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Dnyanesh G. Bhave MEP Consultant Interview Questions and Answers

Updated 30 Sep 2024
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Q1. How to understand customer behaviour based on credit card transaction? What would be your approach?

Ans.

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

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Q2. What are different types of join? And how they differ from each other?

Ans.

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

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Q3. What are different types of banking products?

Ans.

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

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Q4. Details of different types of derivatives.

Ans.

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

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Q5. Explain complete data pipeline end to end flow

Ans.

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

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Q6. Explain ML Project

Ans.

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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