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Nigeria
Impacts of COVID-19 on Production,
Poverty & Food Systems
Kwaw Andam1, Hyacinth Edeh1, Victor Oboh2, Karl Pauw1 & James Thurlow1
1 IFPRI Nigeria Country Strategy Support Program
2 Central Bank of Nigeria
Updated: May 6, 2020
Produced under CGIAR’s Research Program on
Policies, Institutions, and Markets (PIM)
Disclaimer: The analysis presented in this slide deck are the authors’ own
and do not necessarily reflect the view of the authors’ institutions.
Updated: May 6, 2020
Overview
Two parts to the analysis:
1. Measure impacts of government restrictions over last 6 weeks
• Domestic restrictions (e.g., transport) & global shocks (e.g., exports)
• Multiplier analysis tracks direct & indirect impacts across supply chains
• Outcome: Large shocks concentrated over short-period of time
2. Consider possible recovery scenarios for rest of 2020
• Highly stylized, but broadly consistent with government’s plan to sequence
easing of restrictions (e.g., maintaining limits on social gatherings)
• Outcome: Shocks spread over longer time period & offset by recovery
Updated: May 6, 2020
Lockdown Imposes Heavy Economic Costs
• National GDP is estimated to fall by
38% during the 5-week lockdown
(US$18 bil. in lost GDP)
• Food system is adversely affected by
falling consumer & export demand
(18% agri-food GDP decline, despite exemptions)
• National poverty rate increases by
15%-points during the lockdown
(30 million more people temporarily living below
the US$1.90-a-day poverty line)
Source: Nigeria SAM Multiplier Results
Economic impacts during
5-week lockdown period
37.6
18.3
15.3
18.1
30.1
Percentage decline
in national GDP
Percentage decline
in agri-food system
GDP
Percentage point
increase in national
poverty rate
Decline in national
GDP in US$ billions
Increase in number
of poor people in
millions
Updated: May 6, 2020
Costs Likely to Persist Throughout 2020
• Economy will recover as
restrictions are lifted & people
return to work
• But economic losses remain,
even with a fast recovery
(GDP may be 10-15% lower in 2020
compared to a no-COVID scenario)
• Average GDP & poverty rates
for 2020 hide sharp mid-year
deteriorations
(many businesses & people will require
government support to cope & recover)
-0.5%
-32.5%
-6.9%
-1.3%
-36.6%
-19.2%
-5.2%
Q1 Q2 Q3 Q4
Faster easing Slower easing
0.2%
12.9%
2.0%
0.3%
14.8%
7.4%
1.5%
Q1 Q2 Q3 Q4
Change in
GDP
(relative to
no-COVID-19
outcome)
Change in
national
poverty rate
(US$1.90-a-day
poverty line)
Quarterly national impacts under faster or
slower easing of lockdowns
Updated: May 6, 2020
COVID-19 Outbreak &
Lockdown Policies in Nigeria1
Updated: May 6, 2020
0
50
100
150
200
250
300
350
400
450
500
27-Feb
28-Feb
29-Feb
1-Mar
2-Mar
3-Mar
4-Mar
5-Mar
6-Mar
7-Mar
8-Mar
9-Mar
10-Mar
11-Mar
12-Mar
13-Mar
14-Mar
15-Mar
16-Mar
17-Mar
18-Mar
19-Mar
20-Mar
21-Mar
22-Mar
23-Mar
24-Mar
25-Mar
26-Mar
27-Mar
28-Mar
29-Mar
30-Mar
31-Mar
1-Apr
2-Apr
3-Apr
4-Apr
5-Apr
6-Apr
7-Apr
8-Apr
9-Apr
10-Apr
11-Apr
12-Apr
13-Apr
14-Apr
15-Apr
16-Apr
17-Apr
18-Apr
19-Apr
20-Apr
21-Apr
22-Apr
23-Apr
24-Apr
25-Apr
26-Apr
27-Apr
28-Apr
Confirmednewcases
COVID-19 Cases & Policy Timeline
First confirmed
case in Nigeria
Expansion of laboratory testing,
intensified public health campaigns &
establishment of COVID-19
Presidential Task Force
1. Federal government announces
14% budget cut (20% capital &
25% recurrent spending)
2. Travel bans on 13 highly-infected
countries & suspension of visa-
on-arrival policy
3. Lagos & Ogun States restrict
large gatherings & close schools
(8 other states close schools)
All schools closed
Center for Disease Control (NCDC) receives
US$2.7mil. funding boost
Land & air borders are closed for 4 weeks
President announces new restrictive policies…
- Movement restrictions in Lagos, FCT & Ogun State for 14 days
- Suspension of passenger aircraft
…and palliative measures:
- 3-month repayment moratorium for all TraderMoni, MarketMoni & FarmerMoni loans
- Advance payment of 2-month cash transfers to vulnerable citizens
- Distribution of 2-month food rations to internally displaced persons
Federal government issues exemptions to
movement restrictions for medical services,
food retail & financial services
Federal government extends movement
restrictions for two additional weeks
Restrictions
broadened to
include Kano
Lagos, FCT & Ogun
lockdowns extended
for two weeks
Federal government announces…
- Kano lockdown extended for two weeks
- Nationwide curfew (8pm-6am)
- Ban on non-essential interstate travel
- Mandatory use of facemasks in public
President announces…
- Phased & gradual relaxing of lockdowns in
Lagos & FCT from 4 May
Updated: May 6, 2020
States Under Lockdown (28 Apr 2020)
• Only part of the economy is
under lockdown restrictions
• But nationwide school closures &
limits on size of gatherings
• Federal government lockdowns
• Lagos, FCT-Abuja, Ogun, Kano
• ≈ 40% of national GDP
• State government lockdowns
• Borno, Kwara, Ekiti, Osun, Rivers,
Akwa Ibom
• ≈ 20% of national GDP
Number of confirmed cases by state &
states under partial or full lockdowns
Updated: May 6, 2020
Sectors Affected by Lockdown Policies (1)
Sector Lockdown restrictions or exemptions in targeted regions Directly Affected?
Agriculture
• Movement restrictions occurring at start of planting season
• Suspended development projects
Minimal
Mining & crude oil
• Continuing to operate (essential sector)
• Lower oil prices & export demand (small supply effects to date)
Minimal
Manufacturing
• Food processing & medicines exempted (essential sector)
• Nonfood producing companies closed
• Port congestion constraining access to inputs
High
Utilities • Electricity & water distribution exempted (essential sector) Minimal
Construction
Nationwide
• Many public works programs reduced in affected areas
• Local curfews & border closures reducing activity elsewhere
Some
Wholesale & retail
trade services
• Retailers of essential goods exempted (but 10am-2pm trading times)
• Wholesale not exempted
Some
Transportation,
storage & cargo
Nationwide
• Rail & air travel closed; freight transport partly restricted
• Demand for urban passenger transit reduced
• Port cargo handling & storage exempted
High
Hotels & food
services
Nationwide
• Restaurant dining banned or severely limited
• Limited delivery options for food or other products
High
Updated: May 6, 2020
Sectors Affected by Lockdown Policies (2)
Sector Lockdown restrictions or exemptions in targeted regions Directly Affected?
