## 1.    Top Floods and Droughts by Number of People Affected (2000-2021)

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### A. Context and exposure
- Uganda is prone to floods and droughts; floods accounted for 55 percent of natural disasters in 1985-2021.
- Droughts represented 7 percent of total natural disasters in the past four decades but have affected the largest number of people.
- Agriculture absorbs about 70 percent of the working population, increasing vulnerability to weather shocks.
- Uganda’s contribution to world's total greenhouse gas emissions is estimated at 0.099% (Ministry of Water and Environment, 2015a).

### B. Historical impacts on people and GDP
- Between 2002 and 2010, droughts impacted over 3 million Ugandans.
- The severe 2016/17 drought impacted more than 1 million people in Uganda.
- The 2016/17 drought was a main reason for a significant growth slowdown; by 2019 Uganda’s level of real GDP was 3½ percent lower than in a counterfactual without the 2016/17 drought.
- Cross-country sub-Saharan Africa estimates: real GDP growth loss averages 0.3 percentage points for droughts and 0.4 percentage points for floods in the year of the disaster occurrence (IMF, 2020).
- Disruptive disasters are defined as those events with fatalities plus 0.3 times the affected persons exceeding 0.01 percent of the population.

### C. Climate trends and projections
- Since the 1930s average temperature in Uganda has increased by 1.7°C.
- Observed rainfall: March–May has witnessed an average decrease of 6.0 mm per month, per decade since the 1960s.
- IPCC (2014) projections: maximum temperatures will rise between 1°C and 2.2°C by 2050; minimum temperatures will rise between 0.8°C and 2.5°C by 2050, depending on global emission scenarios.
- Warm Spell Duration Index is expected to increase by 20-50 days.
- Climate-induced losses in agriculture, water, infrastructure and energy sectors could collectively amount to US$273-437 billion (2.8-4.5% of cumulative prospected GDP) between 2010 and 2050.
- Major export crop losses: combined economic losses of about US$1.4 billion by mid-century; climate-induced losses from reduction of Arabica coffee yields expected to range 10–50%, potentially reducing foreign exchange earnings by $15–$80 million per year.

### D. Adaptation needs and constraints
- Uganda loses more than 800 km2 of its wetlands every year.
- Forest coverage goal: increase from 14% to 21% by 2030, but restoration has not kept pace with annual loss.
- Total climate adaptation budget estimated at US$120 million per year for 2021-2030 (Ministry of Water and Environment, 2015b), equivalent to 0.3 percent of GDP or 2.1 percent of government revenues excluding grants.
- Challenges: limited capacity to assess and prioritize projects, complex processes to access climate funds, diverted resources due to the COVID-19 pandemic.

### E. Benefits of adaptation (DIGNAD model simulations)
- Model: Debt, Investment, Growth and Natural Disasters (DIGNAD) calibrated to Ugandan data; public capital distinguished as standard vs resilient/adaptation capital (adaptation capital has lower depreciation and may entail higher fiscal cost).
- Investment envelope in experiments: 0.5 percent of GDP for 5 consecutive years.
- Shock assumption illustrative: natural disaster triggers a decline in GDP of one percent.
- Under no adaptation:
  - Fiscal gap of 2.7 percentage points of GDP would arise because of reconstruction needs and decreased tax revenues.
- Building adaptation infrastructure results:
  - Can reduce by two thirds the GDP losses at the trough triggered by a disruptive disaster.
  - Can almost halve the resulting fiscal gap.
- Financing alternatives examined:
  - (1) Investment in standard infrastructure.
  - (2) Investment in adaptation infrastructure financed by higher taxation.
  - (3) Investment in adaptation infrastructure financed by international grants.
- Findings on financing:
  - Financing public investment with higher taxation leads to a sacrifice in terms of GDP during the ramp-up of the investment effort.
  - Grant-financing can reduce this cost, or eliminate it if grants cover the investment plan in full.
- Post-disaster reconstruction in simulations is financed by increased taxation (no new debt issuance assumed), though donor post-disaster grants could be possible in reality.

### F. Policy implications and priorities
- Scaling up adaptation and preparedness is essential to ensure resilience of the population and the economy to extreme weather events.
- Priority actions include:
  - Expanding early warning and meteorological information systems.
  - Restoring forests and wetlands to reduce erosion and flood risk.
  - Investing in resilient water supply and irrigation systems to reduce reliance on rain-fed agriculture.
  - Strengthening enforcement of building codes, zoning regulations, and coordinated disaster response strategies.
  - Enhancing capacity to access international climate finance (grants and concessional financing) given domestic fiscal constraints.
- Broader development policies (broad-based inclusive growth) that reduce poverty also enhance climate adaptation by increasing household capacity to cope with disasters.

