“…It is impossible to predict exactly how our estimates of production risk measure will translate into actual crop production losses. There are multiple uncertainties associated with predicting pollinator biodiversity changes and how this affects crop production, some of which we explore here (e.g., the relationship between pollinator abundance and crop production), but many of which we do not or cannot [e.g., the changing distribution of crops ( 60 ), the economic viability of hand pollination ( 61 ), the buffering effects of managed pollinators ( 62 ), the effects of climate change alone ( 63 ), the uncertainty over whether pollinator abundance is more important than other measures of pollinator diversity ( 34 , 64 ), the buffering or magnifying effects of landscape composition or agroforestry ( 65 , 66 ), and other technological solutions such as the breeding or engineering of pollinator-independent cultivars] ( 67 ). As one example, crops in which hand pollination is already widely practiced, particularly apple, tomato, kiwi, oil palm, and vanilla ( 61 ), will likely be more resilient than our models would predict.…”