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Skewness-based test diagnosis of technical inefficiency in spatial autoregressive stochastic frontier models 空间自回归随机前沿模型中基于偏度的技术无效率检验诊断
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-02-21 DOI: 10.1007/s11123-024-00721-7
Ming-Yu Deng, Levent Kutlu, Mingxi Wang

In the Spatial Autoregressive (SAR) Stochastic Frontier (SF) model, the inefficiency term, which distinguishes it from the SAR model, can capture the effects of technical inefficiency. To determine whether inefficiency significantly exists in the cross-sectional SARSF model, this paper proposes a skewness-based test. This test does not rely on the normality assumption for the disturbances and allows inefficiency to follow an unknown one-sided distribution. We establish the asymptotic theory of the test statistic under spatial near-epoch dependent properties. Furthermore, we extend this test to the panel SARSF data model, accounting for both individual and time fixed-effects. Additionally, Monte Carlo simulations demonstrate the robustness of our test against non-normal disturbances and its satisfactory performance with different one-sided distributions for inefficiency. Finally, we provide an empirical application using data from 137 dairy farms in Northern Spain to illustrate the presence of technical inefficiency in production according to our test.

在空间自回归(SAR)随机前沿(SF)模型中,区别于 SAR 模型的无效率项可以捕捉技术无效率的影响。为了确定横截面 SARSF 模型中是否显著存在低效率,本文提出了一种基于偏度的检验方法。该检验不依赖于扰动的正态性假设,允许无效率遵循未知的单边分布。我们建立了该检验统计量在空间近时相依赖特性下的渐近理论。此外,我们将该检验扩展到面板 SARSF 数据模型,同时考虑了个体和时间固定效应。此外,蒙特卡罗模拟证明了我们的检验对非正常干扰的稳健性,以及在不同的单边无效率分布下的令人满意的表现。最后,我们使用西班牙北部 137 个奶牛场的数据进行了实证应用,以说明根据我们的检验方法,生产中存在技术效率低下的情况。
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引用次数: 0
Measurement and decomposition of profit efficiency under alternative definitions in nonparametric models 非参数模型中替代定义下的利润效率测量与分解
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-02-05 DOI: 10.1007/s11123-024-00720-8
Subhash C. Ray, Linge Yang

A competitive firm is considered to be inefficient when its observed profit falls short of the maximum possible profit at the applicable prices of inputs and outputs. Two alternative measures of performance of the firm are the ratio of the actual to the maximum profit and the difference between the maximum and the actual profit. The ratio measures its profit efficiency and is naturally bounded between 0 and 1 so long as the actual profit is strictly positive. However, the possibility of negative actual profit and zero profit at the maximum has prompted many researchers to opt for the difference measure of profit inefficiency, which is necessarily non-negative. For a meaningful comparison of performance across firms, however, the difference needs to be appropriately normalized to take account of differences in the scale of operation of firms. Three common variables used for normalization are the observed cost, the observed revenue, and the sum of revenue and cost. It is a common practice to measure the separate contributions of technical and allocative efficiencies to the overall profit efficiency of the firm. When the firm is not operating on the frontier of the production possibility set, there are many ways to project it on to the frontier. This leads to different decomposition of profit efficiency into technical and allocative components. In this paper, we consider McFadden’s gauge function and an endogenous projection based on the overall efficiency of the firm along with the usual input- or output-oriented distance functions, the graph hyperbolic distance function, and a slack-based Pareto Koopmans efficiency measure for technical efficiency. We show that in a multiplicative decomposition of profit efficiency, the technical efficiency component of profit efficiency is independent of input-output prices only from the projection based on the gauge function. Also, an empirical application using data from Indian banks shows that the alternative normalized difference measures of inefficiency generate different performance ranking of the firms. Thus, comparative evaluation of performance of firms depends on the analyst’s preference for a specific type of normalization.

