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A sustainable exit strategy:
Managing uncertainty, minimising harm
20 APRIL 2020
IAN MULHEIRN
SAM ALVIS
LIZZIE INSALL
JAMES BROWNE
CHRISTINA PALMOU
Executive Summary
Lockdown saves lives but isn’t sustainable
Lockdown saves lives, buying
time...
• Across Europe, only full
lockdown has worked to reduce
the reproduction number below
1, slowing the rate of spread.
…but the UK now needs a
sustainable strategy for Covid-19
• OBR anticipates a 35% fall in GDP
in Q2 if lockdown continues
through June.
• Data on other conditions
suggests that the health costs of
lockdown are high. Click image to jump to slide
Click image to jump to slide
Little scope to ease without new measures
Once new cases fall substantially, the
UK could consider easing…
• Schools could open first: Children
are at very low risk, and economic
and education costs of school
closure are high.
• Age segmentation: Younger people
are at much lower risk, so could be
allowed to return to work sooner.
• Sector segmentation: Some
workplaces pose less risk and could
return before others.
• Geographic segmentation:
Caseload and NHS capacity vary
across the country.
…but there’s very little headroom to
lift suppression measures
• Analysis suggests lifting even one
current measure could take R
above 1, accelerating the spread.
Click image to jump to slide
Sustainable strategy: minimising the trade-off
…but we can minimise the trade-off
A twin-track strategy of containment
and shielding can prevent deaths and
stop the number of cases accelerating
as suppression measures are eased.
Easing alone is risky…
Without effective countermeasures,
easing the lockdown could push R
above 1, quickly putting us on a path
to a very high number of deaths.
Click image to jump to slide
Click image to jump to slide
How do other countries measure up?
Europe is easing…
European countries are starting to
ease, but containment and
shielding capacity appears limited,
risking acceleration of the virus.
This may mean a return to
lockdown.
… but East Asia has advanced
containment capacity
East Asian countries tend to have
better testing and tracing capacity
and widespread use of masks.
Click image to jump to slide
Click image to jump to slide
Managing uncertainty: a contingent exit plan
Uncertainty accentuates the need
for a clear plan
• Until vaccines or treatments
become available, sustainable
exit from lockdown requires an
advanced strategy for
containment and shielding.
• That will be a process of trial and
error. There may be advances and
reversals along the way.
• Uncertainty adds to the long-
term economic damage,
exacerbates mental health
concerns and may erode support
for lockdown.
• Government should therefore
set out a contingent exit plan,
involving carefully specified
levels of lockdown, and the
thresholds at which they would
be triggered. This would allow
businesses and people to plan,
and begin to look to the future.
Click image to jump to slide
Lockdown lessons so far1
Lockdowns have got the virus under control
So far nothing short of complete lockdown appears to have been able to arrest
the accelerating spread of the virus and stop the epidemic. The lockdown isn’t a
sustainable strategy for dealing with the virus – but it buys time to develop one.
Sources: based on Oxford Covid-19 Government Response Tracker, Imperial College Covid-19 model, authors’ calculations
0
1
2
3
4
5
0 10 20 30 40 50 60 70 80 90 100
ImperialestimateofRt
Blavatnik stringency index
Austria Denmark France Germany Greece Italy Netherlands
Norway Spain Portugal Sweden Switzerland UK
Earlier measures
were insufficient to
control the spread...
...but stringent
lockdowns have
achieved R<1
Economic consequences are severe
• The OBR anticipates a 35% fall in GDP in Q2 if lockdown continues through
June. Unemployment is expected to rise by 2 million, to 10%.
• The big unknown: how big will be the permanent hit to living standards? The
longer the lockdown goes on, the greater is the chance of significant
permanent damage to the economy.
Source: OBR
The UK economy
mapped
Size of tile represents each
sector’s proportion of normal
GDP; percentages represent
change in activity under lockdown
Lockdown hits lower-income people hardest
• Lower-paid sectors tend to be harder hit by the lockdown.
• The IFS estimates that around one-third of employees in the lowest-earning
decile of the income distribution work in sectors that have been largely or
entirely shut down by suppression measures, compared to around 5% of those
in the top three deciles.
Sources: OBR, ASHE, authors’ calculations
Agriculture
Mining, energy
Manufacturing
Construction
Wholesale, retail,
motor
Transport
and storage
Accom., food
Info and comms
Finance and
insurance
Real
estate
Professional,
scientific, technical
Administrative
Public admin
Education
Other
services
200
300
400
500
600
700
800
-100 -80 -60 -40 -20 0
Medianweeklypay(£)
OBR-estimated effect on output relative to baseline (%)
Health and education costs
Wider consequences of the lockdown include:
• Students’ learning will be affected, with three months’ less teaching
estimated by one study to reduce test scores by 6% of a standard deviation.
• Educational disparities will grow, with some parents at an advantage over
others in the time, knowledge, resources and non-cognitive skills they can
devote to home schooling. Disadvantaged pupils have fewer learning
opportunities outside school.
• Lockdown also has health impacts. The former head of the WHO Cancer
programme warned six months of lockdown could mean 60,000 excess
cancer deaths from reduced services. Non-Covid-19 respiratory visits to GPs
fell by 75% from the 16 March introduction of distancing.
• A&E visits have fallen significantly, with a 29% drop year on year for March.
Daily hospital visits for suspected heart attacks halved from 300 to 150.
Contagion, density and deprivation
• There is no obvious difference
between the rate of spread in more
and less deprived local authorities in
England.
Source: Authors’ calculations, PHE, ONS
Notes: Densely populated UTLAs are defined as those with more than
28 people per hectare, the average for English UTLAs
0%
100%
200%
300%
400%
14-Mar 21-Mar 28-Mar 04-Apr 11-Apr
5-daygrowthincases
5-day rolling case growth rates by population density,
English local authorities
Dense Sparse
0%
100%
200%
300%
400%
500%
14-Mar 21-Mar 28-Mar 04-Apr 11-Apr
Growthincasenumber
5-day rolling case growth rates by deprivation, English
local authorities
Most deprived 2nd quartile 3rd quartile Least deprived
• Covid-19 does not appear to spread
more quickly in dense urban areas.
