Mark ở vũ trụ khác · Another UniverseBig Events Revisited #1 · Public health · Decision-making
The COVID-19 Pandemic
SARS-CoV-2 · from 31 Dec 2019 to 5 May 2023 · worldwide
Whata new coronavirus spread around the world
Scale14.9 million excess deaths in 2020–2021 (WHO estimate)
Paradoxa vaccine was authorised 326 days after the genome was shared, yet February 2020 is called "a lost month"
Main sourcesWHO, CDC, NEJM, Nature, Lancet, the SAGO report and the Independent Panel
Source: WHO release, 5 May 2022 (14.9 million, range 13.3–16.6 million); Moderna release, 16 Mar 2020 (sequence shared 11 Jan 2020); Pfizer/BioNTech release, 2 Dec 2020 (UK authorisation); 326 days is Mark's calculation; Independent Panel for Pandemic Preparedness and Response, May 2021 report ("lost month").
This is a look back at history, not medical advice. For your own health, ask a health worker and your local health authority.
Read again in 1 minute
Essence
Alarm from 31 Dec 2019Wuhan reports a pneumonia cluster. Ten days later WHO sends guidance to every country.
71 days to a pandemic30 Jan 2020: global emergency. 11 Mar 2020: more than 118,000 cases in 114 countries.
The real toll is 2.7 times higher2020–2021: 5.42 million reported COVID-19 deaths, but an estimated 14.83 million excess deaths.
A vaccine in 326 daysTested on more than 30,000 and 43,000 people, 94–95% efficacy in trials.
Lesson: decide before it is enoughSay how sure you are, set a date to review. This is the lesson Mark draws.
Source: WHO COVID-19 timeline (31 Dec 2019, 10 Jan 2020); Emergency Committee statement, 30 Jan 2020; WHO Director-General's remarks, 11 Mar 2020; Msemburi et al., Nature 2023 (5.42 and 14.83 million, 2.74 times); Polack et al., NEJM 2020 (43,548 people, 95%); Baden et al., NEJM 2021 (30,420 people, 94.1%); 71 and 326 days are Mark's calculations.
Part 1
The question
The world made vaccines faster than ever before, so why were there still almost 15 million excess deaths in the first two years? Part of the answer lies in the first weeks: while data were missing, many places waited for certainty before acting.
Source: WHO, 5 May 2022 (14.9 million excess deaths in 2020–2021); Independent Panel, May 2021 report (many countries "wait and see" after 30 Jan 2020). The answer is Mark's view.
Dec 2019–Mar 2020AlarmA pneumonia cluster, a global emergency, then a pandemic.
→
2020–2021BracingClosures, masks, vaccines; 2021 was the deadliest year.
→
2022–2025Living with it, fixing the rulesEmergency ends May 2023; international health rules amended in 2024.
Part 2
Timeline
Three years and four months, from a local notice to the day WHO ended the emergency.
Three alarms in the first 71 days, then two years of bracing. 2021 had more excess deaths than 2020, even though vaccines existed from late 2020.Source: WHO COVID-19 timeline (31 Dec 2019); Emergency Committee statement, 30 Jan 2020; WHO Director-General's remarks, 11 Mar 2020; Pfizer/BioNTech release, 2 Dec 2020; WHO, 26 Nov 2021 (Omicron); Msemburi et al., Nature 2023 (10.36 million in 2021); WHO, 5 May 2023, via press reports (secondary source).
31 Dec 2019 · A pneumonia clusterThe Wuhan Municipal Health Commission (China) reports a cluster of pneumonia cases of unknown cause.
1 Jan 2020 · WHO switches to incident modeWHO sets up an incident management support team at all three levels: headquarters, regional, country.
10 Jan 2020 · Guidance for every countryWHO publishes a package of guidance online: how to detect, test and manage suspected cases.
11 Jan 2020 · Genome sequence sharedTwo days later, US scientists (NIH) and Moderna finalise the sequence for a candidate vaccine.
