I applied online (saw the ad on LinkedIn) Two weeks later, the recruiter reached out and asked me to schedule a first interview. 40min-60 min first interview with recruiter 30 min interview with hiring manager Case study (flexible timeline; I had a week) Case study presentation (1.5 hour) Stakeholder interview Offer