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Investigating cost non-attendance as a driver of inflated welfare estimates in mixed-logit models 在混合logit模型中,调查成本非考勤作为膨胀福利估计的驱动因素
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-06-08 DOI: 10.1111/1477-9552.12558
Curtis Rollins

Choice models are used by applied economists for many purposes, such as non-market valuation or estimating willingness to pay for novel food and product attributes. Mixed-logit models allow researchers to account for preference heterogeneity and complex decision-making processes when modelling choices. In mixed-logit models, parameters of monetary attributes such as prices typically are assumed to follow a negative lognormal random distribution to ensure that the marginal utility of a price increase is strictly negative. However, this practice can cause means and standard deviations of welfare estimates to ‘explode’ to unfeasibly large levels, as the model assumes there are some marginal utilities of cost approaching zero. This paper examines whether cost non-attendance, which occurs when respondents ignore costs in stated-preference studies, could be a cause of inflated welfare estimates when a lognormal cost parameter is used. A two-class equality-constrained latent-class model is proposed, in which the cost parameter is fixed at zero for a cost non-attender class and is specified as a random lognormal parameter for cost attenders. This proposed model produces mean welfare estimates that are 17 times lower than a mixed-logit model with a lognormal cost parameter, and 10% lower than a model with a non-random cost parameter. These results suggest that cost non-attendance can result in inflated welfare estimates when employing a lognormal cost parameter, and that accounting for cost non-attendance could be a simple, parsimonious solution to this problem.

选择模型被应用经济学家用于许多目的,例如非市场评估或估计购买新食品和产品属性的意愿。混合logit模型允许研究人员在建模选择时考虑偏好异质性和复杂的决策过程。在混合logit模型中,货币属性(如价格)的参数通常假设遵循负对数正态随机分布,以确保价格上涨的边际效用严格为负。然而,这种做法可能导致福利估计的均值和标准差“爆炸”到不可行的大水平,因为模型假设有一些边际效用的成本接近于零。本文研究了当使用对数正态成本参数时,当受访者忽略了状态偏好研究中的成本时,是否会出现成本不出席,这可能是夸大福利估计的原因。提出了一个两类等价约束的潜在类模型,其中代价类的代价参数固定为零,代价类的代价参数指定为随机对数正态参数。该模型产生的平均福利估计比具有对数正态成本参数的混合logit模型低17倍,比具有非随机成本参数的模型低10%。这些结果表明,当采用对数正态成本参数时,不出勤成本可能导致夸大的福利估计,并且对不出勤成本进行核算可能是这个问题的一个简单,节俭的解决方案。
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引用次数: 0
Premium subsidies and selection in the federal crop insurance program 联邦作物保险计划中的保费补贴和选择
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-06-07 DOI: 10.1111/1477-9552.12555
Jisang Yu, Edward D. Perry

Understanding how subsidies affect the selection of farms with different risk exposure into insurance products is key to evaluating the efficiency of government-supported insurance programs. We study the US crop insurance program, which is a major federally supported insurance program, to assess the impact of premium subsidies on the riskiness of the insured. By exploiting two waves of policy changes, we find that the average loss per insured liability falls as premium subsidies increase, which implies that crop producers with lower risk are more responsive to the price of insurance.

要评估政府支持的保险计划的效率,关键是要了解补贴如何影响不同风险敞口的农场对保险产品的选择。我们研究了美国联邦政府支持的主要保险项目--农作物保险项目,以评估保费补贴对投保人风险程度的影响。通过利用两波政策变化,我们发现随着保费补贴的增加,每份保险责任的平均损失会下降,这意味着风险较低的农作物生产者对保险价格的反应更灵敏。
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引用次数: 0
Goals and values of farmers revisited: Gasson fifty years on 重新审视农民的目标和价值观:加斯森50年过去
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-06-01 DOI: 10.1111/1477-9552.12556
Berkeley Hill, Dylan Bradley

Fifty years have passed since the Journal of Agricultural Economics published an article by Ruth Gasson on the goals and values of farmers in England. Gasson's research demonstrated the complexity of motives and, in particular, the importance farmers attached to the activities of farming (their intrinsic orientation), even among the operators of larger farms. Gasson's article has been widely cited as seminal by subsequent researchers on farmer behaviour. Governments have acknowledged the importance of understanding the motives of farm decision-makers when explaining their responses to economic and policy signals and designing schemes to shape farmers' behaviour. Brexit and the creation of national agricultural policies for each constituent UK country have highlighted the need for this better understanding, though precisely how this information can be used remains difficult. The continued dominance of an intrinsic orientation is particularly important for policies encouraging retirement and for the agri-environment. Gasson's legacy is also important in the quantification of goals and values to segment, and hence model, the heterogeneity of likely farmer responses to market and policy signals.