13 Jan 2020 · First case outside ChinaThailand confirms a case.
22–23 Jan 2020 · The Emergency Committee is splitMembers express "divergent views"; no global emergency declared yet.
29 Jan 2020 · Evidence of human-to-human spreadNEJM: the first 425 cases; cases doubling every 7.4 days; spread among close contacts since mid-December 2019.
30 Jan 2020 · Public health emergency of international concernChina: 7,711 confirmed cases, 170 deaths. 18 other countries: 83 cases.
11 Mar 2020 · "Can be characterised as a pandemic"More than 118,000 cases in 114 countries, 4,291 deaths. WHO also worries about "alarming levels of inaction".
16 Mar 2020 · First trial injectionPhase 1 trial of the mRNA-1273 vaccine, 45 volunteers.
April 2020 · Society stopsAbout 1.6 billion learners affected by school closures. In 2020, 8.8% of working hours were lost, equal to 255 million full-time jobs.
2 Dec 2020 · First vaccine authorisedThe UK authorises emergency use of the Pfizer/BioNTech vaccine. 31 Dec 2020: WHO grants emergency use listing.
2021 · The deadliest year10.36 million excess deaths, against 4.47 million in 2020.
26 Nov 2021 · OmicronWHO classifies variant B.1.1.529 as a variant of concern and names it Omicron.
5 May 2023 · Emergency endsWHO: COVID-19 is no longer a global emergency, but that "does not mean it is over as a global health threat".
Source: WHO, "Archived: WHO Timeline – COVID-19" (2020) (31 Dec, 1 Jan, 10 Jan, 13 Jan, 22–23 Jan); Moderna release, 16 Mar 2020 (11 Jan, 13 Jan, 16 Mar); Li et al., NEJM, 29 Jan 2020; Emergency Committee statement, 30 Jan 2020; WHO Director-General's remarks, 11 Mar 2020; UNESCO (1.6 billion learners; via reports citing it, secondary source); ILO Monitor, 25 Jan 2021 (8.8%, 255 million; via press, secondary source); Pfizer/BioNTech release, 2 Dec 2020; WHO, 31 Dec 2020; Msemburi et al., Nature 2023; WHO, 26 Nov 2021; WHO, 5 May 2023, via UPI and press (secondary source).
The reported count is the tip. By mid-2026, total deaths reported to WHO were about 7.1 million, still far below the excess deaths of the first two years alone.Source: Msemburi et al. (WHO team), Nature 613 (2023) 130–137, and Nature's press release (52%, 100 countries); WHO, 5 May 2022; 7.1 million from the WHO dashboard via Wikipedia (secondary source).
Part 1
Timeline
31 Dec 201971 days2.74 times5 May 2023
Part 2
Key decisions
emergency 30 Janlost monthmasksrole-play
Part 3
What the world learned
2024 health ruleslevel of certaintyreview date
Part 3
Key decisions
Four decisions, seen through the eyes of the time: who decided, what they knew, what they chose, what happened next.
1 · Declare a global emergency yet?22–30 Jan 2020
Who decidedThe Emergency Committee under the International Health Regulations (IHR) advised; the WHO Director-General declared.
What they knew22 Jan: cases outside China, but the extent of human-to-human spread was unclear. 29 Jan: NEJM showed cases doubling every 7.4 days.
What they chose22–23 Jan: divided views, no declaration. 30 Jan: a public health emergency of international concern, the highest alarm available then.
What happenedThe Independent Panel later said it should have been declared sooner, and that after 30 Jan "too many countries took a wait-and-see approach".
2 · Close early or wait?Feb–Mar 2020
Who decidedNational and city governments.
What they knewCases growing exponentially; no specific treatment, no vaccine; the economic cost was certain to be huge.
What they choseMany places waited through February, and only in mid to late March banned gatherings, closed schools, locked down.