• Qian et al find transmission in China
mainly occurred within the home or
on public transport.
Limited normalisation
Due to the high cost of lockdown,
governments are considering easing
suppression measures to allow more
activity, once outbreaks are under
control. They have several options.
2
Schools
• Children are far less likely to contract or suffer with coronavirus. 2.4% of cases
are under 19, with 2.5% of those showing severe symptoms.
• Meanwhile scientific advice indicates school closures – combined with social
distancing – is effective at limiting household-to-household transmission
• Research by UCL suggests school closures reduce deaths by 2-4%, based on
evidence from 16 comparable outbreaks. However the scale of this benefit
needs to be offset against the educational, health and economic impacts of
closures.
• Given the low risk to children directly and the economic importance of schools,
reopening them – particularly for younger children – is seen in many countries
as a viable first step in easing suppression measures.
NB: Schools are included as separate to age and sectoral segmentation due to their crossover with both, but also setting apart from other aspects of the economy
• Preventing spread among teachers, school workers and parents
• Maintaining social distancing or containment with children
• Overcoming concerns of reluctant parents
Challenges
Age segmentation
• IFS research has shown that around one-third of workers in shutdown sectors
are under 25; women are disproportionately in these sectors.
• ONS data show deaths are overwhelmingly among older people. Mortality for
under 40s is one in 100,000. By comparison heart attack mortality is 0.67 for
15-34 year olds. Covid-19 mortality rises to 25.5 for 40-65s; for over 65s it’s
491. Men are overrepresented at every age.
• Maintaining lockdown among other lower-risk age groups
• Lack of labour demand with most of the economy shut down
• Intergenerational equity
Challenges
13% 7% 11% 16% 21% 18% 16%
75-79
% of Covid-19 deaths
90+95-89<65 80-8470-7465-69
• This suggests that young people could be allowed to return to work first
with lower personal risk. Note this is distinct from shielding.
• Warwick University researchers have proposed releasing from lockdown 4.2
million workers aged 20-30 who do not live with their parents.
Sector segmentation
• ONS data show the impact on sectors from lockdown is very uneven:
• 10% of businesses in education, health or IT are laying off workers.
• This rises to 52% in hospitality, 39% in administration, construction and
the arts, and 33% in transportation and storage.
• This is related both to differentiated ability to work from home, but also to
the forced closure of many consumer-facing businesses.
• Reopening lower-risk sectors of the economy could help alleviate economic
pain while keeping R lower than if the entire economy opens.
• There are several ways this could be achieved, for example:
• Gradually expanding lower-risk sectors like manufacturing.
• Allowing businesses that can maintain social distancing to open. For
example restaurants with fewer tables, or cinemas half full.
• Cross-sector supply chains limit benefit of partial opening
• Enforcing and monitoring social distancing within workplaces is hard
Challenges
Geographic segmentation
• There were initially more cases in
cities, especially London, but there
appears to be no link between urban
density and the rate of spread.
• Nevertheless severity of outbreaks
varies markedly across the country,
which could allow low-risk areas to
ease restrictions first.
• Several countries have used
geographic flexibility in lockdown as
rates of infection vary – notably the
US, Japan and South Korea.
• Limiting movement between regions; enforcement in those locked down
• Inconsistent political boundaries, e.g. health, police and local authorities
• Exacerbating real and perceived regional inequalities
Challenges
-
500
1,000
1,500
2,000
2,500
Casespermillionpopulation
New Covid-19 cases per million of population
Note: New cases 1-15 April
Source: ONS, PHE, authors’ calculations
Worst-affected local authorities Least-affected local authorities
Sunderland Peterborough
Gateshead Wiltshire
Knowsley Somerset
Middlesbrough Isle of Wight
St. Helens Rutland
Risks of normalisation
However, lifting restrictions without
other measures risks accelerating the
spread of the virus
3
Countries have little scope to lift restrictions
Approximate effectiveness of different
suppression measures
Notes: Indicative only. Authors’ calculations based on Imperial
College Estimated impact of interventions, scaled to UK estimates
R0=4, Rt=0.7
0.7
0.2
0.3
0.6
2.0
0.1
0
1
2
3
4
Rt under different measures
Rt
+ Self isolation
+ Lockdown
+ Public events
+ Social distancing
+ Schools
Current R
• Current estimates from Imperial
College have the reproduction
number (R) for the UK at around
0.7.
• Their estimate of the impact of
different suppression measures
suggests that just allowing schools
to return could raise R close to
one.
• Adding other relaxation measures
could cause the spread of the virus
to accelerate again.
• Significant relaxation therefore
needs to be offset by other
measures if cases are not to spike.
The dilemma: an unavoidable trade-off?
• Only stringent lockdown
measures (2) have
brought the spread of
the virus under control,
hopefully limiting
deaths.
• But lifting suppression
measures (3) alone
could lead to the
accelerating spread and
large numbers of
deaths.
• Estimates suggest there
is very little room for
manoeuvre.
• A sustainable exit (4)
strategy means getting
away from this trade-off.
Illustrative only.
Lifting suppression = higher R? = more deaths?
Total
deaths
Stringency of social distancing controls 100
500,000
0
Sustainable
exit strategy Lockdown
‘Do nothing’
4
Limited
normalisation?
1
2
3
0
Lower suppression Accelerating spread More deaths
Minimising the trade-off
Two approaches can help us minimise the trade-off, by breaking the links between suppression, the spread
of the virus and the number of deaths.
Containment
Containment measures allow us to
reduce suppression measures without
the spread of the virus accelerating.
Masks, testing, tracing all help achieve
containment.
Shielding
Shielding the vulnerable allows us to
reduce the death toll of the virus even if
the spread of the virus does accelerate.
Older people and people with relevant
health conditions would be protected.
