HSBC Group
Dnyanesh G. Bhave MEP Consultant Interview Questions and Answers
Q1. How to understand customer behaviour based on credit card transaction? What would be your approach?
To understand customer behaviour based on credit card transaction, I would analyze spending patterns, transaction frequency, and purchase categories.
Analyze spending patterns to identify high and low spenders
Analyze transaction frequency to identify regular and irregular customers
Analyze purchase categories to identify customer preferences and interests
Use data visualization tools to identify trends and patterns
Compare customer behavior to industry benchmarks and competitors
I...read more
Q2. What are different types of join? And how they differ from each other?
Different types of join include inner, outer, left, right, cross, and self join.
Inner join returns only the matching rows from both tables.
Outer join returns all rows from both tables and null values for non-matching rows.
Left join returns all rows from the left table and null values for non-matching rows from the right table.
Right join returns all rows from the right table and null values for non-matching rows from the left table.
Cross join returns the Cartesian product of b...read more
Q3. What are different types of banking products?
Banking products include savings accounts, checking accounts, loans, credit cards, and investment accounts.
Savings accounts: earn interest on deposited funds
Checking accounts: used for daily transactions and bill payments
Loans: borrowed money with interest
Credit cards: allows purchases on credit with interest
Investment accounts: used to invest in stocks, bonds, and mutual funds
Q4. Details of different types of derivatives.
Derivatives are financial instruments whose value is derived from an underlying asset or benchmark.
Types of derivatives include futures contracts, options contracts, swaps, and forward contracts.
Futures contracts are agreements to buy or sell an asset at a predetermined price and date in the future.
Options contracts give the holder the right, but not the obligation, to buy or sell an asset at a specified price within a certain timeframe.
Swaps involve the exchange of cash flow...read more
Q5. Explain complete data pipeline end to end flow
Data pipeline flow involves data ingestion, processing, storage, and analysis.
Data is first ingested from various sources such as databases, APIs, or files.
The data is then processed to clean, transform, and enrich it for analysis.
Processed data is stored in a data warehouse, data lake, or other storage solutions.
Finally, the data is analyzed using tools like SQL, Python, or BI platforms to derive insights.
Example: Data is ingested from a CRM system, processed to remove dupli...read more
Q6. Explain ML Project
ML project involves using algorithms to analyze data, make predictions, and automate decision-making processes.
Identify problem and define project goals
Collect and preprocess data
Select appropriate machine learning algorithm
Train and test the model
Evaluate model performance
Deploy model in production
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