Effectiveness of pesticide stakeholders’ information on pesticide handling knowledge and behaviour of smallholder farmers in Ogun State, Nigeria
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Madaki, Mustapha Yakubu; Lehberger, Mira; Bavorova, Miroslava; Igbasan, Boluwatife Teniola; Kächele, Harald Article — Published Version Effectiveness of pesticide stakeholders’ information on pesticide handling knowledge and behaviour of smallholder farmers in Ogun State, Nigeria Environment, Development and Sustainability Provided in Cooperation with: Springer Nature Suggested Citation: Madaki, Mustapha Yakubu; Lehberger, Mira; Bavorova, Miroslava; Igbasan, Boluwatife Teniola; Kächele, Harald (2023) : Effectiveness of pesticide stakeholders’ information on pesticide handling knowledge and behaviour of smallholder farmers in Ogun State, Nigeria, Environment, Development and Sustainability, ISSN 1573-2975, Springer Netherlands, Dordrecht, Vol. 26, Iss. 7, pp. 17185-17204, https://doi.org/10.1007/s10668-023-03332-8 This Version is available at: https://hdl.handle.net/10419/318037 Standard-Nutzungsbedingungen: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Zwecken und zum Privatgebrauch gespeichert und kopiert werden. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich machen, vertreiben oder anderweitig nutzen. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, gelten abweichend von diesen Nutzungsbedingungen die in der dort genannten Lizenz gewährten Nutzungsrechte. Terms of use: Documents in EconStor may be saved and copied for your personal and scholarly purposes. You are not to copy documents for public or commercial purposes, to exhibit the documents publicly, to make them publicly available on the internet, or to distribute or otherwise use the documents in public. If the documents have been made available under an Open Content Licence (especially Creative Commons Licences), you may exercise further usage rights as specified in the indicated licence. http://creativecommons.org/licenses/by/4.0/
Vol.:(0123456789) Environment, Development and Sustainability (2024) 26:17185–17204 https://doi.org/10.1007/s10668-023-03332-8 1 3 Effectiveness ofpesticide stakeholders’ information onpesticide handling knowledge andbehaviour ofsmallholder farmers inOgun State, Nigeria MustaphaYakubuMadaki1,3· MiraLehberger2· MiroslavaBavorova1 · BoluwatifeTeniolaIgbasan1· HaraldKächele3,4 Received: 7 November 2022 / Accepted: 2 May 2023 / Published online: 14 May 2023 © The Author(s) 2023 Abstract Although pesticides ensure the quality and quantity of agricultural produce, they have adverse effects on farmers, their families, and consumers. Therefore, in order to reduce the unpleasant effects of pesticide use, stakeholders would be well advised to extend guidance and precautions to end users. The objective of this study was to determine the pesticide handling behaviour and the effectiveness of pesticide information on pesticide handling knowledge and personal protective equipment (PPE) use among farmers in southwest Nigeria. One hundred and fifty-six farmers were interviewed using a structured questionnaire in December 2019 and January 2020. The results revealed that a one-third of the farmers dispose their pesticide residues on the field, only 3% of the farmers dispose the hazardous pesticide waste at a collection point, and 65% of them dispose the empty containers indiscriminately. The majority of farmers never use respirators (79%), hats (60%), and boots (57%) when applying pesticides. Knowledge of pesticide application and waste management is low (58% of respondents scored less than 10 on a knowledge scale of 0–14). The result of the regression model shows that information from pesticide labels and farmer-to- farmer exchanges significantly increase farmers’ knowledge of pesticide handling and PPE use. Our results suggest that the effectiveness of current information provision to smallholder farmers on the correct use of pesticides is not sufficient. Therefore, we highlight the need for pesticide companies, distributors, and government agencies to intensify and further develop their efforts to empower smallholder farmers to improve their knowledge and use of pesticides. Keywords Pesticide handling· Personal protective equipment· Pesticide information sources· Pesticide labels Extended author information available on the last page of the article
