“…Based on a literature review, we propose two potential pathways through which the adoption of smartphone‐based agricultural extension services influences farm incomes. Instead of a blanket of information, smartphone‐based agricultural extension services provide site‐specific recommendations to farmers (Arouna et al, 2021; Oyinbo et al, 2022), which helps them to identify inputs and technological information more accurately (Carrión‐Yaguana et al, 2020; Nakasone et al, 2014). On the one hand, this will further lead to better farm performance, such as increased crop yield and higher productivity (Adolwa et al, 2019; Aker & Ksoll, 2016), resulting in improved farm income from fields using the soil testing formula fertilizer (hereinafter abbreviated to “farm income from STFF fields”) and total farm income (Ma, Grafton, et al, 2020; Manda et al, 2016).…”