The problem is that antigen testing (for the presence of active virus in an infectious patient) has often been a very incomplete or biased sampling—in California, for instance, until early April it was impossible to get a test unless you were presenting profound signs and symptoms, and sometimes not even then—and a lack of antibody testing means we don’t really have any good idea of how many people were essentially asymptomatic, with ‘official’ estimates ranging from 20% all the way up to >80% of asymptomatic carriers. We also don’t know for how many days presymptomatic carriers can be infectious prior to presenting symptoms, and how long after symptoms subside that they stop being infectious. We don’t know how long asymptomatic carriers can be infectious or just how much virus they may shed. We do have some pretty clear signs that the virus may be aerosolized to a degree even in asymptomatic or presymptomatic patients due to the large amount of community transmission but just how much that occurs versus droplet and fomite transmission is not well characterized. There is also the large discrepancy in severe morbidity and mortality between pale skinned people and those with darker skin (not just blacks but Hispanics, Indians, et cetera) and the factor of three difference between mortality in women and men. And even the number of reported deaths is not reliable; we know with a statistical degree of certainty that China underreported their deaths, that deaths in Spain and Italy are still underreported, and even in the US and Europe there is likely a significant amount of underreporting due to attributing COVID-19 deaths to other underlying conditions and lacking the ability to confirm presence of the pathogen. Even the most reliable testing data we have (from South Korea, Iceland, Luxembourg, New Zealand) are giving inconsistent measures of reproduction number and case fatality rates, and of course in the United States the large number of false negatives (reported to be in excess of 30%) makes testing barely more reliable than flipping a coin. So the data is…garbage, at least in terms of making any good predictions of future trends, hence why every leading epidemiologist is calling for widespread antibody testing.
As for applying knowledge from previous epidemics, the behavior of this virus is so out of family with influenza, measles, chickenpox, et cetera in terms of the combination of infectiousness, the latency and number of effectively asymptomatic carriers (albeit of unknown infectiousness) that this pandemic is essentially unique in living memory. The best comparison might be the poliovirus or rubella, but it has been half a century since the developed world experienced these diseases at epidemic levels which was back before air travel was common, and the general methodology of the time was to either shut down (as we are doing now) or let the contagion burn through the population until herd immunity levels were achieved because there were few other practical measures to track and trace large scale epidemics. Given that we still don’t even understand basic epidemiological properties of the contagiousness of this virus, it is difficult to make quantitative comparisons to past epidemics, but frankly, we’ve never had the means to effectively deal with an epidemic this contagious before; most of our experience successfully fighting epidemics stems from either implementing existing vaccination programs (influenza, polio, MMR< chickenpox) to achieve herd immunity prior to exposure, or dealing with pathogens like Ebola and Marburg which, while causing horrifying diseases are not very contagious and are never asymptomatic so quarantining symptomatic patients and those who have been in intimate contact with them is highly effective at containing an outbreak.
Epidemiologists an build models, vary parameters, and looking at what different conditions and different types of measures may do compared to an assumed baseline is feasible, but with such poor quality and unreliable data, making accurate predictions that aren’t uselessly broad ranges is just not realistic.
Stranger