SlideShare une entreprise Scribd logo
1  sur  14
TRADE IN TIMES OF COVID-19 PANDEMIC:
EFFECTS OF GLOBAL PRIMARY COMMODITY MARKET DISRUPTION
ON GROWTH AND POVERTY IN WESTERN AFRICA
Ismael FOFANA
AKADEMIYA2063 - Director for Capacity and Deployment
West Africa Regional Learning Event – February 11, 2021
1. Introduction
Impact of the COVID-19 pandemic on primary commodity prices: A mix picture
Changes in primary commodities prices between 2019 and 2020, percentage point difference between estimated and predicted prices for 2020
-40
-30
-20
-10
0
10
20
30
40
Coal,
Australia
Crude
oil,
avg
Natural
gas,
Europe
Natural
gas,
US
Natural
gas
LNG,
Japan
Cocoa
Coffee,
Arabica
Coffee,
Robusta
Tea,
auctions
(3),
average
Coconut
oil
Groundnut
oil
Palm
oil
Soybean
meal
Soybean
oil
Soybeans
Barley
Maize
Rice,
Thailand,
5%
Wheat,
US,
HRW
Bananas,
US
Meat,
beef
Meat,
chicken
Oranges
Shrimp,
Mexico
Sugar,
World
Logs,
Cameroon
Logs,
Malaysia
Sawnwood,
Malaysia
Cotton
A
Index
Rubber,
Malaysian
Tobacco
DAP
Phosphate
rock
Potassium
chloride
TSP
Urea,
E.
Europe,
bulk
Aluminum
Copper
Iron
ore
Lead
Nickel
Tin
Zinc
Gold
Silver
Platinum
1. Introduction (Cont’d)
High contribution of primary commodities in exports of West African countries
Share of primary commodities in total IMPORTS
Share of primary commodities in total EXPORTS
0 10 20 30 40 50 60 70 80 90 100
Guinea-Bissau
Nigeria
Ghana
Sierra Leone
Mauritania
Burkina Faso
Niger
Côte d’Ivoire
Benin
Guinea
Cabo Verde
Mali
Senegal
Gambia
Liberia
Togo
0 10 20 30 40 50 60 70 80 90 100
Gambia
Benin
Senegal
Côte d’Ivoire
Burkina Faso
Mali
Guinea-Bissau
Nigeria
Guinea
Togo
Cabo Verde
Sierra Leone
Mauritania
Ghana
Niger
Liberia
1. Introduction (Cont’d)
Mix of agricultural and mineral commodities in the export basket of West African countries
Percentage Share of Selected Primary Commodities in the Export Basket of West African Countries
Petroleum
Petroleum
Petroleum
Petroleum
Petroleum
Petroleum
Petroleum
Cocoa
Cocoa
Cocoa Cocoa
Cocoa
Cotton
Cotton
Cotton
Cotton
Cotton
Cotton
Nuts
Nuts Nuts
Nuts
Nuts
Nuts
Nuts
Nuts
Wood
Wood
Fish
Fish
Fish
Fish
Fish
Fish
Aluminium
Aluminium
Aluminium
Copper
Iron
Iron
Iron
Iron
Titanium
Titanium
Diamonds
Gold
Gold
Gold
Gold
Gold
Gold
Gold
Gold
Gold
Gold
0
10
20
30
40
50
60
70
80
90
100
BEN BFA CBV CIV GMB GHA GIN GNB LIB MLI MRT NER NGA SEN SRL TGO
1. Introduction (Cont’d)
Objective: Assess the effects of changing international
commodity prices and global market disruptions on economic
growth and poverty in Western Africa, with focus on:
• Agricultural Commodities
• All Primary Commodities
Geographical coverage: 16 West African countries
Benin, Burkina Faso, Cabo Verde, Côte d’Ivoire, Gambia,
Ghana, Guinea, Guinea-Bissau, Liberia, Mali, Mauritania,
Niger, Nigeria, Senegal, Sierra Leone, Togo.
2. Analytical Framework and Data
• Simulation models (Akademiya2063 / ReSAKSS)
 Single-Country CGE Models
 Micro-Simulation Models
• World Development Indicators database (World Bank)
 Macroeconomic data (2019/2018)
• Statistics on international trade (United Nations)
 Import and export data (2019/2018)
• Primary commodity price database (World Bank)
 Monthly price estimates for 46 primary commodities
 Annual price predictions (Commodity market outlook released
in April and October)
Update the
Simulation
Models
Build the
Price
Scenario
3. Scenarios
 Changes in the international price of primary commodities
(Price Shock)
• Commodities Prices Estimate for 2019 and 2020 (COVID
Scenario)
• Commodity Prices Outlook for 2020 released on October 2019
(Baseline or BaU Scenario)
 Disruption of global trade conditions and market access
(Trade Shock)
