African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs...

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African Adaptation UNDP Accra

Transcript of African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs...

Page 1: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

African Adaptation

UNDP Accra

Page 2: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Model

• Max P*Q(C,I) – R*I

• P*dQ(C)/dI = R

• Marginal benefit of inputs is sensitive to climate

• Which crop is most productive depends on climate

Page 3: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Data

• 11 African countries

• Crops grown

• Livestock species chosen

• Climate

• Control variables

Page 4: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Methodology

• Logit regression

• Crop choice (across major crops) regressed on climate and control variables

• Livestock choice regressed on climate and control variables

• Holding control variables constant, estimate how temperature and precipitation affect choice

Page 5: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Functional form

• Pri=exp(BiXi)/(1-∑exp(BkXk))

• BX=b0+b1T+b2T2+b3P+b4P2+b5Z

Page 6: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Livestock Switching in Africa

Page 7: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.
Page 8: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.
Page 9: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Forecast CCC Scenario

• Start with original climate and estimate frequency sheep chosen

• Use CCC climate scenario and estimate new frequency of sheep chosen

Page 10: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

Current allocation of African Sheep

Page 11: African Adaptation UNDP Accra. Model Max P*Q(C,I) – R*I P*dQ(C)/dI = R Marginal benefit of inputs is sensitive to climate Which crop is most productive.

African Sheep with CCC climate