
Toward the end of a recent podcast, Tyler Cowen remarked that the pandemic could have been much worse, and because we’ve been through this we’ll be much better prepared next time.
At first I agreed with both observations. But while I still believe that we’ll be much better prepared next time, I have doubts as to whether it could have been much worse. This might have been the worst possible epidemic that could possibly have hit the world in 2020. It all depends on what economists call “elasticity”, which means responsiveness of behavior to changes in incentives.
I don’t doubt for a moment that one can imagine viruses that are much more deadly than Covid-19, including SARS, AIDS and Ebola. But just because a virus has a higher case infection fatality rate (IFR) doesn’t necessarily mean it leads to a higher total death toll, or a longer economic depression. The damage depends on both the IFR and the number of cases. And in general, the number of cases will be inversely related to the IFR, other things equal.
The best way to see my argument is to look at some data. When looking at incentive effects, I am going to use the term “response” rather than “policy”, because I’m interested in the response of both governments and private individuals, not just governments.
Germany has a fatality rate per million that is between 1/4th and 1/6th the rate of other populous countries such as Italy, France Spain and the UK. It seems plausible that the difference in death rates is due to a difference in response (although of course other factors such as genetics and luck may play a role.) If the disease had been 5 times more deadly, then it seems quite possible that the other big European countries would have responded as effectively as did Germany. They’d still do more poorly than Germany (which would also respond more strongly to a deadlier epidemic), but not more poorly than they actually did with Covid-19. In a deadlier epidemic, the Italians would respond more like the Germans did in this case, and the Germans would respond more like the Chinese did in this case.
[If you are thinking that Italy had the disadvantage of being hit first, then compare Germany to the UK in this thought experiment.]
Some readers may be thinking, ‘You can’t compare Germany to the other four countries, as Germans are more disciplined in following rules and their government has more state capacity.” If that’s what you are thinking, then you’ve completely missed the point. Those cultural differences are likely real, but they merely explain why Germany did better than the other four when faced with this particular epidemic. It tells us nothing about counterfactuals of how Germany and the other four would have reacted to a much more serious epidemic.
Italy responded to the epidemic in March and April far more effectively than in February. Basic Italian culture did not change in one month—they simply became more aware of the need to try to control the epidemic. Chinese provinces outside of Hubei had death rates that were only a tiny fraction of the death rates in Hubei province. That’s not because the non-Hubei provinces of China had a different culture, rather they responded differently to the epidemic because they knew more about the risks by the time it got there. The response of the population is hugely important.
So don’t confuse cross sectional comparisons of response for a given epidemic, with counterfactual responses in the same country for a wide range of hypothetical epidemics. Young people would not be having Covid-19 parties if the death rate were 50%, and almost everyone would be wearing masks. There’d be a sort of WWII mobilization push for test/trace/isolate (which helped keep the German epidemic under control.)
We know that lots of countries controlled the epidemic more effectively than the US or Western Europe. And there are wide variations even within areas like Western Europe. Had the epidemic been far worse, then many more countries would have responded much more strongly. Taiwan had a death rate of 0.3 per million from Covid-19 (so far). Assume their case fatality rate were 100 times worse, making the disease close to 100% fatal. Even in that case, and even in the worst case with no behavior response, the fatality rate in Taiwan would have been only about 30 per million. That’s less than 1/20th the UK rate. So even a highly deadly epidemic doesn’t kill that many people if controlled effectively. And the UK actually had more time to prepare than Taiwan. My claim is that if Covid-19 had been as deadly as AIDS, then the UK (both public and government) would have taken steps so that the total number of British deaths was no higher than the actual number—roughly 45,000.
So maybe it could not have been much worse; maybe this was the perfect storm. Just deadly enough to shut down the global economy, but not deadly enough to make most countries take Taiwanese-style precautions.
PS. Australia was recently hit by a second wave. We know the specific mistakes that led to this happening, and it seems very unlikely these mistakes would have happened if the IFR had been 50%. (Guards were partying with quarantined airline passengers.)
PPS. You can think of this in economic terms, where the societal demand for safety is roughly unit elastic. This is different from individual demand elasticity, as there is a public good aspect to public health.