• Sensitivity tests on trade elasticities; i.e., from “minor disruptions”
to “severe disruptions”
3. Scenarios (Cont’d)
Export price scenario is based on the composition of the basket of primary
commodities exported by each country
Changes in Prices of Top Primary Commodities Exported by
Ghana (%)
Share of Top Primary Commodities in Ghana’s Total Exports
in 2019
Gold 37.0 %
Petroleum 31.7 %
Cocoa 16.0 %
Fish 1.2 %
Palm oil 0.6 %
Wood 0.5 %
Aluminium 0.5 %
Rubber 0.4 %
Other primary commodities 2.0 %
Other commodities 10.2 %
21.6
-27.3
0.6 1.1
28.9
1.1
-3.1
1.3
Gold
Petroleum
Cocoa
Fish
Palm
oil
Wood
Aluminium
Rubber
Share of Top Primary Commodities in Ghana’s Total
Imports in 2019
Changes in Prices of Top Primary Commodities
Imported by Ghana (%)
3. Scenarios (Cont’d)
Import price scenario is based on the composition of the basket of primary
commodities imported by each country
Rice 3.6 %
Petroleum 2.7 %
Wood Product 2.8 %
Fish 2.0 %
Wheat 1.5 %
Sugar 1.5 %
Palm Oil 1.3 %
Iron Products 7.2 %
Other primary commodities 4.6 %
Other commodities 72.7 %
18.4
-27.3
1.1 1.1
4.3
-1.7
28.9 29.4
Rice
Petroleum
Wood
Product
Fish
Wheat
Sugar
Palm
Oil
Iron
Products
3. Scenarios (Cont’d)
Deterioration in the TOT for agricultural commodities in most WA countries
Changes in the Terms of Trade for ALL PRIMARY COMMODITIES,
Percentage Point Difference between COVID vs. BaU Scenarios
-20 -10 0 10 20
Benin
Guinea Bissau
Nigeria
Mali
Burkina Faso
Sierra Leone
Gambia, The
Niger
Ghana
Guinea
Cote d'Ivoire
Togo
Liberia
Cabo Verde
Mauritania
Senegal
Changes in the Terms of Trade for AGRICULTURAL COMMODITIES,
Percentage Point Difference between COVID and BaU Scenarios
-20 -10 0 10 20
Benin
Guinea Bissau
Nigeria
Mali
Burkina Faso
Sierra Leone
Gambia, The
Niger
Ghana
Guinea
Cote d'Ivoire
Togo
Liberia
Cabo Verde
Mauritania
Senegal
4. Results
Negative growth effects of commodity price and trade shocks in most WA countries
Percentage point change in GDP growth, COVID vs. BaU Scenarios, Price and Trade Shocks
-6
-4
-2
0
2
4
6
Benin
Burkina
Faso
Cabo
Verde
Cote
d'Ivoire
Gambia,
The
Ghana
Guinea
Guinea
Bissau
Liberia
Mali
Mauritania
Niger
Nigeria
Senegal
Agriculture Primary
4. Results (Cont’d)
Increase in poverty driven by agricultural commodity price and trade shocks
Changes in Poverty Headcount Ratio, COVID vs. BaU Scenario, Price and Trade Shocks (pp)
-2
0
2
4
6
8
10
12
14
16
Benin
Guinea
Bissau
Nigeria
Mali
Burkina
Faso
Sierra
Leone
Gambia,
The
Niger
Ghana
Guinea
Cote
d'Ivoire
Togo
Liberia
Senegal
Primary Agriculture
4. Results (Cont’d)
Increase in urban and rural poverty in WA countries
Changes in urban
and rural poverty,
COVID vs. BaU
Scenarios, Agri.
Com. Price and
Trade Shocks (pp)
Changes in urban and
rural headcount
poverty rates,
COVID vs. BaU
Scenario, All Primary
Commodity Price and
Trade Shocks (pp)
-2
0
2
4
6
8
10
12
14
16
Benin
Guinea
Bissau
Nigeria
Mali
Burkina
Faso
Sierra
Leone
Gambia,
The
Niger
Ghana
Guinea
Cote
d'Ivoire
Togo
Liberia
Senegal
Urban Rural
-2
0
2
4
6
8
10
12
14
16
Benin
Guinea
Bissau
Nigeria
Mali
Burkina
Faso
Sierra
Leone
Gambia,
The
Niger
Ghana
Guinea
Cote
d'Ivoire
Togo
Liberia
Senegal
Urban Rural
Protect rural and urban populations
 Scale social protection schemes
5. Conclusion
Export diversification
 Increase the contribution of agricultural and food commodities in the export basket (e.g.,
Nigeria)
 Increase the number of agricultural and food commodities in the export basket, i.e., raw
material, agri-food products, and processed food (e.g., Benin)
Support the rural economy
 Increase public agricultural investments
 Accelerate the implementation of agricultural policies

