Solving Walmart's Data Science SQL Question: Finding Managers with Large Teams
Dive into a common Walmart Data Science interview question. Learn how to use SQL to identify managers with large teams and boost your interview skills.
Hey there! As a senior data engineer at Walmart, I've seen my fair share of interesting interview questions.
Todayβs question touches on a few important concepts in SQL and organisational structure.
We're dealing with self-joins, aggregations, and conditional logic. So, let's dive into this question and break down how to solve it.
Even if you're not interviewing at Walmart, this is a great problem to practice your SQL skills. Ready? Here's the question:
Problem Statement
Find managers with at least 7 direct reporting employees. In situations where user is reporting to himself/herself, count that also. Output first names of managers.
Solution
To solve this problem, we need to identify managers who have at least 7 direct reports, including cases where an employee reports to themselves.
Here's a step-by-step approach to achieve this:
Step-by-Step Solution:
π Identify Direct Reports: We need to count the number of direct reports for each manager. This can be done by grouping the employees by their manager_id and counting the number of employees in each group.
π Filter Managers with at Least 7 Direct Reports: After counting the direct reports, we filter out the managers who have fewer than 7 direct reports.
π Select Manager Details: Finally, we select the first names of the managers who meet the criteria.
SQL Query:
Assuming we have a table named Employees with the columns as described, here's how you can write the SQL query:
SELECT
e.first_name
FROM
Employees e
JOIN (
SELECT
manager_id,
COUNT(*) AS direct_reports
FROM
Employees
GROUP BY
manager_id
HAVING
COUNT(*) >= 7
) m ON e.id = m.manager_id;
Explanation:
π Subquery to Count Direct Reports:
The subquery SELECT manager_id, COUNT(*) AS direct_reports FROM Employees GROUP BY manager_id HAVING COUNT(*) >= 7 groups the employees by their manager_id and counts the number of employees in each group. The HAVING COUNT(*) >= 7 clause filters out groups with fewer than 7 employees.
π Join to Get Manager Details:
We join the Employees table with the subquery result on the id of the employee and the manager_id from the subquery. This ensures that we only get the managers who have at least 7 direct reports.
π Select Required Columns:
We select the first_name of the managers from the joined result.
This query ensures that we get the first names of managers who have at least 7 direct reports, including cases where an employee reports to themselves.
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And there you have it!
I hope you found this walkthrough helpful and learned something new along the way.
Got questions about this problem? Want to practice more Walmart-style interview questions? Connect with me on a free trial session!