### C. Conclusions — Economic dividends from adaptation for Uganda
- Investing in climate adaptation would make Uganda more resilient to adverse weather events, resulting in:
  - fewer damages;
  - lower GDP losses;
  - lower post-disaster financing needs;
  - fewer losses of lives.
- Adaptation investments cited include more efficient irrigation systems and resilient infrastructure, which pose significant financial challenges in the presence of limited fiscal space and therefore require donor support.
- Simulations show that, for donors, it may be cost-effective to help finance investment in adaptation because it would reduce post-disaster disbursements.
- If donors financed a fixed fraction of the fiscal gap arising from natural disasters, post-disaster disbursements could be halved in the presence of adaptation.

### Fiscal dynamics and donor role
- The large fiscal gap arising in the aftermath of a disaster underscores a problem authorities may face increasingly often with worsening climate conditions.
- Very likely, donors might have to financially support the country in these circumstances, covering at least a fraction of the fiscal gap.
- It may be more cost-effective for donors to help finance investment in adaptation, given the larger post-disaster disbursements that would be required to finance the larger fiscal gaps arising in the absence of adaptation.
- Note: An alternative assumption could be that the fiscal gap is financed by new government debt, which may deliver relatively more favorable GDP dynamics, thanks to a smaller crowding-out of private investment, if debt is issued externally.

### Urgent policy actions (in line with authorities’ NDPIII)
- developing flood risk zoning, upgrading and enforcing development restrictions, as well as standards for construction and maintenance, which would improve the country’s resilience to floods;
- revamping government support to reforestation programs, which would also enhance soil resilience to floods, while contributing to emission reduction through carbon sequestration;
- improving water mapping and monitoring, and water conservation measures (e.g., price differentiation and groundwater protection, among others), which would increase resilience to droughts;
- scaling up capacity to access donor funds that are critical to meet ambitious adaptation plans.

### Opportunity from forthcoming oil extraction
- Forthcoming oil extraction represents an opportunity to leverage associated revenues to finance Uganda’s low-carbon development plans, including investing in renewable energy generation that will reduce the use of coal and wood, and thus benefit reforestation.
- Reducing poverty is part of climate adaptation, as a wealthier population has larger capacity and resources to protect property and human lives.

*IMF staff analysis (excerpt from UGANDA country report).*

### 1.    Top Floods and Droughts by Number of People Affected (2000-2021) _________________ 4

### 1.    Top Floods and Droughts by Number of People Affected (2000-2021)

### A. Context and exposure
- Uganda is prone to floods and droughts; floods accounted for 55 percent of natural disasters in 1985-2021.
- Droughts represented 7 percent of total natural disasters in the past four decades but have affected the largest number of people.
- Agriculture absorbs about 70 percent of the working population, increasing vulnerability to weather shocks.
- Uganda’s contribution to world's total greenhouse gas emissions is estimated at 0.099% (Ministry of Water and Environment, 2015a).

### B. Historical impacts on people and GDP
- Between 2002 and 2010, droughts impacted over 3 million Ugandans.
- The severe 2016/17 drought impacted more than 1 million people in Uganda.
- The 2016/17 drought was a main reason for a significant growth slowdown; by 2019 Uganda’s level of real GDP was 3½ percent lower than in a counterfactual without the 2016/17 drought.
- Cross-country sub-Saharan Africa estimates: real GDP growth loss averages 0.3 percentage points for droughts and 0.4 percentage points for floods in the year of the disaster occurrence (IMF, 2020).
- Disruptive disasters are defined as those events with fatalities plus 0.3 times the affected persons exceeding 0.01 percent of the population.

### C. Climate trends and projections
- Since the 1930s average temperature in Uganda has increased by 1.7°C.
- Observed rainfall: March–May has witnessed an average decrease of 6.0 mm per month, per decade since the 1960s.
- IPCC (2014) projections: maximum temperatures will rise between 1°C and 2.2°C by 2050; minimum temperatures will rise between 0.8°C and 2.5°C by 2050, depending on global emission scenarios.
- Warm Spell Duration Index is expected to increase by 20-50 days.
- Climate-induced losses in agriculture, water, infrastructure and energy sectors could collectively amount to US$273-437 billion (2.8-4.5% of cumulative prospected GDP) between 2010 and 2050.
- Major export crop losses: combined economic losses of about US$1.4 billion by mid-century; climate-induced losses from reduction of Arabica coffee yields expected to range 10–50%, potentially reducing foreign exchange earnings by $15–$80 million per year.

### D. Adaptation needs and constraints
- Uganda loses more than 800 km2 of its wetlands every year.
- Forest coverage goal: increase from 14% to 21% by 2030, but restoration has not kept pace with annual loss.
- Total climate adaptation budget estimated at US$120 million per year for 2021-2030 (Ministry of Water and Environment, 2015b), equivalent to 0.3 percent of GDP or 2.1 percent of government revenues excluding grants.
- Challenges: limited capacity to assess and prioritize projects, complex processes to access climate funds, diverted resources due to the COVID-19 pandemic.

