data engineering , Data Science, Artificial Intelligence, full-lifecycle recruiting, validation roles, direct sourcing, applied research, document software, productivity tools, offer negotiation, machine learning engineering, model risk, recruiting for analytics, research outreach, passive candidate engagement, screening approaches, interview alignment, sourcing plans, project management