More or Less Behind the Statistics
More or Less Behind the Statistics

Schools and coronavirus, test and trace, maths and reality

As children return to school in England and Wales, we hear about what we know and what we don’t when it comes to Covid-19 risks in school settings. What do the numbers tell us about how well test and trace is working? Will reopening universities really kill 50,000 people? Are the UK’s figures on eco

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Episode Summary

Executive Summary: This episode of More or Less scrutinizes COVID-19 school reopening risks, challenges alarming university-deaths claims, interrogates England’s test-and-trace statistics, explains why the first reported zero-death day was misleading, compares UK GDP collapse with Europe, and responds to a viral TikTok questioning math by showing its practical origins and uses.

Main Topics: COVID-19 risks in schools (Priority: 5/5): The show examines evidence on infection, disease, and transmission among children, stressing that under-10s appear at very low risk while older children (10–19) behave more like young adults. It also notes that outbreaks in reopened settings were rare and mostly involved staff. University reopening and the '50,000 deaths' claim (Priority: 5/5): Kit Yates critiques a model behind a viral claim that universities would cause at least 50,000 deaths, arguing it relies on extreme assumptions about transmission, seeding, timing, and mortality that likely overstate the danger. England’s test and trace performance (Priority: 5/5): The episode explains how contact tracing works for complex and non-complex cases and shows that headline success rates are distorted by case mix. Complex cases are traced well; non-complex cases perform much worse, though there has been some improvement. Misleading 'zero Covid death day' headlines (Priority: 4/5): The programme shows why a reported day with zero deaths in England was not a reliable milestone due to delays in death reporting, and emphasizes that official death registrations still show a continuing downward trend. UK GDP collapse and international comparisons (Priority: 4/5): Josephine Cassidy unpacks the 20% Q2 GDP fall, explains why the UK looked worst in the G7 in quarter-two alone, and argues that comparing the first half of 2020 is fairer because lockdown timing differed across countries. Why maths is real and useful (Priority: 3/5): The segment on a viral TikTok argues that mathematics is not meaningless abstraction: algebra and Pythagoras’ theorem developed from practical problems like inheritance, construction, and measurement.

Key Arguments: Children can catch SARS-CoV-2, but they are much more likely than adults to experience mild or asymptomatic infection. Transmission risk appears especially low for children under 10, while those aged 10–19 are more similar to young adults in both infection and transmission patterns. The June school reopening data showed very few outbreaks in more than 20,000 settings, suggesting schools can operate successfully with mitigations. The university-deaths estimate is built on stacked assumptions, including unrealistically high transmission, rapid spread, and mortality assumptions that do not reflect current conditions. England’s contact-tracing headline rate is misleading because complex institutional cases are counted differently from non-complex household cases. Non-complex tracing performance has only gradually improved, but the overall figure is pulled down by the changing mix of cases and data issues. The first zero-death day was not yet confirmed because death reporting lags by days, weeks, or longer; registered deaths are a better guide to the trend. The UK’s GDP decline looks worst in Q2 partly because its lockdown started later than in some European countries, pushing the impact into quarter two rather than spreading it across two quarters. Comparing the first half of 2020 gives a more balanced picture: the UK still performed badly, but Spain was worse. Maths is often presented as abstract, but its historical development was driven by practical needs such as trade, inheritance, and construction.

Data Points: School settings open in June: more than 20,000 - English educational settings open during the limited June reopening period School outbreaks recorded: 30 outbreaks - Reported across those opened educational settings Child Covid cases studied: nearly 1,500 cases - Data published on Covid infections in children during the first peak Child deaths with virus isolated: 8 deaths - England cases where the virus was isolated from the child Deaths attributable to Covid in children: 4 deaths - Of the 8 deaths, only 4 were caused by Covid Child deaths with severe comorbidities: 3 of 4 - Most Covid-attributable child deaths involved severe underlying conditions University student population: about 2.5% - Share of the UK population assumed to be students R assumed in university model: R of three - Critiqued assumption for within-campus transmission Inter-infection period assumption: 3.5 days - Questioned timing used in the university model Weekly case growth assumption: 10x increase in a single week - Model assumption challenged as too aggressive England contact tracing rate: around 90% initially, down to about 70%, later mid-70s - Headline percentage of close contacts reached over time Complex case tracing success: mid to high 90s - Contacts reached in complex institutional cases Non-complex case tracing success: low 50s to low 60s - Contacts reached in household-type cases Non-complex tracing improvement: just over 50% to around 60% - Broad gradual improvement since late May Scotland/Wales/Northern Ireland tracing: around 90% or more - Other UK nations’ contact tracing performance England and Wales Covid deaths in a week: 139 deaths - Week ending 14 August, based on death certificates Average daily deaths in that week: about 20 a day - Derived from the 139 weekly deaths Previous week daily deaths: 22 a day - Compared with the week before UK GDP Q2 change: -20% - Second quarter 2020 economic contraction Italy GDP Q2 change: -12% - Comparison with other major European economies France GDP Q2 change: -14% - Comparison with other major European economies Germany GDP Q2 change: -10% - Comparison with other major European economies Spain GDP Q2 change: -18.5% - Second worst performer in Q2 among cited European economies UK GDP first half of 2020: -22% - Combining Q1 and Q2 for a fairer comparison Spain GDP first half of 2020: -23% - Worse than the UK when both quarters are included France GDP first half of 2020: -19% - First-half comparison Italy GDP first half of 2020: -18% - First-half comparison Germany GDP first half of 2020: -12% - First-half comparison Sweden GDP first half of 2020: -8% - Comparison with a country without a full lockdown Norway GDP first half of 2020: -7% - Nordic comparison Denmark GDP first half of 2020: -9% - Nordic comparison

Pivotal Quotes: "The risk of infection means does a child have the same risk of catching the virus as an adult or any other age group and there's increasing evidence to suggest that yes, they can." — Shemes Ladani: Explaining the distinction between infection, disease, and transmission in children "It assumes that within campus transmission there's going to be an R of three... if there's just a single seed... everyone on campus is going to get infected at every campus in the United Kingdom." — Kit Yates: Critiquing the university transmission model behind the 50,000-deaths claim "The questions that she was asking, I think, are completely fair." — Jen Rogers: Responding to the viral TikTok that questioned the existence and purpose of maths

Implications: Listeners should be cautious about sensational COVID statistics; context, definitions, and reporting delays matter. Schools and universities require nuanced risk assessment, while maths and public-health modeling should be judged by assumptions, not headline numbers.

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About More or Less Behind the Statistics

Tim Harford and the More or Less team try to make sense of the statistics which surround us. From BBC Radio 4

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