FAANG-Standard Interview Preparation Guide: Applied Scientist (Entry Level)
Applied Scientist
entry
7 rounds
Updated 2/22/2026
FAANG companies conduct rigorous, multi-stage interview processes for Applied Scientist roles to assess research capability, machine learning fundamentals, coding proficiency, problem-solving approach, and cultural fit. For entry-level positions, the process emphasizes learning ability, foundational knowledge, and potential to grow into independent research contributions. The typical process includes an initial recruiter screen, multiple technical phone rounds covering ML theory and coding, followed by on-site interviews assessing hands-on problem-solving, applied research thinking, and alignment with company culture and research values.
Interview Rounds
1
Recruiter Screening
30 min5 focus topicsbehavioral
2
Technical Phone Screen - Machine Learning Fundamentals
60 min6 focus topicstechnical
3
Technical Phone Screen - Research Problem Solving
60 min6 focus topicstechnical
4
Onsite Interview - Applied Machine Learning and Coding
75 min6 focus topicstechnical
5
Onsite Interview - Deep Learning and Advanced Topics
60 min6 focus topicstechnical
6
Onsite Interview - Applied Research and Prototyping
75 min6 focus topicscase study
7
Onsite Interview - Behavioral and Cultural Fit
45 min6 focus topicsbehavioral