Lower suppression Accelerating spread More deaths
Without containment, lifting
suppression is likely to
accelerate infections
Without shielding,
accelerating spread will
significantly increase fatalities
4
3
Containment
Measures that reduce the spread of the
virus
4
Mass testing
• Since the start of the pandemic, the World Health Organisation has
emphasised the importance of testing in order to trace transmission.
• Random sampling in Iceland showed that the virus had a much wider spread
in the community than had been assumed from original screening of high-
risk people, indicating the importance of a broader testing regime.
• Antigen tests have accuracy limitations but can still be effective at scale (see
forthcoming TBI work). No antibody tests are currently licenced in the UK.
• Opinions on the capacity required vary, for example Paul Romer calls for
universal random testing of 7% of the population. However Cleevely et al.
suggest that 21% daily testing would be needed, if done at random, but that
targeted testing of critical groups is a more practical option.
• TBI has previously argued that mass testing is essential.
• Antigen tests produce significant false negatives, face scaling challenges
• Testing capacity is constrained by availability of reagents, as well as PPE
• Significant workforce is required to administer tests
Challenges
App-augmented contact tracing
• Contact tracing closes down disease transmission by isolating people who have
come into contact with a person who tests positive for Covid-19. The coverage
of contacts and speed at which they isolate are key to effectiveness.
• Large-scale manual tracing operations appear to be an essential feature, with
Singapore, for example, drawing on its armed forces to assist.
• Apps can augment manual tracing and potentially act as a ‘passport’ out of
lockdown. BDI estimates that 60% app usage could end the epidemic.
• Singapore’s TraceTogether logs anonymised records of nearby phones via
Bluetooth, avoiding intrusive location tracking. NHSX’s app will be similar.
• Apple and Google announced interoperable, privacy-protecting APIs, allowing
CT apps to run in the background, enhancing tracing effectiveness. Though strict
anonymity limits the ability of government to use data to suppress outbreaks.
• Rapidly scaling up manual contact-tracing capacity
• Reaching take up of 60%
• Encouraging app use and dealing with privacy concerns
Challenges
Masks
• Evidence from the SARS outbreak suggested mask wearing reduced infection
rate, and some anecdotal evidence suggests it is effective against Covid-19 too.
• But other studies show low effectiveness against flu pandemics. The WHO only
recommends masks for severe pandemics.
• Greatest effectiveness seems to be in public places such as public transport,
shops and town centres. They are less effective in the home, and fail to prevent
infections in large crowds.
• Feasibility depends on availability of masks – restricted at present, partly
because of export bans in many producer countries.
• Even simple homemade cloth masks provide some protection.
• Other countries e.g. South Korea and Taiwan have been able to supply two
masks a day for everyone through increasing production and rationing.
• Ability to make or procure sufficient masks
• Improper, inconsistent use – especially around food, while sleeping
• Managing attitudinal change like an undue feeling of ‘protectedness’
Challenges
Shielding
Measures that protect the vulnerable but
do not affect the spread of the virus
5
Shielding
• Evidence from China suggests the case
fatality rate for Covid-19 is 1.4%, while
the fatality rate for all those who
contract the virus (including
asymptomatic) is around 0.7%.
• The infection fatality rate is estimated at
almost 8% for the over-80s. However it is
0.6% for people in their 50s, and well
below 0.1% for under 40s.
• This suggests that if people above
working age are isolated, the fatality rate
can be reduced even if containment fails.
0
5
10
15
Percentage
Age
Covid-19 case and infection fatality rates by
age, China
Case fatality rate
Infection fatality rate
Source: Verity et al. (2020)
• Maintaining lockdown will itself be harmful for older people
• Defining vulnerability and therefore risk level is difficult
• Managing behaviours, visits from non-vulnerable family or friends
Challenges
Options summary
Costs vs
benefits?
How quickly
can it be done?
Will it be seen
as fair?
How practical
is it?
Can it be
enforced?
Opening schools
Geographic
segmentation
Age
segmentation
Sector
segmentation
Shielding
Masks
Mass testing
App-augmented
contact tracing
Exit strategies around the
world
6
May 11 will be
the beginning of
a new step. It
will be
progressive, the
rules may be
adapted in
function of the
results. The
objective is the
health of people
Emmanuel
Macron
The European Approach
Brussels is supporting/urging national governments to
coordinate exits from lockdown. The EC advises:
• Criteria for releasing restrictions are the decreased spread
of Covid-19 (significantly and sustained) and sufficient
hospital capacity for any increase in cases.
• Notify and provide advanced warning of plans to relax
border controls or confinement or reopen shops.
• Governments should expand testing, gather harmonised
data and coordinate contact-tracing apps.
• Exit should be gradual, with a one-month gap between
different steps.
• Lifting of measures should start locally and extend
geographically.
• Internal EU borders will relax first, followed by coordinated
external border.
• Confinement should remain for vulnerable groups.
• Services could reopen with restricted opening hours.
If our health
system
recovers, we
will move
forward with
[other]
measures. De-
escalation will
be progressive
and very
cautious from
two weeks
Pedro
Sanchez
Europe is starting to ease lockdown measures. While the rate of new
infections remains high in many countries, most are now well down on
peak infection rates in late March.
• Suppression. Measures are being put into reverse. Lifting by sector
and geography incrementally.
• Containment. Testing capacity is limited, while tracing plans appear
to be at an early stage in most countries. There is an emphasis on use
of masks and avoiding public transport.
• Shielding. Shielding of vulnerable groups is mostly through soft,
communication measures rather than formal policies.
Most countries are poised to re-enter lockdown if R rises. Austria, Spain
and Denmark have explicitly recognised this.
