LimeRoad Business Analyst Interview Questions and Answers

Technical + Analytics
I gave my coding test this august 2024, it was purely based on SQL coding
8 question, 3 easy, 3 intermediate and 3 hard.

Q1. Introduction and explain any one of the projects plus what was the analytics you used
Ans. 
Implemented a project to optimize marketing campaigns using predictive analytics
• Developed a predictive model to identify the most effective marketing channels

• Utilized data from past campaigns to train the model

• Used techniques such as regression analysis and decision trees to analyze the data

• Generated insights on customer behavior and preferences to improve campaign targeting
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Q2. SQL coding, shared screen and was asked to find cumulative sum of cost for a table.
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Basic RCA question to diagnose falling numbers in a matrix.

Basic left join, right join, sub query, ranking etc.

Q1. Find 3rd highest salary using SQL
Ans. 
Use SQL query with ORDER BY and LIMIT to find 3rd highest salary.
• Use SELECT statement to retrieve salary column

• Use ORDER BY clause to sort salaries in descending order

• Use LIMIT 2,1 to skip first two highest salaries and retrieve the third highest salary
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Q2. Queries on self join
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Q1. Questions on Power B, DAX etc.,
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1. Tell me about yourself
2. Estimate the number of hospitals in India

1. There has been a decrease in 20% of the users in the past 3 days in online pharmacy application, what will you do now?

Q1. Salary negotiation on what were last salary and related questions
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Q2. How soon can you join?
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Q3. Are you holding any other offer, in case you do..they will try to match it which ideally depends on your interview.
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Q4. Are you comfortable relocating to the office location?
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45 minutes coding test

Q1. 2 nd round was technical.
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Q1. Third round was technical
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8 sql questions
1 hard, 4 easy and 3 medium

Q1. Tell me about yourself. Your responsibilities in current role.
Ans. 
I am a Business Analyst with experience in data analysis, process improvement, and stakeholder management.
• Analyze data to identify trends and insights

• Improve business processes through automation and optimization

• Manage relationships with stakeholders to gather requirements and ensure project success
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Q2. SQL based basic questions. Output of left join and inner right join
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Q3. Any notable project you’ve done which made any remarkable change in business
Ans. 
Implemented a data analytics project that optimized inventory management, resulting in a 20% reduction in costs.
• Analyzed historical sales data to forecast demand and optimize inventory levels

• Implemented a new inventory management system based on data-driven insights

• Collaborated with cross-functional teams to ensure successful implementation

• Monitored key performance indicators to track the impact of the project
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Q4. Difference between DDL and DML
Ans. 
DDL stands for Data Definition Language and is used to define the structure of database objects. DML stands for Data Manipulation Language and is used to manipulate data within the database.
• DDL is used to create, modify, and delete database objects like tables, indexes, etc.

• DML is used to insert, update, delete, and retrieve data from the database.

• Examples of DDL statements include CREATE TABLE, ALTER TABLE, DROP TABLE...read more
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Q5. How null behaves in different types of joins
Ans. 
Null behaves differently in different types of joins in SQL
• In INNER JOIN, rows with NULL values are excluded from the result set

• In LEFT JOIN, rows with NULL values from the left table are included in the result set

• In RIGHT JOIN, rows with NULL values from the right table are included in the result set

• In FULL OUTER JOIN, rows with NULL values from either table are included in the result set
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Zepto search bar base case study

Q1. What do I do in my existing job?
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Q2. Why do you want to leave your existing job?
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Q1. Tell me about yourself?
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Q2. Why would you like to join our organisation?
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