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Factors affecting farmers'choice to adopt risk management strategies:The application of multivariate and multinomial probit models
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作者 Jamal Shah Majed Alharthi 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第12期4250-4262,共13页
This study investigates the factors that impact farmers'adoption of risk management strategies(RMS)in Pakistan during times of uncertainty.The study examines farmers'adoption of RMS using both multinomial prob... This study investigates the factors that impact farmers'adoption of risk management strategies(RMS)in Pakistan during times of uncertainty.The study examines farmers'adoption of RMS using both multinomial probit(MNP)and multivariate probit(MVP).Data were collected from 382 farmers sampled from four districts in KhyberPakhtunkhwa(KP)province of Pakistan via a multistage sampling technique.This study utilizes the MNP model,considering the assumption of Independence of Irrelevant Alternatives(IIA)and incorporating correlated error terms.The objective is to understand farmers'behavior in risky situations and determine if there is heterogeneity.Results are compared with the MVP model to assess robustness and gain deeper understanding of farmers'decisionmaking processes.The research findings reveal that our results are robust,and farmers behave homogeneously in various RMS scenarios.Farmers adopt RMS individually or in combination to mitigate the adverse effects of natural calamities on their livelihood.The risk-averse farmers,who perceive weather-related risks as a threat,access credits and information,and have farms close to a river are more likely to adopt RMS,irrespective of the format of the strategies available.Moreover,the predicted probabilities and correlation of the RMS and RM categories have strengthened our model estimation.These findings provide insights into the behavior of farmers in adopting RMS which are helpful for policymakers and stakeholders in developing strategies to mitigate the impacts of natural calamities on farmers. 展开更多
关键词 multinomial probit model multivariate probit model risk management strategies risk-attitude risk perception
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预期感知、社会学习与稻农绿色生产行为——基于安徽、湖北867户农户调查数据 被引量:23
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作者 张康洁 尹昌斌 CHIEN Hsiaoping 《农林经济管理学报》 CSSCI 北大核心 2021年第1期29-41,共13页
农业绿色发展是推动我国农业供给侧结构性改革和质量兴农战略的重要内容。作为产地环境安全的守卫者,农户对绿色生产行为的采纳直接关系到上述战略能否实现。立足社会心理学视角,以长江流域安徽、湖北两省867户稻农调研数据为基础,运用M... 农业绿色发展是推动我国农业供给侧结构性改革和质量兴农战略的重要内容。作为产地环境安全的守卫者,农户对绿色生产行为的采纳直接关系到上述战略能否实现。立足社会心理学视角,以长江流域安徽、湖北两省867户稻农调研数据为基础,运用Multivariate Probit模型分析预期感知、社会学习对稻农绿色生产行为的影响。结果表明:稻农对不同技术的采纳决策存在一定的关联效应,主要表现为互补性;预期感知、社会学习对稻农采纳不同绿色生产技术的影响具有显著的差异,社会学习中的角色示范和预期感知中的预期收益和预期生态环境感知可促进稻农进行绿色生产。此外,社会学习可正向调节预期感知对稻农绿色生产行为的影响,即进行过社会学习的稻农对绿色生产技术的预期感知更强,更易采纳绿色生产行为。 展开更多
关键词 预期感知 社会学习 绿色生产行为 multivariate probit模型
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制度因素、环境素养对农户绿色生产行为的影响——基于入户调查的微观证据 被引量:15
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作者 蒋琳莉 陈楠 +1 位作者 熊娜 罗云 《江苏农业科学》 北大核心 2021年第22期12-20,共9页
推进农业绿色发展是全面实施乡村生态振兴的一项重要任务,而农户绿色生产行为转变正是实现农业绿色转型发展的关键。基于广西壮族自治区宾阳县、平南县、北流市和大新县等地406份水稻种植农户调查问卷数据,运用Multivariate Probit模型... 推进农业绿色发展是全面实施乡村生态振兴的一项重要任务,而农户绿色生产行为转变正是实现农业绿色转型发展的关键。基于广西壮族自治区宾阳县、平南县、北流市和大新县等地406份水稻种植农户调查问卷数据,运用Multivariate Probit模型分析制度因素和环境素养对农户绿色生产行为的影响,并构建解释结构模型(ISM)剖析关键影响因素之间的逻辑关联与层级结构。结果表明:(1)制度因素层面的村规民约、项目示范显著影响农户间歇灌溉和病虫害防治行为;环境素养层面的环境认知、环境情感、环境责任感对农户间歇灌溉、绿肥种植和病虫害防治行为均有显著正向影响。(2)农户绿色生产行为还受性别、年龄、教育水平等个体特征以及家庭收入、农机成本等经营特征的影响。(3)环境责任感、家庭收入作为表层直接因素,项目示范、环境认知、农机成本作为中层间接因素,村规民约、环境情感、土地流转作为深层根源因素,共同影响农户对绿色生产技术的联合采纳行为。为激发农户参与绿色农业生产的积极性,应建立健全生态环保村规民约、增强项目示范作用、强化绿色生产技术培训指导、规范土地流转市场、实施多元化扶持政策。 展开更多
关键词 绿色农业 制度因素 环境素养 multivariate probit模型 生态振兴
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外出务工影响了农民参与人居环境整治的方式选择吗? 被引量:9
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作者 李芬妮 张俊飚 张童朝 《华中农业大学学报(社会科学版)》 CSSCI 北大核心 2023年第6期118-128,共11页
基于农村劳动力大规模外出务工背景,促使农民以多元化方式参与人居环境整治对于优化村庄人居环境治理效果、建成宜居宜业和美乡村至关重要。借助湖北省655份微观数据,利用Multivariate Probit模型,探讨外出务工、村庄认同对农民参与人... 基于农村劳动力大规模外出务工背景,促使农民以多元化方式参与人居环境整治对于优化村庄人居环境治理效果、建成宜居宜业和美乡村至关重要。借助湖北省655份微观数据,利用Multivariate Probit模型,探讨外出务工、村庄认同对农民参与人居环境整治的方式选择的影响,结果发现:(1)监督是农民在参与人居环境整治过程中最常选择的方式,其次是建言、投资、投劳。(2)外出务工能推动农民以投资、建言的方式参与人居环境整治,村庄认同能促使农民选择以投资、投劳、建言、监督的方式参与人居环境整治,且随着村庄认同程度的增强,外出务工对农民以投资、建言方式参与人居环境整治的推动力亦会随之增强。(3)对于新、老两代农民而言,外出务工和村庄认同对其参与人居环境整治方式选择的影响存在差异:外出务工能促使新、老两代农民选择以投资的方式参与人居环境整治,且这一作用对新生代农民更强;村庄认同能推动新、老两代农民以投资、建言、监督方式参与人居环境整治,且在新生代农民上的作用力更大。因此,应推动农民外出务工的良性发展、培育与增强农民的村庄认同,并针对新、老两代农民的特点,制定差异化农村人居环境整治推广措施。 展开更多
