Sweden Did It Right, No Doubt Now

Sweden fig 4

A reasonable, clearly explained analysis by Eyal Shahar   Not a shred of doubt: Sweden was right.  Excerpts in italics with my bolds.

Counting the dead used to be the work of epidemiologists, statisticians and demographers. So was analyzing the numbers and drawing conclusions. In the past year many are counting deaths, but the numbers have no meaning without the context of a relevant time period, population and history. That is, epidemiology.

The most counted country is probably Sweden, a stubborn dissenter that refused lockdowns, mask mandates and contact tracing. By the time of this writing, 14,349 Swedes have reportedly died from the coronavirus.

Has the Swedish model failed?
Were the lockdowns justified?
Were the economic and social upheavals in most of the world an unavoidable necessity?

The answer to all is a resounding no. The first (and not the only) witness: Sweden.
To understand the testimony, we need to learn only two concepts: “flu year” and “excess mortality”.

“Flu year” versus calendar year

Many calculate mortality statistics according to the Gregorian calendar, but December 31st is not a meaningful end date for winter mortality in the northern hemisphere. The flu wave and the associated wave of mortality reach the peak at various dates, and sometimes secondary waves appear. Furthermore, the use of the Gregorian calendar combines the mortality in the first part of one winter (sometimes mild) with mortality in the second part of the previous winter (sometimes severe). There is no scientific justification for this grouping when analyzing historical trends.

The statistical alternative, which may be called “flu year”, contains a full winter season. Annual mortality is calculated from the beginning of the flu season, which is usually counted from week 40 (early October), till week 39 in the following year (end of September). Thus, the coronavirus waves in the spring and summer of 2020 belong to the 2019–2020 flu year, whereas the last winter wave belongs to the current flu year which will end in September.

Excess mortality

The concept of “excess mortality” is a little abstract. We need to compare actual mortality with “expected mortality”, but the latter is a theoretical idea that cannot be verified: what would the mortality in the 2019–2020 flu year have been, had there not been a pandemic? How do we calculate “expected mortality”?

One method uses a statistical model called linear regression. We fit a line to the mortality data from previous years, check its past performance, and use the continuation of the line to compute expected mortality. The distance between a data point of actual mortality and expected mortality on the line is excess mortality (or “mortality deficit”).

Sweden fig1

Mortality in Sweden by flu year

The graph shows the annual mortality in Sweden per million people in the last 22 flu years, where each flu year is labeled according to the calendar year in which it ends. For example, the last data point on the graph is mortality between October 2019 and September 2020: 9,234 per million people (95,365 deaths). To magnify, the vertical axis starts at 7,000.  Source: SCB.SE

It is easy to see that the points are located close to a straight line, until the flu year that ended in September 2018. The general downward trend reflects a consistent increase in life expectancy in Sweden for many years.

Experienced data analysts will attest that the fluctuations around the line are generally small and expected until 2018 (explained variation: 0.96). In contrast, both the flu year that preceded the pandemic (2018–2019) and the pandemic year (2019–2020) substantially deviate from the line: the former — in lower than expected mortality, and the latter — in higher than expected mortality.

Excess mortality in Sweden in flu year 2019–2020

Continuation of the line, which was fit by the statistical model, yields the following estimates: In 2018–2019 there was “mortality deficit” in Sweden of 300 per million people (-3.3%) whereas in 2019–2020, the pandemic year, there was excess mortality of 364 per million people (+4.1%). Excess mortality following mortality deficit, and vice versa, are well known and expected, as the main source of mortality is an elderly population with limited life expectancy. (The sequence “excess after deficit” is, of course, better than the reverse order.)

Assuming the excess mortality in 2019–2020 “fully balanced” the mortality deficit in the previous flu year, the true excess mortality in Sweden was less than 1% (about 700 deaths). And if we assume, absurdly, that the mortality in 2019–2020 was not affected at all by the mortality deficit in the previous flu year, then the excess mortality in Sweden did not exceed 4.1% (about 3,800 deaths). Excess mortality of a few percentage points, or more, has been calculated in many countries where life has been severely disrupted. Part of that excess has been attributed to lockdown and panic.

To remind us, the hysterical response to the pandemic was not due to fear of an excess annual mortality of 4% or even 10%. The apocalyptic forecasts, which caused the world to shut down, predicted about 90,000 deaths from the coronavirus in Sweden by the summer of 2020: 100% excess mortality! No wonder policy makers around the world prefer to forget those predictions.

Sweden fig 2

Mortality in Sweden in the current flu year

The final summary of the current flu year (October 2020 — September 2021) will be known in the fall, but the data accumulated more than halfway through allow for interim conclusions. As many know, the coronavirus replaced the flu viruses this year, and there was no flu in Sweden, either. Nor were there apocalyptic predictions; only warnings about the number of accumulated deaths.

I chose to compare the mortality in Sweden in the current flu year (week 40, 2020 till week 15, 2021) to the corresponding mortality in 2017–2018. Two reasons for this choice: First, Europe experienced a severe flu season in that winter, which makes it an appropriate comparison. Second, although the flu season was severe in Sweden compared to previous years, it was still substantially milder than in Europe as a whole.