PPPS. I have doubts as to whether my argument applies to poor, densely populated countries with low state capacity. Perhaps in some places there was no feasible level of response that could have prevented disaster if the IFR had been high. (Recall the Black Death.) But we know that’s not true of developed countries, or even many developing countries such as Vietnam.
READER COMMENTS
E. Harding
Jul 12 2020 at 2:39pm
I do think it could have been much worse (e.g., at an IFR of 3-5% rather than 1-2%), but I agree with you there is a Laffer Curve of pandemic response (though arguably the U.S. might fail even when the IFR is 10% or higher). Remember, the conventional wisdom in the West in January and February was basically COVID/mask denialist. The leaderships of the three nominally most prepared countries for pandemics all supported Herd Immunity. It’s very curious so many rich countries were willing to sacrifice so much in terms of economic cost and international reputation for not containing the epidemic. Massive shutdowns of the economy were never based in evidence and (as China learned) were completely unnecessary, but most countries didn’t even attempt internal travel restrictions, which were both evidence-based and essential.
Alan Goldhammer
Jul 12 2020 at 6:28pm
As long as great numbers of Americans have a disdain for public health, any future epidemic/pandemic will pretty much have the same results. Doing a daily newsletter has been sobering for the last five months. Back in April I was optimistic that with some slight behavior modifications the country could safely open to a reasonable capacity. I was proven wrong.
Localities are now struggling with important decisions about opening schools. I don’t doubt that this does not pose a major risk to children but it does to teachers and potentially children’s parents if there is an outbreak of SARS-CoV-2 in the school and the children bring this home to their parent. There are going to be some tough calls for school boards and teachers to make.
robc
Jul 13 2020 at 7:38am
Wasnt there, fairly early on, a study showing that school closures were basically ineffective? Shouldnt that make the decision easier?
E. Harding
Jul 13 2020 at 12:58pm
School closures were effective in that they forced behavioral modifications by the parents.
robc
Jul 13 2020 at 1:43pm
If so, then it was even less effective than barely effective, as it showed up statistically as barely effective, but by your claims, at least part of all of that was due to change in parental behavior.
BC
Jul 12 2020 at 7:12pm
Wouldn’t we expect an elasticity of response to deadliness such that, in the absence of any change in response if a deadlier virus would have caused N additional deaths, then that will induce a response that results in somewhere between 0 and N additional deaths, with both 0 and N being extreme cases? Presumably, there is some cost to response which is why viruses cause more than 0 deaths, i.e., we don’t increase our response to deadliness to offset all of the additional deadliness.
If we believe the harshest criticisms of FL,TX, etc., then it seems like in the US our response is becoming more lax as we learn more about the virus. That would imply that, if we had to do it over again, Americans might have actually preferred a more lax response in retrospect, at least outside of protecting nursing homes. For example, some people may now actually regret having cancelled their outdoor wedding or thought that outdoor dining or golf should have started sooner. The alternative would be to say that actually, no, FL and TX’s responses are not more lax than earlier states’ given their respective circumstances. (For example, maybe the threat in FL and TX now is just lower than it was in NY,MA, etc. earlier.) I’m not sure which is the case.
Alan Goldhammer
Jul 12 2020 at 7:48pm
This is too simplistic. Say the US did nothing and let things run their course. You would still have to account for rolling sickouts in the economy which would be consequential. It would not be as impactful as a total lock down and I have not seen anyone try to model that effect. there would also be much more morbidity and mortality. Seniors would still avoid going to movies, theater, restaurants etc. as now which will have significant economic impact.
There is so much about this virus that we still don’t know. A number of convalescent patients in all age categories are having follow on symptoms. It’s not a large percentage but that doesn’t matter if it happens to you.
Scott Sumner
Jul 13 2020 at 1:25pm
I believe your 0 to N argument would be correct if not for the public health aspect of the issue. The eventual size of the epidemic is very sensitive to small behavior modifications, pushing R0 from say 1.1 to 0.9.
