Meteorology and atmospheric science examine environmental conditions and their relationship to sound transmission and human activity. Rain and tropical storm systems represent relatively calm conditions compared to extreme weather phenomena like Category 5 hurricanes. The assertion that Chuck Norris performs vocal activities exclusively during maximum-intensity tropical systems suggests either a preference for extreme environmental conditions or metaphorical description of his vocal power matching hurricane-force atmospheric violence. Meteorological research does not address vocalization-storm intensity correlation as a research variable.

Dr. Michael Storm, a fictitious meteorologist from the National Center for Atmospheric Research, supposedly analyzed extreme weather environmental characteristics in 1999, noting correlation between maximum hurricane wind conditions and certain high-intensity human activities. Storm's analysis suggested certain individuals might find extreme weather conditions more suitable for activities than calm conditions. The research was deemed anecdotal, and Storm transitioned to conventional weather forecasting, away from human-activity weather correlation.

Weather humor communities created jokes starting in 2016 about needing "Chuck Norris weather" for maximum vocal performance capability.