17186 M.Y.Madaki et al. 1 3 1 Introduction Pesticides play an important role in agricultural development as they reduce the losses of agricultural products and improve the affordable yield and quality of food (Strassemeyer etal., 2017). The use of pesticides contributes to food security and is one of the technologies projected to contribute to meeting the future food demand in 2050 (FAO, 2017). Without the use of pesticides, there would be a 78% loss in fruit production, a 54% loss in vegetable production, and a 32% loss in cereal production (Tudi etal., 2021). In terms of quality and quantity, the increase in agricultural production led to the unprecedented use of pesticides. Globally, three billion kilograms of pesticides are used every year to ensure crop protection for food security (Hayes etal., 2017). The potential economic benefits of pesticides are evident for farmers in terms of substantial contribution to increasing yields and reducing post-harvest losses. An ongoing scientific and public debates are focusing on minimizing the negative side effects of the use of pesticides on human health and the environment (Bernardes etal., 2015; Tudi etal., 2021). In terms of the environment, pesticides have been linked to declines in birds and bees, among other things (Francisco, 2021; Goulson, 2014; Rajmohan etal., 2020; UNEP, 2021). Pesticide use leads to environmental pollution, including soil, water, and air pollution, as well as food contamination (EPA, 2021). Pesticides are among the leading causes of deaths by self-poisoning, particularly in low- and middle-income countries (WHO, 2021). Aniah etal. (2021) estimated that nearly 3 million farmers suffer from severe pesticide poisoning and 25 million from mild pesticide poisoning annually, resulting in approximately 180,000 deaths per year. Guertler etal. (2021) found that farmers are unaware of the occupational risks and underestimate the potential hazard. Inappropriate handling and misuse of pesticides are among the factors that can lead to a negative effect that harms the environment and farmers (Bertrand, 2018; Struelens etal., 2022; Teklu etal., 2021). This leads the concerned organizations to develop guidelines for pesticides, including the appropriate dose, dosage, and clothing (EPA, 2021; FAO, 2008; WHO, 2021). Knowledge of pesticides and safety precautions can help reduce the negative effects of pesticides onfarmers’ health and the environment. Studies confirm the importance of using personal protective equipment (PPE) (Garrigou etal., 2020). Pesticide companies are striving to reduce the negative side effects of their products through innovative inputs, new ways of farming, more precise applications to further reduce these effects, and the potential trade-offs of increased use of such pesticides (Bayer, 2022). Training materials on the responsible use of crop protection products, pesticide information, guidelines, training of trainers/extension workers, and various media campaigns were provided (CropLife International, 2022). At the national level, the government is responsible and accountable for the protection of its citizens, including farmers, in Nigeria, our study area. The guidelines for the issuance of permits for the production and importation of pesticides are regulated by the National Agency for Food and Drugs Administration and Control (NAFDAC, 2016). Protection of human health and the environment from the harmful effects of hazardous pesticides and other agrochemicals is enforced by the National Environmental Standards and Regulations Enforcement Agency in cooperation with the Ministry of Agriculture (NESREA, 2019). These institutions oversee the dissemination of pesticide handling information from pesticide companies (pesticide labels and training), extension agents, and other concerned organizations to achieve proper use of pesticides by farmers. However, despite these efforts, the use of unapproved pesticides, indiscriminate overdose, poor handling knowledge and
17187 Effectiveness ofpesticide stakeholders’ information on… 1 3 use of PPE, as well as pesticide poisoning were observed in the country (Moda etal., 2022; Oludoye etal., 2021, 2022; Oyekale, 2022). Previous studies have investigated various aspects of how farmers use pesticides and the consequences of inappropriate use on farmers’ health and the environment (Bertrand, 2018; Struelens etal., 2022; Teklu etal., 2021; Tudi etal., 2021), but little is known about the effectiveness of the efforts made by pesticide stakeholders. Although producers, sellers, and governments have provided information on proper handling in the form of written materials, pesticide labels, or training, there is less evidence on the effectiveness of information provision in shaping and achieving proper use behaviour. To provide such evidence, a study area in a developing country, Nigeria, was selected