Banking, finance &
insurance
• Money transfer services exempted (essential)
• Banks operating with essential staff only
• Other financial institutions closed or teleworking (e.g., insurance)
Some
Professional &
business services
• Almost all closed or teleworking (e.g., legal, accounting services)
• Activities involving in-person field visits affected (e.g., engineers)
Some
Public admin &
law enforcement
• Public services & agencies remain open, but most staff teleworking
• Public & private security services exempted (essential)
Some
Education services
• Nationwide
• All public schools closed without much scope for online delivery
• Private schools closed with some online materials
High
Health services
• Health services exempted (essential)
• Elective operations reduced but rising number of COVID patients
Minimal
Sports &
entertainment
Nationwide
• Most sports & outdoor entertainment banned
• Some activities operating (e.g., newspapers, radio & TV)
High
Other services
• Domestic workers cannot commute, but live-in workers less affected
• In-person religious gatherings banned
• Major disruptions to informal repair firms due to market closures
Some
Updated: May 6, 2020
Global & Other Nationwide Shocks
Sector Lockdown restrictions or exemptions in targeted regions Directly Affected?
Export demand
Nationwide
• Sizable decline in demand for oil, but production continues
• Reduced international tourism & business travel to Nigeria
High
Remittances
Nationwide
• Declines in the value of remittances sent by national working abroad
Some
Government
revenues
Nationwide
• Fall in tax revenues due to decline in economic activity
• Lower trade tax collections due to reduced import demand
Some
See detailed sector-level assumptions about production &
demand shocks in Annex at the end of slide deck
Updated: May 6, 2020
Measuring Economic Impacts2
Updated: May 6, 2020
Economywide Multiplier Analysis
• Lockdown policies & shocks have direct impacts on the operation
of certain sectors
(e.g., closing businesses, restricting travel, etc.)
• But it also generates indirect impacts on other sectors involved in
supply chains
(i.e., input suppliers & downstream users)
• Multiplier analysis uses sector input-output data to measure
direct & indirect impacts throughout & across supply chains
(incl. impacts on GDP, jobs & household incomes)
• Nigeria model based on 2018 SAM & 2011 household survey data
(results scaled to 2019 GDP & employment levels)
Updated: May 6, 2020
Economywide
Impacts
GDP | jobs
Incomes | poverty
Direct
impacts
Framework for Analyzing COVID-19
GlobalImpact Channels
(Due to partial or full lockdowns in other countries)
Indirect
impacts
DomesticImpact Channels
(Due to partial or full lockdowns in own country)
• Export demand
• Remittances & migration
• Foreign direct investments
• Agriculture
• Mining & crude oil
• Manufacturing
• Utilities (energy, water)
• Construction
• Whole & retail trade services
• Transportation, storage & cargo
• Hotels & food services
• Banking, finance & insurance
• Professional & business services
• Public administration & law enforcement
• Education services
• Health & social services
• Sports & entertainment
• Community & other services
Updated: May 6, 2020
Impact Channels & Shocks
• Lockdowns are simulated using a
range of impact channels
• Shocks to each channel are imposed on
the model & impacts are simultaneously
traced across all supply chains
• Multiplier model separates entire
Nigerian economy into 86 sectors
(shocks are calculated bottom-up using
supply-use data for 284 goods & services)
• Size of shocks is estimated by IFPRI’s
in-country staff & collaborators
(see Annex)
Impact channels used to replicate lockdowns
1 Direct restrictions on farming
2 Limiting mining operations
3 Closing non-essential manufacturing operations
4 Disruptions to energy and water supply
5 Limiting construction activities
6 Closing non-essential wholesale/retail trade
7 Transport/travel restrictions
8 Closing hotels, bars and restaurants
9 Closing non-essential business services
10 Government work-from-home orders
11 Closing all schools in the country
12 Disruptions to hospitals and clinics
13 Banning sports & other entertainment
14 Domestic workers & other services
15 Reduced export demand
16 Falling foreign remittances
17 Falling government revenues
Updated: May 6, 2020
Adjusting for Geography & Seasonality
• Shocks are weighted to reflect the geographic targeting of
lockdowns policies (using official data on sectoral GDP by state)
• Shocks also weighted by importance of Q2-2020 for sectoral GDP
• Second half of year is more important for crop GDP
• Q2 is “low season” for tourism (mainly hotels & food services sector)
• Food processing GDP is evenly distributed across year
Share of annual GDP produced each quarter
23%
19%
25%
29%
24%
21%
24%
17%
26%
31%
25% 25%
27% 28%
26%
29%
Total GDP Crops Food processing Hotels & food services
Q1
Q2
Q3
Q4
Updated: May 6, 2020
Scenarios
1. Impacts during only the full lockdown period
• In Nigeria this is 5 weeks running late-March to end of April
2. Impacts for rest of 2020 as lockdowns are lifted each quarter
• We will compare a faster vs. slower easing of restrictions
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Q1 Q2 Q3 Q4
Full
lockdown
period
Easing some
restrictions
during rest of
Q2
Further
easing of
restrictions in
Q3
Final easing by
end of Q4
(possibly incomplete
recovery)
1
2
Updated: May 6, 2020
Economic Impacts During the
Ongoing Lockdown Period3
Updated: May 6, 2020
GDP Losses During Lockdown
National GDP drops 38% during the 5-week lockdown
(most economic losses occur in the industry & services sectors)
GDP losses accumulate when the lockdown period is extended
(could also increase if tighter restrictions are imposed on more sectors/states)
Source: Nigeria SAM Multiplier Results
Change in total GDP during
lockdown period (%)
Change in total GDP by duration of
lockdown (US$ bil.)
-37.6%
-13.8%
-41.0%
-44.1%
Total Agriculture Industry Services
-$18.1
-$29.0
-$36.2
-$43.4
5 weeks 8 weeks 10 weeks 12 weeks
Updated: May 6, 2020
Sources of GDP Losses
Restricting non-essential trade accounts for a quarter of GDP losses
Contribution of lockdown restrictions & shocks to
loss in total GDP during lockdown (sums to 100%)
26.7%
11.8%
11.1%
10.7%
9.1%
8.5%
6.9%
5.2%
5.1%
3.1%
1.2%
0.6%
Closing non-essential wholesale/retail trade
Limiting construction activities
Closing non-essential manufacturing operations
Banning sports & other entertainment
Closing all schools in the country
Closing non-essential business services
Transport/travel restrictions
Closing hotels, bars and restaurants
Reduced export demand
Falling foreign remittances
Falling government revenues
Domestic workers & other services
(limiting construction & manufacturing activities makes up about another quarter)
Education GDP falls, even though
teachers may continue to be paid
Lower crude oil production as
export demand & prices falls
Falling remittances reduce
household incomes & consumption
Government announced $4bil. decline
in revenues & public investment
(assume this is spread over 2020)
Large knock-on effect on goods
producing sectors (incl. suppliers
of inputs to all sectors)
Source: Nigeria SAM Multiplier Results
Updated: May 6, 2020
Impacts on the Agri-Food System
Food supply is exempt from most restrictions, but it is still
indirectly affected by falling consumer incomes & other shocks
Change in agri-food GDP
during lockdown period (%)
Change in agri-food GDP during the
5-week lockdown period (US$ bil.)
