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Overcoming data barriers in spatial agri-food systems analysis: A flexible imputation framework 克服空间农业食品系统分析中的数据障碍:一个灵活的插补框架
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2023-01-04 DOI: 10.1111/1477-9552.12523
Jing Yi, Samantha Cohen, Sarah Rehkamp, Patrick Canning, Miguel I. Gómez, Houtian Ge

Suppressions in public data severely limit the usefulness of spatial data and hinder research applications. In this context, data imputation is necessary to deal with suppressed values. We present and validate a flexible data imputation method that can aid in the completion of under-determined data systems. The validations use Monte Carlo and optimisation modelling techniques to recover suppressed data tables from the 2017 US Census of Agriculture. We then use econometric models to evaluate the accuracy of imputations from alternative models. Various metrics of forecast accuracy (i.e., MAPE, BIC, etc.) show the flexibility and capacity of this approach to accurately recover suppressed data. To illustrate the value of our method, we compare the livestock water withdrawal estimations with imputed data and suppressed data to show the bias in research applications when suppressions are simply dropped from analysis.

公共数据的抑制严重限制了空间数据的有用性,阻碍了研究应用。在这种情况下,数据输入是必要的,以处理被抑制的值。我们提出并验证了一种灵活的数据输入方法,可以帮助完成欠确定的数据系统。验证使用蒙特卡罗和优化建模技术从2017年美国农业普查中恢复被抑制的数据表。然后,我们使用计量经济模型来评估替代模型的估算准确性。预测精度的各种指标(即MAPE, BIC等)显示了这种方法准确恢复被抑制数据的灵活性和能力。为了说明我们的方法的价值,我们将牲畜取水估计与输入数据和抑制数据进行比较,以显示当从分析中简单地删除抑制数据时,研究应用中的偏差。
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引用次数: 0
Analysing inefficiency in a non-parametric spatial-dynamic by-production framework: A k-nearest neighbour proposal 分析非参数空间动态生产框架中的效率低下:一个k近邻建议
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-12-28 DOI: 10.1111/1477-9552.12522
Ioannis Skevas, Alfons Oude Lansink, Theodoros Skevas

This paper accounts for spatial effects by benchmarking farms against their k-nearest neighbours (KNN) and measuring their inefficiency in a non-parametric dynamic by-production setting. The optimal number of neighbours k$$ k $$ against which farms are compared corresponds to the value of k$$ k $$ that maximises the Moran I test for spatial autocorrelation of the good and the bad output of the farms' two sub-technologies. The inefficiency scores for farms' good output, variable inputs, investments and bad outputs are then computed and compared with those calculated based on a global technology, which benchmarks all farms together. The application focuses on an unbalanced panel of specialised Dutch dairy farms over the period 2009–2016 that contains information on their exact geographical locations. The results suggest that the inefficiency scores exhibit statistically significant differences between the KNN and the global model. Specifically, the inefficiencies are generally deflated when a KNN technology is considered, suggesting that ignoring spatial effects can overestimate inefficiency.

本文通过对农场的k近邻(KNN)进行基准测试,并在非参数动态副生产设置中测量它们的低效率,来解释空间效应。与农场进行比较的邻居k $$ k $$的最佳数量对应于k $$ k $$的值,该值最大化了农场两个子技术的好和坏产出的Moran I测试的空间自相关性。然后计算农场的良好产出、可变投入、投资和不良产出的低效率得分,并与基于全球技术的计算结果进行比较,该技术将所有农场放在一起作为基准。该应用程序侧重于2009年至2016年期间荷兰专业奶牛场的不平衡面板,其中包含有关其确切地理位置的信息。结果表明,低效率得分在KNN和全局模型之间表现出统计学上的显著差异。具体来说,当考虑到KNN技术时,低效率通常会降低,这表明忽略空间效应可能会高估低效率。
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引用次数: 1
Innovation context and technology traits explain heterogeneity across studies of agricultural technology adoption: A meta-analysis 创新背景和技术特征解释了农业技术采用研究的异质性:一项荟萃分析
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-11-22 DOI: 10.1111/1477-9552.12521
Dario Schulz, Jan Börner