This is like
walking the
tightrope. If
we stand still
along the way
we could fall
and if we go
too fast it can
go wrong. We
must take one
cautious step
at a time
Mette
Frederiksen
Joint European Roadmap
towards lifting Covid-19
containment measures
European timelines for easing suppression
5
Note: Cases denote highest number of daily new infections, not controlled by population https://www.worldometers.info/coronavirus/#countries
First infection peak Containment
Austria
Denmark
Germany
Europe
14 Apr
Small non-essential
shops reopen
26 Mar
1.3k cases
1 May All shops
reopen, only one
person per 20m2
11 May Schools, some
businesses to open; masks
and tests available
21 Mar
6.6k cases
7 Apr
390 cases
Masks are recommended but
voluntary, mandatory only in some
cities; apps in development
Facemasks are mandatory; size of
social gatherings still limited
+ 17 days+ 19 days
27 Mar
6.9k cases
3 Apr
23k cases
26 Mar
8k cases
France
Spain
Italy
Mid May Other
shops, hotels and
restaurants
+ 15 days
+ 38 days
14 Apr
Forestry/timber production restart; some
shops reopen; Veneto relaxes social
distancing; Lombardy in full lockdown
+ 24 days
15 Apr Day care and
schools reopen
+ 7 days
4 May Schools
reopen for students
near exams
20 Apr
Shops of 800m2
reopen
+ 14 days+ 23 days
14 Apr Manufacturing,
construction, some
shops reopen
Facemasks given out on public
transport, cycling/walking
encouraged
Post-lockdown masks will be available
to all, testing capacity raised; app in
development but delayed
Gatherings of more than ten still
banned
10 May
Lockdown ends
+ 19 days
3 May
Lockdown ends
+ 19 days
+ 26 days
Mid May
Federal states may
vary measures
2 Apr
50k tests
per day
• Shielding of vulnerable groups is mostly
through soft, communication measures
rather than formal policies.
East Asia has a stronger emphasis on containment
5
Singapore
South
Korea
EastAsia
Hong
Kong
No lockdown:
test, treat, track
21 Mar Social
distancing expanded
29 Mar
82 cases
April 1-3
Sectoral
restrictions
15 Feb Mass
testing, tracing,
quarantine
+18 days
20 Mar Stronger
social distancing
16 Apr
728 cases
3 Mar
851 cases
Note: Cases denote highest number of daily new infections, not controlled by population https://www.worldometers.info/coronavirus/#countries/
+14 days
11 April
743 cases
Japan
+18 days
7 Apr State of
emergency allows
sectoral & geographic
lockdown
1 Mar
Schools close
Feb 12 limited
testing but
contact tracing
23 Mar
Moderate social
distancing
+22 days +15 days
Masks culturally
embedded
25 Mar
Quarantines &
tracing arrivals
Masks culturally
embedded
10 Apr
Sectoral
lockdown
• There is strong reliance on manual and
tech-based tracing and testing. Mask use
culturally embedded. In South Korea
location tracking measures are highly
intrusive, though less so in Singapore.
• Most never entered full lockdown.
However school closures and sectoral
restrictions are common.
• Several countries have
suffered from a renewed
spike in infections,
however these remain far
below European
numbers.
April 20
Secondaries
reopen
+21 days
Germany Italy France Austria Denmark Spain Japan S. Korea HK
Easingsuppression
Schools
Geographic
segmentation
Age segmentation
Sector
segmentation
Shielding
Containment
Masks
Mass testing
App-based tracing
Strategies so far Yes Partial Tent.No
Implications
• European countries are lifting measures more gradually than in East Asia,
mainly reflecting their much more severe outbreaks as well as less
sophisticated containment infrastructure. Leaders’ references to “walking
tightropes” imply a potential return to lockdown if R increases.
• East Asian countries have progressed much further with testing, tracing and
mask production, largely due to past experience and different cultural
practices. Containment measures are in development in Europe, but not
likely to be fully ready by the time parts of the economy emerge.
• Neither bloc has enforced plans to shield the vulnerable, though in some
countries there is messaging to this effect.
• Given the challenges of scaling up containment activity quickly, the UK may
need to use shielding measures to limit the risks as it lifts lockdown.
• The UK is behind both regions on the curve. This means it may be able to
learn from Europe to avoid re-entering hard lockdown, but must urgently
address testing, tracing, PPE and shielding capacity.
What could a plan look like?7
Principles for a plan
• Lockdown is damaging the economy, and people’s health and wellbeing,
partly because of uncertainty about what life could look like in the coming
months.
• Government cannot provide certainty about when case numbers will drop or
what future outbreaks may occur, so providing firm dates for lifting
lockdown measures weeks in advance may be unwise.
• However it could substantially reduce uncertainty and strengthen adherence
to the lockdown by taking three steps:
• Put hard metrics on its five tests for lifting the lockdown.
• Establish different levels of suppression measures that will be in force,
conditional on the scale of an outbreak, potentially varying by region.
• Clarify what each level of suppression will mean for people and
different types of businesses.
• The following grid is intended as an illustration of how such a plan could be
constructed. The detailed contents should not be taken as firm proposals.
NB: Thresholds and
measures are
illustrative
Individuals
Hospitality,
entertainment
Transport Retail Schools Other business
Econ
impact
Hard
Lockdown if
• Daily new cases
> 500
Only leave home
for exercise,
medical need or
essential supplies
Closed
Essential
transport only
Closed Closed
Only essential
business to be
done on-site
Economy
around
65%
(OBR)
Soft Lockdown
if
• Daily new cases
< 500
• Testing capacity
> 100k
• Tracing capacity
> 50%
• Shielding
Work if workplace
open and clear
tracing-app
reading, masks
where possible
otherwise only
leave home as for
Hard Lockdown.
Over-65s as per
Hard Lockdown
Partially open
with strict
capacity limits.
