How I Would Solve These Tricky SQL Questions Asked in American Express Interview
SQL is a fundamental skill for any data analyst, and mastering complex queries is key to standing out in interviews. Below, I break down how I would approach solving the tricky SQL questions mentioned. Each of these challenges is designed to test both your technical proficiency and your problem-solving ability. Let’s dive into the solutions.
1. Find the Second-Highest Salary in a Table Without Using LIMIT or TOP
This is a classic problem that requires creativity. My solution:
Here, the subquery finds the maximum salary, and the outer query selects the highest salary below that.
2. Find All Employees Who Earn More Than Their Managers
Joining the table to itself is the key here:
This query compares employees' salaries with their managers' salaries.
3. Find Duplicate Rows Without Using GROUP BY
Use a ROW_NUMBER()
window function to isolate duplicates:
This identifies duplicates without relying on GROUP BY
.
4. Find the Top 10% Earners in a Table
Using PERCENTILE_CONT
:
This query extracts the 90th percentile and selects employees earning above that threshold.
5. Find the Cumulative Sum of a Column
A window function simplifies this task:
The SUM()
function with OVER
computes the cumulative sum across rows.
6. Find Employees Who Have Never Taken a Leave
A NOT IN
query solves this effectively:
This ensures only employees without leave records are selected.
7. Difference Between Current Row and Next Row
Using the LEAD()
window function:
The LEAD()
function retrieves the next row value for the comparison.
8. Find Departments With More Than One Employee
Classic aggregation with a HAVING
clause:
This identifies departments with multiple employees.
9. Maximum Value for Each Group Without Using GROUP BY
Using a WINDOW FUNCTION
:
This method avoids the need for explicit GROUP BY
.
10. Employees Taking More Than 3 Leaves in a Month
Group the leave data and filter by HAVING
:
This query isolates employees with excessive leave.
Reflections and Key Takeaways
Each of these questions tests a specific SQL skill, from basic operations to advanced window functions and subqueries. Here’s how I prepared for such challenges:
- Practice Daily: I honed my skills on platforms like HackerRank and LeetCode.
- Master Window Functions: Functions like
ROW_NUMBER()
,LEAD()
, andSUM() OVER
are crucial for handling complex scenarios. - Understand Business Context: These questions often simulate real-world scenarios, so understanding the "why" behind the query is essential.
Pro Tip: In interviews, explain your thought process clearly. Employers value logical problem-solving as much as correct answers.
If you're preparing for SQL interviews, focus on efficiency, creativity, and understanding the intent behind queries. Master these skills, and you’ll be ready to ace your interview! 🚀
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Let me know if you want me to break down more such tricky interview questions. 😊
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