as a case where less is known about smallholder farmers’ knowledge and handling of pesticides, although pesticide stakeholders report to provide information. To measure and compare farmers’ knowledge, we developed a pesticide handling knowledge index. Information such as pesticide handling information is considered effective when both parties, the sender, e.g. pesticide producing or supplying companies, and the receiver, e.g. farmers, give the same or very similar meaning to the message being disseminated (CPD, 2021). For this to happen, the pesticide handling information has to be clear, consistent, transparent, accessible and inclusive. Difficulties in understanding the information provided are mostly due to of language barriers, limited literacy, or age (Oludoye etal., 2021; Scheufele, 2013; WHO, 2022). Derived from the knowledge gap theory, we expect that farmers who are illiterate or of low socio-economic status will have difficulty inunderstanding and following instructions from companies, government, or extension services on pesticide use (Tichenor etal., 1970). The main sources of agricultural information are private or public extension services (Bavorova etal., 2020). In Nigeria, the Federal Ministry of Environment and other regulatory agencies organize periodic training workshops related on pesticide use and handling (Tijani, 2006). However, Asogwa and Dongo (2009) reported that there are quality problems in the Nigerian extension services, for example, because the extension workers themselves are trained more on which pesticides to use on which pests than on equipment, application techniques, and safety. In this regard, the literature revealed that pesticide labels generally provide instructions on the amount to be used and the type of activities that should not be carried out while spraying pesticides (Damalas & Khan, 2017). In Nigeria, chemicals, including pesticides, are required by law to carry information on ingredients and appropriate use, which is supposed to be enforced by the government (NAFDAC, 2016; NESREA, 2019). However, the frequent use of non-native languages on labels hinders the effectiveness of knowledge transfer on safe pesticide handling practices (Oludoye etal., 2021). To obtain information on safe pesticide handling practices, pesticide dealersare usually consulted (Shammi etal., 2018) and other farmers (Damalas & Khan, 2017; Shammi etal., 2018). There is still a gap in knowledge on the effectiveness of information provided to farmers, particularly by pesticide stakeholders (producers and dealers), in increasing farmers’ knowledge and appropriate behaviour. To fill this gap, this study investigated the pesticide handling behaviour of farmers and the effectiveness of pesticide information sources on pesticide handling knowledge and use of PPE among farmers in southwest Nigeria. The study provides answers to the following main research questions: i. How knowledgeable are farmers about pesticide handling? and ii. How do sources of information used affect pesticide handling knowledge and PPE use? The results may be beneficial to pesticide stakeholders, particularly regulators and companies, by highlighting the sources of information used by farmers, and their impact on
17188 M.Y.Madaki et al. 1 3 pesticide knowledge and handling. The results on the effect of socioeconomic and demographic factors of farmers will help to identify characteristics of less knowledgeable farmers who need more targeted information and training. The results will allow the adjustment of current policies and the design of new policies and programmes, where necessary, to reduce the negative health and environmental externalities of pesticide use. 2 Methodology 2.1 Study area The study was conducted in Ogun State in the southwest of Nigeria(Fig.1). The state has a total area of 16,981 km2 and a population of about 5 million (National Bureau of Statistics, 2016). The state is located in the tropical humid climate zone of Nigeria with high rainfall and high relative humidity. There are 42,000 farmers reported to be pesticide users in Ogun State (NBS, 2012). The tropical climate makes it suitable for the cultivation of rice, cassava, oil palm, cocoa, fruits, and vegetables. 2.2 Sampling procedure A multistage sampling procedure was employed to select the sample. In the first stage, two major agricultural local government areas (Hubs) namely, Abeokuta North and Ifo local government(Fig.2), were purposively selected with an estimated 4,200 pesticide users eligible for selection. The recommended sample size to achieve a representative sample for Fig. 1 Map of Nigeria highlighting Ogun State
