“…Rogers (2003) described innovators under the adopter category as young, rich, and educated, implying that age, income, and education play a crucial role in innovation adoption. However, research by (Ullah et al, 2022;Staddon 2020;Mwangi and Kariuki, 2015) found no relationship between one or more of these socioeconomic variable (age, income, education) and innovation adoption. Also, other studies on innovation adoption focused on a segment of the adopter categories, as can be found in (S€ a€ aksj€ arvi and Hell en, 2019;Vainauskas, 2003;Agarwal et al, 1998); also on the adoption of agricultural technology in small-scale farming, on a broader perspective (Atsriku, 2020), and on gender dimension of technology adoption (Quaye et al, 2021).…”