviewers from shifting standards mid-process.

Type II audits prove hiring platforms controlled candidate data over time, not just at one moment.

Hiring managers must look beyond inflated titles to evaluate actual scope, ambition, and influence.

Senior ICs and managers follow parallel paths with fundamentally different success measures.

Real work samples beat generic puzzles at predicting job performance.

Rigid keyword filters miss unconventional paths to strong UX skills.

Companies screen out their best candidates before human review even starts.

Whiteboard coding predicts interview performance, not job performance.