In Etosha National Park, Namibia, the plains zebra and other herbivores experience outbreaks of anthrax. Anthrax is generally not considered to be a problem in Etosha but rather a natural regulating force in the ecosystem. However, the extent to which anthrax plays this role remains poorly understood. Estimating how many carcasses there really are will help us understand the extent to which anthrax regulates zebra and other host populations. The general approach we take is to think about all the factors that affect the probability any carcass is detected (distance from road, time since death, if and when that road was driven, how long carcasses are scavenged for) and then estimate the number of carcasses that were missed. Keeping track of both how we collect data, in addition to the items of interest themselves, can thereby allow us to tease much more information out of our data as well as avoid biasing our results. And with better estimates of anthrax incidence we can learn more about the role anthrax plays in Etosha and elsewhere.