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Safety lessons from a brief analysis of Grand Canyon risk

If you’re a regular Grand Canyon hiker, you’ve probably heard of the book Over The Edge: Death in Grand Canyonir?t=denisetraver&l=as2&o=1&a=0984785809 Safety lessons from a brief analysis of Grand Canyon risk. The book is a compilation of all deaths known to have occurred within Grand Canyon, and its narrative style does an excellent job of not only explaining how tragic situations unfold, but also how they could have been (and can be) avoided. Dan Hopkins, a writer for FiveThirtyEight, recently analyzed some of the data reported in the book. In a previous incarnation, FiveThirtyEight was a website devoted mostly to polling data and poll aggregation. It now reports on a variety of topics that can be subject to statistical analysis. In his article, Hopkins examines the month-by-month breakdown of fatality statistics and attempts to account for a dip in fatalities during July, the park’s busiest month.

Chart by Dan Hopkins, FiveThirtyEight
Chart by Dan Hopkins, FiveThirtyEight

Hopkins’ analysis excludes data from aviation accidents, a small number of which account for a relatively large fraction of total fatalities. By Hopkins’ account, falls and heat-or-weather-related deaths respectively comprise 34% and 25% of non-aviation-related fatalities between 1867 and 2008. Hopkins hypothesizes that extreme inner-canyon temperatures during the summer months depress backcountry use “dissuade people from pushing themselves beyond their limits.” He also reports fewer weather-related fatalities during July and August (11 and 8 deaths, respectively) than May and June (14 and 16 deaths, respectively). It seems like a plausible hypothesis, but he concludes on the basis of a computational experiment he ran that the fluctuation in July could be mere chance. The experiment assumed an equal risk of death among all visitors. The catch, though, is that risk is not spread equally among all visitors. The risk of heat-related fatality is higher among backcountry users who venture below the canyon’s rim than among front-country sightseers who never leave the park’s higher, cooler elevations. After reading the article, I tracked down backcountry use statistics for the park. (PDF – 600 kb)

Monthly permitted user-nights in Grand Canyon National Park's backcountry, 2009. In July, when there are fewer park fatalities than in June or August, the backcountry sees diminished overnight use.
Monthly permitted user-nights in Grand Canyon National Park’s backcountry, 2009. In July, when there are fewer park fatalities than in June or August, the backcountry sees diminished overnight use.

The above chart shows the number of “backcountry user-nights” per month. In other words, it shows the total number of nights spent in the backcountry by all users. (For example, a group of five hikers on a two-night trip would represent ten user-nights.) This data is based on permits issued by National Park Service, so it excludes day hikers. If accurate monthly data on day hiking usage existed, I suspect that it would exhibit a similar but less dramatic pattern. At any rate, the drop in summer usage is really quite dramatic. It gets hot in the inner canyon during the summer. The personal risk of heat-related illness or death generally increases with temperature. However, most backpackers schedule their trips to coincide with better weather conditions. The summer dip in weather-related deaths coincides with the summer dip in backcountry use.

The hot summer months of July and August have seen fewer deaths than May and June. The aggregate number of monthly weather-related deaths is not well-correlated with the average inner-canyon temperature.
The hot summer months of July and August have seen fewer deaths than May and June. The aggregate number of monthly weather-related deaths is not well-correlated with the average inner-canyon temperature.
As the temperature rises, individual hikers are at greater risk of heat-related illness and death. However, backcountry usage decreases during the warmer months. July and August have fewer backcountry user-nights, and fewer heat- and weather-related deaths than May and June.
As the temperature rises, individual hikers are at greater risk of heat-related illness and death. However, backcountry usage decreases during the warmer months. July and August have fewer backcountry user-nights, and fewer heat- and weather-related deaths than May and June.

For reasons that are not clear to me, August has more total non-aviation-related deaths than does July. I haven’t done a complete breakdown of the reporting in Over the Edge, so I can’t confidently speculate on why that might be. However, I do think that Hopkins’ initial hypothesis is on the right track. The summer heat may not dissuade foolhardy visitors from pushing their limits once they’re already in the canyon, but it does have an effect on overall backcountry visitation. I see a few take-home lessons in these numbers.

Firstly, the midsummer decrease in heat-related deaths is not nearly as dramatic as the midsummer drop in overnight backcountry usage. This suggests a heightened risk of heat-related illness or death during July and August. (No surprise there.)

Secondly, it’s sobering to see how many weather-related deaths happen in late spring. Hikers should be wary of the false sense of security that may accompany an hour or two of nice weather in the morning.

Finally, it’s important to note that the weather and environment at Grand Canyon pose risks all year long. Hikers should take seasonally appropriate measures to minimize risk. Start off by reading, understanding, and following the “Hike Smart” guidelines published by National Park Service.