Despite a wealth of case-specific insights from agricultural adoption studies, we lack systematic evidence on which technology characteristics matter for adoption across different innovation contexts. We synthesise the results of 304 quantitative farm-level adoption studies for a wide range of agricultural innovations across more than 60 countries using multi-level meta regression. Our results show that land, capital and knowhow are generally more important when an innovation uses the respective factor intensively, but this effect is reduced in contexts where the factor is abundant. Our findings have implications for the design of rural development and agricultural extension programmes. Both should consider the interplay of geographic context and innovation characteristics to develop more effective sustainable intensification strategies.

尽管从农业采用研究中获得了丰富的具体案例见解,但我们缺乏系统的证据,证明哪些技术特征对不同创新背景下的采用很重要。我们综合了304个定量农场水平采用研究的结果,这些研究涉及60多个国家的广泛农业创新,采用多层次元回归。我们的研究结果表明,当一项创新集中使用各自的要素时,土地、资本和技术诀窍通常更为重要,但在要素丰富的情况下,这种影响会减弱。我们的研究结果对农村发展和农业推广计划的设计具有启示意义。两者都应考虑地理环境和创新特征的相互作用,以制定更有效的可持续集约化战略。
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引用次数: 2
Effects of agri-environment schemes on farm-level eco-efficiency measures: Empirical evidence from EU countries 农业环境计划对农场级生态效率措施的影响:来自欧盟国家的经验证据
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-11-06 DOI: 10.1111/1477-9552.12520
Amer Ait Sidhoum, Carolin Canessa, Johannes Sauer

The European Union (EU) budget allocated to agri-environmental schemes (AES) has increased consistently over the past 20 years. European citizens should expect effective spending of these public funds, so investigation of the effects of these schemes on both environmental benefits and farm efficiency is warranted. We examine the effects of European agri-environmental schemes on farm-level eco-efficiency. Our analysis combines data envelopment analysis and impact assessment methods to evaluate the impact of scheme payments on eco-efficiency measures. Our results suggest that there is considerable scope for eco-efficiency improvements, both for dairy and crop production. Results also show that the average change in eco-efficiency scores does not vary significantly between AES participants and non-participants, which questions the effectiveness of present AES.

在过去20年中,欧盟(EU)分配给农业环境计划(AES)的预算持续增加。欧洲公民应该期待这些公共资金的有效使用,因此有必要调查这些计划对环境效益和农业效率的影响。我们研究了欧洲农业环境计划对农场一级生态效率的影响。我们的分析结合了数据包络分析和影响评估方法来评估方案支付对生态效率措施的影响。我们的研究结果表明,无论是乳制品还是农作物生产,生态效率都有很大的提高空间。结果还表明,生态效率得分的平均变化在AES参与者和非参与者之间没有显著差异,这对现行AES的有效性提出了质疑。
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引用次数: 6
Diet diversity, malnutrition and health: Evidence from Kenya 饮食多样性、营养不良和健康:来自肯尼亚的证据
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-11-03 DOI: 10.1111/1477-9552.12519
Lilian Korir, Marian Rizov, Eric Ruto

We investigate the effects of diet diversity on health outcomes indicated by the body-mass index (BMI) of Kenyan women in their reproductive age (15–49 years). We estimate the demand for diet diversity (which is a proxy for diet quality) and analyse its relationship with BMI by allowing the effect of diet diversity to vary along the conditional BMI distribution. Results show that diet diversity is associated with a beneficial effect on the lower and upper tails of the BMI distribution, that is, dietary diversity improves BMI for underweight individuals while, at the same time, it reduces BMI for overweight/obese individuals. Specifically, doubling the diet diversity is associated with a 14.7% increase in BMI for underweight women and a 7.0% reduction in BMI of obese women. These results support the hypothesis that diet diversity is associated with optimal BMI and, thus, better health, contributing to the policy discourse concerning the double burden of malnutrition in developing countries.