What happenedOne study estimated measures in 11 European countries averted about 3.1 million deaths by 4 May 2020; the figure is disputed on method. In 2020, 8.8% of global working hours were lost.
3 · Advise the public to wear masks?Apr–Jun 2020
Who decidedThe CDC (US) and WHO, each with its own guidance.
What they knewSigns that people without symptoms could spread it; no randomised trial of community masking yet; medical masks were short for hospitals.
What they chose3 Apr: CDC advised cloth face coverings in crowded places. 6 Apr: WHO said there was "no evidence yet" and promised updates. 5 Jun: WHO encouraged masks where spread was widespread.
What happenedTwo different messages caused confusion. A large trial in Bangladesh (2022) later found a real but modest effect.
4 · Build vaccines in parallelJan–Dec 2020
Who decidedCompanies, research institutes, funding governments, medicine regulators.
What they knewThe genome since 11 Jan; the mRNA platform had been researched for years, but no mRNA vaccine had ever been authorised.
What they choseOverlap the stages, manufacture before results were known, but still run phase 3 trials on tens of thousands of people.
What happened95% efficacy (43,548 people) and 94.1% (30,420 people) in trials. But rich countries vaccinated first; WHO stressed equitable access with its very first listing.
Source: Emergency Committee statement, 30 Jan 2020; Li et al., NEJM 2020; Independent Panel, May 2021 report (quotes via UN News and Al Jazeera, secondary source); Flaxman et al., Nature 2020, and the reply by Soltesz et al., Nature 2020; ILO Monitor, 25 Jan 2021 (via press, secondary source); CDC, 3 Apr 2020 (via NPR, secondary source); WHO mask guidance, 6 Apr 2020 (quote via press, secondary source) and 5 Jun 2020; Abaluck et al., Science 2022; Moderna release, 16 Mar 2020; Polack et al., NEJM 2020; Baden et al., NEJM 2021; WHO, 31 Dec 2020.
Why not judge with today's knowledge
In 2020 no one knew for sure how far the virus spread through the air, how much people without symptoms passed it on, or whether vaccines would work. Every decision was a bet. The fair question is not "did they guess right" but "did they say clearly that they were guessing, and did they correct course as they learned more".
The section above is Mark's commentary.
Part 4
What the world learned
Things that really changed after the pandemic: rules, measurement, how vaccines are made.
Rules move slower than viruses. From the end of the emergency to the amended rules taking effect took more than two years; the Pandemic Agreement is still waiting for an annex.Source: WHO, 19 Sep 2025, "Amended International Health Regulations enter into force"; Finland's Ministry of Social Affairs and Health and Australia's DFAT on the Pandemic Agreement of 20 May 2025 and the PABS annex.
Rules
The International Health Regulations gained a "pandemic emergency" level (amended 2024, in force 19 Sep 2025). The Pandemic Agreement was adopted on 20 May 2025.
Measurement
"Excess deaths" became a standard measure: it counts people who died of other causes when hospitals were overwhelmed. WHO published estimates for every country.
Making vaccines
From genome (11 Jan 2020) to authorisation (2 Dec 2020): 326 days. One model estimates vaccines averted 14.4 million deaths in the first year.
Source: WHO, 19 Sep 2025; WHO, 5 May 2022 and Msemburi et al., Nature 2023; Moderna release, 16 Mar 2020; Pfizer/BioNTech release, 2 Dec 2020; Watson et al., Lancet Infectious Diseases 2022 (14.4 million based on reported deaths, 19.8 million based on excess deaths; China excluded; figures via AP, secondary source).
What is not learned yet
The Independent Panel found that countries scrambled for protective equipment and medicines instead of preparing hospitals together. The model by Watson et al. estimates about 600,000 more deaths could have been averted had WHO's target of 40% vaccination coverage been met by the end of 2021.
14 things often said about COVID-19, checked against WHO, the CDC and peer-reviewed research. Click a line to see why.