Contenu connexe

Tendances

Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...
Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...
Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...AKADEMIYA2063
 
40 Years of Agricultural Trade, Distortions, and Policies
40 Years of Agricultural Trade, Distortions, and Policies40 Years of Agricultural Trade, Distortions, and Policies
40 Years of Agricultural Trade, Distortions, and PoliciesSimone Hill-Lee
 
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...AKADEMIYA2063
 
Informal stakeholder meeting_tanzania_ppt-monica
Informal stakeholder meeting_tanzania_ppt-monicaInformal stakeholder meeting_tanzania_ppt-monica
Informal stakeholder meeting_tanzania_ppt-monicaJulien Grollier
 
COVID-19 and the Food and Agriculture Sector: Issues and Policy Responses
COVID-19 and the Food and Agriculture Sector: Issues and Policy ResponsesCOVID-19 and the Food and Agriculture Sector: Issues and Policy Responses
COVID-19 and the Food and Agriculture Sector: Issues and Policy ResponsesTurlough Guerin GAICD FGIA
 
Malawi Policy Learning Event - Staple Food Price Dynamics - April 28, 2021
Malawi Policy Learning Event - Staple Food Price Dynamics -  April 28, 2021Malawi Policy Learning Event - Staple Food Price Dynamics -  April 28, 2021
Malawi Policy Learning Event - Staple Food Price Dynamics - April 28, 2021AKADEMIYA2063
 
Tanzania nd2010 ppt-monica_hangi
Tanzania nd2010 ppt-monica_hangiTanzania nd2010 ppt-monica_hangi
Tanzania nd2010 ppt-monica_hangiJulien Grollier
 
Informal stakeholder meeting_kenya_ppt-victor
Informal stakeholder meeting_kenya_ppt-victorInformal stakeholder meeting_kenya_ppt-victor
Informal stakeholder meeting_kenya_ppt-victorJulien Grollier
 
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...SlideTeam
 
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic - April 2...
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic -  April 2...Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic -  April 2...
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic - April 2...AKADEMIYA2063
 
Looking to-2030: Simulations using a multi-market model for Malawi
Looking to-2030: Simulations using a multi-market model for MalawiLooking to-2030: Simulations using a multi-market model for Malawi
Looking to-2030: Simulations using a multi-market model for MalawiIFPRIMaSSP
 
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...SlideTeam
 

Tendances (17)

Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...
Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...
Food Crop Production Forecasting in times of Crisis: The Role of Remote Sensi...
 
Résultats de la campagne agropastorale 2020-21 et situation des marchés régio...
Résultats de la campagne agropastorale 2020-21 et situation des marchés régio...Résultats de la campagne agropastorale 2020-21 et situation des marchés régio...
Résultats de la campagne agropastorale 2020-21 et situation des marchés régio...
 
40 Years of Agricultural Trade, Distortions, and Policies
40 Years of Agricultural Trade, Distortions, and Policies40 Years of Agricultural Trade, Distortions, and Policies
40 Years of Agricultural Trade, Distortions, and Policies
 
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...
2020 ReSAKSS Annual Conference - Plenary Session V Enabling Environment for T...
 
Dr. Ismaël Fofana, AKADEMIYA2063, #2021ReSAKSS | Plenary Session II - Impacts...
Dr. Ismaël Fofana, AKADEMIYA2063, #2021ReSAKSS | Plenary Session II - Impacts...Dr. Ismaël Fofana, AKADEMIYA2063, #2021ReSAKSS | Plenary Session II - Impacts...
Dr. Ismaël Fofana, AKADEMIYA2063, #2021ReSAKSS | Plenary Session II - Impacts...
 
Informal stakeholder meeting_tanzania_ppt-monica
Informal stakeholder meeting_tanzania_ppt-monicaInformal stakeholder meeting_tanzania_ppt-monica
Informal stakeholder meeting_tanzania_ppt-monica
 
COVID-19 and Its Impact on African Trade
COVID-19 and Its Impact on African TradeCOVID-19 and Its Impact on African Trade
COVID-19 and Its Impact on African Trade
 
COVID-19 and the Food and Agriculture Sector: Issues and Policy Responses
COVID-19 and the Food and Agriculture Sector: Issues and Policy ResponsesCOVID-19 and the Food and Agriculture Sector: Issues and Policy Responses
COVID-19 and the Food and Agriculture Sector: Issues and Policy Responses
 
Malawi Policy Learning Event - Staple Food Price Dynamics - April 28, 2021
Malawi Policy Learning Event - Staple Food Price Dynamics -  April 28, 2021Malawi Policy Learning Event - Staple Food Price Dynamics -  April 28, 2021
Malawi Policy Learning Event - Staple Food Price Dynamics - April 28, 2021
 
Tanzania nd2010 ppt-monica_hangi
Tanzania nd2010 ppt-monica_hangiTanzania nd2010 ppt-monica_hangi
Tanzania nd2010 ppt-monica_hangi
 
Informal stakeholder meeting_kenya_ppt-victor
Informal stakeholder meeting_kenya_ppt-victorInformal stakeholder meeting_kenya_ppt-victor
Informal stakeholder meeting_kenya_ppt-victor
 
Food and nutrition situation in the Sahel and West Africa
Food and nutrition situation in the Sahel and West Africa Food and nutrition situation in the Sahel and West Africa
Food and nutrition situation in the Sahel and West Africa
 
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...
Coronavirus Impact Assessment And Mitigation Strategies In Agriculture Sector...
 