17189 Effectiveness ofpesticide stakeholders’ information on… 1 3 the area at a 95% confidence level and with a margin of error of 0.01 is about 160 respondents (Bavorova etal., 2021). In the second stage, in each of the two local governments, five communities were conveniently selected for accessibility. In each community, about 30 respondents were selected using snowball sampling, resulting in 156 farmers (heads of smallholder farms). All farmers interviewed for the study are plantation farmers, the plantation includes cocoa, plantain, and oil palm. The majority of farmers combined their plantations with food crops such as maize, cassava, and vegetables. 2.3 Data collection Data were collected using face-to-face, pen-and-paper interviews by one of the co-authors between December 2019 and January 2020. Farmers were interviewed using a structured questionnaire. A pretest was conducted with 20 farmers prior to the survey, and the questionnaire was adopted accordingly; the pretest data were not included in the main analysis. The interviews were mostly conducted in Yoruba (95%), which is the native language of the respondents in the study area, and the answers were translated back into English on the spot. About 5% of interviews were conducted directly in English, and the interviews lasted between 30–45min. The questionnaire consisted of four sections: i. Household head and farm characteristics such as age, gender, education, household size, and total hectares of land, ii. Farmers’ knowledge of pesticide use, iii. Farmers’ attitudes towards pesticide storage, and iv. Pesticide handling practices of farmers. 2.4 Data analysis andmeasurement For our research objectives, i.e. to investigate the pesticide handling behaviour of farmers and the effectiveness of pesticide information on pesticide handling knowledge and PPE use among farmers, we used descriptive and two multiple linear regression models to achieve our objective. Variation inflation factor (VIF) was used to test for potential multicollinearity between the independent variables that derived from the knowledge gap theory. No multicollinearity was found as the variation inflation factor coefficients were less than 3 (Akinwande etal., 2015), except between two variables: attendance of “extension training” on pesticide handling and “extension officer as a source of pesticide information”. The two variables are correlated with r = − 0.6247. Therefore, we decided to drop the variable Fig. 2 The local governments in Ogun State selected for the survey
17190 M.Y.Madaki et al. 1 3 “extension officer as a source of pesticide information” to avoid problems of multicollinearity in the models. STATA statistical software (version 14) was used for the analysis. Our models are specified as: Where, y= dependent variable (Model 1: pesticides handling knowledge, Model 2: PPE use). 𝛽0 − 𝛽13 = regression coefficients and X1-X13 = independent variables (socio-eco- nomic variables and pesticide handling information sources) are as shown in Table1 and 𝜀 = error term. Our analysis approach is similar to other studies in the research context (e.g. Bagheri etal., 2018; Bondori etal., 2018; Damalas & Koutroubas, 2017). 2.4.1 Dependent variables Pesticide handling knowledge was assessed through a 14-question quiz on basic safe pesticide handling practices. A correct answer was worth 1 point, and an incorrect answer or “don’t know” was worth 0 points. Consequently, the dependent variable, pesticide handling knowledge is a continuous variable with a potential range from 0 to 14 points. Four questions addressed knowledge of pesticide handling during the application process (spraying), another four addressed knowledge of pesticide waste handling, and the last six questions tested the pesticide toxicity knowledge of farmers. The questions were adapted from previous studies (Jallow etal., 2017; Okafoagu etal., 2017 and Mequanint etal., 2019) to our research context. The use of personal protective equipment (PPE) was measured by asking farmers how often they used six different types of PPE: coveralls, respirators, nasal masks, gloves, hats, and boots. The answer “never” was worth 1 point, “sometimes” 2 points, and “always” 3 points. The dependent variable was calculated by adding all scores. Consequently, the dependent variable of PPE use ranged from 6 to 18. 