Limitations of crop suitability modeling
The study relies on crop suitability modeling, which has inherent limitations. Suitability models provide a general assessment of the biophysical potential for coffee production but do not fully capture the complex interactions between climate, soil, topography, and coffee quality. This can lead to an overestimation of suitable areas as the models may not accurately reflect the specific microclimatic conditions required for specialty coffee production.
Lack of socio-economic considerations
The study does not consider the socio-economic factors that can influence coffee production and quality, such as market access, farmer practices, and pest and disease management. These factors can significantly impact coffee production even in areas that are biophysically suitable. Neglecting these factors can lead to inaccurate projections of future coffee suitability and impact assessments.
Uncertainty regarding CO2 fertilization
The study does not explicitly consider the effect of CO2 fertilization on coffee production. While the study acknowledges that CO2 fertilization can potentially influence coffee suitability, it does not quantify or incorporate this effect into the modeling. This can lead to uncertainties in the projections of future coffee suitability, especially under high emission scenarios.
Potential bias due to presence-only data
The use of presence-only data for model calibration can introduce biases and limit the accuracy of the model. While the study applies a background sampling protocol to generate pseudo-absence data, this approach may not fully capture the true absence of coffee in certain areas.
Limited economic analysis
The study does not provide a detailed assessment of the economic impacts of climate change on specialty coffee production. While the study mentions the potential loss of market premiums and the shift towards generic coffee categories, it does not quantify these economic impacts. A more comprehensive economic analysis is needed to fully understand the socio-economic consequences of climate change on the specialty coffee sector.