自《农业经济学杂志》发表露丝-加森(Ruth Gasson)关于英格兰农民的目标和价值观的文章以来,50 年过去了。加森的研究表明了动机的复杂性,尤其是农民对农业活动的重视程度(他们的内在取向),即使是大型农场的经营者也不例外。加森的文章被后来的农民行为研究者广泛引用,被视为开创性的文章。各国政府都承认,在解释农场决策者对经济和政策信号的反应以及设计塑造农民行为的计划时,了解他们的动机非常重要。英国脱欧以及为英国各组成国制定国家农业政策都凸显了更好地理解的必要性,但如何准确利用这些信息仍是个难题。内在导向的持续主导地位对于鼓励退休的政策和农业环境尤为重要。加森的遗产对于量化目标和价值以细分农民对市场和政策信号可能做出的不同反应,进而建立模型也很重要。
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引用次数: 0
Economic impacts of the Black Sea Grain Initiative 黑海谷物计划的经济影响
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-25 DOI: 10.1111/1477-9552.12549
Davood Poursina, K. Aleks Schaefer, Sidany Hilburn, Tuff Johnson

In this research, we use econometric analysis to estimate the impacts of the Black Sea Grain Initiative on international wheat and corn prices. Using these results, we assess the economic value of the treaty to the global food system, as well as the regional distribution of the associated welfare savings. We find that the Russian Invasion created economic costs of approximately $116.05 billion in the global wheat and corn markets. In the international wheat market, the Black Sea Grain Initiative reduced prices by 7.9%, offsetting approximately $21.48 billion of these costs. The largest winners from the Initiative outside Ukraine are primarily in the developing world, particularly in the Middle East and North Africa. We do not observe any economically meaningful impacts of the Initiative in the international corn market.

在本研究中,我们使用计量经济学分析来估算《黑海粮食倡议》对国际小麦和玉米价格的影响。利用这些结果,我们评估了该条约对全球粮食系统的经济价值,以及相关福利节约的地区分布。我们发现,俄罗斯入侵给全球小麦和玉米市场造成了约 1160.5 亿美元的经济损失。在国际小麦市场上,"黑海谷物倡议 "降低了 7.9% 的价格,抵消了其中约 214.8 亿美元的成本。在乌克兰之外,该倡议的最大赢家主要在发展中国家,特别是中东和北非。我们没有观察到该倡议对国际玉米市场产生任何有经济意义的影响。
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引用次数: 0
Maritime connectivity and agricultural trade 海上互联互通和农业贸易
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-24 DOI: 10.1111/1477-9552.12548
Ignacio del Rosal

Seaborne shipping is the dominant mode of transport in international trade in agricultural products, and an increasing part of seaborne agricultural trade is carried in containers. Furthermore, the majority of world containers are moved through liner shipping services, that is, regular transport services provided by global shipping companies which comprise a dense network connecting ports and countries around the world. Using a theoretically consistent gravity equation and a novel identification strategy based on the use of intra-national trade flows, this paper investigates the effect of liner shipping connectivity on international trade in agricultural products. The results show that liner shipping connectivity has a positive and statistically significative effect on agricultural trade. Moreover, this positive effect can be observed for the majority of the agricultural products analysed and is also identified for countries at different stages of development. These findings appear especially relevant in terms of the objective of increasing less developed countries' participation in global agricultural trade.

海运是国际农产品贸易的主要运输方式,越来越多的海运农产品贸易采用集装箱运输。此外,世界上大多数集装箱都是通过班轮运输服务运输的,即由全球航运公司提供的定期运输服务,这些公司组成了一个连接全球港口和国家的密集网络。本文采用理论上一致的引力方程和基于国内贸易流量的新型识别策略,研究了班轮航运连通性对农产品国际贸易的影响。研究结果表明,班轮航运连通性对农产品贸易具有积极的统计意义上的影响。此外,在所分析的大多数农产品中都能观察到这种积极影响,而且处于不同发展阶段的国家也能发现这种影响。这些研究结果与提高欠发达国家在全球农产品贸易中的参与度这一目标尤为相关。
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引用次数: 0
Does access to improved grain storage technology increase farmers' welfare? Experimental evidence from maize farming in Ethiopia 获得改良的粮食储存技术是否会增加农民的福利?埃塞俄比亚玉米种植的实验证据
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-24 DOI: 10.1111/1477-9552.12546
Betelhem M. Negede, Hugo De Groote, Bart Minten, Maarten Voors