我们研究了饮食多样性对肯尼亚育龄妇女(15-49岁)身体质量指数(BMI)所显示的健康结果的影响。我们估计了对饮食多样性的需求(这是饮食质量的代表),并通过允许饮食多样性的影响沿着条件BMI分布变化来分析其与BMI的关系。结果表明,饮食多样性对BMI分布的上下尾均有有益影响,即饮食多样性提高了体重过轻个体的BMI,同时降低了超重/肥胖个体的BMI。具体来说,饮食多样性增加一倍,体重过轻女性的身体质量指数增加14.7%,肥胖女性的身体质量指数下降7.0%。这些结果支持了饮食多样性与最佳BMI相关的假设,从而改善了健康状况,有助于有关发展中国家营养不良双重负担的政策论述。
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引用次数: 2
The role of social networks in the adoption of competing new technologies in Ghana 社交网络在加纳采用竞争性新技术方面的作用
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-10-19 DOI: 10.1111/1477-9552.12517
Yazeed Abdul Mumin, Awudu Abdulai, Renan Goetz

We use a detailed dataset to examine the impact of social networks, conditional on contextual and individual confounders, on farmers' adoption of competing improved soybean varieties in Ghana. Based on the contagion conceptual framework, we employ a spatial autoregressive multinomial probit model to examine how neighbours' varietal and cross-varietal adoption of improved varieties affect a farmer's adoption decision in the social network. Our results show that adoption decisions in a network tend to converge on one variety, such that beyond a threshold of adopting neighbours of that improved variety, the cross-varietal effects tend to lose significance in the network. If the shares of adopting neighbours of the improved varieties are equal, we find evidence that farmers are not more likely to adopt either improved variety compared to farmers with no neighbours who have adopted the improved varieties. The findings demonstrate the significance of neighbourhood effects in the adoption of competing technologies.

我们使用一个详细的数据集来检验社会网络对加纳农民采用竞争性改良大豆品种的影响,该影响以环境和个人混杂因素为条件。基于传染概念框架,我们采用空间自回归多项式概率模型来考察邻居品种和跨品种采用改良品种如何影响农民在社会网络中的采用决策。我们的研究结果表明,网络中的采用决策倾向于收敛于一个品种,因此,超过采用该改良品种的邻居的阈值,跨品种效应往往在网络中失去意义。如果采用改良品种邻居的比例相等,我们发现证据表明,与没有邻居但采用改良品种的农民相比,农民采用改良品种的可能性并不大。研究结果表明,邻里效应在竞争技术的采用中具有重要意义。
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引用次数: 2
E-commerce and supply chain resilience during COVID-19: Evidence from agricultural input e-stores in China COVID - 19期间的电子商务和供应链弹性:来自中国农业投入品电子商店的证据
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-10-17 DOI: 10.1111/1477-9552.12518
Jianxin Guo, Songqing Jin, Jichun Zhao, Yuhua Li

COVID-19 has caused major disruptions to agricultural supply chains around the world. Researchers and policy-makers are interested in identifying means to reduce the disruptive effects caused by the pandemic. We investigate the impacts of COVID-19 on the operation of e-commerce stores (in short, e-stores) specialising in agricultural inputs. The difference-in-differences method (DID) is employed to estimate the causal relationship between COVID-19 and online sales of agricultural inputs using data from 54,244 agricultural input e-stores registered in 118 prefecture-level cities across 15 provinces and hosted on two major Chinese e-commerce platforms. The results show that COVID-19 led to a substantial growth in monthly sales of agricultural input e-stores, and this growth of online sales varied across store scales and by types of agricultural inputs. In particular, e-stores selling seeds and seedlings experienced a larger growth in sales than stores selling agricultural machinery and implements, and the mid- and larger-scaled e-stores experienced more growth of sales than micro- and small-scaled e-stores. Further analysis reveals that the growth of online sales of agricultural inputs was driven mainly by an increase in the quantity of customer orders (QCO). The findings of this paper underscore the importance of e-commerce in ensuring the resilience of the agricultural supply chain during the pandemic period.

