KPMG
Multinational professional services network, and one of the Big Four accounting organizations.
4 Rounds
~21 Days
Medium
The Interview Loop
Recruiter Screen (30 min)
Standard fit check, behavioral questions, and resume overview.
Technical Loop (3-4 Rounds)
Deep dive into domain knowledge, coding, and system design.
Interview Question Bank
Data Scientist
•
System Design
•
hard
Design an end-to-end machine learning pipeline to automatically extract and classify entities from unstructured tax documents.
#NLP
#OCR
#Pipeline Design
#Azure ML
Data Scientist
•
System Design
•
hard
Design a credit risk scoring system for a regional bank. What data would you need, and what models would you evaluate?
#Credit Risk
#Classification
#Feature Engineering
#Explainability
Data Scientist
•
System Design
•
hard
Design a churn prediction architecture for a telecommunications client. Include data ingestion, modeling, and deployment on a cloud platform like Azure.
#Churn Prediction
#Cloud Architecture
#Azure ML
#MLOps
Data Scientist
•
System Design
•
hard
Design an anomaly detection system to identify potentially fraudulent expense claims within an organization's internal audit data.
#Anomaly Detection
#Audit
#Fraud
#Unsupervised Learning
Data Scientist
•
System Design
•
hard
Design a recommendation system for a retail client to suggest products to users based on their browsing history and past purchases.
#Recommendation Engines
#Collaborative Filtering
#Matrix Factorization
#Cold Start
Difficulty Radar
Based on recent AI-sourced data.
Meet Your Interviewers
The "Standard" Interviewer
Senior EngineerFocuses on core competencies, system constraints, and clear communication.
SimulateUnwritten Rules
Think Out Loud
Always explain your thought process before writing code or drawing architecture.