-18.3%
-13.8%
-29.2%
-17.4%
-91.7%
Agri-food system
Agriculture
Agro-processing
Food trade and transport
Food services
-$2.7
-$1.3
-$0.6
-$0.6
-$0.3
Agri-food system
Agriculture
Agro-processing
Food trade and transport
Food services
(food services is directly affected by the closing of hotels, restaurants & bars,
but this is a small component of the overall agri-food system)
Source: Nigeria SAM Multiplier Results
Share of
total GDP in
2019 (%)
(32.6%)
(21.0%)
(4.0%)
(6.7%)
(0.9%)
Updated: May 6, 2020
36.4%
22.5%
11.8%
6.5%
6.3%
5.8%
3.2%
2.5%
2.1%
2.1%
0.7%
0.1%
Closing non-essential wholesale/retail trade
Closing hotels, bars and restaurants
Closing non-essential manufacturing operations
Limiting construction activities
Transport/travel restrictions
Falling foreign remittances
Closing all schools in the country
Reduced export demand
Closing non-essential business services
Banning sports & other entertainment
Falling government revenues
Domestic workers & other services
Sources of Agri-Food System GDP Losses
Domestic trade restrictions cause a large share of agri-food GDP losses
Contribution of lockdown restrictions & shocks to
loss in agri-food GDP during lockdown (sums to 100%)
(limiting construction & banning entertainment activities makes up another quarter)
Closing food service providers is
more important for the food system
than for the overall economy
Falling remittances are also more
important for the food system
because households spend a large
share of their incomes on food
Note that food is considered
“essential” & so is not directly
affected by this restriction
Source: Nigeria SAM Multiplier Results
Updated: May 6, 2020
Unpacking Agricultural GDP Impacts
-14%
-14%
-28%
-48%
-5%
-15%
-47%
-45%
-58%
-16%
-16%
-16%
-25%
-9%
Agriculture
Crops
Cereals
Pulses & oilseeds
Root crops
Fruits & vegetables
Sugarcane
Beverage crops
Traditional export crops
Livestock
Meat & eggs
Dairy
Forestry
Fishing
Change in GDP during
the lockdown (%)
Root crops are the largest food group and agric.
subsector in Nigeria, but home production
accounts for a large share of domestic supply
Decline in investment spending &
construction activities reduces demand for
timber & wood products
Share of agric. GDP
in 2019 (%)
(13.5%)
(3.4%)
(43.3%)
(26.9%)
(0.6%)
(0.2%)
(0.2%)
(6.8%)
(1.5%)
(1.1%)
(2.5%)
Export crops hurt by falling export
demand & input supply disruptions
(greater use of inputs than other crops)
Source: Nigeria SAM Multiplier Results
Updated: May 6, 2020
-25%
-7%
-3%
-16%
-3%
-18%
-18%
-42%
-59%
-11%
-54%
Food procesing
Meat
Fish
Dairy
Fruits & vegetables
Fats & oils
Cereal milling
Sugar refining
Coffee, tea, etc.
Other foods
Beverages & tobacco
Unpacking Food Processing GDP Impacts
Change in GDP during
the lockdown (%)
Not entirely exempted by
lockdown restrictions
Processed foods are more intensively
consumed by urban households, who are
affected badly by lockdown (see later slides)
Export-oriented crops are typically
processed before being exported
Source: Nigeria SAM Multiplier Results
Note: Agri-food processing is a subsector within manufacturing
Updated: May 6, 2020
Impacts on Household Incomes
Higher-income & urban households experience larger income losses
But incomes of rural & lower-income households also fall
-37%
-23%
-27%
-31%
-36%
-41%
-30%
-43%
All
households Quintile 1 Quintile 2 Quintile 3 Quintile 4 Quintile 5 Rural Urban
(lockdowns target cities; nonpoor more likely to work in manufacturing & services)
(mainly due to effects of food system disruptions on smallholder farmer incomes
& the closure of urban informal markets where urban poor often work)
Source: Nigeria SAM Multiplier Results
Change in household incomes during lockdown (%)
Updated: May 6, 2020
Poverty Impacts During the Lockdown
National poverty rate increases by 15%-points during the lockdown
period (≈ 30 mil. more poor Nigerians)
Increase in the share of the national
population living in poverty (%)
Increase in number of poor people in Nigeria
during the 5-week lockdown period (mil.)
(poverty rate is the share of the population with consumption
spending below the US$1.90-a-day poverty line)
Source: Nigeria SAM Multiplier Results
15.3%
13.4%
18.7%
National Rural Urban
30.1
16.6
13.4
National Rural Urban
Updated: May 6, 2020
Federal vs. State Lockdowns/Restrictions
-$18.1
-$8.1
-$1.5
-$6.4
-$2.1
Total GDP change
Nationwide restictions
Global shocks
Federal government lockdowns
State government lockdowns
Contribution to change in total GDP during
the 5-week lockdown period (US$ bil.)