COVID - 19对世界各地的农业供应链造成了重大破坏。研究人员和决策者感兴趣的是确定减少大流行造成的破坏性影响的方法。我们调查了COVID - 19对专门从事农业投入的电子商务商店(简称电子商店)运营的影响。采用差中差法(DID)来估计COVID - 19与农业投入品在线销售之间的因果关系,使用了来自15个省118个地级市的54,244家农业投入品网店的数据,这些网店在中国两大电子商务平台上注册。结果表明,2019冠状病毒病导致农业投入品电子商店的月销售额大幅增长,在线销售额的增长因商店规模和农业投入品类型而异。特别是,销售种子和幼苗的电子商店的销售额比销售农业机械和农具的商店增长得更快,中型和大型电子商店的销售额比微型和小型电子商店增长得更快。进一步分析表明,农业投入品在线销售的增长主要是由客户订单(QCO)数量的增加推动的。本文的研究结果强调了电子商务在确保疫情期间农业供应链弹性方面的重要性。[源自作者]
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引用次数: 0
How effective is a fat subsidy? Evidence from edible oil consumption in India 高额补贴的效果如何?来自印度食用油消费的证据
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-10-05 DOI: 10.1111/1477-9552.12510
Jaya Jumrani, J. V. Meenakshi

Taxes on fats and sugar-sweetened beverages are deployed in the developed world to encourage healthier diets. How effective might such fiscal instruments be in emerging economies? We evaluate the impacts of a subsidy for palm oil, introduced as part of the public distribution system in three Indian states. Using variants of the difference-in-differences approach, we find that palm oil consumption increased, particularly in rural areas, as a result of the subsidy, and traditional oils were displaced by cheaper palm oil. However, the intervention did not significantly alter overall edible oil consumption. These results are robust to different specifications, alternative estimation samples, and the exclusion of households who may have been potential beneficiaries of other interventions. Impacts were higher in Tamil Nadu than in other states, and were higher for vegetarian households in rural areas. There was only weak evidence of spillover income effects on other food groups. Given India's dual burden of malnutrition, our analysis suggests that fiscal policy interventions have the potential to effectively nudge consumer choices towards healthier edible oil consumption.

发达国家对脂肪和含糖饮料征税,以鼓励更健康的饮食。这些财政工具在新兴经济体中会有多有效?我们评估棕榈油补贴的影响,作为公共分配系统的一部分,在印度的三个州。使用差异中的差异方法的变体,我们发现棕榈油消费增加,特别是在农村地区,由于补贴,传统油被更便宜的棕榈油所取代。然而,干预并没有显著改变食用油的总体消费量。这些结果对于不同规格、替代估计样本以及排除可能是其他干预措施潜在受益者的家庭都是稳健的。泰米尔纳德邦的影响比其他邦更大,农村地区的素食家庭受到的影响更大。只有微弱的证据表明,其他食品类别存在外溢性收入效应。考虑到印度营养不良的双重负担,我们的分析表明,财政政策干预有可能有效地推动消费者选择更健康的食用油消费。
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引用次数: 1
Energy productivity and greenhouse gas emission intensity in Dutch dairy farms: A Hicks–Moorsteen by-production approach under non-convexity and convexity with equivalence results 荷兰奶牛场的能源生产率和温室气体排放强度:非凸性和凸性条件下的Hicks-Moorsteen按产量方法
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-10-04 DOI: 10.1111/1477-9552.12511
Frederic Ang, Kristiaan Kerstens, Jafar Sadeghi