关键词 外出务工 村庄认同 农村人居环境整治 参与方式 multivariate probit
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Private or on-demand autonomous vehicles?Modeling public interest using a multivariate model 被引量:1
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作者 Sailesh Acharya 《Journal of Intelligent and Connected Vehicles》 EI 2023年第4期211-226,共16页
With the likely future of autonomous vehicles(AVs)as private,ride-hailing,and pooled vehicles,it is important to consider all forms of AVs when estimating the impacts of automation on travel behavior.To aid this,this ... With the likely future of autonomous vehicles(AVs)as private,ride-hailing,and pooled vehicles,it is important to consider all forms of AVs when estimating the impacts of automation on travel behavior.To aid this,this study jointly models the public interest in three forms of AVs(owning,ride-hailing,and using pooled services)and compares the interests in owning versus ride-hailing AVs using a combination of structural equation modeling and multivariate ordered probit modeling frameworks.Using the 2019 California Vehicle Survey data,we estimate the impacts of several exogenous and latent variables on all forms of AV adoption.We find that the individual,household,travel-related,and built-environment factors are related to different forms of AV adoption directly and indirectly through attitudes toward human and automated driving.We also report that human and automated driving sentiments have the highest impact on interest in owning an AV compared to interest in ride-hailing and using pooled AVs.We discuss several policy implications by calculating the pseudo-elasticity effects of exogenous variables and the sensitivities of the impacts on latent variables on different forms of AV adoption.For example,public interest in owning private AVs can be increased by more than 7%by making them familiar with autonomous technology. 展开更多
关键词 autonomous vehicles(AVs) on-demand or shared services adoption interest SENTIMENT multivariate ordered probit model
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Factors influencing adoption of soil and water conservation practices in the northwest Ethiopian highlands 被引量:2
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作者 Agere Belachew Wuletaw Mekuria Kavitha Nachimuthu 《International Soil and Water Conservation Research》 SCIE CSCD 2020年第1期80-89,共10页
Soil erosion has long been a problem in the Ethiopian highlands in general and Dembecha district in particular. The objective of this study was to identify factors influencing adoption of soil and water conservation p... Soil erosion has long been a problem in the Ethiopian highlands in general and Dembecha district in particular. The objective of this study was to identify factors influencing adoption of soil and water conservation practices. Both quantitative and qualitative data were collected from primary and sec-ondary sources. The primary data were collected from respondent samples and key informants through interview and personal observation. The secondary data were collected from sources such as books, journals, statistical reports and official documents. A multistage sampling technique was applied to select sample households. Sample sizes of 150 households were selected using simple random sampling. Both descriptive statistics and a multivariate probit econometric model were employed to analyze the data. The model results revealed that the likelihood of decisions to adopt soil bund, stone bund, check dam and strip cropping were 74, 56, 29 and 56%respectively. The joint probability of adopting the selected soil and water conservation practices was 14.2%. The model results also confirmed that age, sex, education level, household size, livestock holding, land size, access to credit, access to extension service and training were significant factors that affected the adoption of soil and water conservation practices in the study area. Based on our findings, the study suggests that the government and stakeholders should focus on strengthening the provision of formal and non-formal training and facilitate an effective extension service. 展开更多
关键词 ADOPTION multivariate probit model Soil degradation Strip cropping