### E. Benefits of adaptation (DIGNAD model simulations)
- Model: Debt, Investment, Growth and Natural Disasters (DIGNAD) calibrated to Ugandan data; public capital distinguished as standard vs resilient/adaptation capital (adaptation capital has lower depreciation and may entail higher fiscal cost).
- Investment envelope in experiments: 0.5 percent of GDP for 5 consecutive years.
- Shock assumption illustrative: natural disaster triggers a decline in GDP of one percent.
- Under no adaptation:
  - Fiscal gap of 2.7 percentage points of GDP would arise because of reconstruction needs and decreased tax revenues.
- Building adaptation infrastructure results:
  - Can reduce by two thirds the GDP losses at the trough triggered by a disruptive disaster.
  - Can almost halve the resulting fiscal gap.
- Financing alternatives examined:
  - (1) Investment in standard infrastructure.
  - (2) Investment in adaptation infrastructure financed by higher taxation.
  - (3) Investment in adaptation infrastructure financed by international grants.
- Findings on financing:
  - Financing public investment with higher taxation leads to a sacrifice in terms of GDP during the ramp-up of the investment effort.
  - Grant-financing can reduce this cost, or eliminate it if grants cover the investment plan in full.
- Post-disaster reconstruction in simulations is financed by increased taxation (no new debt issuance assumed), though donor post-disaster grants could be possible in reality.

### F. Policy implications and priorities
- Scaling up adaptation and preparedness is essential to ensure resilience of the population and the economy to extreme weather events.
- Priority actions include:
  - Expanding early warning and meteorological information systems.
  - Restoring forests and wetlands to reduce erosion and flood risk.
  - Investing in resilient water supply and irrigation systems to reduce reliance on rain-fed agriculture.
  - Strengthening enforcement of building codes, zoning regulations, and coordinated disaster response strategies.
  - Enhancing capacity to access international climate finance (grants and concessional financing) given domestic fiscal constraints.
- Broader development policies (broad-based inclusive growth) that reduce poverty also enhance climate adaptation by increasing household capacity to cope with disasters.

*Source: 1ugaea2022002 - 1.    Top Floods and Droughts by Number of People Affected (2000-2021).*

### 13. For donors it  may be cost-effective to help finance investment in adaptation because it

### 13. For donors it  may be cost-effective to help finance investment in adaptation because it 

### C. Conclusions — Economic dividends from adaptation for Uganda
- Investing in climate adaptation would make Uganda more resilient to adverse weather events, resulting in:
  - fewer damages;
  - lower GDP losses;
  - lower post-disaster financing needs;
  - fewer losses of lives.
- Adaptation investments cited include more efficient irrigation systems and resilient infrastructure, which pose significant financial challenges in the presence of limited fiscal space and therefore require donor support.
- Simulations show that, for donors, it may be cost-effective to help finance investment in adaptation because it would reduce post-disaster disbursements.
- If donors financed a fixed fraction of the fiscal gap arising from natural disasters, post-disaster disbursements could be halved in the presence of adaptation.

### Fiscal dynamics and donor role
- The large fiscal gap arising in the aftermath of a disaster underscores a problem authorities may face increasingly often with worsening climate conditions.
- Very likely, donors might have to financially support the country in these circumstances, covering at least a fraction of the fiscal gap.
- It may be more cost-effective for donors to help finance investment in adaptation, given the larger post-disaster disbursements that would be required to finance the larger fiscal gaps arising in the absence of adaptation.
- Note: An alternative assumption could be that the fiscal gap is financed by new government debt, which may deliver relatively more favorable GDP dynamics, thanks to a smaller crowding-out of private investment, if debt is issued externally.

### Urgent policy actions (in line with authorities’ NDPIII)
- developing flood risk zoning, upgrading and enforcing development restrictions, as well as standards for construction and maintenance, which would improve the country’s resilience to floods;
- revamping government support to reforestation programs, which would also enhance soil resilience to floods, while contributing to emission reduction through carbon sequestration;
- improving water mapping and monitoring, and water conservation measures (e.g., price differentiation and groundwater protection, among others), which would increase resilience to droughts;
- scaling up capacity to access donor funds that are critical to meet ambitious adaptation plans.

### Opportunity from forthcoming oil extraction
- Forthcoming oil extraction represents an opportunity to leverage associated revenues to finance Uganda’s low-carbon development plans, including investing in renewable energy generation that will reduce the use of coal and wood, and thus benefit reforestation.
- Reducing poverty is part of climate adaptation, as a wealthier population has larger capacity and resources to protect property and human lives.

*IMF staff analysis (excerpt from UGANDA country report).*

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_Source: https://www.imf.org/-/media/files/publications/cr/2022/english/1ugaea2022002.pdf_
