Exempt employees are not entitled to overtime pay under the Fair Labor Standards Act (FLSA) due to their job duties and salary level, whereas non-exempt employees must receive overtime pay for hours worked beyond 40 in a workweek. The classification is crucial for employers to ensure compliance with labor laws and for employees to understand their rights to compensation.