Table 3

Covariates Used in Analysis

Unit of MeasureComponentReference
Economic characteristic
 Total arable landhaVit(1), (2), (3), (4), (6), (7), (8)
 Share of rented land%Vit(2), (3), (4), (7), (8)
 Farm revenue€ per haVit(4), (7), (8)
 Farm fixed costs€ per haVitNew
 Farm variable costs€ per haVit(4)
 Fertilizer expenditure€ per haVit(2), (4), (7)
 Pesticides expenditure€ per haVit(2), (4), (7)
 Livestock densityUnits per haVit(2), (5), (6), (8)
 Family laborCountSi(*)(2), (3), (4), (8), (9)
 Nonfamily laborCountVit(2), (3), (4), (9)
 Share of most important crop%Vit(5), (6)
 Share of second most important crop%Vit(5), (6)
 Share of grassland%Vit(4), (7), (8)
 Machinery horsepowerKw per haVit(3)
 Machinery value€ per haVit(3)
 Machinery endowmentUnits per haVit(3)
 Farm specializationCategoricalSi(3), (6), (7), (8)
Sociodemographic characteristic
 Farmer’s ageYearsSi(*)(1), (3), (5), (6), (7), (8), (9)
 Farmer’s genderCategoricalSiNew
 Farmer’s educationCategoricalSi(*)(1), (3), (8)
 Experience with previous AEPsCategoricalSi(6), (7)
Environmental/geographical characteristic
 Disadvantaged areaCategoricalSi(5), (7), (8)
 Latitude and longitudeDegreesSi(6), (7)
 Average altitudeMetersSi(9)

Note: These characteristics are not strictly time invariant, but we assume they are approximately so (Vit ≈ Si) for the period 2015–2018. The references are (1) Vanslembrouck, Van Huylenbroeck, and Verbeke (2002); (2) Pufhal and Weiss (2009); (3) Pascucci et al. (2013); (4) Arata and Sckokai (2016); (5) Zimmerman and Britz (2016); (6) Bertoni et al. (2020); (7) Uehleke, Petrick, and Hüttel (2022); (8) Wąs et al. 2021; (9) Varacca et al. (2023).