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Determinants of adoption of multiple sustainable agricultural practices among smallholder farmers in Nigeria 被引量:1
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作者 Zainab Oyetunde-Usman Kehinde Oluseyi Olagunju Oyinlola Rafiat Ogunpaimo 《International Soil and Water Conservation Research》 SCIE CSCD 2021年第2期241-248,共8页
Despite the important roles of Sustainable Agricultural Practices(SAPs)in improving productivity,welfare,and food security of farming households,the adoption rates of SAPs have been perceived to be generally low,espec... Despite the important roles of Sustainable Agricultural Practices(SAPs)in improving productivity,welfare,and food security of farming households,the adoption rates of SAPs have been perceived to be generally low,especially in developing countries.Using cross-sectional data collected from the 2015 Nigeria General Household Survey,this study examines the factors influencing the adoption of multiple SAPs,while also considering the drivers of the intensity of adoption of these practices.The methods of data analysis are based on the Multivariate probit and the Ordered probit models.The SAPs considered include improved seeds,inorganic fertilizer,mixed-cropping techniques,and organic manure.The empirical results show that farmers’adoption of different SAPs and their intensity of use depend significantly on factors such as the age of household head,gender,education,household size,access to extension services,and household wealth status.Our findings imply that policymakers and agricultural development agencies should seek to maintain or increase household asset bases,and encourage both formal and informal training programme among farming households to facilitate the adoption of SAPs. 展开更多
关键词 Sustainable land management Adoption intensity multivariate probit Ordered probit Developing countries
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A copula-based approach to accommodate intra-household interaction in workers' daily maintenance activity stop generation modeling
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作者 You-Lian Chu 《Journal of Traffic and Transportation Engineering(English Edition)》 EI CSCD 2022年第1期59-68,共10页
A new stop frequency model was developed to predict the daily number of maintenance activity stops made by individual household heads during a typical weekday. This new model was based on the modification of a convent... A new stop frequency model was developed to predict the daily number of maintenance activity stops made by individual household heads during a typical weekday. This new model was based on the modification of a conventional multivariate ordered probit(MOP) model by maintaining the probit assumption for the marginal distributions while introducing nonnormal dependence among the error terms using copula functions. Therefore, the copulabased MOP model would relieve the restriction of imposing joint normality on the error terms in the conventional MOP model. The new MOP model would not only account for the intrahousehold interactions in stop-making decisions, but also allow the best functional form to be determined for representing dependencies among household heads. Using the New York Metropolitan Transportation Council’s 2010/2011 regional household travel survey data, the copula-based MOP model was employed to examine stop-making behavior for individual household heads residing in New York City and its adjacent counties in Mid-Hudson Valley and New Jersey. Empirical results provided useful insights into the observed effects of sociodemographics, land use density, transportation service, and work schedule together with potential unobserved common effects on the inter-relatedness of spousal stop-making decisions at the household level. The results show that the MOP model with a Clayton copula structure provides the best data fits and there is a very strong positive dependence among error terms of stop-making equations. Furthermore, the dependence among the maintenance activity propensities of household heads is asymmetric, with a stronger tendency of household heads to simultaneously have low maintenance activity levels than to simultaneously have high maintenance activity levels. 展开更多
关键词 Stop-making propensity Maintenance activity episodes multivariate ordered probit model Copula-based approach Intra-household interaction
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