Patrons
encouraged to
show clear
contact tracing
app reading
Private transport,
public transport
with masks,
social distancing
and clear app
readings for
passengers
Social distancing
enforced, entry
to shops limited,
patrons to wear
masks and have
clear app reading
Open
Open with social
distancing
enforced, masks,
clear app
readings for staff
Economy
around
90%
Soft Open
if
• Daily new cases
< 100
• Testing + tracing
as for Soft LD
Public gatherings <
100 allowed, travel
to low-risk
countries allowed
Open, patrons
encouraged to
show clear
contact-tracing
app reading
Private transport,
public transport
with masks and
clear app
readings for
passengers
Social distancing
enforced, masks
Open
Open with social
distancing
enforced, clear
app readings for
staff
Economy
around
95%
A contingent exit plan
Economic activity assumptions derived from OBR scenario. Soft lockdown: Accom & Food remains at OBR’s lockdown activity level, Transport & Storage and Wholesale & Retail see 50% recovery towards
normality, Health up 20% on normal, other sectors down 10% on normal. Soft Open: Accom & Food down 20% on normal, Health up 10%, other sectors down 5% on normal.

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  • 1. A sustainable exit strategy: Managing uncertainty, minimising harm 20 APRIL 2020 IAN MULHEIRN SAM ALVIS LIZZIE INSALL JAMES BROWNE CHRISTINA PALMOU
  • 3. Lockdown saves lives but isn’t sustainable Lockdown saves lives, buying time... • Across Europe, only full lockdown has worked to reduce the reproduction number below 1, slowing the rate of spread. …but the UK now needs a sustainable strategy for Covid-19 • OBR anticipates a 35% fall in GDP in Q2 if lockdown continues through June. • Data on other conditions suggests that the health costs of lockdown are high. Click image to jump to slide Click image to jump to slide
  • 4. Little scope to ease without new measures Once new cases fall substantially, the UK could consider easing… • Schools could open first: Children are at very low risk, and economic and education costs of school closure are high. • Age segmentation: Younger people are at much lower risk, so could be allowed to return to work sooner. • Sector segmentation: Some workplaces pose less risk and could return before others. • Geographic segmentation: Caseload and NHS capacity vary across the country. …but there’s very little headroom to lift suppression measures • Analysis suggests lifting even one current measure could take R above 1, accelerating the spread. Click image to jump to slide
  • 5. Sustainable strategy: minimising the trade-off …but we can minimise the trade-off A twin-track strategy of containment and shielding can prevent deaths and stop the number of cases accelerating as suppression measures are eased. Easing alone is risky… Without effective countermeasures, easing the lockdown could push R above 1, quickly putting us on a path to a very high number of deaths. Click image to jump to slide Click image to jump to slide
  • 6. How do other countries measure up? Europe is easing… European countries are starting to ease, but containment and shielding capacity appears limited, risking acceleration of the virus. This may mean a return to lockdown. … but East Asia has advanced containment capacity East Asian countries tend to have better testing and tracing capacity and widespread use of masks. Click image to jump to slide Click image to jump to slide
  • 7. Managing uncertainty: a contingent exit plan Uncertainty accentuates the need for a clear plan • Until vaccines or treatments become available, sustainable exit from lockdown requires an advanced strategy for containment and shielding. • That will be a process of trial and error. There may be advances and reversals along the way. • Uncertainty adds to the long- term economic damage, exacerbates mental health concerns and may erode support for lockdown. • Government should therefore set out a contingent exit plan, involving carefully specified levels of lockdown, and the thresholds at which they would be triggered. This would allow businesses and people to plan, and begin to look to the future. Click image to jump to slide
  • 9. Lockdowns have got the virus under control So far nothing short of complete lockdown appears to have been able to arrest the accelerating spread of the virus and stop the epidemic. The lockdown isn’t a sustainable strategy for dealing with the virus – but it buys time to develop one. Sources: based on Oxford Covid-19 Government Response Tracker, Imperial College Covid-19 model, authors’ calculations 0 1 2 3 4 5 0 10 20 30 40 50 60 70 80 90 100 ImperialestimateofRt Blavatnik stringency index Austria Denmark France Germany Greece Italy Netherlands Norway Spain Portugal Sweden Switzerland UK Earlier measures were insufficient to control the spread... ...but stringent lockdowns have achieved R<1
  • 10. Economic consequences are severe • The OBR anticipates a 35% fall in GDP in Q2 if lockdown continues through June. Unemployment is expected to rise by 2 million, to 10%. • The big unknown: how big will be the permanent hit to living standards? The longer the lockdown goes on, the greater is the chance of significant permanent damage to the economy. Source: OBR The UK economy mapped Size of tile represents each sector’s proportion of normal GDP; percentages represent change in activity under lockdown
  • 11. Lockdown hits lower-income people hardest • Lower-paid sectors tend to be harder hit by the lockdown. • The IFS estimates that around one-third of employees in the lowest-earning decile of the income distribution work in sectors that have been largely or entirely shut down by suppression measures, compared to around 5% of those in the top three deciles. Sources: OBR, ASHE, authors’ calculations Agriculture Mining, energy Manufacturing Construction Wholesale, retail, motor Transport and storage Accom., food Info and comms Finance and insurance Real estate Professional, scientific, technical Administrative Public admin Education Other services 200 300 400 500 600 700 800 -100 -80 -60 -40 -20 0 Medianweeklypay(£) OBR-estimated effect on output relative to baseline (%)
  • 12. Health and education costs Wider consequences of the lockdown include: • Students’ learning will be affected, with three months’ less teaching estimated by one study to reduce test scores by 6% of a standard deviation. • Educational disparities will grow, with some parents at an advantage over others in the time, knowledge, resources and non-cognitive skills they can devote to home schooling. Disadvantaged pupils have fewer learning opportunities outside school. • Lockdown also has health impacts. The former head of the WHO Cancer programme warned six months of lockdown could mean 60,000 excess cancer deaths from reduced services. Non-Covid-19 respiratory visits to GPs fell by 75% from the 16 March introduction of distancing. • A&E visits have fallen significantly, with a 29% drop year on year for March. Daily hospital visits for suspected heart attacks halved from 300 to 150.
