Table 2 Overview of all variables used in the analysis (N = 517)
From: Expected effects of a global transformation of agricultural pest management
Variable | Description | Source | Mean | SD | Min | Max |
|---|---|---|---|---|---|---|
External data sources | ||||||
GDP per capita | GDP (Gross Domestic Product) per capita in 2015 in $1000 US at constant 2015 prices. | World Bank, 2022126 | 21.76 x 103 | 22.02 x 103 | 0.35 x 103 | 105.5 x 103 |
HDI | United Nations Human Development Index in 2021. | United Nations, 2022127 | 0.78 | 0.14 | 0.40 | 0.96 |
PHDI | United Nations Planetary pressure-adjusted Human Development Index in 2021. | United Nations, 2022127 | 0.68 | 0.09 | 0.39 | 0.82 |
SDG_1.5 Indicator 1 | The total number of people affected by natural disasters per 10.000.000 in 2020. | World in Data, 202292 | 1.12 x 103 | 2.92 x 103 | 0 | 32.04 x 103 |
SDG_2.1 Indicator 1 | Prevalence of undernourishment in percentage of population in 2019. | World in Data, 202292 | 7.36 | 6.04 | 2.50 | 48.20 |
SDG_2.3 Indicator 1 | Agricultural production in US$ per labor unit in 2019. | World in Data, 202292 | 81.22 x 103 | 298.98 x 103 | 0.32 x 103 | 275.82 x 103 |
SDG_2A Indicator 1 | The agriculture shares of government expenditures, divided by the agriculture share of GDP. | World in Data, 202292 | 1.18 | 1.15 | 0.02 | 4.6 |
SDG_3.9 Indicator 3 | Mortality rate of unintentional poisonings from hazardous chemicals per 100.000 in 2019. | World in Data, 202292 | 0.89 | 0.78 | 0.1 | 3.8 |
SDG_6.3 Indicator 2 | Proportion of bodies of water with good ambient water quality. | World in Data, 202292 | 68.7 | 18.52 | 0 | 100 |
SDG_8.4 Indicator 2 | Domestic material consumption (kg) per unit of GDP (constant 2015 US$) in 2019. | World in Data, 202292 | 1.45 | 1.37 | 0.1 | 9.14 |
SDG_8.8 Indicator 1 | Non-fatal occupational injuries per 100,000 employees in 2015 | World in Data, 202292 | 1.39 x 103 | 1.12 x 103 | 0.13 x 103 | 8.92 x 103 |
SDG_12.3 Indicator 1 | Food waste per capita (kg) at retail level in 2019. | World in Data, 202292 | 14.21 | 5.75 | 3.12 | 78.82 |
SDG_12.4 Indicator 1 | Parties meeting their commitments and obligations in transmitting information as required by the Rotterdam Convention on hazardous waste and pesticides in 2020. | World in Data, 202292 | 83.95 | 13.55 | 8.62 | 98.28 |
SDG_14.1 Indicator 1 | The share of satellite imagery pixels measuring chlorophyll-a within a country’s exclusive Economic zone above the 90th percentile of the global baseline (2000-2004) in 2020. | World in Data, 202292 | 4.12 | 2.81 | 0.11 | 25 |
SDG_15.1 Indicator 2 | The average proportion of freshwater Key Biodiversity Areas covered by protected areas in 2020. | World in Data, 202292 | 48.13 | 22.75 | 4.17 | 99.97 |
SDG_15.5 Indicator 1 | The Red List Index [0,1] in 2020. | World in Data, 202292 | 0.83 | 0.09 | 0.62 | 0.99 |
Relative attainable yield | The mean attainable yield of major crops grown in the region (out of maize, rice, wheat, potatoes, soybeans, sugarcane, cassava, sorghum), relative to their global maximum attainable yield. | World in Data, 202292 | 0.70 | 0.12 | ||
Potential pest pressure | Potential maximal damages of pests and pathogens to major crops in the region. | Oerke, 20061 | 70.39 | 6.14 | 60 | 85 |
Level Risk Score of Used Pesticides | Environmental risk of current pesticide use, measured with the Risk Score. | Tang et al., 202140 | 2.34 | 0.77 | 0 | 4.01 |