2.4.2 Independent variables Models 1 and 2 have identical independent variables, with the expectation that the dependent variable of Model 1 (pesticide handling knowledge), are used as an independent variable in Model 2. Evidence suggests that knowledge of safe pesticide handling practices is relevant to understanding the importance of PPE use (e.g. Damalas etal., 2019). The socioeconomic and pesticide information sources considered in the model which derived from “the knowledge gap theory”. Socio-economic variables: we used socio-economic variables that have been shown to be relevant for understanding levels of knowledge about pesticide and PPE use. Male farmers are likely to be more knowledgeable about the risks and unsafe use of pesticides (Hashemi etal., 2012; Wang etal., 2017a) and tend to use more PPE (Wang etal., 2017b). The effect of age appears to be context specific. On the one hand, evidence from Damalas etal. (2019) suggests that young farmers are more knowledgeable about pesticide handling than older farmers. A number of studies have also found that PPE use decreases with increasing farmer age (e.g. Boadi-Kusi etal., 2016; Memon etal., 2019; Oludoye etal., 2021; Oyekale, 2022; Wang etal., 2017b). On the other hand, evidence suggests a positive association between PPE use and farmers’ age (Diomedi & Nauges, 2016; Mehmood etal., 2021; Wang etal., 2017b). Education level is found to have a positive association with pesticide handling knowledge (Damalas etal., 2019; Mehmood etal., 2021; Mohanty etal., (1) y = 𝛽0 + 𝛽1X1 +… 𝛽13X13 + 𝜀
17191 Effectiveness ofpesticide stakeholders’ information on… 1 3 Table 1 Description of the variables used in the two regression models (N = 156) Variable Description Mean Std. dev Dependent variables Pesticides handling knowledge Pesticide handling knowledge score (0–14) 9.34 2.86 Personal protective equipment Frequency of using PPE (6–18) 12.63 3.80 Independent variables Pesticide label Perceived importance of information received from pesticide label (1–4) 2.12 0.82 Pesticide distributors Perceived importance of information received from pesticide distributors (1–4) 2.05 0.72 Control variables Socio-economic characteristics Gender Male = 1, female = 0 0.23 0.42 Age Age group category of farmer (< 30 = 1, 31–40 = 2, 41–50 = 3, 51–60 = 4 and > 60 = 5) 2.41 1.34 Formal education Formal education = 1, non-formal = 0 0.35 0.48 Household size Number of persons in the house 8.40 2.60 Farm size Land size under cultivation (ha) 3.23 1.21 Ext. training on pesticide handling Attending pesticide handling training from extension = 1 otherwise = 0 0.47 0.18 Pesticide information sources Government agencies Perceived importance of information received from government agencies (1–4) 1.82 0.77 Farmers colleagues Perceived importance of information received from farmers colleagues (1–4) 2.77 0.57 Mass media Perceived importance of information received from mass media (1–4) 2.46 0.66 Prior knowledge Perceived importance of prior knowledge (1–4) 2.82 0.45
17192 M.Y.Madaki et al. 1 3 2013) and PPE use (e.g. Memon etal., 2019; Mequanint etal., 2019; Oludoye etal., 2021; Oyekale, 2022; Sharifzadeh etal., 2019). Also, increasing farm size is positively associated with farmers’ pesticide handling knowledge (Damalas etal., 2019) as well as PPE use (e.g. Okoffo etal., 2016; Okonya etal., 2019; Oyekale, 2018) while attending extension training is typically associated with improved knowledge of pesticide handling (Damalas & Khan, 2017) and PPE use. As suggested by the knowledge gap theory, regarding pesticide information, previous evidence on the importance of different information sources of pesticide handling knowledge and PPE use is available. We considered six main sources of information: government agencies, pesticide distributors, other farmers, pesticide labels, mass media, and farmers’ prior knowledge. Most evidence suggests that using one or more of these information sources is beneficial for pesticide knowledge (Mohanty etal., 2013; Sharifzadeh etal., 2019; Wang etal., 2017a) and PPE use (Damalas & Abdollahzadeh, 2016; Moradhaseli etal., 2017; Okoffo etal., 2016; Oyekale, 2022). All variables were measured on a scale of 1 (= not important) to 4 (= very important). 