当一个竞争性企业的观察利润低于投入和产出的适用价格下可能获得的最大利润时,该企业就被视为效率低下。衡量企业绩效的两个备选指标是实际利润与最大利润之比,以及最大利润与实际利润之差。该比率衡量企业的利润效率,只要实际利润严格为正,该比率自然介于 0 和 1 之间。然而,实际利润可能为负,而最大利润可能为零,这促使许多研究人员选择用差值来衡量利润效率低下的情况,因为差值必然是非负的。然而,为了对不同企业的绩效进行有意义的比较,需要对差值进行适当的归一化处理,以考虑到企业经营规模的差异。用于归一化的三个常用变量是观察到的成本、观察到的收入以及收入与成本之和。通常的做法是分别衡量技术效率和分配效率对企业整体利润效率的贡献。当企业不在生产可能性集的边界上运营时,有许多方法可以将其投射到边界上。这导致利润效率被分解为技术和分配两个部分。在本文中,我们考虑了麦克法登的量规函数和基于企业整体效率的内生投影,以及通常的以投入或产出为导向的距离函数、图双曲距离函数和基于松弛的帕累托-库普曼斯效率衡量技术效率。我们的研究表明,在利润效率的乘法分解中,利润效率的技术效率部分与投入产出价格无关,只有基于量规函数的投影才与投入产出价格无关。此外,利用印度银行数据进行的实证应用表明,替代的低效率归一化差异衡量方法会产生不同的企业绩效排名。因此,对公司业绩的比较评估取决于分析师对特定归一化类型的偏好。
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引用次数: 0
Estimation of industry-level productivity with cross-sectional dependence by using spatial analysis 利用空间分析估算具有横截面依赖性的行业级生产率
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-01-30 DOI: 10.1007/s11123-023-00718-8
Jaepil Han, Robin C. Sickles

In this paper, we incorporate spatial analysis to estimate industry-level productivity in the presence of inter-sectoral linkages. Since each industry plays a role in providing intermediate goods to other sectors, the interdependence of economic activities across industries is inevitable. We exploit the linkage patterns from the input-output relationship to define cross-industry dependencies in economic space. We propose a spatial stochastic frontier model, which extends the stochastic frontier model to a spatially dependent specification. The models are estimated using quasi-maximum likelihood methods. Applying the approach to U.S. industry-level data from 1947 to 2010, we find that sectoral dependencies are the consequences of indirect effects via the supply chain network of industries resulting in larger output elasticities as well as scale effects for the networked production processes. However, productivity growth is estimated comparably across different spatial and non-spatial model specifications.

在本文中,我们结合空间分析来估算存在部门间联系情况下的行业生产率。由于每个行业都扮演着为其他行业提供中间产品的角色,因此行业间经济活动的相互依存是不可避免的。我们利用投入产出关系中的联系模式来定义经济空间中的跨行业依赖关系。我们提出了一种空间随机前沿模型,该模型将随机前沿模型扩展到空间依赖规范。我们使用准极大似然法对模型进行了估计。将该方法应用于美国 1947 年至 2010 年的行业级数据,我们发现,行业依赖性是通过行业供应链网络产生间接效应的结果,导致网络化生产流程的产出弹性和规模效应增大。然而,在不同的空间和非空间模型规格中,生产率增长的估算结果具有可比性。
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引用次数: 0
Nonparametric estimation of allocative efficiency using indirect production theory: Application to container ports in Norway 利用间接生产理论对分配效率进行非参数估计:挪威集装箱港口的应用
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-01-25 DOI: 10.1007/s11123-024-00719-1

Abstract

Adaption to prices is an important feature of productivity development. This paper proposes an extension of the StoNED model to accommodate estimation of allocative efficiency. It demonstrates how indirect production theory is suited for assessing allocative efficiency and helps alleviating the curse of dimensionality for stochastic nonparametric estimators compared to conventional measures of allocative efficiency. Furthermore, the paper elaborates on the appropriate cost of capital for the estimation of allocative efficiency. The proposed model framework is utilized to study allocative efficiency of Norwegian container ports, thereby adding to the literature on seaport terminal efficiency studies.

