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INSTITUTE FOR METEOROLOGICAL TRAINING
AND RESEARCH (IMTR), NAIROBI –KENYA
IMPACT OF CLIMATE CHANGE ON COCOA YIELD
PRODUCTION USING FORECAST MODELS
BY:
WILLIAM AGYAKWAH
SUPERVISOR:
PASCALINE CHEMAIYO
JULY, 2014
EXECUTIVE SUMMARY
Various forecast models: General Circulation Models (GCM), Simple Climate Models
(SCM), Multiple Regression Analysis and Tobit Model were used to predict the impact of
climate change on cocoa yield production. The climate change (temperature and rainfall)
scenarios for the semi-deciduous forest and evergreen rainforest zones of Ghana constructed
using process-based methods that rely on the General Circulation Models (GCM) in
conjunction with Simple Climate Models (SCM) indicated that projected mean annual
rainfall values in the semi deciduous forest zone of Ghana will decline by -2.8, -10.9 and -
18.6% in year 2020, 2050 and 2080 respectively. In the evergreen rainforest forest zone,
mean annual rainfall will also decline by -3.1, -12.1 and -20.2% respectively. Mean annual
temperature changes will rise by 0.8, 2.5 and 5.4 and 0.6, 2.0 and 3.9o
C respectively in the
semi deciduous and evergreen rainforest zones in 2020, 2050 and 2080 respectively. The
multiple regression analysis showed that over 60% of the variation in dry cocoa beans
produced could be explained by the combination of the preceding year’s total annual rainfall,
total rainfall in the two driest months and total sunshine duration. Tobit model showed that,
rainfall, temperature and sunshine were the most important climatic factors that affect cocoa
production.

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ABSTRACT -GAMFC (2014)

  • 1. 1 INSTITUTE FOR METEOROLOGICAL TRAINING AND RESEARCH (IMTR), NAIROBI –KENYA IMPACT OF CLIMATE CHANGE ON COCOA YIELD PRODUCTION USING FORECAST MODELS BY: WILLIAM AGYAKWAH SUPERVISOR: PASCALINE CHEMAIYO JULY, 2014
  • 2. EXECUTIVE SUMMARY Various forecast models: General Circulation Models (GCM), Simple Climate Models (SCM), Multiple Regression Analysis and Tobit Model were used to predict the impact of climate change on cocoa yield production. The climate change (temperature and rainfall) scenarios for the semi-deciduous forest and evergreen rainforest zones of Ghana constructed using process-based methods that rely on the General Circulation Models (GCM) in conjunction with Simple Climate Models (SCM) indicated that projected mean annual rainfall values in the semi deciduous forest zone of Ghana will decline by -2.8, -10.9 and - 18.6% in year 2020, 2050 and 2080 respectively. In the evergreen rainforest forest zone, mean annual rainfall will also decline by -3.1, -12.1 and -20.2% respectively. Mean annual temperature changes will rise by 0.8, 2.5 and 5.4 and 0.6, 2.0 and 3.9o C respectively in the semi deciduous and evergreen rainforest zones in 2020, 2050 and 2080 respectively. The multiple regression analysis showed that over 60% of the variation in dry cocoa beans produced could be explained by the combination of the preceding year’s total annual rainfall, total rainfall in the two driest months and total sunshine duration. Tobit model showed that, rainfall, temperature and sunshine were the most important climatic factors that affect cocoa production.