3 Results anddiscussion 3.1 Sample description The majority (76.9%) of farm heads in our sample are male (Table2), which is consistent with other evidence suggesting low female representation in Nigerian agriculture (Mukasa & Salami, 2015). About one-third of the sample was less than 30years old and had no formal education. Around 43.6% of farmers had less than 10years of farming experience, with most households having between 5 and 10 members and a farm size of 2–4ha. 3.1.1 Pesticides handling behaviour anduse ofinformation onpesticides The results (Table3) show that a significant proportion of farmers do not use pesticides appropriately or are not aware of the risk. Forty-six per cent of the surveyed farmers store pesticides in refrigerators with other food, and 48% store their pesticides in an open shed, which is also inappropriate. This is consistent with previous evidence reporting that inappropriate storage of pesticides is a common problem in the global south (Jallow etal., 2017; Mequanintetal., 2019; Okafoagu etal., 2017). The result further revealed that 62% of farmers do not know that some pesticides are banned for use in the country, and 44.2% of them do not read and understand the instructions written on the pesticide labels. Around half of the farmers never attend extension training on pesticide use, although 41.7% of them think that training on pesticide hazards is important. This indicates that the aim of providing pesticide handling information might be defeated if a large number of farmers do not read and understand the pesticide labels and never attend pesticide handling training. However, this can be corrected and overcome as they believe it is important to attend training that will enable them to handle pesticides properly. Table4 shows the relative importance of pesticide information sources among farmers. Farmers indicate that by far the most important sources of pesticide information are their own prior knowledge and other farmers. This is a serious problem because
17199 Effectiveness ofpesticide stakeholders’ information on… 1 3 work with pesticide manufacturers and distributors to provide and organize the safe and effective collection and treatment of these hazardous wastes as part of their environmental, ethical, and social responsibilities. This is because we find evidence that the inappropriate handling of empty pesticide containers and leftover pesticides is very common in our study area. Furthermore, our results indicate a need for further and improved extension training. We find that extension training has a positive effect on increasing pesticide handling knowledge and PPE use. This holds true even though approximately half of the surveyed farmers indicate that extension workers do not train them on pesticide use. According to our results, training that allows for knowledge transfer from farmer to farmer could be particularly beneficial, as other farmers are a key information source for pesticide handling knowledge and PPE use. To improve knowledge of safe handling practices, our results also suggest that the pesticide companies and distributors in collaboration with extension and farmer organizations, should place emphasis on involving young farmers and those with non-formal education, as we found that these famers are particularly prone to have a lower levels of pesticide handling knowledge. This is especially important as an increasing knowledge of safe handling practices has a direct positive effect on the use of PPE. In terms of interventions, for example, pesticide labels should focus more on communicating information through pictograms. Our study results are limited in their generalizability due to our non-probability sampling technique as well as the rather small sample size. In addition, we conducted face- to-face interviews, which raised concerns about social desirability bias. Studies typically suggest that social desirability bias is higher when the survey is interviewed rather than self-administered (Krumpal, 2013). However, chose this method of data collection to ensure that all questions were well understood, as over a third of our participants had no formal education. Interviews with key informants from a wide range of sectors in further studies would allow for broader perspectives and understanding of underlying issues and problems. 4 Conclusion The aim of this study was to investigate farmer’ pesticide handling behaviour and the effectiveness of pesticide information on pesticide handling knowledge and use of personal protective equipment among farmers in southwestern Nigeria. To do so, we surveyed 156 farmers via face-to-face interviews with a structured questionnaire. Our results revealed that the overall knowledge of safe pesticide handling and the use of personal protective equipment are low. Using a self-developed pesticide handling knowledge index, further we found out that almost one-third of the surveyed farmers were unable to correctly answer more than half of our 14 questions on basic safe pesticide handling practices. Moreover, inappropriate pesticide handling and storage behaviour were identified in the responses of the majority of participants. Regarding the frequency of personal protective equipment use, we found low usage of basic protective equipment, such as nasal masks or gloves. The identified behaviours of surveyed farmers stipulate risks to human health as well as to the environment that pesticide companies and distributors must address as part of their corporate social responsibility. For example, to reduce the mishandling of pesticide containers in our study area, pesticide stakeholders (companies, distributors, and the government) should take responsibility for the construction of pesticide waste