Variable | Description | Source | Mean | SD | Min | Max |
Data from the survey | ||||||
Implementation sustainable pest management | Current level of implementation of sustainable pest management (0–10), according to the above definition, in the production system of expertise. | Survey. Möhring et al., 2025 | 5.09 | 2.32 | 0 | 10 |
Field of research | Survey. Möhring et al., 2025 | |||||
… BioTech | Research on alternative pest management solutions (biological, mechanical, etc.). | 27 (5%) | ||||
… Ecol | Research on (agro-)ecology. | 57 (11%) | ||||
… Other | Respondent from Extension services, farming, policymaking, or industry. | 87 (17%) | ||||
… PMS | Research in pest management sciences (e.g., weed sciences, entomology, plant pathology, agronomy) | 243 (47%) | ||||
… Soc-Eco | Research in Social Sciences or Economics. | 64 (12%) | ||||
… Toxi | Research in Toxicology (Human/Environmental) or Environmental Sciences. | 39 (8% | ||||
Indicator assessment framework | Potential of sustainable pest management (−10 to +10) to… | Survey. Möhring et al., 2025 | ||||
FS1 | …increase the provision of food in sufficient quantities. | 4.47 | 4.73 | −10 | 10 | |
FS2 | …increase the provision of diverse and nutritious food. | 5.16 | 4.02 | −8 | 10 | |
FS3 | …increase the provision of safe food and feed. | 6.26 | 3.55 | −8 | 10 | |
FS4 | …increase the resilience to extreme pest events resulting in hunger and food insecurity. | 4.74 | 4.84 | −10 | 10 | |
Indicator assessment framework | Potential of sustainable pest management (−10 to +10) to… | Survey. Möhring et al., 2025 | ||||
ENV1 | …reduce current pesticide pollution of drinking water. | 6.41 | 3.21 | −10 | 10 | |
ENV2 | …reduce current pesticide pollution of soils. | 6.49 | 3.31 | −10 | 10 | |
ENV3 | …reduce current pesticide damages to marine ecosystems | 5.36 | 3.91 | −10 | 10 | |
ENV4 | …reduce current pesticide damages to freshwater ecosystems. | 6.67 | 3.22 | −10 | 10 | |
ENV5 | …reduce current effects of pesticide use on biodiversity loss. | 7.11 | 3 | −6 | 10 | |
Indicator assessment framework | Potential of sustainable pest management (−10 to +10) to… | Survey. Möhring et al., 2025 | ||||
HH1 | …reduce pesticides’ current acute and long-term effects on health of farm workers. | 6.48 | 3.29 | −7 | 10 | |
HH2 | …reduce pesticides’ current acute and long-term effects on health of residents and bystanders. | 5.67 | 3.34 | −8 | 10 | |
HH3 | …reduce pesticides’ current acute and long-term effects on health of consumers. | 5.85 | 3.5 | −8 | 10 | |
HH4 | …restore trust in contaminated food - distorting food choices (e.g., fewer vegetables or fruits). | 6.44 | 3.26 | −10 | 10 | |
Indicator assessment framework | Potential of sustainable pest management (−10 to +10) to… | Survey. Möhring et al., 2025 | ||||
SOC1 | …improve the equal distribution of all costs and benefits from pest management (e.g., profit gains vs. adverse environmental and health effects) on local scales (between actors in a region). | 4.63 | 3.71 | −10 | 10 | |
SOC2 | …improve the equal distribution of all costs and benefits from pest management on global scales (between countries). | 4.15 | 4.12 | −10 | 10 | |
SOC3 | …improve the capacity of all farmers to adapt to future increases in pest pressure. | 5.36 | 4.03 | −10 | 10 | |