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic - April 2...
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic -  April 2...Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic -  April 2...
Malawi Policy Learning Event - Trade in Times of COVID-19 Pandemic - April 2...
 
Looking to-2030: Simulations using a multi-market model for Malawi
Looking to-2030: Simulations using a multi-market model for MalawiLooking to-2030: Simulations using a multi-market model for Malawi
Looking to-2030: Simulations using a multi-market model for Malawi
 
Agri commodity fao
Agri commodity faoAgri commodity fao
Agri commodity fao
 
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...
Coronavirus Impact Assessment And Mitigation Strategies In Transportation Ind...
 

Similaire à AKADEMIYA2063-Ecowas Regional Learning event: Trade in Times of COVID-19 Pandemic

Ukraine Crisis Webinar Series - Session XIV
Ukraine Crisis Webinar Series - Session XIVUkraine Crisis Webinar Series - Session XIV
Ukraine Crisis Webinar Series - Session XIVAKADEMIYA2063
 
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...AKADEMIYA2063
 
Ukraine Crisis Webinar Series-Session XVII
Ukraine Crisis Webinar Series-Session XVIIUkraine Crisis Webinar Series-Session XVII
Ukraine Crisis Webinar Series-Session XVIIAKADEMIYA2063
 
Ukraine Crisis Webinar Series - Session II.pptx
Ukraine Crisis Webinar Series - Session II.pptxUkraine Crisis Webinar Series - Session II.pptx
Ukraine Crisis Webinar Series - Session II.pptxAKADEMIYA2063
 
Ukraine Crisis Webinar Series - Session XV
Ukraine Crisis Webinar Series - Session XVUkraine Crisis Webinar Series - Session XV
Ukraine Crisis Webinar Series - Session XVAKADEMIYA2063
 
Global fats and_oils_markets-futuristic_reports
Global fats and_oils_markets-futuristic_reportsGlobal fats and_oils_markets-futuristic_reports
Global fats and_oils_markets-futuristic_reportsjerrythomas78
 
Ukraine Crisis Webinar Series-Session XI
Ukraine Crisis Webinar Series-Session XIUkraine Crisis Webinar Series-Session XI
Ukraine Crisis Webinar Series-Session XIAKADEMIYA2063
 
Mariam Raouf at Egypt NPS Seminar
Mariam Raouf at Egypt NPS SeminarMariam Raouf at Egypt NPS Seminar
Mariam Raouf at Egypt NPS SeminarAhmed Ali
 
Commodity markets outlook
Commodity markets outlookCommodity markets outlook
Commodity markets outlookDr Lendy Spires
 
1. DoC_NABARD presentation-DoC (2).pptx
1. DoC_NABARD presentation-DoC (2).pptx1. DoC_NABARD presentation-DoC (2).pptx
1. DoC_NABARD presentation-DoC (2).pptxBimalChoudhury2
 
Agricultural trade policy & food security in the caribbean
Agricultural trade policy & food security in the caribbeanAgricultural trade policy & food security in the caribbean
Agricultural trade policy & food security in the caribbeanDebbie-Ann Hall
 
The Global Oil Market and the Covid-19 Crisis
The Global Oil Market and the Covid-19 CrisisThe Global Oil Market and the Covid-19 Crisis
The Global Oil Market and the Covid-19 CrisisEdouardLotz
 
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025IndexBox Marketing
 

Similaire à AKADEMIYA2063-Ecowas Regional Learning event: Trade in Times of COVID-19 Pandemic (20)

Malawi Learning Event - Trade in Time of COVID-19 Pandemic - April, 28, 2021
Malawi Learning Event - Trade in Time of COVID-19 Pandemic - April, 28, 2021Malawi Learning Event - Trade in Time of COVID-19 Pandemic - April, 28, 2021
Malawi Learning Event - Trade in Time of COVID-19 Pandemic - April, 28, 2021
 
Ukraine Crisis Webinar Series - Session XIV
Ukraine Crisis Webinar Series - Session XIVUkraine Crisis Webinar Series - Session XIV
Ukraine Crisis Webinar Series - Session XIV
 
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...
Trade in Time of Crisis: Growth and Poverty Effects of Global Commodity Marke...
 