Seasonal price variability for cereals is two to three times higher in Africa than on the international reference market. Seasonality is even more pronounced when access to appropriate storage and opportunities for price arbitrage are limited. As smallholder farmers typically sell their production after harvest, when prices are low, this leads to lower incomes as well as higher food insecurity during the lean season, when prices are high. One solution to reduce seasonal stress is the use of improved storage technologies. Using data from a randomised controlled trial, in a major maize-growing region of Western Ethiopia, we study the impact of hermetic bags, a technology that protects stored grain against insect pests, so that the grain can be stored longer. Despite considerable price seasonality—maize prices in the lean season are 36% higher than after harvesting—we find no evidence that hermetic bags improve welfare, except that access to these bags allowed for a marginally longer storage period of maize intended for sale by 2 weeks. But this did not translate into measurable welfare gains as we found no changes in any of our welfare outcome indicators. This ‘near-null’ effect is due to the fact that maize storage losses in our study region are relatively lower than previous studies suggested—around 10% of the quantity stored—likely because of the widespread use of an alternative to protect maize during storage, for example a cheap but highly toxic fumigant. These findings are important for policies that seek to promote improved storage technologies in these settings.

非洲谷物价格的季节性变化比国际参考市场高出两到三倍。当获得适当储存和价格套利的机会有限时,季节性就更加明显。由于小农通常在收获后价格较低时出售他们的产品,这导致收入较低,以及在价格较高的淡季粮食更无保障。减少季节性压力的一个解决方案是使用改良的储存技术。我们利用随机对照试验的数据,在埃塞俄比亚西部的一个主要玉米种植区研究了密封袋的影响,这种技术可以保护储存的谷物免受虫害,从而延长谷物的储存时间。尽管价格具有很大的季节性--收获季节的玉米价格要比收获后高出 36%,但我们没有发现任何证据表明密封袋改善了福利,只是由于使用了这些密封袋,用于销售的玉米的储存期略微延长了 2 周。但这并没有转化为可衡量的福利收益,因为我们发现任何福利结果指标都没有发生变化。造成这种 "近乎零 "效应的原因是,在我们的研究地区,玉米储存损失比以前的研究表明的要低--约为储存量的 10%--这可能是因为在储存期间广泛使用了保护玉米的替代品,例如廉价但剧毒的熏蒸剂。这些发现对于在这些环境中推广改进储存技术的政策非常重要。
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引用次数: 0
One size does not fit all: Heterogeneous economic impact of integrated pest management practices for mango fruit flies in Kenya—a machine learning approach 一刀切:肯尼亚芒果果蝇病虫害综合治理实践的异质经济影响——一种机器学习方法
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-24 DOI: 10.1111/1477-9552.12550
Kelvin Mulungu, Zewdu Ayalew Abro, Wambui Beatrice Muriithi, Menale Kassie, Miachael Kidoido, Subramanian Sevgan, Samira Mohamed, Chrysantus Tanga, Fathiya Khamis

Most previous studies evaluating agricultural technology adoption focus on estimating homogeneous average treatment effects across technology adopters. Understanding the heterogeneous effects and drivers of impact heterogeneity should enable interventions to be better targeted to maximise benefits. We apply machine learning using data from a randomised controlled trial to estimate the heterogeneous treatment effect of fruit fly IPM practices (i.e., parasitoids, orchard sanitation, use of food bait, biopesticides, male annihilation technique, and their combinations) in Central Kenya. Results suggest significant heterogeneity in the effect of IPM practices conditioned on household characteristics. The most important covariates explaining differences in treatment effects are wealth, distance to the mango fruit market, age of the household head, labour and experience in mango farming. Results further indicate that those with fewer mango trees benefit more from most IPM practices. Additional analysis across other covariates shows mixed results but generally suggests significant differences between households benefiting the most and those benefiting the least from IPM practices.

以往大多数评估农业技术采用情况的研究都侧重于估算技术采用者的同质平均治疗效果。了解异质性效应和影响异质性的驱动因素,可以使干预措施更有针对性,从而实现效益最大化。我们利用随机对照试验的数据进行机器学习,以估计肯尼亚中部果蝇 IPM 方法(即寄生虫、果园卫生、食物诱饵的使用、生物农药、雄蝇歼灭技术及其组合)的异质性治疗效果。结果表明,综合虫害管理方法的效果因家庭特征而存在明显的异质性。解释处理效果差异的最重要协变量是财富、与芒果市场的距离、户主年龄、劳动力和芒果种植经验。结果进一步表明,芒果树较少的家庭从大多数虫害综合防治措施中获益更多。对其他协变量的其他分析结果不一,但总体上表明,从虫害综合防治措施中获益最多的家庭和获益最少的家庭之间存在显著差异。
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引用次数: 0
JAE, 2022: Report of the Editor-in-Chief JAE,2022:主编报告
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-22 DOI: 10.1111/1477-9552.12547
David Harvey

Submissions to the Journal have stabilised since the Covid-related surge in 2020, and continue their strong international pattern. Our response times continue to meet or exceed our targets, with a few regrettable exceptions, for which our sincere apologies. The JAE's citation impact factor increased again in 2021 to 4.16, a modest increase from the 2020 score. Our total 2-year citations, however, show a worrying decline since last year. Our sincere thanks are due to our authors and our many reviewers for their contributions. Wiley continue to provide a strong publishing platform with our full archive, generating continuing growth in downloads.