  • 13. Contagion, density and deprivation • There is no obvious difference between the rate of spread in more and less deprived local authorities in England. Source: Authors’ calculations, PHE, ONS Notes: Densely populated UTLAs are defined as those with more than 28 people per hectare, the average for English UTLAs 0% 100% 200% 300% 400% 14-Mar 21-Mar 28-Mar 04-Apr 11-Apr 5-daygrowthincases 5-day rolling case growth rates by population density, English local authorities Dense Sparse 0% 100% 200% 300% 400% 500% 14-Mar 21-Mar 28-Mar 04-Apr 11-Apr Growthincasenumber 5-day rolling case growth rates by deprivation, English local authorities Most deprived 2nd quartile 3rd quartile Least deprived • Covid-19 does not appear to spread more quickly in dense urban areas. • Qian et al find transmission in China mainly occurred within the home or on public transport.
  • 14. Limited normalisation Due to the high cost of lockdown, governments are considering easing suppression measures to allow more activity, once outbreaks are under control. They have several options. 2
  • 15. Schools • Children are far less likely to contract or suffer with coronavirus. 2.4% of cases are under 19, with 2.5% of those showing severe symptoms. • Meanwhile scientific advice indicates school closures – combined with social distancing – is effective at limiting household-to-household transmission • Research by UCL suggests school closures reduce deaths by 2-4%, based on evidence from 16 comparable outbreaks. However the scale of this benefit needs to be offset against the educational, health and economic impacts of closures. • Given the low risk to children directly and the economic importance of schools, reopening them – particularly for younger children – is seen in many countries as a viable first step in easing suppression measures. NB: Schools are included as separate to age and sectoral segmentation due to their crossover with both, but also setting apart from other aspects of the economy • Preventing spread among teachers, school workers and parents • Maintaining social distancing or containment with children • Overcoming concerns of reluctant parents Challenges
  • 16. Age segmentation • IFS research has shown that around one-third of workers in shutdown sectors are under 25; women are disproportionately in these sectors. • ONS data show deaths are overwhelmingly among older people. Mortality for under 40s is one in 100,000. By comparison heart attack mortality is 0.67 for 15-34 year olds. Covid-19 mortality rises to 25.5 for 40-65s; for over 65s it’s 491. Men are overrepresented at every age. • Maintaining lockdown among other lower-risk age groups • Lack of labour demand with most of the economy shut down • Intergenerational equity Challenges 13% 7% 11% 16% 21% 18% 16% 75-79 % of Covid-19 deaths 90+95-89<65 80-8470-7465-69 • This suggests that young people could be allowed to return to work first with lower personal risk. Note this is distinct from shielding. • Warwick University researchers have proposed releasing from lockdown 4.2 million workers aged 20-30 who do not live with their parents.
  • 17. Sector segmentation • ONS data show the impact on sectors from lockdown is very uneven: • 10% of businesses in education, health or IT are laying off workers. • This rises to 52% in hospitality, 39% in administration, construction and the arts, and 33% in transportation and storage. • This is related both to differentiated ability to work from home, but also to the forced closure of many consumer-facing businesses. • Reopening lower-risk sectors of the economy could help alleviate economic pain while keeping R lower than if the entire economy opens. • There are several ways this could be achieved, for example: • Gradually expanding lower-risk sectors like manufacturing. • Allowing businesses that can maintain social distancing to open. For example restaurants with fewer tables, or cinemas half full. • Cross-sector supply chains limit benefit of partial opening • Enforcing and monitoring social distancing within workplaces is hard Challenges
  • 18. Geographic segmentation • There were initially more cases in cities, especially London, but there appears to be no link between urban density and the rate of spread. • Nevertheless severity of outbreaks varies markedly across the country, which could allow low-risk areas to ease restrictions first. • Several countries have used geographic flexibility in lockdown as rates of infection vary – notably the US, Japan and South Korea. • Limiting movement between regions; enforcement in those locked down • Inconsistent political boundaries, e.g. health, police and local authorities • Exacerbating real and perceived regional inequalities Challenges - 500 1,000 1,500 2,000 2,500 Casespermillionpopulation New Covid-19 cases per million of population Note: New cases 1-15 April Source: ONS, PHE, authors’ calculations Worst-affected local authorities Least-affected local authorities Sunderland Peterborough Gateshead Wiltshire Knowsley Somerset Middlesbrough Isle of Wight St. Helens Rutland
  • 19. Risks of normalisation However, lifting restrictions without other measures risks accelerating the spread of the virus 3
  • 20. Countries have little scope to lift restrictions Approximate effectiveness of different suppression measures Notes: Indicative only. Authors’ calculations based on Imperial College Estimated impact of interventions, scaled to UK estimates R0=4, Rt=0.7 0.7 0.2 0.3 0.6 2.0 0.1 0 1 2 3 4 Rt under different measures Rt + Self isolation + Lockdown + Public events + Social distancing + Schools Current R • Current estimates from Imperial College have the reproduction number (R) for the UK at around 0.7. • Their estimate of the impact of different suppression measures suggests that just allowing schools to return could raise R close to one. • Adding other relaxation measures could cause the spread of the virus to accelerate again. • Significant relaxation therefore needs to be offset by other measures if cases are not to spike.