Ukraine Crisis Webinar Series-Session XVII
Ukraine Crisis Webinar Series-Session XVIIUkraine Crisis Webinar Series-Session XVII
Ukraine Crisis Webinar Series-Session XVII
 
Ukraine Crisis Webinar Series - Session II.pptx
Ukraine Crisis Webinar Series - Session II.pptxUkraine Crisis Webinar Series - Session II.pptx
Ukraine Crisis Webinar Series - Session II.pptx
 
Ukraine Crisis Webinar Series - Session XV
Ukraine Crisis Webinar Series - Session XVUkraine Crisis Webinar Series - Session XV
Ukraine Crisis Webinar Series - Session XV
 
Global fats and_oils_markets-futuristic_reports
Global fats and_oils_markets-futuristic_reportsGlobal fats and_oils_markets-futuristic_reports
Global fats and_oils_markets-futuristic_reports
 
Ukraine Crisis Webinar Series-Session XI
Ukraine Crisis Webinar Series-Session XIUkraine Crisis Webinar Series-Session XI
Ukraine Crisis Webinar Series-Session XI
 
Mariam Raouf at Egypt NPS Seminar
Mariam Raouf at Egypt NPS SeminarMariam Raouf at Egypt NPS Seminar
Mariam Raouf at Egypt NPS Seminar
 
Annual Trends and Outlook Report 2013: Trade and Resilience
Annual Trends and Outlook Report 2013: Trade and ResilienceAnnual Trends and Outlook Report 2013: Trade and Resilience
Annual Trends and Outlook Report 2013: Trade and Resilience
 
Impact of COVID-19 on agricultural trade, economic activity, and poverty in A...
Impact of COVID-19 on agricultural trade, economic activity, and poverty in A...Impact of COVID-19 on agricultural trade, economic activity, and poverty in A...
Impact of COVID-19 on agricultural trade, economic activity, and poverty in A...
 
Commodity markets outlook
Commodity markets outlookCommodity markets outlook
Commodity markets outlook
 
1. DoC_NABARD presentation-DoC (2).pptx
1. DoC_NABARD presentation-DoC (2).pptx1. DoC_NABARD presentation-DoC (2).pptx
1. DoC_NABARD presentation-DoC (2).pptx
 
Building integrated agri food chains between Asia and Brazil
Building integrated agri food chains between Asia and BrazilBuilding integrated agri food chains between Asia and Brazil
Building integrated agri food chains between Asia and Brazil
 
Implications of Public Investments and External Shocks on Agriculture, Econom...
Implications of Public Investments and External Shocks on Agriculture, Econom...Implications of Public Investments and External Shocks on Agriculture, Econom...
Implications of Public Investments and External Shocks on Agriculture, Econom...
 
EU agricultural trade policy and agricultural trade with developing countries
EU agricultural trade policy and agricultural trade with developing countriesEU agricultural trade policy and agricultural trade with developing countries
EU agricultural trade policy and agricultural trade with developing countries
 
Agricultural trade policy & food security in the caribbean
Agricultural trade policy & food security in the caribbeanAgricultural trade policy & food security in the caribbean
Agricultural trade policy & food security in the caribbean
 
The Global Oil Market and the Covid-19 Crisis
The Global Oil Market and the Covid-19 CrisisThe Global Oil Market and the Covid-19 Crisis
The Global Oil Market and the Covid-19 Crisis
 
Presentation of the 2021 Africa Agriculture Trade Monitor, September 10, AGRF...
Presentation of the 2021 Africa Agriculture Trade Monitor, September 10, AGRF...Presentation of the 2021 Africa Agriculture Trade Monitor, September 10, AGRF...
Presentation of the 2021 Africa Agriculture Trade Monitor, September 10, AGRF...
 
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025
World: Nutmeg, Mace And Cardamoms - Market Report. Analysis And Forecast To 2025
 

Plus de AKADEMIYA2063

AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56] - Read-Only (1).pptx
AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56]  -  Read-Only (1).pptxAKADEMIYA2063_SE-GH2forEnergyTransition_MD[56]  -  Read-Only (1).pptx
AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56] - Read-Only (1).pptxAKADEMIYA2063
 
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptx
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptxAugustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptx
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx
 Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx
Mr. Kenao Lao - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptx
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptxMr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptx
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx
 Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx
Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptx
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptxDr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptx
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptx
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptxDr. Getaw Tadesse - 2023 ReSAKSS Conference.pptx
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptx
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptxDr. Fatima Kareem - 2023 ReSAKSS Conference.pptx
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptx
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptxDr. Fleur Wouterse - 2023 ReSAKSS Conference.pptx
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptx
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptxDr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptx
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Agnes Quisumbing - 2023 ReSAKSS Conference
 Dr. Agnes Quisumbing - 2023 ReSAKSS Conference Dr. Agnes Quisumbing - 2023 ReSAKSS Conference
Dr. Agnes Quisumbing - 2023 ReSAKSS ConferenceAKADEMIYA2063
 
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptx
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptxLea Magne-Domgho - 2023 ReSAKSS Conference.pptx
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Prince Agyemang - 2023 ReSAKSS Conference.pptx
Prince Agyemang - 2023 ReSAKSS Conference.pptxPrince Agyemang - 2023 ReSAKSS Conference.pptx
Prince Agyemang - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptx
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptxDr. Paul Guthiga - 2023 ReSAKSS Conference.pptx
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptx
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptxDr. John Ulimwengu - 2023 ReSAKSS Conference.pptx
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Silver Nanema - 2023 ReSAKSS Conference.pptx
Silver Nanema - 2023 ReSAKSS Conference.pptxSilver Nanema - 2023 ReSAKSS Conference.pptx
Silver Nanema - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference AKADEMIYA2063
 