The agricultural sector is currently confronted with the challenge to reduce greenhouse gas (GHG) emissions, whilst maintaining or increasing production. Energy-saving technologies are often proposed as a partial solution, but the evidence on their ability to reduce GHG emissions remains mixed. Production economics provides methodological tools to analyse the nexus of agricultural production, energy use and GHG emissions. Convexity is predominantly maintained in agricultural production economics, despite various theoretical and empirical reasons to question it. Employing non-convex and convex frontier frameworks, this contribution evaluates energy productivity change (the ratio of aggregate output change to energy use change) and GHG emission intensity change (the ratio of GHG emission change to polluting input change) using Hicks-Moorsteen productivity formulations. We consider GHG emissions as by-products of the production process by using a multi-equation model. Given our empirical specification, non-convex and convex Hicks-Moorsteen indices can coincide under certain circumstances, which leads to a series of theoretical equivalence results. The empirical application focuses on 1,510 observations of Dutch dairy farms for the period of 2010–2019. The results show a positive association between energy productivity change and GHG emission intensity change, which calls into question the potential of on-farm, energy-efficiency-increasing measures to reduce GHG emission intensity.

农业部门目前面临着在保持或增加产量的同时减少温室气体(GHG)排放的挑战。节能技术通常被认为是部分解决方案,但关于其减少温室气体排放能力的证据仍然好坏参半。生产经济学为分析农业生产、能源使用和温室气体排放之间的关系提供了方法论工具。凸性在农业生产经济学中占有主导地位,尽管有各种理论和实证理由对其提出质疑。本文采用非凸边界和凸边界框架,利用希克斯-莫尔斯蒂恩生产率公式评估能源生产率变化(总产出变化与能源利用变化之比)和温室气体排放强度变化(温室气体排放变化与污染投入变化之比)。我们通过使用多方程模型将温室气体排放视为生产过程的副产品。根据我们的经验规范,非凸和凸Hicks-Moorsteen指数在某些情况下可以重合,从而产生一系列理论等价结果。实证应用侧重于2010-2019年期间对荷兰奶牛场的1510次观察。研究结果表明,能源生产率变化与温室气体排放强度变化之间存在正相关关系,这就对农场提高能源效率以降低温室气体排放强度的潜力提出了质疑。
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引用次数: 4
New plant engineering techniques, R&D investment and international trade 新工厂工程技术、研发投资和国际贸易
IF 3.4 2区 经济学 Q1 Agricultural and Biological Sciences Pub Date : 2022-10-03 DOI: 10.1111/1477-9552.12516
Stéphan Marette, Anne-Célia Disdier, Anastasia Bodnar, John Beghin

New plant engineering techniques (NPETs) may significantly improve both production and quality of foods. Some consumers and regulators around the world might be reluctant to accept such products and the global market penetration of these products may remain low. We develop a parsimonious economic model for R&D investment in food innovations to identify conditions under which NPET technology emerges in the context of international trade. The framework integrates consumers' willingness to pay (WTP) for the new food, the uncertainty of R&D processes, the associated regulatory cost of approval, and the competition between domestic and foreign products. With generic applicability, the model enables the quantitative analysis of new foods that could be introduced in markets and then traded across borders. We apply the framework to a hypothetical case of apples improved with NPETs. Simulation results suggest that import bans and high values of sunk cost can reduce R&D investment in NPETs to suboptimal levels.

新的植物工程技术(npet)可以显著提高食品的产量和质量。世界各地的一些消费者和监管机构可能不愿意接受这些产品,这些产品的全球市场渗透率可能仍然很低。我们为食品创新的研发投资开发了一个简约的经济模型,以确定NPET技术在国际贸易背景下出现的条件。该框架综合了消费者对新食品的支付意愿(WTP)、研发过程的不确定性、相关的审批监管成本以及国内外产品之间的竞争。由于具有普遍适用性,该模型可以对可以引入市场并进行跨境交易的新食品进行定量分析。我们将这个框架应用到一个用npet改进的苹果的假设案例中。模拟结果表明,进口禁令和较高的沉没成本值可以将npet的研发投资降低到次优水平。
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引用次数: 1
期刊
Journal of Agricultural Economics
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