  • 21. The dilemma: an unavoidable trade-off? • Only stringent lockdown measures (2) have brought the spread of the virus under control, hopefully limiting deaths. • But lifting suppression measures (3) alone could lead to the accelerating spread and large numbers of deaths. • Estimates suggest there is very little room for manoeuvre. • A sustainable exit (4) strategy means getting away from this trade-off. Illustrative only. Lifting suppression = higher R? = more deaths? Total deaths Stringency of social distancing controls 100 500,000 0 Sustainable exit strategy Lockdown ‘Do nothing’ 4 Limited normalisation? 1 2 3 0
  • 22. Lower suppression Accelerating spread More deaths Minimising the trade-off Two approaches can help us minimise the trade-off, by breaking the links between suppression, the spread of the virus and the number of deaths. Containment Containment measures allow us to reduce suppression measures without the spread of the virus accelerating. Masks, testing, tracing all help achieve containment. Shielding Shielding the vulnerable allows us to reduce the death toll of the virus even if the spread of the virus does accelerate. Older people and people with relevant health conditions would be protected. Lower suppression Accelerating spread More deaths Without containment, lifting suppression is likely to accelerate infections Without shielding, accelerating spread will significantly increase fatalities 4 3
  • 23. Containment Measures that reduce the spread of the virus 4
  • 24. Mass testing • Since the start of the pandemic, the World Health Organisation has emphasised the importance of testing in order to trace transmission. • Random sampling in Iceland showed that the virus had a much wider spread in the community than had been assumed from original screening of high- risk people, indicating the importance of a broader testing regime. • Antigen tests have accuracy limitations but can still be effective at scale (see forthcoming TBI work). No antibody tests are currently licenced in the UK. • Opinions on the capacity required vary, for example Paul Romer calls for universal random testing of 7% of the population. However Cleevely et al. suggest that 21% daily testing would be needed, if done at random, but that targeted testing of critical groups is a more practical option. • TBI has previously argued that mass testing is essential. • Antigen tests produce significant false negatives, face scaling challenges • Testing capacity is constrained by availability of reagents, as well as PPE • Significant workforce is required to administer tests Challenges
  • 25. App-augmented contact tracing • Contact tracing closes down disease transmission by isolating people who have come into contact with a person who tests positive for Covid-19. The coverage of contacts and speed at which they isolate are key to effectiveness. • Large-scale manual tracing operations appear to be an essential feature, with Singapore, for example, drawing on its armed forces to assist. • Apps can augment manual tracing and potentially act as a ‘passport’ out of lockdown. BDI estimates that 60% app usage could end the epidemic. • Singapore’s TraceTogether logs anonymised records of nearby phones via Bluetooth, avoiding intrusive location tracking. NHSX’s app will be similar. • Apple and Google announced interoperable, privacy-protecting APIs, allowing CT apps to run in the background, enhancing tracing effectiveness. Though strict anonymity limits the ability of government to use data to suppress outbreaks. • Rapidly scaling up manual contact-tracing capacity • Reaching take up of 60% • Encouraging app use and dealing with privacy concerns Challenges
  • 26. Masks • Evidence from the SARS outbreak suggested mask wearing reduced infection rate, and some anecdotal evidence suggests it is effective against Covid-19 too. • But other studies show low effectiveness against flu pandemics. The WHO only recommends masks for severe pandemics. • Greatest effectiveness seems to be in public places such as public transport, shops and town centres. They are less effective in the home, and fail to prevent infections in large crowds. • Feasibility depends on availability of masks – restricted at present, partly because of export bans in many producer countries. • Even simple homemade cloth masks provide some protection. • Other countries e.g. South Korea and Taiwan have been able to supply two masks a day for everyone through increasing production and rationing. • Ability to make or procure sufficient masks • Improper, inconsistent use – especially around food, while sleeping • Managing attitudinal change like an undue feeling of ‘protectedness’ Challenges
  • 27. Shielding Measures that protect the vulnerable but do not affect the spread of the virus 5
  • 28. Shielding • Evidence from China suggests the case fatality rate for Covid-19 is 1.4%, while the fatality rate for all those who contract the virus (including asymptomatic) is around 0.7%. • The infection fatality rate is estimated at almost 8% for the over-80s. However it is 0.6% for people in their 50s, and well below 0.1% for under 40s. • This suggests that if people above working age are isolated, the fatality rate can be reduced even if containment fails. 0 5 10 15 Percentage Age Covid-19 case and infection fatality rates by age, China Case fatality rate Infection fatality rate Source: Verity et al. (2020) • Maintaining lockdown will itself be harmful for older people • Defining vulnerability and therefore risk level is difficult • Managing behaviours, visits from non-vulnerable family or friends Challenges
  • 29. Options summary Costs vs benefits? How quickly can it be done? Will it be seen as fair? How practical is it? Can it be enforced? Opening schools Geographic segmentation Age segmentation Sector segmentation Shielding Masks Mass testing App-augmented contact tracing
  • 30. Exit strategies around the world 6
  • 31. May 11 will be the beginning of a new step. It will be progressive, the rules may be adapted in function of the results. The objective is the health of people Emmanuel Macron The European Approach Brussels is supporting/urging national governments to coordinate exits from lockdown. The EC advises: • Criteria for releasing restrictions are the decreased spread of Covid-19 (significantly and sustained) and sufficient hospital capacity for any increase in cases. • Notify and provide advanced warning of plans to relax border controls or confinement or reopen shops. • Governments should expand testing, gather harmonised data and coordinate contact-tracing apps. • Exit should be gradual, with a one-month gap between different steps. • Lifting of measures should start locally and extend geographically. • Internal EU borders will relax first, followed by coordinated external border. • Confinement should remain for vulnerable groups. • Services could reopen with restricted opening hours. If our health system recovers, we will move forward with [other] measures. De- escalation will be progressive and very cautious from two weeks Pedro Sanchez Europe is starting to ease lockdown measures. While the rate of new infections remains high in many countries, most are now well down on peak infection rates in late March. • Suppression. Measures are being put into reverse. Lifting by sector and geography incrementally. • Containment. Testing capacity is limited, while tracing plans appear to be at an early stage in most countries. There is an emphasis on use of masks and avoiding public transport. • Shielding. Shielding of vulnerable groups is mostly through soft, communication measures rather than formal policies. Most countries are poised to re-enter lockdown if R rises. Austria, Spain and Denmark have explicitly recognised this. This is like walking the tightrope. If we stand still along the way we could fall and if we go too fast it can go wrong. We must take one cautious step at a time Mette Frederiksen Joint European Roadmap towards lifting Covid-19 containment measures
  • 32. European timelines for easing suppression 5 Note: Cases denote highest number of daily new infections, not controlled by population https://www.worldometers.info/coronavirus/#countries First infection peak Containment Austria Denmark Germany Europe 14 Apr Small non-essential shops reopen 26 Mar 1.3k cases 1 May All shops reopen, only one person per 20m2 11 May Schools, some businesses to open; masks and tests available 21 Mar 6.6k cases 7 Apr 390 cases Masks are recommended but voluntary, mandatory only in some cities; apps in development Facemasks are mandatory; size of social gatherings still limited + 17 days+ 19 days 27 Mar 6.9k cases 3 Apr 23k cases 26 Mar 8k cases France Spain Italy Mid May Other shops, hotels and restaurants + 15 days + 38 days 14 Apr Forestry/timber production restart; some shops reopen; Veneto relaxes social distancing; Lombardy in full lockdown + 24 days 15 Apr Day care and schools reopen + 7 days 4 May Schools reopen for students near exams 20 Apr Shops of 800m2 reopen + 14 days+ 23 days 14 Apr Manufacturing, construction, some shops reopen Facemasks given out on public transport, cycling/walking encouraged Post-lockdown masks will be available to all, testing capacity raised; app in development but delayed Gatherings of more than ten still banned 10 May Lockdown ends + 19 days 3 May Lockdown ends + 19 days + 26 days Mid May Federal states may vary measures 2 Apr 50k tests per day
  • 33. • Shielding of vulnerable groups is mostly through soft, communication measures rather than formal policies. East Asia has a stronger emphasis on containment 5 Singapore South Korea EastAsia Hong Kong No lockdown: test, treat, track 21 Mar Social distancing expanded 29 Mar 82 cases April 1-3 Sectoral restrictions 15 Feb Mass testing, tracing, quarantine +18 days 20 Mar Stronger social distancing 16 Apr 728 cases 3 Mar 851 cases Note: Cases denote highest number of daily new infections, not controlled by population https://www.worldometers.info/coronavirus/#countries/ +14 days 11 April 743 cases Japan +18 days 7 Apr State of emergency allows sectoral & geographic lockdown 1 Mar Schools close Feb 12 limited testing but contact tracing 23 Mar Moderate social distancing +22 days +15 days Masks culturally embedded 25 Mar Quarantines & tracing arrivals Masks culturally embedded 10 Apr Sectoral lockdown • There is strong reliance on manual and tech-based tracing and testing. Mask use culturally embedded. In South Korea location tracking measures are highly intrusive, though less so in Singapore. • Most never entered full lockdown. However school closures and sectoral restrictions are common. • Several countries have suffered from a renewed spike in infections, however these remain far below European numbers. April 20 Secondaries reopen +21 days
  • 34. Germany Italy France Austria Denmark Spain Japan S. Korea HK Easingsuppression Schools Geographic segmentation Age segmentation Sector segmentation Shielding Containment Masks Mass testing App-based tracing Strategies so far Yes Partial Tent.No
  • 35. Implications • European countries are lifting measures more gradually than in East Asia, mainly reflecting their much more severe outbreaks as well as less sophisticated containment infrastructure. Leaders’ references to “walking tightropes” imply a potential return to lockdown if R increases. • East Asian countries have progressed much further with testing, tracing and mask production, largely due to past experience and different cultural practices. Containment measures are in development in Europe, but not likely to be fully ready by the time parts of the economy emerge. • Neither bloc has enforced plans to shield the vulnerable, though in some countries there is messaging to this effect. • Given the challenges of scaling up containment activity quickly, the UK may need to use shielding measures to limit the risks as it lifts lockdown. • The UK is behind both regions on the curve. This means it may be able to learn from Europe to avoid re-entering hard lockdown, but must urgently address testing, tracing, PPE and shielding capacity.
  • 36. What could a plan look like?7
  • 37. Principles for a plan • Lockdown is damaging the economy, and people’s health and wellbeing, partly because of uncertainty about what life could look like in the coming months. • Government cannot provide certainty about when case numbers will drop or what future outbreaks may occur, so providing firm dates for lifting lockdown measures weeks in advance may be unwise. • However it could substantially reduce uncertainty and strengthen adherence to the lockdown by taking three steps: • Put hard metrics on its five tests for lifting the lockdown. • Establish different levels of suppression measures that will be in force, conditional on the scale of an outbreak, potentially varying by region. • Clarify what each level of suppression will mean for people and different types of businesses. • The following grid is intended as an illustration of how such a plan could be constructed. The detailed contents should not be taken as firm proposals.
  • 38. NB: Thresholds and measures are illustrative Individuals Hospitality, entertainment Transport Retail Schools Other business Econ impact Hard Lockdown if • Daily new cases > 500 Only leave home for exercise, medical need or essential supplies Closed Essential transport only Closed Closed Only essential business to be done on-site Economy around 65% (OBR) Soft Lockdown if • Daily new cases < 500 • Testing capacity > 100k • Tracing capacity > 50% • Shielding Work if workplace open and clear tracing-app reading, masks where possible otherwise only leave home as for Hard Lockdown. Over-65s as per Hard Lockdown Partially open with strict capacity limits. Patrons encouraged to show clear contact tracing app reading Private transport, public transport with masks, social distancing and clear app readings for passengers Social distancing enforced, entry to shops limited, patrons to wear masks and have clear app reading Open Open with social distancing enforced, masks, clear app readings for staff Economy around 90% Soft Open if • Daily new cases < 100 • Testing + tracing as for Soft LD Public gatherings < 100 allowed, travel to low-risk countries allowed Open, patrons encouraged to show clear contact-tracing app reading Private transport, public transport with masks and clear app readings for passengers Social distancing enforced, masks Open Open with social distancing enforced, clear app readings for staff Economy around 95% A contingent exit plan Economic activity assumptions derived from OBR scenario. Soft lockdown: Accom & Food remains at OBR’s lockdown activity level, Transport & Storage and Wholesale & Retail see 50% recovery towards normality, Health up 20% on normal, other sectors down 10% on normal. Soft Open: Accom & Food down 20% on normal, Health up 10%, other sectors down 5% on normal.