Ms. Julie Collins - 2023 ReSAKSS Conference.pptx
Ms. Julie Collins - 2023 ReSAKSS Conference.pptxMs. Julie Collins - 2023 ReSAKSS Conference.pptx
Ms. Julie Collins - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptx
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptxDr. Ousmane Badiane - 2023 ReSAKSS Conference.pptx
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptx
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptxDr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptx
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptxAKADEMIYA2063
 

Plus de AKADEMIYA2063 (20)

AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56] - Read-Only (1).pptx
AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56]  -  Read-Only (1).pptxAKADEMIYA2063_SE-GH2forEnergyTransition_MD[56]  -  Read-Only (1).pptx
AKADEMIYA2063_SE-GH2forEnergyTransition_MD[56] - Read-Only (1).pptx
 
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptx
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptxAugustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptx
Augustin Wambo Yamdjeu - 2023 ReSAKSS Conference.pptx
 
Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx
 Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx
Mr. Kenao Lao - 2023 ReSAKSS Conference.pptx
 
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptx
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptxMr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptx
Mr. Wondwosen Tefera - 2023 ReSAKSS Conference.pptx
 
Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx
 Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx
Dr. Keith Fuglie - 2023 ReSAKSS Conference.pptx
 
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptx
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptxDr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptx
Dr. Greenwell Matchaya et al - 2023 ReSAKSS Conference.pptx
 
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptx
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptxDr. Getaw Tadesse - 2023 ReSAKSS Conference.pptx
Dr. Getaw Tadesse - 2023 ReSAKSS Conference.pptx
 
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptx
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptxDr. Fatima Kareem - 2023 ReSAKSS Conference.pptx
Dr. Fatima Kareem - 2023 ReSAKSS Conference.pptx
 
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptx
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptxDr. Fleur Wouterse - 2023 ReSAKSS Conference.pptx
Dr. Fleur Wouterse - 2023 ReSAKSS Conference.pptx
 
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptx
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptxDr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptx
Dr. Ebenezer M. Kwofie - 2023 ReSAKSS Conference.pptx
 
Dr. Agnes Quisumbing - 2023 ReSAKSS Conference
 Dr. Agnes Quisumbing - 2023 ReSAKSS Conference Dr. Agnes Quisumbing - 2023 ReSAKSS Conference
Dr. Agnes Quisumbing - 2023 ReSAKSS Conference
 
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptx
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptxLea Magne-Domgho - 2023 ReSAKSS Conference.pptx
Lea Magne-Domgho - 2023 ReSAKSS Conference.pptx
 
Prince Agyemang - 2023 ReSAKSS Conference.pptx
Prince Agyemang - 2023 ReSAKSS Conference.pptxPrince Agyemang - 2023 ReSAKSS Conference.pptx
Prince Agyemang - 2023 ReSAKSS Conference.pptx
 
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptx
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptxDr. Paul Guthiga - 2023 ReSAKSS Conference.pptx
Dr. Paul Guthiga - 2023 ReSAKSS Conference.pptx
 
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptx
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptxDr. John Ulimwengu - 2023 ReSAKSS Conference.pptx
Dr. John Ulimwengu - 2023 ReSAKSS Conference.pptx
 
Silver Nanema - 2023 ReSAKSS Conference.pptx
Silver Nanema - 2023 ReSAKSS Conference.pptxSilver Nanema - 2023 ReSAKSS Conference.pptx
Silver Nanema - 2023 ReSAKSS Conference.pptx
 
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference
Mrs. Tsitsi Makombe - 2023 ReSAKSS Conference
 
Ms. Julie Collins - 2023 ReSAKSS Conference.pptx
Ms. Julie Collins - 2023 ReSAKSS Conference.pptxMs. Julie Collins - 2023 ReSAKSS Conference.pptx
Ms. Julie Collins - 2023 ReSAKSS Conference.pptx
 
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptx
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptxDr. Ousmane Badiane - 2023 ReSAKSS Conference.pptx
Dr. Ousmane Badiane - 2023 ReSAKSS Conference.pptx
 
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptx
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptxDr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptx
Dr Jean Paul Latyr FAYE - 2023 ReSAKSS Conference.pptx
 

Dernier

Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsVICTOR MAESTRE RAMIREZ
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksdeepakthakur548787
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 
INTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingINTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingsocarem879
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Cathrine Wilhelmsen
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfblazblazml
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 217djon017
 
SMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxSMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxHaritikaChhatwal1
 
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...Dr Arash Najmaei ( Phd., MBA, BSc)
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectBoston Institute of Analytics
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfSubhamKumar3239
 
Semantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxSemantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxMike Bennett
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTBoston Institute of Analytics
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataTecnoIncentive
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Milind Agarwal
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024Susanna-Assunta Sansone
 
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxThe Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxTasha Penwell
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data VisualizationKianJazayeri1
 

Dernier (20)

Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business Professionals
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing works
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 
INTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processingINTRODUCTION TO Natural language processing
INTRODUCTION TO Natural language processing
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2
 
SMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptxSMOTE and K-Fold Cross Validation-Presentation.pptx
SMOTE and K-Fold Cross Validation-Presentation.pptx
 
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
 
Decoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis ProjectDecoding Patterns: Customer Churn Prediction Data Analysis Project
Decoding Patterns: Customer Churn Prediction Data Analysis Project
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 
convolutional neural network and its applications.pdf
convolutional neural network and its applications.pdfconvolutional neural network and its applications.pdf
convolutional neural network and its applications.pdf
 
Semantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxSemantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptx
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded data
 
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
Unveiling the Role of Social Media Suspect Investigators in Preventing Online...
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
 
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxThe Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data Visualization
 

AKADEMIYA2063-Ecowas Regional Learning event: Trade in Times of COVID-19 Pandemic

  • 1. TRADE IN TIMES OF COVID-19 PANDEMIC: EFFECTS OF GLOBAL PRIMARY COMMODITY MARKET DISRUPTION ON GROWTH AND POVERTY IN WESTERN AFRICA Ismael FOFANA AKADEMIYA2063 - Director for Capacity and Deployment West Africa Regional Learning Event – February 11, 2021
  • 2. 1. Introduction Impact of the COVID-19 pandemic on primary commodity prices: A mix picture Changes in primary commodities prices between 2019 and 2020, percentage point difference between estimated and predicted prices for 2020 -40 -30 -20 -10 0 10 20 30 40 Coal, Australia Crude oil, avg Natural gas, Europe Natural gas, US Natural gas LNG, Japan Cocoa Coffee, Arabica Coffee, Robusta Tea, auctions (3), average Coconut oil Groundnut oil Palm oil Soybean meal Soybean oil Soybeans Barley Maize Rice, Thailand, 5% Wheat, US, HRW Bananas, US Meat, beef Meat, chicken Oranges Shrimp, Mexico Sugar, World Logs, Cameroon Logs, Malaysia Sawnwood, Malaysia Cotton A Index Rubber, Malaysian Tobacco DAP Phosphate rock Potassium chloride TSP Urea, E. Europe, bulk Aluminum Copper Iron ore Lead Nickel Tin Zinc Gold Silver Platinum
  • 3. 1. Introduction (Cont’d) High contribution of primary commodities in exports of West African countries Share of primary commodities in total IMPORTS Share of primary commodities in total EXPORTS 0 10 20 30 40 50 60 70 80 90 100 Guinea-Bissau Nigeria Ghana Sierra Leone Mauritania Burkina Faso Niger Côte d’Ivoire Benin Guinea Cabo Verde Mali Senegal Gambia Liberia Togo 0 10 20 30 40 50 60 70 80 90 100 Gambia Benin Senegal Côte d’Ivoire Burkina Faso Mali Guinea-Bissau Nigeria Guinea Togo Cabo Verde Sierra Leone Mauritania Ghana Niger Liberia
  • 4. 1. Introduction (Cont’d) Mix of agricultural and mineral commodities in the export basket of West African countries Percentage Share of Selected Primary Commodities in the Export Basket of West African Countries Petroleum Petroleum Petroleum Petroleum Petroleum Petroleum Petroleum Cocoa Cocoa Cocoa Cocoa Cocoa Cotton Cotton Cotton Cotton Cotton Cotton Nuts Nuts Nuts Nuts Nuts Nuts Nuts Nuts Wood Wood Fish Fish Fish Fish Fish Fish Aluminium Aluminium Aluminium Copper Iron Iron Iron Iron Titanium Titanium Diamonds Gold Gold Gold Gold Gold Gold Gold Gold Gold Gold 0 10 20 30 40 50 60 70 80 90 100 BEN BFA CBV CIV GMB GHA GIN GNB LIB MLI MRT NER NGA SEN SRL TGO
