“…However, recent studies show that increasing deforestation is attributable to cocoa production, especially in Africa, due to the shift in many countries towards full-sun cocoa production systems, which requires clearing most or all of naturally occurring trees (Ruf, 2011;Saj, Durot, Mvondo Sakouma, Tayo Gamo, & Avana-Tientcheu, 2017). Due to the smallholder nature of cocoa production, attributing deforestation to cocoa is challenged by the technological limits of spectrally distinguishing cocoa from forest, mixed crop, or monoculture systems using most satellite imagery, especially in Sub-Saharan Africa (Curtis et al, 2018;Ordway, Asner, & Lambin, 2017); but estimates suggest that West Africa lost 2.3 million hectares of forest to cocoa cultivation between 1988 and 2007 (Gockowski & Sonwa, 2011). Further studies estimate that cocoa production accounted for 57% of agriculture-driven deforestation in Sub-Saharan Africa from 2000 to 2013, and cocoa witnessed the highest expansion rate as compared with other exportoriented crops (Ordway et al, 2017).…”