Total GDP losses result from nationwide &
state-level restrictions, plus global shocks
• State-level includes lockdowns at federal & state
government levels (nationwide restrictions are federal government)
(Lagos, FCT-Abuja, Ogun, Kano)
(Borno, Kwara, Ekiti, Osun, Rivers, Akwa Ibom)
Global shocks account for a small share of overall GDP
losses during lockdown, but could persist during 2020
(e.g., falling export demand & foreign remittances)
Nationwide restrictions account for most GDP losses
(e.g., transport/travel restrictions & school closures)
Federal lockdown orders affect a larger share of the
economy (≈40%) & government has announced easing
from 4 May 2020
States that currently have their own lockdown orders
(i.e., beyond just restricting gatherings & markets)
are a smaller share of the economy (≈20%)
Source: Nigeria SAM Multiplier Results
Updated: May 6, 2020
4
Economic Impacts Under Fast & Slow
Easing of Restrictions
Updated: May 6, 2020
Easing of Restrictions & Recovery
Predicting Nigeria’s “post-lockdown” period is challenging
Consider two highly stylized scenarios:
Faster easing: Economy rebounds strongly in Q3 & largely returns to normal by Dec 2020
Slower easing: Modest rebound in Q3 with productivity in Q4 still below pre-lockdown levels
Faster easing Slower easing Global shocks
Q1
Jan
No shocks in pre-COVID-19 period
Feb
Mar
Full lockdown period starts late-March & last 5 weeks
Remittances & export
demand decline from 1st
March onwards
Q2
Apr
May Production losses from
lockdown policies fall 30%
Production losses from
lockdown policies fall 5%Jun
Q3
Jul
Losses reduced by 90%
(transport & sports by 50%)
Losses reduced by 50%
(transport & sports by 70%)
Shocks reduced by 50%Aug
Sep
Q4
Oct
Losses reduced by 99%
(transport by 95%)
Losses reduced by 90%
(transport & sports by 80%)
Shocks reduced 75%Nov
Dec
Updated: May 6, 2020
GDP Impacts with Recovery Scenarios
Source: Nigeria SAM Multiplier Results
Change in quarterly & annual national GDP with fast or slow easing of restrictions
(changes are relative to a no-COVID growth scenario)
National GDP is 10-15% lower over 2020 as a result of COVID-19
(given its pre-COVID-19 growth trends, Nigeria may well lose a year or more of growth)
-37.6%
-30.0%
-0.5%
-32.5%
-6.9%
-1.3%
-10.0%
-36.1% -36.6%
-19.2%
-5.2%
-15.2%
April May-June Q1 Q2 Q3 Q4 2020
Second quarter Quarterly averages Annual
Faster lifting of restrictions Slower lifting of restrictions
Updated: May 6, 2020
Cumulative Quarterly GDP Losses
Even with faster recovery, Nigeria ends 2020 with lower GDP
(GDP losses accumulate each quarter & will take time to recover to pre-COVID levels)
Cumulative changes in 2020 GDP from end of 2019
(pre-COVID expected growth rate for 2020 was 2.5% according to IMF’s 2019 Economic Outlook)
Source: Nigeria SAM Multiplier Results
-40
-30
-20
-10
0
10
End of
2019
Q1 Q2 Q3 Q4
US$billions
Pre-COVID expected growth
COVID + Faster recovery
COVID + Slower recovery
Updated: May 6, 2020
Poverty Impacts with Recovery Scenarios
Source: Nigeria SAM Multiplier Results
Change in national poverty rate with fast or slow easing of restrictions
(changes are relative to a no-COVID growth scenario)
Poverty stabilizes by end of 2020 as people return to work,
incomes recover & consumer demand resumes
But this hides a sharp spike in mid-year poverty, when many households living close to
the poverty line will require government or other support to cope
15.3%
11.6%
0.2%
12.9%
2.0%
0.3%
15.3% 14.5%
0.2%
14.8%
7.4%
1.5%
April May-June Q1 Q2 Q3 Q4
Second quarter Quarterly averages
Faster lifting of restrictions Slower lifting of restrictions
Updated: May 6, 2020
A
Detailed Assumptions About
Production & Demand Shocks
Updated: May 6, 2020
Channels, Shocks & Affected Sectors (1)
Type of restriction or
global shock
Major sectors
affected2
Geography
affected
Size of
shock
Detailed subsectors affected by shock2
Direct restrictions on
farming
Agriculture
(A)
0% Crop/animal production, hunting, related service activities (D01); forestry, logging (D02);
fishing, aquaculture (D03)
Limiting mining
operations
Mining, quarrying
(B)
0% Coal, lignite (D5); crude petroleum, natural gas (D06); metal ores (D07); quarrying (D08);
mining support service activities (D09)
Closing non-essential
manufacturing
operations
Manufacturing
(C)
0% Food products (D10); coke, refined petroleum (D19); pharmaceuticals, medicinal chemicals
(D21); electromedical equipment (G266)
Only selected
cities & states1
-100% Beverages, tobacco (D11-12); textiles, clothing, leather (D13-15); wood, paper, printing
(D16-18); chemicals, rubber, plastics (D20-21); non-metallic minerals (D23); metals (D24-
25); equipment, machinery (D26-28 excl. G266); vehicles, transport equipment (D29-30);
furniture (D31), other manufactures (D33)
Disruptions to energy
and water supply
Electricity, gas
(D); water supply
(E)
0% Electricity, gas, steam supply (D35); water collection, treatment, supply (D36); sewerage,
waste collection/remediation (D37-39)
Limiting construction
activities
Construction
(F)
National -30% Construction of buildings (D41); civil engineering (D42); specialized construction activities
(D43)
Closing non-essential
trading activities
Wholesale/retail
trade (G)
0% Agricultural raw materials, live animals (G462); agricultural machinery, equipment, supplies
(C4653); food, beverages, tobacco, incl. stalls & markets (G463 G471-472 C4781);
construction materials, hardware, plumbing, heating equipment (C4663); automotive fuels
(G473)
Only selected
cities & states1
-65% Motor vehicle trade/repair (D45); wholesale trade (D46 excl. G462-463 C4653 C4663);
retail trade (D47 excl. G471-472 G47 C4781)
Transport/travel
restrictions
Transportation,
storage (H)
0% Postal/courier activities (D53); transport via pipeline (G493)
National -25% Sea/coastal/inland water transport (C5011-5012 C5022); transport support (G522)
National -50% Freight rail/road/air transport (C4912 C4923 G512); warehousing/storage (G521)
National -75% Urban/suburban passenger/other land transport (C4911 C4921-4922)
National -100% Passenger air transport (G511)
Government work-from-
home orders
Public
administration,
defense (O)
0% Public administration, defense, compulsory social security (D84)
Closing hotels, bars and
restaurants
Accommodation,
food services (I)
Only selected
cities & states1
-100% Accommodation (D55); food/beverage service activities (D56)
Updated: May 6, 2020
Channels, Shocks & Affected Sectors (2)
Type of restriction or
global shock
Major sectors
affected2
Geography
affected
Size of
shock
Detailed subsectors affected by shock2
Closing non-essential
business services
Information,
communication
(J); finance,
insurance (K); real
estate (L);
professional/
scientific/technica
l activities (M);
administrative/
support services
(N)
Only selected
cities & states1
0% Publishing activities (D58); programming/broadcasting activities (D60);
telecommunications (D61); computer programming/consultancy activities (D62);
information service activities (D63); financial services, insurance, pension funding, auxiliary
services (D64-66); real estate activities (D68); security and investigation activities (D80)
Only selected
cities & states1
-10% Accounting, bookkeeping, auditing, tax consultancy (G692); head offices, management
consultancy (D70); scientific research/development (D72); advertising, market research
(D73); other professional/scientific/technical activities (D74);
Only selected
cities & states1
-50% Legal activities (G692); architectural/engineering activities (D71); veterinary activities (D75)
Only selected
cities & states1
-100% Motion picture/video/television program production, etc. (D59); renting/leasing activities
(D77); employment activities (D78); travel agencies, tour operators (D79); building
services, landscape activities (D81); office administrative, office support, other business
support activities (D82)
Closing schools Education (P) National -100% Pre-primary and primary education (G851)
National -80% Secondary education (G852); Other education (G854)
National -60% Higher education (G853); Educational support activities (G855)
Disruptions to hospitals
and clinics
Human health,
social work (Q)
0% Human health activities (D86); residential care activities (D87); social work activities
without accommodation (D88)
Banning sports & other
entertainment
Arts, recreation,
entertainment (R)
National -100% Creative/arts/entertainment activities (D90); libraries, archives, museums, other cultural
activities (D91); gambling, betting activities (D92); sports, amusement/recreation activities
(D93)
Domestic workers &
other services
Other service
activities (S);
households as
employers (T);
extraterritorial
organizations (U)
Only selected
cities & states1
0% Extraterritorial organizations/bodies (D99)
Only selected
cities & states1
-10% Membership organizations (D94)
Only selected
cities & states1
-50% Other personal services (D96); domestic workers/personnel (D97); Other production
activities of private households for own use (D98)
Only selected
cities & states1
-100% Repairing computers & personal/household goods (D95)
Note: (1) Selected cities and states include FCT Abuja, Kano, Lagos and Ogun regions; (2) numbers in parentheses are International Standard Industrial
Classification (ISIC Revision 4) codes (by major section with detailed subsectors, D is division, G is group and C is class).

