This question evaluates understanding of basic statistical concepts and numerical computation—specifically population versus sample variance—and tests algorithmic implementation skills, edge-case handling, and complexity reasoning within the Coding & Algorithms domain.
Given a Python list of numeric values, write a function to compute the variance without using external libraries such as NumPy or pandas.
Clarify any assumptions you make, such as: