## csfapril2023

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---

### Commodity market developments
- Primary commodity prices declined 28.2 percent between August 2022 and February 2023; the decrease was led by energy commodities, down 46.4 percent.
- Base and precious metal prices rebounded by 19.7 percent and 3.3 percent, respectively; food prices increased by 1.9 percent.
- Crude oil:
  - Crude oil prices retreated by 15.7 percent between August 2022 and February 2023.
  - Futures markets suggest crude oil prices will slide by 24.1 percent, to average $73.1 a barrel in 2023 (from $96.4 in 2022) and continue to fall to $65.4 in 2026.
- Natural gas:
  - European natural gas prices at the Title Transfer Facility receded 76.1 percent from record highs in August 2022 to $16.7 a million British thermal units (MMBtus) in February 2023.
  - Prices reached nearly $100 a MMBtu in late August 2022 during the spike.
  - A price decline to historical averages is expected by 2028; risks of price spikes remain somewhat elevated for the following winter.
- Coal: coal prices slid 50.9 percent over the reference period.
- Metals and commodities:
  - The IMF’s energy transition metal index increased 14.3 percent.
  - Gold prices rose by 5.1 percent; central banks’ net purchases broke a 55-year record.
  - Base metal price index projected to increase 3.5 percent in 2023 and then decrease 2.6 percent in 2024.
- Food and agricultural materials:
  - Food and beverage prices peaked in May 2022 and are up 1.3 percent from last August; they remain 22.3 percent above the past-five-year average and 39.1 percent above pre-pandemic levels.
  - Prices of raw agricultural materials declined by 9.1 percent from last August.

### Drivers of recent commodity price movements
- Demand-side factors:
  - Slowing global economy weakened oil demand; China experienced its first annual decline in oil consumption this century.
  - Recession fears, higher-than-expected inflation, tighter monetary policy, and banking sector stress weighed on demand.
- Supply-side and policy factors:
  - Uncertainty over effects of Western sanctions on Russian crude exports; Russian exports held steady after the G7 price cap and ban on crude oil imports implemented December 5, with rerouting to nonsanctioning countries reportedly at major discounts.
  - Sizable releases of strategic petroleum reserves by OECD members helped keep oil markets well supplied.
  - For gas, reduced Russian pipeline supplies (roughly 80 percent shutdown at peak) were offset by higher LNG imports, lower gas demand, mild winter, and high storage levels in Europe.

### Countries depending on fossil fuel output
- Between 2010 and 2019, average oil and gas production-to-GDP ratios were large in countries such as Angola, Azerbaijan, the Republic of Congo, Kuwait, and Saudi Arabia; gas production is particularly relevant in Qatar and Trinidad and Tobago.
- Ratios of net exports of oil and gas to GDP surpassed 25 percent on average over 2010–2019 in more than ten countries.
- Coal production is less relevant to GDP at the country level, except in Mongolia.

### Data and identification of extraction-decline episodes
- New data set: extraction of oil, coal, gas, and metals for countries worldwide from 1950 to 2020.
- Identification:
  - Out of 154 observed episodes, 35 episodes involving persistent declines in extractive activity are identified.
  - Episodes selected are driven by factors exogenous to economic conditions (for example, depletion or sector-specific policy changes); episodes driven by global recessions, broad policy decisions affecting other sectors, and structural transitions (breakup of the Soviet Union, civil wars) are excluded.
- Typical episode profile:
  - A typical episode is a 10 percent contraction in extraction activity in the episode’s first year that cumulates to a 40 percent reduction over 10 years.

### Estimation approach
- Local projections (following Jordà 2005) estimate effects of exogenous extraction declines on real GDP and external and domestic sectors.
- Regression controls include country fixed effects, time fixed effects, three lags of the dependent variable, and a shock series to address autocorrelation.
- Outcomes are interpreted as cumulative percentage changes from baseline to shock in year t, over horizons up to 10 years.

### Negative macroeconomic effects of extraction declines (empirical findings)
- Real GDP:
  - A typical extraction-decline episode leads to a 1 percent initial decline from the baseline in real GDP, cumulating to 5 percent after five years.
  - The decline is persistent with no rebound through the 10-year horizon.
- External sector and real exchange rate:
  - Real exchange rate depreciates slowly by 20 percent.
  - Trade balance worsens, driven by a decline in exports of about 6 percent.
  - Imports and investment also decline, though estimates for these are less precise.
- Consumption and investment:
  - Aggregate consumption responds only with a lag of more than five years.
- Sectoral spillovers:
  - Manufacturing and services value added fall significantly; manufacturing value added falls by about 5 percent.
  - Spillovers from declines in extraction more than offset potential benefits from real exchange rate depreciation.
  - Employment impact is small, likely reflecting high capital intensity of extraction sectors.

### Role of manufacturing and initial conditions
- Economies with larger initial manufacturing shares fare better following extraction declines, suggesting sunk costs in tradables and advantages for existing exporting manufacturing firms.
- Where the manufacturing sector is small, negative effects are larger.

### Role of institutions
- The estimated GDP impact is significantly larger for middle- and low-income countries than for high-income countries.
- Five years after the shock, the GDP difference between countries with high and low institutional quality is about 5 percentage points.
- A decline in extraction activity does not restore the quality of institutions within a decade after the shock, indicating hysteresis and asymmetric institutional responses.

### Anticipation and robustness considerations
- Anticipation of extraction declines could bias estimated impacts downward if earlier adjustments occur; the analysis compares IMF Article IV projections with actual production for episodes with coverage to explore anticipation.
- The analysis restricts episodes to those plausibly exogenous to contemporaneous economic conditions to mitigate endogeneity.
- Empirical context:
  - Only 4 were anticipated. In the other 22, extraction was expected either to increase or to remain stable (or in a few cases, it was not mentioned).
  - The lack of anticipation suggests uncertainty about the size and persistence of the ensuing contraction may have delayed the economic adjustment needed, surprising the country’s policymakers and private sector alike.
  - Both private and public consumption initially increase, declining only with a delay to a 4 percent lower level.
  - The exchange rate moves in only a modest and statistically nonsignificant way.

### Policy implications and recommended actions for countries facing declining fossil fuel output
- Improve public finances and the quality of institutions (for example, by enhancing the management of public sector institutions and the regulatory business environment).
- Diversify economies (Cherif and others 2022).
- Set up sovereign wealth funds.
- Facilitate the reallocation of production factors.
- Possible policies to accomplish these goals include:
  - Ameliorating the business environment to attract investment in new, productive, higher-value-added sectors.
  - Modernizing infrastructure and attracting foreign direct investment in research and development.
  - Improving the human capital stock of the labor force by investing in education.

### Uncertainty from the pace and direction of the clean energy transition
- The pace and direction of the clean energy transition as well as the price outlook depend on the policy mix. This creates great uncertainty in countries that produce fossil fuels.
- If fossil fuel prices decline because of a climate policy mix that works mostly through the demand side, high-cost producers will need to shut down production.
- If fossil fuel prices instead rise based on a climate policy mix that relies on supply cuts, local production declines will depend on domestic policy decisions.
- Climate policy certainty, at the country and global levels, could make adjustments more predictable and less costly.

*Source: IMF — Commodity Special Feature: Market Developments and the Macroeconomic Impact of Declines in Fossil Fuel Extraction (Sections 1–2).*

### Section 1

### csfapril2023 - Section 1

### Commodity market developments
- Primary commodity prices declined 28.2 percent between August 2022 and February 2023; the decrease was led by energy commodities, down 46.4 percent.
- Base and precious metal prices rebounded by 19.7 percent and 3.3 percent, respectively; food prices increased by 1.9 percent.
- Crude oil:
  - Crude oil prices retreated by 15.7 percent between August 2022 and February 2023.
  - Futures markets suggest crude oil prices will slide by 24.1 percent, to average $73.1 a barrel in 2023 (from $96.4 in 2022) and continue to fall to $65.4 in 2026.
- Natural gas:
  - European natural gas prices at the Title Transfer Facility receded 76.1 percent from record highs in August 2022 to $16.7 a million British thermal units (MMBtus) in February 2023.
  - Prices reached nearly $100 a MMBtu in late August 2022 during the spike.
  - A price decline to historical averages is expected by 2028; risks of price spikes remain somewhat elevated for the following winter.
- Coal: coal prices slid 50.9 percent over the reference period.
- Metals and commodities:
  - The IMF’s energy transition metal index increased 14.3 percent.
  - Gold prices rose by 5.1 percent; central banks’ net purchases broke a 55-year record.
  - Base metal price index projected to increase 3.5 percent in 2023 and then decrease 2.6 percent in 2024.
- Food and agricultural materials:
  - Food and beverage prices peaked in May 2022 and are up 1.3 percent from last August; they remain 22.3 percent above the past-five-year average and 39.1 percent above pre-pandemic levels.
  - Prices of raw agricultural materials declined by 9.1 percent from last August.

### Drivers of recent commodity price movements
- Demand-side factors:
  - Slowing global economy weakened oil demand; China experienced its first annual decline in oil consumption this century.
  - Recession fears, higher-than-expected inflation, tighter monetary policy, and banking sector stress weighed on demand.
- Supply-side and policy factors:
  - Uncertainty over effects of Western sanctions on Russian crude exports; Russian exports held steady after the G7 price cap and ban on crude oil imports implemented December 5, with rerouting to nonsanctioning countries reportedly at major discounts.
  - Sizable releases of strategic petroleum reserves by OECD members helped keep oil markets well supplied.
  - For gas, reduced Russian pipeline supplies (roughly 80 percent shutdown at peak) were offset by higher LNG imports, lower gas demand, mild winter, and high storage levels in Europe.

### Countries depending on fossil fuel output
- Between 2010 and 2019, average oil and gas production-to-GDP ratios were large in countries such as Angola, Azerbaijan, the Republic of Congo, Kuwait, and Saudi Arabia; gas production is particularly relevant in Qatar and Trinidad and Tobago.
- Ratios of net exports of oil and gas to GDP surpassed 25 percent on average over 2010–2019 in more than ten countries.
- Coal production is less relevant to GDP at the country level, except in Mongolia.

### Data and identification of extraction-decline episodes
- New data set: extraction of oil, coal, gas, and metals for countries worldwide from 1950 to 2020.
- Identification:
  - Out of 154 observed episodes, 35 episodes involving persistent declines in extractive activity are identified.
  - Episodes selected are driven by factors exogenous to economic conditions (for example, depletion or sector-specific policy changes); episodes driven by global recessions, broad policy decisions affecting other sectors, and structural transitions (breakup of the Soviet Union, civil wars) are excluded.
- Typical episode profile:
  - A typical episode is a 10 percent contraction in extraction activity in the episode’s first year that cumulates to a 40 percent reduction over 10 years.

### Estimation approach
- Local projections (following Jordà 2005) estimate effects of exogenous extraction declines on real GDP and external and domestic sectors.
- Regression controls include country fixed effects, time fixed effects, three lags of the dependent variable, and a shock series to address autocorrelation.
- Outcomes are interpreted as cumulative percentage changes from baseline to shock in year t, over horizons up to 10 years.