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Nigeria: Impacts of COVID-19 on Production, Poverty & Food Systems

  • 1. Nigeria Impacts of COVID-19 on Production, Poverty & Food Systems Kwaw Andam1, Hyacinth Edeh1, Victor Oboh2, Karl Pauw1 & James Thurlow1 1 IFPRI Nigeria Country Strategy Support Program 2 Central Bank of Nigeria Updated: May 6, 2020 Produced under CGIAR’s Research Program on Policies, Institutions, and Markets (PIM) Disclaimer: The analysis presented in this slide deck are the authors’ own and do not necessarily reflect the view of the authors’ institutions.
  • 2. Updated: May 6, 2020 Overview Two parts to the analysis: 1. Measure impacts of government restrictions over last 6 weeks • Domestic restrictions (e.g., transport) & global shocks (e.g., exports) • Multiplier analysis tracks direct & indirect impacts across supply chains • Outcome: Large shocks concentrated over short-period of time 2. Consider possible recovery scenarios for rest of 2020 • Highly stylized, but broadly consistent with government’s plan to sequence easing of restrictions (e.g., maintaining limits on social gatherings) • Outcome: Shocks spread over longer time period & offset by recovery
  • 3. Updated: May 6, 2020 Lockdown Imposes Heavy Economic Costs • National GDP is estimated to fall by 38% during the 5-week lockdown (US$18 bil. in lost GDP) • Food system is adversely affected by falling consumer & export demand (18% agri-food GDP decline, despite exemptions) • National poverty rate increases by 15%-points during the lockdown (30 million more people temporarily living below the US$1.90-a-day poverty line) Source: Nigeria SAM Multiplier Results Economic impacts during 5-week lockdown period 37.6 18.3 15.3 18.1 30.1 Percentage decline in national GDP Percentage decline in agri-food system GDP Percentage point increase in national poverty rate Decline in national GDP in US$ billions Increase in number of poor people in millions
  • 4. Updated: May 6, 2020 Costs Likely to Persist Throughout 2020 • Economy will recover as restrictions are lifted & people return to work • But economic losses remain, even with a fast recovery (GDP may be 10-15% lower in 2020 compared to a no-COVID scenario) • Average GDP & poverty rates for 2020 hide sharp mid-year deteriorations (many businesses & people will require government support to cope & recover) -0.5% -32.5% -6.9% -1.3% -36.6% -19.2% -5.2% Q1 Q2 Q3 Q4 Faster easing Slower easing 0.2% 12.9% 2.0% 0.3% 14.8% 7.4% 1.5% Q1 Q2 Q3 Q4 Change in GDP (relative to no-COVID-19 outcome) Change in national poverty rate (US$1.90-a-day poverty line) Quarterly national impacts under faster or slower easing of lockdowns
  • 5. Updated: May 6, 2020 COVID-19 Outbreak & Lockdown Policies in Nigeria1
  • 6. Updated: May 6, 2020 0 50 100 150 200 250 300 350 400 450 500 27-Feb 28-Feb 29-Feb 1-Mar 2-Mar 3-Mar 4-Mar 5-Mar 6-Mar 7-Mar 8-Mar 9-Mar 10-Mar 11-Mar 12-Mar 13-Mar 14-Mar 15-Mar 16-Mar 17-Mar 18-Mar 19-Mar 20-Mar 21-Mar 22-Mar 23-Mar 24-Mar 25-Mar 26-Mar 27-Mar 28-Mar 29-Mar 30-Mar 31-Mar 1-Apr 2-Apr 3-Apr 4-Apr 5-Apr 6-Apr 7-Apr 8-Apr 9-Apr 10-Apr 11-Apr 12-Apr 13-Apr 14-Apr 15-Apr 16-Apr 17-Apr 18-Apr 19-Apr 20-Apr 21-Apr 22-Apr 23-Apr 24-Apr 25-Apr 26-Apr 27-Apr 28-Apr Confirmednewcases COVID-19 Cases & Policy Timeline First confirmed case in Nigeria Expansion of laboratory testing, intensified public health campaigns & establishment of COVID-19 Presidential Task Force 1. Federal government announces 14% budget cut (20% capital & 25% recurrent spending) 2. Travel bans on 13 highly-infected countries & suspension of visa- on-arrival policy 3. Lagos & Ogun States restrict large gatherings & close schools (8 other states close schools) All schools closed Center for Disease Control (NCDC) receives US$2.7mil. funding boost Land & air borders are closed for 4 weeks President announces new restrictive policies… - Movement restrictions in Lagos, FCT & Ogun State for 14 days - Suspension of passenger aircraft …and palliative measures: - 3-month repayment moratorium for all TraderMoni, MarketMoni & FarmerMoni loans - Advance payment of 2-month cash transfers to vulnerable citizens - Distribution of 2-month food rations to internally displaced persons Federal government issues exemptions to movement restrictions for medical services, food retail & financial services Federal government extends movement restrictions for two additional weeks Restrictions broadened to include Kano Lagos, FCT & Ogun lockdowns extended for two weeks Federal government announces… - Kano lockdown extended for two weeks - Nationwide curfew (8pm-6am) - Ban on non-essential interstate travel - Mandatory use of facemasks in public President announces… - Phased & gradual relaxing of lockdowns in Lagos & FCT from 4 May
  • 7. Updated: May 6, 2020 States Under Lockdown (28 Apr 2020) • Only part of the economy is under lockdown restrictions • But nationwide school closures & limits on size of gatherings • Federal government lockdowns • Lagos, FCT-Abuja, Ogun, Kano • ≈ 40% of national GDP • State government lockdowns • Borno, Kwara, Ekiti, Osun, Rivers, Akwa Ibom • ≈ 20% of national GDP Number of confirmed cases by state & states under partial or full lockdowns
  • 8. Updated: May 6, 2020 Sectors Affected by Lockdown Policies (1) Sector Lockdown restrictions or exemptions in targeted regions Directly Affected? Agriculture • Movement restrictions occurring at start of planting season • Suspended development projects Minimal Mining & crude oil • Continuing to operate (essential sector) • Lower oil prices & export demand (small supply effects to date) Minimal Manufacturing • Food processing & medicines exempted (essential sector) • Nonfood producing companies closed • Port congestion constraining access to inputs High Utilities • Electricity & water distribution exempted (essential sector) Minimal Construction Nationwide • Many public works programs reduced in affected areas • Local curfews & border closures reducing activity elsewhere Some Wholesale & retail trade services • Retailers of essential goods exempted (but 10am-2pm trading times) • Wholesale not exempted Some Transportation, storage & cargo Nationwide • Rail & air travel closed; freight transport partly restricted • Demand for urban passenger transit reduced • Port cargo handling & storage exempted High Hotels & food services Nationwide • Restaurant dining banned or severely limited • Limited delivery options for food or other products High
