Finding the Second Highest Salary
This challenge involves identifying the second-highest unique salary from a given dataset of employee salaries. This is a common task in data analysis and reporting, where you might need to find top performers or segment employees based on salary tiers.
Problem Description
You are given a table or a list of employee records, where each record contains an employee's ID and their salary. Your task is to write a function or query that returns the second-highest unique salary.
Requirements:
- The solution should consider only unique salary values. Duplicate salaries should be treated as a single occurrence for ranking purposes.
- If there is no second-highest salary (e.g., only one unique salary exists, or the table is empty), the function should return a specific indicator (e.g.,
NULLor a designated value).
Expected Behavior:
- Given a list of salaries, identify the highest unique salary and then find the next highest unique salary.
- The order of employees in the input does not matter.
Edge Cases:
- Empty Input: What happens if no employee records are provided?
- Single Unique Salary: What if all employees have the same salary, or only one unique salary value exists?
- All Salaries Distinct: The standard case where all salaries are different.
- Multiple Employees with Highest Salary: Ensure the second-highest is correctly identified even if multiple employees share the top salary.
Examples
Example 1:
Input:
Employees = [
{"id": 1, "salary": 100},
{"id": 2, "salary": 200},
{"id": 3, "salary": 150},
{"id": 4, "salary": 200}
]
Output: 150
Explanation: The unique salaries are 100, 150, and 200. The highest is 200. The second highest unique salary is 150.
Example 2:
Input:
Employees = [
{"id": 1, "salary": 100},
{"id": 2, "salary": 100},
{"id": 3, "salary": 100}
]
Output: NULL
Explanation: There is only one unique salary (100). Therefore, there is no second-highest unique salary.
Example 3:
Input:
Employees = []
Output: NULL
Explanation: The input list of employees is empty. There are no salaries to process.
Constraints
- The number of employee records can range from 0 to 10,000.
- Salaries will be positive integers, ranging from 1 to 1,000,000.
- Employee IDs will be unique integers.
- Your solution should aim for an efficient time complexity, ideally better than O(n^2) where n is the number of employee records.
Notes
- Consider how you will handle the uniqueness of salaries before determining the ranking.
- Think about different approaches: sorting, using sets, or specialized data structures.
- The specific return value for "no second highest salary" should be clearly defined in your implementation (e.g., returning
null, an empty optional, or a specific sentinel value). For this challenge,NULLis the expected indicator.