5 SOLID
5 CAUTION
4 FALSE
Not "just the flu". In the same hospital system, patients admitted with COVID-19 died at almost three times the rate. Note: flu patients may have had partial immunity, and the periods differ.Source: Piroth et al., Lancet Respiratory Medicine 2021, 9: 251–259.
SOLIDWHO received a report of an unusual pneumonia cluster on 31 Dec 2019
WHO's timeline: the Wuhan Municipal Health Commission reported the cluster on 31 Dec 2019; WHO set up an incident management team on 1 Jan 2020.
SOLIDWHO declared a global emergency on 30 Jan 2020, when there were only 83 cases outside China
Emergency Committee statement, 30 Jan 2020: 7,711 confirmed cases and 170 deaths in China; 83 cases in 18 other countries. The meeting of 22–23 Jan had been divided.
SOLIDThe virus was spreading person to person from mid-December 2019
Li et al., NEJM, 29 Jan 2020, analysing the first 425 cases: evidence of spread among close contacts since mid-December 2019; cases doubling every 7.4 days.
SOLIDThe true death toll is much higher than reported
WHO estimates 14.83 million excess deaths in 2020–2021, 2.74 times the 5.42 million reported (Msemburi et al., Nature 2023). Only 52% of countries had complete death data; the rest had to be estimated.
SOLIDmRNA vaccines were tested on tens of thousands of people before authorisation
Pfizer/BioNTech: 43,548 people, 95% efficacy (Polack et al., NEJM 2020). Moderna: 30,420 people at 99 sites, 94.1% efficacy (Baden et al., NEJM 2021).
CAUTION"Vaccines saved 20 million lives in the first year"
This is a model estimate (Watson et al., Lancet Infectious Diseases 2022): 19.8 million based on excess deaths, 14.4 million based on reported deaths; China excluded. Right direction; the exact number depends on assumptions.
CAUTION"Lockdowns saved 3.1 million lives in Europe"
Flaxman et al. (Nature 2020) estimated this for 11 countries up to 4 May 2020. Soltesz et al. (Nature 2020) replied that the model cannot separate the effect of individual measures, and results change a lot if Sweden is treated separately. The measures did slow spread, but the specific figure is disputed.
CAUTION"Masks are useless" or "masks block everything"
A randomised trial in 600 Bangladeshi villages (Abaluck et al., Science 2022): symptomatic infection with antibodies fell by about 9%, more clearly among people aged 60 and over in villages given surgical masks. A real but modest effect; other reviews remain uncertain.
CAUTION"We know for sure where the virus came from"
WHO's SAGO advisory group (27 Jun 2025): the weight of available evidence suggests zoonotic spillover, directly from bats or through an intermediate host; but much of the information needed to test every hypothesis has not been provided. The WHO Director-General: all hypotheses must remain on the table, including a lab leak. No conclusion yet.
CAUTION"WHO changed its mind on masks, so WHO cannot be trusted"
The guidance of 6 Apr 2020 said there was no evidence yet and promised updates when new evidence arrived; on 5 Jun 2020 WHO updated it. Changing with evidence is how science works. But the CDC and WHO saying different things for two months really was confusing.
FALSE"COVID is just like the flu"
France: in-hospital deaths 16.9% with COVID-19 versus 5.8% with flu (Piroth et al. 2021). US: COVID-19 was the underlying cause of 350,831 deaths in 2020 and 415,399 in 2021, the third leading cause after heart disease and cancer (CDC MMWR). The CDC estimates flu causes 6,300 to 52,000 deaths a year in the US (2010–2025). The two counts differ in method (death certificates versus modelling), but the gap is far too large.
FALSE"The vaccines were rushed, so they were not tested"
Fast because stages overlapped and the genome came early, not because testing was skipped: phase 1 from 16 Mar 2020, phase 3 with 43,548 and 30,420 people and placebo control groups (NEJM).