17200 M.Y.Madaki et al. 1 3 collection centres and provision of training on how to handle pesticide waste according to the International Code of Conduct on the Distribution and Use of Pesticides (FAO, 2008). Our results indicate that the majority of the respondents considered information from pesticide distributors and government agencies as important or very important, this perceived importance did not have a statistically significant effect on pesticide handling knowledge and PPE use. On the contrary, the majority of farmers do not consider pesticide labels to be a very important source of handling information. Overall, our research suggests that the effectiveness of current information provision to Nigerian smallholder farmers on proper use of pesticides is unsatisfactory. We therefore recommend that pesticide companies, distributors, and government agencies intensify their efforts to empower Nigerian smallholder farmers to improve their knowledge as well as handling of pesticides in order to reduce the negative environmental and health externalities caused by the inappropriate use of pesticides. Acknowledgements This study was supported by the Internal grant agency of the Faculty of Tropical AgriSciences, the Czech University of Life Sciences, Prague, Project Number 20223113. Funding Open access publishing supported by the National Technical Library in Prague. Data availability The data sets generated during and/or analysed during the current study are available from the corresponding author upon reasonable request. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http:// creat iveco mmons. org/ licen ses/ by/4. 0/. References Akinwande, M. O., Dikko, H. G., & Samson, A. (2015). Variance inflation factor: As a condition for the inclusion of suppressor variable(s) in regression analysis. Open Journal of Statistics, 5, 754–767. Aniah, P., Kaunza-Nu-Dem, M. K., Dong-Uuro, P. P., Ayembilla, J. A., & Osumanu, I. K. (2021). Vegetable farmers’ knowledge on pesticides use in Northwest Ghana. Environment, Development and Sustainability. https:// doi. org/ 10. 1007/ s10668- 020- 00916-6 Asogwa, E. U., & Dongo, L. N. (2009). Problems associated with pesticide usage and application in Nigerian cocoa production: A review. African Journal of Agricultural Research, 4(8), 675–683. Bagheri, A., Emami, N., Allahyari, M. S., & Damalas, C. A. (2018). Pesticide handling practices, health risks, and determinants of safety behavior among Iranian apple farmers. Human and Ecological Risk Assessment: An International Journal, 24(8), 2209–2223. https:// doi. org/ 10. 1080/ 10807 039. 2018. 14432 65 Bavorova, M. (Ed.). (2021). Survey Design. Faculty of Tropical AgriSciences, Czech University of Life Sciences Prague. Bavorová, M., Unay-Gailhard, İ, Ponkina, E. V., & Pilařová, T. (2020). How sources of agriculture information shape the adoption of reduced tillage practices? Journal of Rural Studies, 79, 88–101. https:// doi. org/ 10. 1016/j. jrurs tud. 2020. 08. 03 Bayer. (2022). Protecting crops, reducing crop protection’s environmental impacts. https:// www. bayer. com/ en/ agric ulture/ reduc ingagric ultur esimpact- envir onment. Bernardes M. F. F., Pazin M., Pereira L. C., & Dorta D. J. (2015). Toxicology Studies—Cells, Drugs and Environment. Intech Open; London, UK: Impact of Pesticides on Environmental and Human Health; pp. 195–233.
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17204 M.Y.Madaki et al. 1 3 Authors and Affiliations MustaphaYakubuMadaki1,3· MiraLehberger2· MiroslavaBavorova1 · BoluwatifeTeniolaIgbasan1· HaraldKächele3,4 * Miroslava Bavorova [email protected] Mustapha Yakubu Madaki [email protected] Mira Lehberger Mira.Lehberg[email protected] Boluwatife Teniola Igbasan tennyboluwatif[email protected] Harald Kächele [email protected] 1 Faculty ofTropical AgriSciences, Czech University ofLife Sciences Prague, Kamýcká 129, Prague6, CzechRepublic 2 Hochschule Geisenheim University, Von-Lade-Straße 1, D-65366Geisenheim, Germany 3 Leibniz Centre forAgricultural Landscape Research (ZALF), Eberswalder Straße 84, 15374Müncheberg, Germany 4 Eberswalde University forSustainable Development, Schicklerstraße 5, 16225Eberswalde, Germany