  • 9. Updated: May 6, 2020 Sectors Affected by Lockdown Policies (2) Sector Lockdown restrictions or exemptions in targeted regions Directly Affected? Banking, finance & insurance • Money transfer services exempted (essential) • Banks operating with essential staff only • Other financial institutions closed or teleworking (e.g., insurance) Some Professional & business services • Almost all closed or teleworking (e.g., legal, accounting services) • Activities involving in-person field visits affected (e.g., engineers) Some Public admin & law enforcement • Public services & agencies remain open, but most staff teleworking • Public & private security services exempted (essential) Some Education services • Nationwide • All public schools closed without much scope for online delivery • Private schools closed with some online materials High Health services • Health services exempted (essential) • Elective operations reduced but rising number of COVID patients Minimal Sports & entertainment Nationwide • Most sports & outdoor entertainment banned • Some activities operating (e.g., newspapers, radio & TV) High Other services • Domestic workers cannot commute, but live-in workers less affected • In-person religious gatherings banned • Major disruptions to informal repair firms due to market closures Some
  • 10. Updated: May 6, 2020 Global & Other Nationwide Shocks Sector Lockdown restrictions or exemptions in targeted regions Directly Affected? Export demand Nationwide • Sizable decline in demand for oil, but production continues • Reduced international tourism & business travel to Nigeria High Remittances Nationwide • Declines in the value of remittances sent by national working abroad Some Government revenues Nationwide • Fall in tax revenues due to decline in economic activity • Lower trade tax collections due to reduced import demand Some See detailed sector-level assumptions about production & demand shocks in Annex at the end of slide deck
  • 11. Updated: May 6, 2020 Measuring Economic Impacts2
  • 12. Updated: May 6, 2020 Economywide Multiplier Analysis • Lockdown policies & shocks have direct impacts on the operation of certain sectors (e.g., closing businesses, restricting travel, etc.) • But it also generates indirect impacts on other sectors involved in supply chains (i.e., input suppliers & downstream users) • Multiplier analysis uses sector input-output data to measure direct & indirect impacts throughout & across supply chains (incl. impacts on GDP, jobs & household incomes) • Nigeria model based on 2018 SAM & 2011 household survey data (results scaled to 2019 GDP & employment levels)
  • 13. Updated: May 6, 2020 Economywide Impacts GDP | jobs Incomes | poverty Direct impacts Framework for Analyzing COVID-19 GlobalImpact Channels (Due to partial or full lockdowns in other countries) Indirect impacts DomesticImpact Channels (Due to partial or full lockdowns in own country) • Export demand • Remittances & migration • Foreign direct investments • Agriculture • Mining & crude oil • Manufacturing • Utilities (energy, water) • Construction • Whole & retail trade services • Transportation, storage & cargo • Hotels & food services • Banking, finance & insurance • Professional & business services • Public administration & law enforcement • Education services • Health & social services • Sports & entertainment • Community & other services
  • 14. Updated: May 6, 2020 Impact Channels & Shocks • Lockdowns are simulated using a range of impact channels • Shocks to each channel are imposed on the model & impacts are simultaneously traced across all supply chains • Multiplier model separates entire Nigerian economy into 86 sectors (shocks are calculated bottom-up using supply-use data for 284 goods & services) • Size of shocks is estimated by IFPRI’s in-country staff & collaborators (see Annex) Impact channels used to replicate lockdowns 1 Direct restrictions on farming 2 Limiting mining operations 3 Closing non-essential manufacturing operations 4 Disruptions to energy and water supply 5 Limiting construction activities 6 Closing non-essential wholesale/retail trade 7 Transport/travel restrictions 8 Closing hotels, bars and restaurants 9 Closing non-essential business services 10 Government work-from-home orders 11 Closing all schools in the country 12 Disruptions to hospitals and clinics 13 Banning sports & other entertainment 14 Domestic workers & other services 15 Reduced export demand 16 Falling foreign remittances 17 Falling government revenues
  • 15. Updated: May 6, 2020 Adjusting for Geography & Seasonality • Shocks are weighted to reflect the geographic targeting of lockdowns policies (using official data on sectoral GDP by state) • Shocks also weighted by importance of Q2-2020 for sectoral GDP • Second half of year is more important for crop GDP • Q2 is “low season” for tourism (mainly hotels & food services sector) • Food processing GDP is evenly distributed across year Share of annual GDP produced each quarter 23% 19% 25% 29% 24% 21% 24% 17% 26% 31% 25% 25% 27% 28% 26% 29% Total GDP Crops Food processing Hotels & food services Q1 Q2 Q3 Q4
  • 16. Updated: May 6, 2020 Scenarios 1. Impacts during only the full lockdown period • In Nigeria this is 5 weeks running late-March to end of April 2. Impacts for rest of 2020 as lockdowns are lifted each quarter • We will compare a faster vs. slower easing of restrictions Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Q1 Q2 Q3 Q4 Full lockdown period Easing some restrictions during rest of Q2 Further easing of restrictions in Q3 Final easing by end of Q4 (possibly incomplete recovery) 1 2
  • 17. Updated: May 6, 2020 Economic Impacts During the Ongoing Lockdown Period3
  • 18. Updated: May 6, 2020 GDP Losses During Lockdown National GDP drops 38% during the 5-week lockdown (most economic losses occur in the industry & services sectors) GDP losses accumulate when the lockdown period is extended (could also increase if tighter restrictions are imposed on more sectors/states) Source: Nigeria SAM Multiplier Results Change in total GDP during lockdown period (%) Change in total GDP by duration of lockdown (US$ bil.) -37.6% -13.8% -41.0% -44.1% Total Agriculture Industry Services -$18.1 -$29.0 -$36.2 -$43.4 5 weeks 8 weeks 10 weeks 12 weeks
  • 19. Updated: May 6, 2020 Sources of GDP Losses Restricting non-essential trade accounts for a quarter of GDP losses Contribution of lockdown restrictions & shocks to loss in total GDP during lockdown (sums to 100%) 26.7% 11.8% 11.1% 10.7% 9.1% 8.5% 6.9% 5.2% 5.1% 3.1% 1.2% 0.6% Closing non-essential wholesale/retail trade Limiting construction activities Closing non-essential manufacturing operations Banning sports & other entertainment Closing all schools in the country Closing non-essential business services Transport/travel restrictions Closing hotels, bars and restaurants Reduced export demand Falling foreign remittances Falling government revenues Domestic workers & other services (limiting construction & manufacturing activities makes up about another quarter) Education GDP falls, even though teachers may continue to be paid Lower crude oil production as export demand & prices falls Falling remittances reduce household incomes & consumption Government announced $4bil. decline in revenues & public investment (assume this is spread over 2020) Large knock-on effect on goods producing sectors (incl. suppliers of inputs to all sectors) Source: Nigeria SAM Multiplier Results