  • 5. 1. Introduction (Cont’d) Objective: Assess the effects of changing international commodity prices and global market disruptions on economic growth and poverty in Western Africa, with focus on: • Agricultural Commodities • All Primary Commodities Geographical coverage: 16 West African countries Benin, Burkina Faso, Cabo Verde, Côte d’Ivoire, Gambia, Ghana, Guinea, Guinea-Bissau, Liberia, Mali, Mauritania, Niger, Nigeria, Senegal, Sierra Leone, Togo.
  • 6. 2. Analytical Framework and Data • Simulation models (Akademiya2063 / ReSAKSS)  Single-Country CGE Models  Micro-Simulation Models • World Development Indicators database (World Bank)  Macroeconomic data (2019/2018) • Statistics on international trade (United Nations)  Import and export data (2019/2018) • Primary commodity price database (World Bank)  Monthly price estimates for 46 primary commodities  Annual price predictions (Commodity market outlook released in April and October) Update the Simulation Models Build the Price Scenario
  • 7. 3. Scenarios  Changes in the international price of primary commodities (Price Shock) • Commodities Prices Estimate for 2019 and 2020 (COVID Scenario) • Commodity Prices Outlook for 2020 released on October 2019 (Baseline or BaU Scenario)  Disruption of global trade conditions and market access (Trade Shock) • Sensitivity tests on trade elasticities; i.e., from “minor disruptions” to “severe disruptions”
  • 8. 3. Scenarios (Cont’d) Export price scenario is based on the composition of the basket of primary commodities exported by each country Changes in Prices of Top Primary Commodities Exported by Ghana (%) Share of Top Primary Commodities in Ghana’s Total Exports in 2019 Gold 37.0 % Petroleum 31.7 % Cocoa 16.0 % Fish 1.2 % Palm oil 0.6 % Wood 0.5 % Aluminium 0.5 % Rubber 0.4 % Other primary commodities 2.0 % Other commodities 10.2 % 21.6 -27.3 0.6 1.1 28.9 1.1 -3.1 1.3 Gold Petroleum Cocoa Fish Palm oil Wood Aluminium Rubber
  • 9. Share of Top Primary Commodities in Ghana’s Total Imports in 2019 Changes in Prices of Top Primary Commodities Imported by Ghana (%) 3. Scenarios (Cont’d) Import price scenario is based on the composition of the basket of primary commodities imported by each country Rice 3.6 % Petroleum 2.7 % Wood Product 2.8 % Fish 2.0 % Wheat 1.5 % Sugar 1.5 % Palm Oil 1.3 % Iron Products 7.2 % Other primary commodities 4.6 % Other commodities 72.7 % 18.4 -27.3 1.1 1.1 4.3 -1.7 28.9 29.4 Rice Petroleum Wood Product Fish Wheat Sugar Palm Oil Iron Products
  • 10. 3. Scenarios (Cont’d) Deterioration in the TOT for agricultural commodities in most WA countries Changes in the Terms of Trade for ALL PRIMARY COMMODITIES, Percentage Point Difference between COVID vs. BaU Scenarios -20 -10 0 10 20 Benin Guinea Bissau Nigeria Mali Burkina Faso Sierra Leone Gambia, The Niger Ghana Guinea Cote d'Ivoire Togo Liberia Cabo Verde Mauritania Senegal Changes in the Terms of Trade for AGRICULTURAL COMMODITIES, Percentage Point Difference between COVID and BaU Scenarios -20 -10 0 10 20 Benin Guinea Bissau Nigeria Mali Burkina Faso Sierra Leone Gambia, The Niger Ghana Guinea Cote d'Ivoire Togo Liberia Cabo Verde Mauritania Senegal
  • 11. 4. Results Negative growth effects of commodity price and trade shocks in most WA countries Percentage point change in GDP growth, COVID vs. BaU Scenarios, Price and Trade Shocks -6 -4 -2 0 2 4 6 Benin Burkina Faso Cabo Verde Cote d'Ivoire Gambia, The Ghana Guinea Guinea Bissau Liberia Mali Mauritania Niger Nigeria Senegal Agriculture Primary
  • 12. 4. Results (Cont’d) Increase in poverty driven by agricultural commodity price and trade shocks Changes in Poverty Headcount Ratio, COVID vs. BaU Scenario, Price and Trade Shocks (pp) -2 0 2 4 6 8 10 12 14 16 Benin Guinea Bissau Nigeria Mali Burkina Faso Sierra Leone Gambia, The Niger Ghana Guinea Cote d'Ivoire Togo Liberia Senegal Primary Agriculture
  • 13. 4. Results (Cont’d) Increase in urban and rural poverty in WA countries Changes in urban and rural poverty, COVID vs. BaU Scenarios, Agri. Com. Price and Trade Shocks (pp) Changes in urban and rural headcount poverty rates, COVID vs. BaU Scenario, All Primary Commodity Price and Trade Shocks (pp) -2 0 2 4 6 8 10 12 14 16 Benin Guinea Bissau Nigeria Mali Burkina Faso Sierra Leone Gambia, The Niger Ghana Guinea Cote d'Ivoire Togo Liberia Senegal Urban Rural -2 0 2 4 6 8 10 12 14 16 Benin Guinea Bissau Nigeria Mali Burkina Faso Sierra Leone Gambia, The Niger Ghana Guinea Cote d'Ivoire Togo Liberia Senegal Urban Rural
  • 14. Protect rural and urban populations  Scale social protection schemes 5. Conclusion Export diversification  Increase the contribution of agricultural and food commodities in the export basket (e.g., Nigeria)  Increase the number of agricultural and food commodities in the export basket, i.e., raw material, agri-food products, and processed food (e.g., Benin) Support the rural economy  Increase public agricultural investments  Accelerate the implementation of agricultural policies