Pajser
Jul 12 2020 at 9:32pm
Imagine a virus that has an incubation period and infection fatality rate like HIV (1 year, 100%) and spreads through air like COVID-19 or even measles. I think in the world as it is, nearly all people would be infected before the virus attract international attention, and even then, it would seem that virus is not harmful, and not particularly radical measures would be taken until people start developing symptoms. By then, it would be too late because scientists would gradually develop the disease and became unable to search for a cure. My guess is 90%+, and maybe even all people would die of such beast.
Matthias Görgens
Jul 13 2020 at 12:34am
Yes! I was gonna write exactly that kind of response.
The current pandemic only has even a shot at a worst case scenario, if you restrict the competition to plagues with similar incubation periods.
Btw, HIV has gotten much milder over time. Not just because of better treatment, but also because of evolution. HIV’s mutation rate is so high that we can see this process in real time, and even in a single host. For comparison, it took centuries for syphilis to become milder.
Scott Sumner
Jul 13 2020 at 1:25pm
Yes, that’s a good counterexample.
robc
Jul 13 2020 at 2:07pm
The fact that there has never* been a disease like that suggests that the probability of their being one is very low. I can’t do Bayesian estimates off the top of my head, but I think it is low enough to not even consider.
*in recorded human history at least.
Josh
Jul 13 2020 at 7:03am
This seems like a failure of imagination. We will end up with about 1 extra month of deaths in 2020. You can’t imagine a virus that could kill more people than that?
In particular, we initially thought the virus was about 20x deadlier than it was; we didn’t know how concentrated deaths would be to a small subset of the population; and we thought everyone was equally susceptible. And we reacted accordingly. If we had known in March that the IFR was about 0.25% made up almost exclusively of people over 65, and that many people (perhaps half or more) would be partially immune, we probably wouldn’t have done much social distancing at all and hospitals would’ve been significantly more overrun. We got extremely lucky that this virus turned out to be so benign in the end relative to our initial fears. There’s no guarantee the next virus will be so much less severe than it initially seemed.
Alan Goldhammer
Jul 13 2020 at 9:45am
I don’t think anyone knows whether an IFR of 0.25% is accurate. I think it’s marginally higher. AS you note, the big issue was and still is hospital capacity. the drastic steps in New York City were done to ‘flatten the curve’ and at the time, nobody knew whether the excess added hospital beds would be needed. Certainly, we see the same thing happening now in FL, AZ and TX with hospitals running out of ICU beds. There was and still is a reaction to uncertainty with this virus.
Scott Sumner
Jul 13 2020 at 1:28pm
You said:
“In particular, we initially thought the virus was about 20x deadlier than it was”
That’s false. Early on the IFR was estimated at about 1%, and that’s still the best estimate. If it were 0.25% then you could not explain NYC.
I’ve believed it was about 1% from very early on.
robc
Jul 13 2020 at 1:51pm
Any idea why there is such a wide range in CFR? Connecticut is over 8%, Utah is 0.7%.
I think the IFR is probably lower than the lowest states CFR (unless Utes are both unusually healthy and super good at testing), so I would put an upper bound at the Utah CFR number.
The lowest European countries are right around Utah in CFR also.
Do you think IFR has as wide a range as CFR? I would think IFR would be fairly tight (with some age and health adjustments) but that CFR would be testing dependent.
robc
Jul 13 2020 at 1:57pm
Adding onto my point, if we ignore early data and just look at the past month, US CFR by state goes as low as 0.2% for Idaho. 0.3% for Israel.
Scott Sumner
Jul 14 2020 at 12:07pm
The places with high CFR reflect a lack of testing. Those with very low figures reflect a skew toward young people being infected. You look at places were it was widespread, like NYC.
The death rate may be falling now, as nursing homes are gradually being better protected, and more young people are getting sick. Also better treatments.
Jim
Jul 13 2020 at 5:48pm
Yes, it certainly could be much worst. Smallpox is highly infectious and has a mortality rate of 30%. The 1918 Flu had a severe impact on children and young adults who have been only slightly infected by COVID-19. We are actually lucky in regard to this pandemic. As the world’s population increases the changes of new diseases jumping to humans from other species or new deadly mutations occurring in existing human pathogens also increases.
Scott Sumner
Jul 14 2020 at 12:09pm
I think you completely missed the point. The response depends on the risk.
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