  • 20. Updated: May 6, 2020 Impacts on the Agri-Food System Food supply is exempt from most restrictions, but it is still indirectly affected by falling consumer incomes & other shocks Change in agri-food GDP during lockdown period (%) Change in agri-food GDP during the 5-week lockdown period (US$ bil.) -18.3% -13.8% -29.2% -17.4% -91.7% Agri-food system Agriculture Agro-processing Food trade and transport Food services -$2.7 -$1.3 -$0.6 -$0.6 -$0.3 Agri-food system Agriculture Agro-processing Food trade and transport Food services (food services is directly affected by the closing of hotels, restaurants & bars, but this is a small component of the overall agri-food system) Source: Nigeria SAM Multiplier Results Share of total GDP in 2019 (%) (32.6%) (21.0%) (4.0%) (6.7%) (0.9%)
  • 21. Updated: May 6, 2020 36.4% 22.5% 11.8% 6.5% 6.3% 5.8% 3.2% 2.5% 2.1% 2.1% 0.7% 0.1% Closing non-essential wholesale/retail trade Closing hotels, bars and restaurants Closing non-essential manufacturing operations Limiting construction activities Transport/travel restrictions Falling foreign remittances Closing all schools in the country Reduced export demand Closing non-essential business services Banning sports & other entertainment Falling government revenues Domestic workers & other services Sources of Agri-Food System GDP Losses Domestic trade restrictions cause a large share of agri-food GDP losses Contribution of lockdown restrictions & shocks to loss in agri-food GDP during lockdown (sums to 100%) (limiting construction & banning entertainment activities makes up another quarter) Closing food service providers is more important for the food system than for the overall economy Falling remittances are also more important for the food system because households spend a large share of their incomes on food Note that food is considered “essential” & so is not directly affected by this restriction Source: Nigeria SAM Multiplier Results
  • 22. Updated: May 6, 2020 Unpacking Agricultural GDP Impacts -14% -14% -28% -48% -5% -15% -47% -45% -58% -16% -16% -16% -25% -9% Agriculture Crops Cereals Pulses & oilseeds Root crops Fruits & vegetables Sugarcane Beverage crops Traditional export crops Livestock Meat & eggs Dairy Forestry Fishing Change in GDP during the lockdown (%) Root crops are the largest food group and agric. subsector in Nigeria, but home production accounts for a large share of domestic supply Decline in investment spending & construction activities reduces demand for timber & wood products Share of agric. GDP in 2019 (%) (13.5%) (3.4%) (43.3%) (26.9%) (0.6%) (0.2%) (0.2%) (6.8%) (1.5%) (1.1%) (2.5%) Export crops hurt by falling export demand & input supply disruptions (greater use of inputs than other crops) Source: Nigeria SAM Multiplier Results
  • 23. Updated: May 6, 2020 -25% -7% -3% -16% -3% -18% -18% -42% -59% -11% -54% Food procesing Meat Fish Dairy Fruits & vegetables Fats & oils Cereal milling Sugar refining Coffee, tea, etc. Other foods Beverages & tobacco Unpacking Food Processing GDP Impacts Change in GDP during the lockdown (%) Not entirely exempted by lockdown restrictions Processed foods are more intensively consumed by urban households, who are affected badly by lockdown (see later slides) Export-oriented crops are typically processed before being exported Source: Nigeria SAM Multiplier Results Note: Agri-food processing is a subsector within manufacturing
  • 24. Updated: May 6, 2020 Impacts on Household Incomes Higher-income & urban households experience larger income losses But incomes of rural & lower-income households also fall -37% -23% -27% -31% -36% -41% -30% -43% All households Quintile 1 Quintile 2 Quintile 3 Quintile 4 Quintile 5 Rural Urban (lockdowns target cities; nonpoor more likely to work in manufacturing & services) (mainly due to effects of food system disruptions on smallholder farmer incomes & the closure of urban informal markets where urban poor often work) Source: Nigeria SAM Multiplier Results Change in household incomes during lockdown (%)
  • 25. Updated: May 6, 2020 Poverty Impacts During the Lockdown National poverty rate increases by 15%-points during the lockdown period (≈ 30 mil. more poor Nigerians) Increase in the share of the national population living in poverty (%) Increase in number of poor people in Nigeria during the 5-week lockdown period (mil.) (poverty rate is the share of the population with consumption spending below the US$1.90-a-day poverty line) Source: Nigeria SAM Multiplier Results 15.3% 13.4% 18.7% National Rural Urban 30.1 16.6 13.4 National Rural Urban
  • 26. Updated: May 6, 2020 Federal vs. State Lockdowns/Restrictions -$18.1 -$8.1 -$1.5 -$6.4 -$2.1 Total GDP change Nationwide restictions Global shocks Federal government lockdowns State government lockdowns Contribution to change in total GDP during the 5-week lockdown period (US$ bil.) Total GDP losses result from nationwide & state-level restrictions, plus global shocks • State-level includes lockdowns at federal & state government levels (nationwide restrictions are federal government) (Lagos, FCT-Abuja, Ogun, Kano) (Borno, Kwara, Ekiti, Osun, Rivers, Akwa Ibom) Global shocks account for a small share of overall GDP losses during lockdown, but could persist during 2020 (e.g., falling export demand & foreign remittances) Nationwide restrictions account for most GDP losses (e.g., transport/travel restrictions & school closures) Federal lockdown orders affect a larger share of the economy (≈40%) & government has announced easing from 4 May 2020 States that currently have their own lockdown orders (i.e., beyond just restricting gatherings & markets) are a smaller share of the economy (≈20%) Source: Nigeria SAM Multiplier Results
  • 27. Updated: May 6, 2020 4 Economic Impacts Under Fast & Slow Easing of Restrictions
  • 28. Updated: May 6, 2020 Easing of Restrictions & Recovery Predicting Nigeria’s “post-lockdown” period is challenging Consider two highly stylized scenarios: Faster easing: Economy rebounds strongly in Q3 & largely returns to normal by Dec 2020 Slower easing: Modest rebound in Q3 with productivity in Q4 still below pre-lockdown levels Faster easing Slower easing Global shocks Q1 Jan No shocks in pre-COVID-19 period Feb Mar Full lockdown period starts late-March & last 5 weeks Remittances & export demand decline from 1st March onwards Q2 Apr May Production losses from lockdown policies fall 30% Production losses from lockdown policies fall 5%Jun Q3 Jul Losses reduced by 90% (transport & sports by 50%) Losses reduced by 50% (transport & sports by 70%) Shocks reduced by 50%Aug Sep Q4 Oct Losses reduced by 99% (transport by 95%) Losses reduced by 90% (transport & sports by 80%) Shocks reduced 75%Nov Dec
  • 29. Updated: May 6, 2020 GDP Impacts with Recovery Scenarios Source: Nigeria SAM Multiplier Results Change in quarterly & annual national GDP with fast or slow easing of restrictions (changes are relative to a no-COVID growth scenario) National GDP is 10-15% lower over 2020 as a result of COVID-19 (given its pre-COVID-19 growth trends, Nigeria may well lose a year or more of growth) -37.6% -30.0% -0.5% -32.5% -6.9% -1.3% -10.0% -36.1% -36.6% -19.2% -5.2% -15.2% April May-June Q1 Q2 Q3 Q4 2020 Second quarter Quarterly averages Annual Faster lifting of restrictions Slower lifting of restrictions