摘要 对价格的适应是生产力发展的一个重要特征。本文提出对 StoNED 模型进行扩展,以适应分配效率的估算。它证明了间接生产理论如何适用于评估分配效率,并有助于缓解随机非参数估计器与传统分配效率测量方法相比存在的维度诅咒。此外,本文还阐述了估算分配效率的适当资本成本。本文利用提出的模型框架研究了挪威集装箱港口的分配效率,从而丰富了有关海港码头效率研究的文献。
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引用次数: 0
Partially Convex Production Technology and Efficiency Measurement 部分凸面生产技术和效率测量
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-01-12 DOI: 10.1007/s11123-023-00716-w

Abstract

Economists tend to believe that production technology should exhibit increasing returns to scale first and then constant and finally decreasing returns to scale, called regular variable returns to scale (RVRS) in this paper. Further, a special pattern of RVRS production technology when there is only one output is the production function that has an S-shaped curve along any ray of inputs from the origin. In the literature on efficiency analysis, the most frequently used empirical technology is the variable returns to scale (VRS) production technology. Although it exhibits RVRS, it is unable to model nonconvex production technologies, such as the S-shaped production function. Recently, a new empirical production technology has been introduced to capture RVRS with partial convexity. This paper explores its relationship with efficiency measurement. Furthermore, a novel empirical production technology that can better capture the characteristics of the S-shaped production function is proposed. These two new production technologies provide better alternatives to the commonly used Free Disposal Hull (FDH) production technology in non-convex production with RVRS. Our new production technology is illustrated using US manufacturing industry data. If one believes that the production technology is partially convex and exhibits RVRS, it is found that the conventional VRS production technology overestimates the technical inefficiency of small production units under this belief.

摘要 经济学家倾向于认为,生产技术应先表现出规模收益递增,然后是规模收益不变,最后是规模收益递减,本文称之为规则可变规模收益(RVRS)。此外,当只有一种产出时,RVRS 生产技术的一种特殊模式是生产函数沿着从原点出发的任何一条投入射线呈 S 型曲线。在有关效率分析的文献中,最常用的经验技术是规模报酬可变(VRS)生产技术。虽然它表现出 RVRS,但却无法模拟非凸生产技术,如 S 型生产函数。最近,一种新的经验生产技术被引入,以捕捉具有部分凸性的 RVRS。本文探讨了它与效率测量的关系。此外,本文还提出了一种能更好地捕捉 S 型生产函数特征的新型经验生产技术。在具有 RVRS 的非凸生产中,这两种新的生产技术为常用的自由丢弃船体(FDH)生产技术提供了更好的替代方案。我们利用美国制造业的数据来说明我们的新生产技术。如果认为生产技术是部分凸的并表现出 RVRS,则会发现传统的 VRS 生产技术高估了在此信念下小型生产单位的技术无效率。
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引用次数: 0
Facet analysis in data envelopment analysis: some pitfalls of the CRS models 数据包络分析中的面分析:CRS 模型的一些误区
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-01-11 DOI: 10.1007/s11123-023-00715-x
O. B. Olesen, N. C. Petersen
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引用次数: 0
Correction to: Eliminating congestion in China’s papermaking and paper products industry: from both the perspective of increasing and decreasing inputs 更正:消除中国造纸和纸制品行业的拥堵现象:从增加和减少投入的角度看问题
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2024-01-09 DOI: 10.1007/s11123-023-00717-9
Xian-tong Ren, Guo-liang Yang
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引用次数: 0
The impacts of agricultural productivity on structural transformation, and poverty alleviation in Africa: evidence from Guinea-Bissau 非洲农业生产力对结构转型和减贫的影响:来自几内亚比绍的证据
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2023-12-02 DOI: 10.1007/s11123-023-00703-1
Júlio Vicente Cateia, Maurício Vaz Lobo Bittencourt, Terciane Sabadini Carvalho, Luc Savard

