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I appeared for an interview in Mar 2025, where I was asked the following questions.
Aptitude test consisting of many Data Interpretation questions and general quant
Estimating annual razor blade sales in India involves market size, population, and usage patterns.
Population: India has approximately 1.4 billion people, with a significant portion being male, who are the primary users of razor blades.
Market Penetration: Assume around 50% of the male population uses razor blades regularly, leading to an estimated 350 million users.
Usage Frequency: If each user replaces their razor blad...
It's a general business case study round, however I was rejected in the previous round
I applied via LinkedIn and was interviewed in Jun 2024. There were 6 interview rounds.
It was an hour-long coding round, asked questions on basic pandas slicing dicing, building simple regression model, handling class imbalance in SVM
Different types of ML models, how they work, differences among them, types of performance metrics, pros and cons.
Types of ML models include linear regression, decision trees, support vector machines, neural networks, etc.
ML models work by learning patterns from data to make predictions or decisions.
Differences among models include complexity, interpretability, scalability, and performance.
Performance metrics for ML mod...
Develop a solution for inventory optimization of a Shoe retailer. Forecast sales and plan inventory at a store level for a national seller.
Why you want to join the company, Simple case (how do you use analytics to clear stock of a particular seasonal product after the peak season).
Evaluation metrics in ML assess model performance, guiding improvements and ensuring reliability across various scenarios.
Accuracy: Measures the proportion of correct predictions. Useful for balanced datasets but misleading for imbalanced ones.
Precision: The ratio of true positives to the sum of true positives and false positives. Important in scenarios like spam detection.
Recall (Sensitivity): The ratio of true positi...
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I applied via Company Website and was interviewed in Aug 2024. There were 2 interview rounds.
Uber data model design for efficient storage and retrieval of ride-related information.
Create tables for users, drivers, rides, payments, and ratings
Include attributes like user_id, driver_id, ride_id, payment_id, rating_id, timestamp, location, fare, etc.
Establish relationships between tables using foreign keys
Implement indexing for faster query performance
I applied via Approached by Company and was interviewed in Jun 2024. There was 1 interview round.
I applied via Campus Placement and was interviewed in Jul 2024. There were 3 interview rounds.
It was a 1 hour test. It consists of two sections (i) 8 ques were of Business case studies (ii) 12 ques were of quantitative aptitude.
Where clause is used to filter rows before grouping, while having clause is used to filter groups after grouping.
Where clause is used with SELECT, UPDATE, DELETE statements to filter rows based on a condition.
Having clause is used with GROUP BY statement to filter groups based on a condition.
Where clause is applied before grouping, while having clause is applied after grouping.
Example: SELECT * FROM table_name WHERE co...
Hard level maths and reasoning
Foreign travelers contribute significantly to the Indian economy through spending on accommodation, transportation, shopping, dining, and attractions.
Foreign travelers contribute to the Indian economy through spending on accommodation, transportation, shopping, dining, and attractions.
Tourism sector accounts for a significant portion of India's GDP and job creation.
Foreign exchange earnings from tourism play a crucial ...
I applied via Campus Placement and was interviewed in Aug 2024. There were 2 interview rounds.
Quants and basic dilr
Consulting offers diverse challenges, opportunities to work with various industries, and continuous learning.
Opportunity to work with a variety of industries and clients
Constantly learning and developing new skills
Solving complex problems and providing valuable insights
Exposure to different business environments and challenges
The number of fans sold in India annually varies depending on market demand and economic factors.
Sales of fans in India are influenced by factors such as population growth, urbanization, and disposable income levels.
Major fan manufacturers in India include companies like Orient Electric, Crompton Greaves, and Usha International.
The demand for energy-efficient fans has been increasing in recent years due to rising aware...
Z test is a statistical test used to determine if there is a significant difference between the means of two groups.
Z test is used when the sample size is large and the population standard deviation is known.
It compares the means of two groups by calculating the z-score and determining the probability of obtaining that result by chance.
The z-score is calculated as the difference between the sample mean and the populati...
I applied via Campus Placement and was interviewed in Aug 2024. There were 2 interview rounds.
DATA INTERPREATION 20 QUESTIONS 1 HOUR TIME
I chose this COE because of its strong reputation in the industry and the opportunity to work with cutting-edge technology.
Reputation of the COE in the industry
Opportunity to work with cutting-edge technology
Alignment of COE's goals with my career aspirations
The number of bicycles sold in Delhi is not available.
Data on the number of bicycles sold in Delhi is not provided
It would require access to sales data from bicycle retailers in Delhi
Market research or government statistics may have this information
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The duration of Bain & Company interview process can vary, but typically it takes about less than 2 weeks to complete.
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