  • 30. Updated: May 6, 2020 Cumulative Quarterly GDP Losses Even with faster recovery, Nigeria ends 2020 with lower GDP (GDP losses accumulate each quarter & will take time to recover to pre-COVID levels) Cumulative changes in 2020 GDP from end of 2019 (pre-COVID expected growth rate for 2020 was 2.5% according to IMF’s 2019 Economic Outlook) Source: Nigeria SAM Multiplier Results -40 -30 -20 -10 0 10 End of 2019 Q1 Q2 Q3 Q4 US$billions Pre-COVID expected growth COVID + Faster recovery COVID + Slower recovery
  • 31. Updated: May 6, 2020 Poverty Impacts with Recovery Scenarios Source: Nigeria SAM Multiplier Results Change in national poverty rate with fast or slow easing of restrictions (changes are relative to a no-COVID growth scenario) Poverty stabilizes by end of 2020 as people return to work, incomes recover & consumer demand resumes But this hides a sharp spike in mid-year poverty, when many households living close to the poverty line will require government or other support to cope 15.3% 11.6% 0.2% 12.9% 2.0% 0.3% 15.3% 14.5% 0.2% 14.8% 7.4% 1.5% April May-June Q1 Q2 Q3 Q4 Second quarter Quarterly averages Faster lifting of restrictions Slower lifting of restrictions
  • 32. Updated: May 6, 2020 A Detailed Assumptions About Production & Demand Shocks
  • 33. Updated: May 6, 2020 Channels, Shocks & Affected Sectors (1) Type of restriction or global shock Major sectors affected2 Geography affected Size of shock Detailed subsectors affected by shock2 Direct restrictions on farming Agriculture (A) 0% Crop/animal production, hunting, related service activities (D01); forestry, logging (D02); fishing, aquaculture (D03) Limiting mining operations Mining, quarrying (B) 0% Coal, lignite (D5); crude petroleum, natural gas (D06); metal ores (D07); quarrying (D08); mining support service activities (D09) Closing non-essential manufacturing operations Manufacturing (C) 0% Food products (D10); coke, refined petroleum (D19); pharmaceuticals, medicinal chemicals (D21); electromedical equipment (G266) Only selected cities & states1 -100% Beverages, tobacco (D11-12); textiles, clothing, leather (D13-15); wood, paper, printing (D16-18); chemicals, rubber, plastics (D20-21); non-metallic minerals (D23); metals (D24- 25); equipment, machinery (D26-28 excl. G266); vehicles, transport equipment (D29-30); furniture (D31), other manufactures (D33) Disruptions to energy and water supply Electricity, gas (D); water supply (E) 0% Electricity, gas, steam supply (D35); water collection, treatment, supply (D36); sewerage, waste collection/remediation (D37-39) Limiting construction activities Construction (F) National -30% Construction of buildings (D41); civil engineering (D42); specialized construction activities (D43) Closing non-essential trading activities Wholesale/retail trade (G) 0% Agricultural raw materials, live animals (G462); agricultural machinery, equipment, supplies (C4653); food, beverages, tobacco, incl. stalls & markets (G463 G471-472 C4781); construction materials, hardware, plumbing, heating equipment (C4663); automotive fuels (G473) Only selected cities & states1 -65% Motor vehicle trade/repair (D45); wholesale trade (D46 excl. G462-463 C4653 C4663); retail trade (D47 excl. G471-472 G47 C4781) Transport/travel restrictions Transportation, storage (H) 0% Postal/courier activities (D53); transport via pipeline (G493) National -25% Sea/coastal/inland water transport (C5011-5012 C5022); transport support (G522) National -50% Freight rail/road/air transport (C4912 C4923 G512); warehousing/storage (G521) National -75% Urban/suburban passenger/other land transport (C4911 C4921-4922) National -100% Passenger air transport (G511) Government work-from- home orders Public administration, defense (O) 0% Public administration, defense, compulsory social security (D84) Closing hotels, bars and restaurants Accommodation, food services (I) Only selected cities & states1 -100% Accommodation (D55); food/beverage service activities (D56)
  • 34. Updated: May 6, 2020 Channels, Shocks & Affected Sectors (2) Type of restriction or global shock Major sectors affected2 Geography affected Size of shock Detailed subsectors affected by shock2 Closing non-essential business services Information, communication (J); finance, insurance (K); real estate (L); professional/ scientific/technica l activities (M); administrative/ support services (N) Only selected cities & states1 0% Publishing activities (D58); programming/broadcasting activities (D60); telecommunications (D61); computer programming/consultancy activities (D62); information service activities (D63); financial services, insurance, pension funding, auxiliary services (D64-66); real estate activities (D68); security and investigation activities (D80) Only selected cities & states1 -10% Accounting, bookkeeping, auditing, tax consultancy (G692); head offices, management consultancy (D70); scientific research/development (D72); advertising, market research (D73); other professional/scientific/technical activities (D74); Only selected cities & states1 -50% Legal activities (G692); architectural/engineering activities (D71); veterinary activities (D75) Only selected cities & states1 -100% Motion picture/video/television program production, etc. (D59); renting/leasing activities (D77); employment activities (D78); travel agencies, tour operators (D79); building services, landscape activities (D81); office administrative, office support, other business support activities (D82) Closing schools Education (P) National -100% Pre-primary and primary education (G851) National -80% Secondary education (G852); Other education (G854) National -60% Higher education (G853); Educational support activities (G855) Disruptions to hospitals and clinics Human health, social work (Q) 0% Human health activities (D86); residential care activities (D87); social work activities without accommodation (D88) Banning sports & other entertainment Arts, recreation, entertainment (R) National -100% Creative/arts/entertainment activities (D90); libraries, archives, museums, other cultural activities (D91); gambling, betting activities (D92); sports, amusement/recreation activities (D93) Domestic workers & other services Other service activities (S); households as employers (T); extraterritorial organizations (U) Only selected cities & states1 0% Extraterritorial organizations/bodies (D99) Only selected cities & states1 -10% Membership organizations (D94) Only selected cities & states1 -50% Other personal services (D96); domestic workers/personnel (D97); Other production activities of private households for own use (D98) Only selected cities & states1 -100% Repairing computers & personal/household goods (D95) Note: (1) Selected cities and states include FCT Abuja, Kano, Lagos and Ogun regions; (2) numbers in parentheses are International Standard Industrial Classification (ISIC Revision 4) codes (by major section with detailed subsectors, D is division, G is group and C is class).