FALSE"mRNA vaccines change your DNA"
CDC: COVID-19 vaccines do not change or interact with your DNA; the mRNA never enters the cell nucleus, where DNA is kept, and the cell breaks it down after use (CDC "Myths and Facts" page, checked via reprints, secondary source).
FALSE"The end of the emergency in May 2023 means COVID is gone"
On 5 May 2023 the WHO Director-General said ending the emergency "does not mean COVID-19 is over as a global health threat", and WHO could declare it again if the situation changed (via press, secondary source).
Source: as noted in each line; full list in Part 9.
Part 6
Assessment: how the world responded
Scores are Mark's assessment based on the sources in Part 9, not data from a study.
Early detection
3/5
Data transparency
2/5
Global coordination
2/5
Science and vaccines
5/5
Learning lessons
3/5
Done right
Genome shared on 11 Jan 2020, guidance to all countries on 10 Jan
Vaccines fully trialled, authorised after 326 days
Excess deaths measured for every country; international health rules amended
Not done right
February 2020 was "a lost month" in many countries
Reported deaths 2.74 times below reality; data on the origin still missing
A scramble for protective gear; vaccines reached poor countries late
Source: WHO timeline (10 Jan 2020); Moderna release (11 Jan 2020); Msemburi et al., Nature 2023; Independent Panel, May 2021 report (via press, secondary source); SAGO, 27 Jun 2025; WHO, 19 Sep 2025.
Average 3/5. Science moved faster than ever; what was slow were decisions under uncertainty, and sharing data and vaccines between countries.
More: why Mark does not score individual countries
Countries differ in population, health systems and data; quick rankings easily turn into blame. This piece scores how the world system as a whole responded: alarm, sharing, coordination, correction. Those are also things any team can score for itself.
The "More" section is Mark's commentary.
Part 7
Work lesson: decide before the data is enough
Say how sure you are, and set a date to review. For any decision that cannot wait: a launch, a process change, an incident.
An example from the pandemic. WHO's mask guidance of 6 Apr 2020 said clearly there was "no evidence yet" and promised an update when new evidence arrived; two months later WHO updated it. What was missing was a specific review date and a sentence saying in advance what would change the advice.Source: WHO mask guidance, 6 Apr 2020 (via press, secondary source) and 5 Jun 2020. The three-line template is Mark's suggestion.
Split "known" from "unknown"Write two columns before deciding. A long "unknown" column is not a reason to wait; it is a list of things to watch.
Attach a level of certaintyLow, medium or high, with one sentence on why. Listeners know how much to lean on the decision.
Set a review dateA specific date, and the signal that would change your mind. Say it in advance, and no one feels misled when you change.
Don't wait for certainty when waiting gets expensive fastWhen the thing you worry about doubles every few days (cases in 2020 doubled every 7.4 days), each week of waiting costs more than the last.
Source: Li et al., NEJM 2020 (7.4 days). The habits are Mark's suggestions.
Check your own team: 5 questions
1. The last decision your team postponed "because there isn't enough data": what does waiting gain, and what does it cost?
2. Did the last decision announcement state a level of certainty? Could readers mistake it for "100% sure"?
3. Which running decision has no review date? Put one in the calendar today.
4. Has the team written down which signal would make it change direction?
5. The last time the team changed its mind, did anyone say "because the new evidence is…", or did it change quietly?
We are deeply concerned both by the alarming levels of spread and severity, and by the alarming levels of inaction.WHO Director-General Tedros Adhanom Ghebreyesus, media briefing, 11 Mar 2020.
Part 8
Further reading
Independent Panel for Pandemic Preparedness and Response (2021), "COVID-19: Make it the Last Pandemic"The review WHO commissioned of the world's response, with a detailed timeline.
Msemburi et al. (2023), "The WHO estimates of excess mortality associated with the COVID-19 pandemic"Nature 613: 130–137. How WHO counted excess deaths for every country.