SOC4 | …improve equal access of all farmers to suitable education, tools, and technologies for pest management. | 4.92 | 3.92 | −10 | 10 | |
SOC5 | …ensure safe working conditions (e.g., gear & education) for all farm workers in pest management. | 6.05 | 3.4 | −10 | 10 | |
Indicator assessment framework | Potential of sustainable pest management (−10 to +10) to… | Survey. Möhring et al., 2025 | ||||
ECON1 | …increase the provision of affordable and efficient pest management solutions. | 4.03 | 5.05 | −10 | 10 | |
ECON2 | …enable production systems that can sustain the livelihood of farmers in the short run. | 2.91 | 4.81 | −10 | 10 | |
ECON3 | …enable production systems that can sustain the livelihood of farmers in the long run. | 5.84 | 3.6 | −9 | 10 | |
ECON4 | …increase economic resilience to extreme pest events. | 4.54 | 4.85 | −10 | 10 | |
ECON5 | …increase agricultural productivity growth threatened by pest damages. | 5.21 | 4.12 | −9 | 10 | |
ECON6 | …reduce indirect costs of pest management (e.g., decreasing soil productivity and pollination, increasing resistances). | 6.6 | 3.12 | −10 | 10 | |
Type of crop | Survey. Möhring et al., 2025 | |||||
… Arable | Arable crops | 152 (29%) | ||||
… General | All crops | 201 (39%) | ||||
…Horticulture | Horticultural crops | 164 (32%) | ||||
Scope of expertise | Survey. Möhring et al., 2025 | |||||
… larger | On a level of a continent or globally. | 212 (41%) | ||||
… specific | On a level of national or local production systems. | 305 (59%) | ||||
Importance category Food Security | Importance (0–10) of pest management for agricultural challenges in this category. | Survey. Möhring et al., 2025 | 7.75 | 2.06 | 0 | 10 |
Importance category Environment | Importance (0–10) of pest management for agricultural challenges in this category. | Survey. Möhring et al., 2025 | 6.95 | 2.17 | 0 | 10 |
Importance category Human Health | Importance (0–10) of pest management for agricultural challenges in this category. | Survey. Möhring et al., 2025 | 6.39 | 2.67 | 0 | 10 |
Importance category Social Equality | Importance (0–10) of pest management for agricultural challenges in this category. | Survey. Möhring et al., 2025 | 6.26 | 2.6 | 0 | 10 |
Importance category Economy and Livelihoods | Importance (0–10) of pest management for agricultural challenges in this category. | Survey. Möhring et al., 2025 | 7.91 | 1.83 | 1 | 10 |
Strength expertise Food Security | Strength of expertise (0–10) in the category. | Survey. Möhring et al., 2025 | 5.5 | 2.94 | 0 | 10 |
Strength expertise Environment | Strength of expertise (0–10) in the category. | Survey. Möhring et al., 2025 | 6.62 | 2.57 | 0 | 10 |
Strength expertise Human Health | Strength of expertise (0–10) in the category. | Survey. Möhring et al., 2025 | 5.15 | 2.99 | 0 | 10 |
Strength expertise Social Equality | Strength of expertise (0–10) in the category. | Survey. Möhring et al., 2025 | 3.85 | 2.91 | 0 | 10 |
Strength expertise Economy and Livelihoods | Strength of expertise (0–10) in the category. | Survey. Möhring et al., 2025 | 5.27 | 2.86 | 0 | 10 |
Invitation type | Survey. Möhring et al., 2025 | |||||
…network and organizations | Selected senior researchers and members of key international organizations in the field of pest management. | 223 (43%) | ||||
…literature | Invited corresponding author based on literature search of peer reviewed articles in the field of sustainable pest management. | 294 (57%) | ||||