The population problem
Raw report counts tell an incomplete story because someone has to witness the hail and file a report. Sedgwick County, Kansas, home to Wichita's approximately 400,000 residents, generated 1,512 reports over 30 years. Wallace County in western Kansas—population roughly 1,500 spread across 914 square miles—logged 178 reports. Adjust for population density and Wallace County's per-capita hail frequency becomes one of the highest in the nation.
Research published in the Bulletin of the American Meteorological Society has documented this observer bias extensively. Urban counties benefit from thousands of potential spotters; rural counties depend on farmers, highway patrol, and the occasional storm chaser. A golf ball–sized stone landing in an empty pasture at 2 a.m. generates no report. The same stone hitting a Walmart parking lot at 6 p.m.
The bias works in reverse for the largest hail. Sparsely populated counties in western Kansas, the Nebraska Panhandle, and eastern Colorado likely experience more giant hail—stones exceeding two inches—than the data suggest. These regions sit in the heart of the "hail size maximum," where storm environments favor extreme updraft strength. According to National Severe Storms Laboratory research, the strongest supercells—those capable of producing baseball-sized hail or larger—occur most frequently in a zone stretching from the Texas Panhandle through western Kansas into eastern Colorado.
Consider Kiowa County, Colorado, population approximately 1,400. The county recorded 267 severe hail reports from 1991 to 2020—one report for every five residents. That's a higher per-capita rate than Weld County, despite Weld's much higher absolute count. Scale that rate to Weld's population of approximately 328,000 and you'd expect over 50,000 reports. The math doesn't work that way—Kiowa isn't 20 times hailier than Weld—but it illustrates how dramatically population density shapes the dataset.
The Storm Prediction Center has worked to address this through the integration of radar-derived hail signatures and storm reports from trained spotters, but the fundamental challenge remains: we measure hail where people live, not where hail falls.

