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Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera – World Bank and Fondazione Eni Enrico Mattei, Euro-Mediterranean Centre on Climate Change Understanding Risk 2016 Arsenale, Venice 20 May 2016

Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

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Page 1: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Macroeconomic models for flood risk analysis:

impacts and climate adaptation benefits

Lorenzo Carrera – World Bank

and Fondazione Eni Enrico Mattei, Euro-Mediterranean Centre on Climate Change

Understanding Risk 2016Arsenale, Venice

20 May 2016

Page 2: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Assessing economic impacts and climate adaptation benefits for policy making

- Which are the wide economic impacts of flood risk in a specific country and their distribution?

- Can we experience gains in non-affected areas?

- Are impacts buffered by resilient economies?

- What would be the benefits of DRM and CCA policies and actions – under a changing climate?

Relevant for:

- DRM and CCA policies

- Policy design

- Understanding response and recovery mechanisms

- Identify vulnerabilities and resilience

- Identify where/if potential gains can occur

Page 3: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Type of losses

2. INTRODUCTION: TYPE OF LOSSES

ASSET LOSSES OUTPUT LOSSES

PHYSICAL STOCK FLOWS

Page 4: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

4. METHODOLOGY: CGE model

CGE model

• A Computable General Equilibrium model is a model that uses actual economic data to estimate how the economies react to changes.

• It is a system of equations which describe the behavior of the economic agents (representative household and firm), the structure of the markets and the institutions, and the links between them.

• Neoclassical spirit:

• Consumers maximize utility subject to an individual budget constrain.

• Firms maximize profit choosing the amount of inputs and outputs. Primary factors are owned by the household and are fixed in supply.

• Equilibrium in the market system is achieved when the demands of buyers match the supplies of sellers at prevailing prices in every market simultaneously.

Page 5: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Case studies

Page 6: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Northern Italy 2000 flood event

5. EX POST: EVENT

• 37 casualties

• 40,000 people were evacuated and 3,000 lost their houses

Asset losses estimations:

• 2.5 billion Euro (Information System on Hydrogeological Disasters IRPI)

• 5.2 billion Euro (Guzzetti and Tonelli, 2004)

• 8.6 billion Euro (EM-DAT)

Page 7: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Ex-post assessment- outcomes

6. EX-POST: OUTCOMES

Range of sub-national and national GDP variations (in percentage of real GDP) for different type of models: rigid = rig, flexible = flex, depending on the different duration of the impact.

-0.50

-0.40

-0.30

-0.20

-0.10

0.00

0.10

0.20

North

Rig

North

Flex

Centre

Flex

South

Flex

Italy

Rig

Italy

Flex

real

GD

P c

han

ge

(%)

The integration of markets change the distribution of losses across the same country, but the national potential impact does not change significantly

0

2000

4000

6000

8000

10000

Direct Indirect North Indirect Italy

eco

no

mic

im

pac

ts (

mil

lio

n E

uro

)

Range of asset and output losses using the flexible model (Euro 2000 value).

Page 8: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Economic risk assessment of flood risk in Italy under climate change

7. EX-POST: OUTCOMES

Adaptation option: maintaining flood protection standard

Page 9: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Ex-ante assessment (Italy) - outcomes

• In Italy expected annual losses might reach around 600 million Euro/year without adaptation (from around 200 mil Euro/year) by the end of the XXI century. Large economies of Northern Italy will burden the highest share of losses.

9. EX ANTE - OUTCOMES

• Adaptation of flood protection standards to changing river discharge conditions can reduce annual losses up to 70%

• Different distribution of losses with CCA policies (more homogenously distributed)

Page 10: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Distribution of losses across the country %

10. EX-ANTE: RESULTS

EAOL (in percentage of GRP) by region for the 2000s, 2020s, 2050s, 2080s periods under climate change, without and with adaptation. Five-numbers summaries of 12-member

ensemble of regional climate simulations.

1/10

Page 11: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

12. CONCLUSION

Take home messages

• The models presented, and their results, shall not be treated as crystal balls to predict precise economic flood losses;

• Their usefulness owes less to their predictive accuracy, and more to their ability to shed light on the mechanismsthrough which impacts are transmitted across economies and societies;

• They are laboratories, within which to analyze the dynamics of the interactions from which impacts and risk arise.

• Limitations: more observation needed for model calibration.

• Within these boundaries, their policy relevance is key to CCA and DRM interventions.• Differential distribution of impacts across a country or region – e.g. impacted and non-

impacted areas.• Useful for economic analysis of DRM interventions, e.g. triple dividend of resilient.

Page 12: Macroeconomic models for flood risk analysis: impacts and ...Macroeconomic models for flood risk analysis: impacts and climate adaptation benefits Lorenzo Carrera –World Bank and

Thank youLorenzo Carrera

Email: [email protected]