7. CHALLENGES: NOISE & COMPLEXITY
Shop/Not shop in supermarket Selected/Not
selected for a job:
clear patterns
no clear patterns
8. ML IN RECRUITMENT: HOW?
o Candidate A selected for job B, X other candidates not selected
o Patterns in profiles of selected candidates?
o Predict chances of success for new candidates based on this pattern
o “Technology is a useful servant, but a dangerous master”
o Garbage in, garbage out
9. ML: THE DREAM
V.1: ranking applicants
For high-volume recruitment
V.2: raking search queries
For efficient candidate searches and reduction of spam
(no more ‘spray and pray’)
V.3: personalized job suggestions/success prediction
Don’t reject → refer
Service to candidates
(in combination with e-learning/assessment)
11. PERSONALITY
o Insight into soft skill development of our candidates
o 200 questions, average completion time 15 mins
o Based on the Big 6 personality model
o Comprehensive report including scores on 38
personality factors
TALENT SCAN