SAGO (2025), "Independent assessment of the origins of SARS-CoV-2"WHO's advisory group on the origin of the virus, clear about where data is still missing.
Big Events Revisited #02: The Y2K Bug (1999–2000)The prevention paradox: done well, it looks unnecessary.
Part 9
Sources
WHO, the CDC and peer-reviewed research first. Secondary sources are labelled. The working environment blocked who.int, cdc.gov and journal sites, so primary sources were checked against those pages' own excerpts in search results and against reprints (PAHO, PubMed), without opening the full text.
WHO, "Archived: WHO Timeline – COVID-19" (Apr 2020) and "Listings of WHO's response to COVID-19" (29 Jun 2020). who.int · who.int
WHO, Statement on the second meeting of the IHR (2005) Emergency Committee regarding the novel coronavirus, 30 Jan 2020. who.int
WHO, Director-General's opening remarks at the media briefing, 11 Mar 2020. who.int
WHO, "Advice on the use of masks in the context of COVID-19", 6 Apr 2020 and 5 Jun 2020; Director-General's remarks, 5 Jun 2020. who.int
WHO, "WHO issues its first emergency use validation for a COVID-19 vaccine…", 31 Dec 2020; "Classification of Omicron (B.1.1.529)", 26 Nov 2021. who.int · who.int
WHO, "14.9 million excess deaths associated with the COVID-19 pandemic in 2020 and 2021", 5 May 2022. who.int
Msemburi W. et al., "The WHO estimates of excess mortality associated with the COVID-19 pandemic", Nature 613 (2023) 130–137. PMC
WHO SAGO, "Independent assessment of the origins of SARS-CoV-2" and news release, 27 Jun 2025. who.int
WHO, "Amended International Health Regulations enter into force", 19 Sep 2025; WHO Pandemic Agreement, WHA78, 20 May 2025. who.int
Li Q. et al., "Early Transmission Dynamics in Wuhan, China, of Novel Coronavirus–Infected Pneumonia", NEJM 382 (2020) 1199–1207. PubMed
Polack F. et al., "Safety and Efficacy of the BNT162b2 mRNA Covid-19 Vaccine", NEJM 383 (2020) 2603–2615; Baden L. et al., "Efficacy and Safety of the mRNA-1273 SARS-CoV-2 Vaccine", NEJM 384 (2021) 403–416.
Watson O. et al., "Global impact of the first year of COVID-19 vaccination", Lancet Infectious Diseases 22 (2022) 1293–1302.
Piroth L. et al., "Comparison of the characteristics, morbidity, and mortality of COVID-19 and seasonal influenza", Lancet Respiratory Medicine 9 (2021) 251–259.
Flaxman S. et al., Nature 584 (2020) 257–261; Soltesz K. et al., reply, Nature 588 (2020) E26–E28.
Abaluck J. et al., "Impact of community masking on COVID-19: A cluster-randomized trial in Bangladesh", Science 375 (2022) eabi9069.
CDC, MMWR 71(17), "Provisional Mortality Data, United States, 2021" (2022); "Facts About Estimated Flu Burden"; "Myths and Facts about COVID-19 Vaccines". cdc.gov · cdc.gov
Moderna, release of 16 Mar 2020 (phase 1 of mRNA-1273). sec.gov. Pfizer/BioNTech, release of 2 Dec 2020 (UK authorisation).
Secondary sources: Independent Panel for Pandemic Preparedness and Response, May 2021 report (quotes via UN News, Al Jazeera); ILO Monitor, 7th edition (via press); UNESCO (via reports citing it); CDC, 3 Apr 2020 (via NPR, PolitiFact); WHO, 6 Apr 2020 (quote via press); WHO, 5 May 2023 (via UPI, press); WHO COVID-19 dashboard (via Wikipedia); figures from Watson et al. (via AP); CDC "Myths and Facts" page (via reprints); Finland's Ministry of Social Affairs and Health, Australia's DFAT (Pandemic Agreement).