Have a face to face interview, HR is nice and professional, she conducted a brief phone/video screening to validate baseline qualifications, cultural fit potential, and ROI for proceeding. The interview involved technical case studies, psychometric testing, or role-specific simulations to objectively gauge hard/soft skills against the competency model.