The graph shows a low mortality wave at the end of 2017 and a noticeable wave in February-March 2018 (another example of why a December 31st cutoff might distort historical trends). This winter, the mortality wave coincided with the coronavirus wave and its peak in late December. (In 2020 there were 53 weeks, so the dates do not exactly match.) A secondary coronavirus wave, which appeared in mid-February, half way through the decline of the former, did not result in a secondary mortality wave.

Sweden fig 3

The all-cause death toll in Sweden in the first 29 weeks of the current flu year is 56,452 (5,441 per million people) compared to 55,967 (5,544 per million people) in the same period in 2017–2018. In that winter, the excess mortality rate in Europe attributed to the flu was at least twice as high as in Sweden.

Sweden proved right in the retest.

A colossal mistake

The pandemic has taken its death toll, ranging from large to small in different countries and within countries, and mostly affected the frail elderly. But the lockdowns and panic were unsubstantiated, prevented nothing, and caused indescribable damage to society. Sweden’s statistics tell us, unequivocally, that in much of the world lives have been lost and livelihoods have been destroyed — in vain.

Will anyone, in any country, be held accountable?

Eyal Shahar,

Professor Emeritus of Public Health (University of Arizona);
MD (Tel-Aviv University, Israel);
MPH, Epidemiology (University of Minnesota)



  1. SasjaL · 15 Days Ago

    … 14,349 Swedes have reportedly died from the coronavirus.
    That includes all those who died due to and those who died with the virus. The latter group are the vast majority, older people who had several leathal diseases each, that whould have killed them anyway soon. How older people have been treated here, has been strongly criticized for some years, but ignored by politicians and their media lackeys. Prisoners have way better living standard, than most retired people.

    Our “Prime Minister” (a.k.a. ‘The Failed Welder’, basically as lost as J.Biden, but many Swedes like him for some strange reason, but those are yes-sayers …) not long ago, publicly expressed that older people are a [great] burdon on the society (while ignoring all welfare tourists, that has arrived recent years …), but that applies to him and the Government even more …


    • Ron Clutz · 15 Days Ago

      Thanks Sasjal for commenting, apparently as a Swede. What the nation got right is resisting the panic-driven restrictions that we have gone through, for example here in Canada. Plus there will be longer term problems from paying people to stay home rather than work. Of course, as you say, Sweden has not done other things well, and is not an example to follow. And you allude to the measurement problems that happened everywhere regarding “Covid cases” and “Covid deaths.” I reblogged a good summary of these mistakes


      • SasjaL · 15 Days Ago

        Yes, I have read it, but it’s something that needs to be repeted. The main reason why the Swe Gov. etc. acted like they did, was that they wanted to do like they have done since the election before the last one – nothing but starting traditional investigations. Those will always end after the next election. At that point, everybody has forgotten all about it … Now, they suddenly was forced to do something, at least act like they did something …


  2. olesmithy · 14 Days Ago

    Looking at the country data on the Johns Hopkins website it appears that countries fall into 3 or 4 groups. While Sweden has done well it is important to note countries that have done substantially better and these are to a large extent in Asia and Africa; Taiwan, Japan, New Zealand, Thailand, S. Korea, Congo, Nigeria, etc. A “make good” study comparing the groups would appear to be worthwhile.


    • Ron Clutz · 14 Days Ago

      Good point. Many of those countries benefited from using generic anti-viral medicines along with nutritional supplements.
      For example, see


      • olesmithy · 14 Days Ago

        At least in some cases (e.g., Taiwan) they had strict quarantine restrictions for foreign travelers and hospitalized people at the first sign of C19 (aggressive from the onset), rather than take a pill and go to bed approach.


    • Ron Clutz · 14 Days Ago

      “Take a pill and go to bed” doesn’t describe how successful countries fought off Covid. Here’s where many places fell short:

      The point is that lockdowns and social distancing do not make up for failing to provide self-administered treatment protocols, which also have the benefit of enabling people to be in charge of their own wellness.

      Medical Ideology Made Covid Worse


      • olesmithy · 14 Days Ago

        There is a fifth column used successfully by some – aggressive early hospitalization.


      • Ron Clutz · 14 Days Ago

        Nope. The whole point of the second pillar is to limit demand on hospitals by stopping the illness before it gets that serious. I’d be curious to know who has so much hospital capacity that they could use it instead of home and clinical care.


      • olesmithy · 14 Days Ago

        Limiting hospitalizations might be necessary if there are limited facilities. But the experience in Taiwan, etc. is that early hospitalization is effective in keeping C19 from becoming serious/fatal and is supported by their statistics. Comparing the very low mortality countries with others should be critically evaluated as their “bottom line” is significantly better than the “four or less pillar” countries.


      • Ron Clutz · 14 Days Ago

        olesmithy, to me the distinction between the second and third pillars is clearly outpatient vs. inpatient care. Outpatient means treatments supervised by family or clinical doctors, prior to any need for admission to a hospital bed. Obviously, some hospitals provide clinical services to outpatients from their facilities. To me, that is the second pillar. Some hospitals have even provided prophylactic meds, particularly to staff to prevent infection and illness. That is also second pillar. Of course, inpatient care will be more effective the earlier in the disease it is applied, so it’s suitable if the resources are available. Nothing I say is criticism of Taiwan; they knew from their sources how serious was the threat in China, and acted on the information. Good on them.


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