自2020年与新冠肺炎相关的激增以来,向《华尔街日报》提交的稿件已经稳定下来,并继续保持着强劲的国际格局。我们的反应时间继续达到或超过我们的目标,只有少数令人遗憾的例外,对此我们深表歉意。JAE的引文影响因子在2021年再次增加到4.16,比2020年的分数略有增加。然而,自去年以来,我们两年的引用总量出现了令人担忧的下降。我们衷心感谢我们的作者和众多评论家的贡献。威利继续提供一个强大的出版平台,提供完整的档案,下载量持续增长。
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引用次数: 0
Surrogate modelling of a detailed farm-level model using deep learning 使用深度学习对详细的农场级模型进行代理建模
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-06 DOI: 10.1111/1477-9552.12543
Linmei Shang, Jifeng Wang, David Schäfer, Thomas Heckelei, Juergen Gall, Franziska Appel, Hugo Storm

Technological change co-determines agri-environmental performance and farm structural transformation. Meaningful impact assessment of related policies can be derived from farm-level models that are rich in technology details and environmental indicators, integrated with agent-based models capturing dynamic farm interaction. However, such integration faces considerable challenges affecting model development, debugging and computational demands in application. Surrogate modelling using deep learning techniques can facilitate such integration for simulations with broad regional coverage. We develop surrogates of the farm model FarmDyn using different architectures of neural networks. Our specifically designed evaluation metrics allow practitioners to assess trade-offs among model fit, inference time and data requirements. All tested neural networks achieve a high fit but differ substantially in inference time. The Multilayer Perceptron shows almost top performance in all criteria but saves strongly on inference time compared to a Bi-directional Long Short Term Memory.

技术变革共同决定着农业环境绩效和农场结构转型。对相关政策进行有意义的影响评估,可以从农场层面的模型中得出,这些模型包含丰富的技术细节和环境指标,并与捕捉农场动态互动的基于代理的模型相结合。然而,这种整合面临着相当大的挑战,影响着模型开发、调试和应用中的计算需求。利用深度学习技术进行代用建模可以促进这种集成,从而实现广泛区域覆盖的模拟。我们利用不同的神经网络架构开发了农场模型 FarmDyn 的代用模型。我们专门设计的评估指标可让从业人员评估模型拟合度、推理时间和数据要求之间的权衡。所有测试的神经网络都达到了较高的拟合度,但在推理时间上却有很大差异。多层感知器在所有标准上都表现出了几乎最高的性能,但与双向长短期记忆相比,它在推理时间上节省了很多。
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引用次数: 0
Food commodity price changes and consumer welfare in Bangladesh: Valuable lessons for today 孟加拉国食品价格变化与消费者福利:今天的宝贵教训
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-05-04 DOI: 10.1111/1477-9552.12544
Kazi Tamim Rahman, Aleksan Shanoyan, Vardges Hovhannisyan

The recent rise in global food prices threatens many countries worldwide, especially the vulnerable populations. Viable coping strategies can only be designed based on the important policy lessons learned from the experiences of these countries in confronting the similar shocks of 2007–2011. However, the disproportionate effects of these events and the impacts of policy responses remain largely unexplored. We examine the impact of a food price surge and the effectiveness of various mitigating policies in Bangladesh, one of the most populous, densely populated countries in the world that is plagued by poverty. Specifically, we combine individual-level expenditure survey data with recent advances in consumer theory to examine the welfare consequences across income groups and geographic areas of the country over 2000–2016. Our empirical findings lend support to the hypothesis that the brunt of the price surge was borne by relatively less affluent and rural households, and government poverty alleviation programmes were largely ineffective.

最近全球粮食价格上涨威胁到世界上许多国家,特别是弱势群体。只有从这些国家应对 2007-2011 年类似冲击的经验中吸取重要的政策教训,才能设计出可行的应对战略。然而,这些事件的过度影响以及政策应对措施的影响在很大程度上仍未得到探讨。孟加拉国是世界上人口最多、最稠密的国家之一,也是饱受贫困困扰的国家之一。具体而言,我们将个人层面的支出调查数据与消费者理论的最新进展相结合,研究了 2000-2016 年间该国不同收入群体和不同地理区域的福利后果。我们的实证研究结果支持这样的假设,即价格飙升首当其冲的是相对不太富裕的家庭和农村家庭,而政府的扶贫计划在很大程度上是无效的。
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引用次数: 0
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Journal of Agricultural Economics
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