### Negative macroeconomic effects of extraction declines (empirical findings)
- Real GDP:
  - A typical extraction-decline episode leads to a 1 percent initial decline from the baseline in real GDP, cumulating to 5 percent after five years.
  - The decline is persistent with no rebound through the 10-year horizon.
- External sector and real exchange rate:
  - Real exchange rate depreciates slowly by 20 percent.
  - Trade balance worsens, driven by a decline in exports of about 6 percent.
  - Imports and investment also decline, though estimates for these are less precise.
- Consumption and investment:
  - Aggregate consumption responds only with a lag of more than five years.
- Sectoral spillovers:
  - Manufacturing and services value added fall significantly; manufacturing value added falls by about 5 percent.
  - Spillovers from declines in extraction more than offset potential benefits from real exchange rate depreciation.
  - Employment impact is small, likely reflecting high capital intensity of extraction sectors.

### Role of manufacturing and initial conditions
- Economies with larger initial manufacturing shares fare better following extraction declines, suggesting sunk costs in tradables and advantages for existing exporting manufacturing firms.
- Where the manufacturing sector is small, negative effects are larger.

### Role of institutions
- The estimated GDP impact is significantly larger for middle- and low-income countries than for high-income countries.
- Five years after the shock, the GDP difference between countries with high and low institutional quality is about 5 percentage points.
- A decline in extraction activity does not restore the quality of institutions within a decade after the shock, indicating hysteresis and asymmetric institutional responses.

### Anticipation and robustness considerations
- Anticipation of extraction declines could bias estimated impacts downward if earlier adjustments occur; the analysis compares IMF Article IV projections with actual production for episodes with coverage to explore anticipation.
- The analysis restricts episodes to those plausibly exogenous to contemporaneous economic conditions to mitigate endogeneity.

*Source: IMF — Commodity Special Feature: Market Developments and the Macroeconomic Impact of Declines in Fossil Fuel Extraction (Section 1).*

### Section 2

### csfapril2023 - Section 2

### Figure note and empirical context
- Figure 1.SF.7. Response of Institutional Quality Interacted with Manufacturing Sector Size to an Extraction Decline Shock (Percent).
- Note: The unit of the x-axis is years after the shock. Shaded areas represent 90 percent confidence intervals.

### Empirical findings on extraction-decline shocks and macroeconomic responses
- Only 4 were anticipated. In the other 22, extraction was expected either to increase or to remain stable (or in a few cases, it was not mentioned).
- The lack of anticipation suggests uncertainty about the size and persistence of the ensuing contraction may have delayed the economic adjustment needed, surprising the country’s policymakers and private sector alike.
- Both private and public consumption initially increase, declining only with a delay to a 4 percent lower level.
- The exchange rate moves in only a modest and statistically nonsignificant way.

### Policy implications and recommended actions for countries facing declining fossil fuel output
- Improve public finances and the quality of institutions (for example, by enhancing the management of public sector institutions and the regulatory business environment).
- Diversify economies (Cherif and others 2022).
- Set up sovereign wealth funds.
- Facilitate the reallocation of production factors.
- Possible policies to accomplish these goals include:
  - Ameliorating the business environment to attract investment in new, productive, higher-value-added sectors.
  - Modernizing infrastructure and attracting foreign direct investment in research and development.
  - Improving the human capital stock of the labor force by investing in education.

### Uncertainty from the pace and direction of the clean energy transition
- The pace and direction of the clean energy transition as well as the price outlook depend on the policy mix. This creates great uncertainty in countries that produce fossil fuels.
- If fossil fuel prices decline because of a climate policy mix that works mostly through the demand side, high-cost producers will need to shut down production.
- If fossil fuel prices instead rise based on a climate policy mix that relies on supply cuts, local production declines will depend on domestic policy decisions.
- Climate policy certainty, at the country and global levels, could make adjustments more predictable and less costly.

*Source: https://www.imf.org/-/media/files/research/commodityprices/weospecialfeature/csfapril2023.pdf — csfapril2023 - Section 2.*

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_Source: https://www.imf.org/-/media/files/research/commodityprices/weospecialfeature/csfapril2023.pdf_
