Health care-associated infections (HAIs) significantly impact patient outcomes, hospital expenses, and mortality rates in the United States. Hand hygiene stands as the most effective preventive method. While manual observation often produces biased results, Electronic Hand Hygiene Monitoring Systems (EHHCM) offer evolving methods for more accurate adherence assessment.