This study aims to analyze the impacts of improved agricultural productivity (IAP) on structural transformation and poverty in Guinea-Bissau (2014–2030) using a recursive dynamic computable general equilibrium (CGE) model. We found evidence of a positive effect of IAP on growth and sectoral output. Increased wealth accumulation and labor savings in agriculture have favored reinvestments in the manufacturing and services sectors and rural workers’ outflows from agriculture. There are long-term positive welfare effects from rising real income and household consumption. The poor in rural and urban settings benefited the most. We suggest an agricultural development agenda that may contribute to structural transformation in this country and improve the living standards of the poor.

本研究旨在利用递归动态可计算一般均衡(CGE)模型,分析2014-2030年几内亚比绍农业生产率提高对结构转型和贫困的影响。我们发现了IAP对增长和部门产出产生积极影响的证据。农业财富积累和劳动力节约的增加有利于制造业和服务业的再投资以及农村劳动力从农业流出。实际收入和家庭消费的增加会带来长期的积极福利效应。农村和城市的穷人受益最大。我们提出的农业发展议程可能有助于这个国家的结构转型和提高穷人的生活水平。
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引用次数: 0
Best practices, performance advantage and trade-offs: new insights from frontier analysis 最佳实践、性能优势和权衡:来自前沿分析的新见解
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2023-12-02 DOI: 10.1007/s11123-023-00714-y
Rui Sousa, Ana S. Camanho, Maria Conceição Silva, Giovani J. C. da Silveira, Behrouz Arabi

There are still important theoretical and empirical gaps in understanding the role of best practices (BPs), such as quality management, lean and new product development, in generating firm’s performance advantage and overcoming trade-offs across distinct performance dimensions. We examine these issues through the perspective of performance frontiers, integrating in novel ways the resource-based theory with the emergent practice-based view. Hypotheses on relationships between BPs, performance advantage, and trade-offs are developed and tested with stationary and longitudinal (recall) data from a global survey of manufacturing firms. We use data envelopment analysis, which overcomes limitations of mainstream methods based on central tendency. Our findings support the view that BPs may serve as a source of enduring competitive advantage, based on their ability to lead to a heterogeneous range of dominant and difficult-to-imitate competitive positions. The study provides new insights on contemporary debates about the role of BPs in generating performance advantage and how practitioners can sustain internal support and extract benefits from them.

在理解最佳实践(bp)(如质量管理、精益和新产品开发)在产生公司绩效优势和克服不同绩效维度之间的权衡方面的作用方面,仍然存在重要的理论和经验差距。我们通过绩效前沿的视角来研究这些问题,以新颖的方式将基于资源的理论与新兴的基于实践的观点结合起来。对bp、绩效优势和权衡之间关系的假设进行了开发,并使用来自全球制造企业调查的平稳和纵向(召回)数据进行了测试。我们使用数据包络分析,克服了基于集中趋势的主流方法的局限性。我们的研究结果支持这样一种观点,即bp可能是持久竞争优势的来源,这是基于它们能够导致异质性的主导和难以模仿的竞争地位。该研究为当前关于bp在产生绩效优势中的作用以及从业者如何维持内部支持并从中获取利益的争论提供了新的见解。
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引用次数: 0
The contribution of industrial robots to labor productivity growth and economic convergence: a production frontier approach 工业机器人对劳动生产率增长和经济趋同的贡献:生产前沿方法
IF 1.6 4区 经济学 Q3 BUSINESS Pub Date : 2023-12-01 DOI: 10.1007/s11123-023-00707-x
Andreas Eder, Wolfgang Koller, Bernhard Mahlberg

This paper investigates the contribution of industrial robots to labor productivity growth and cross-country economic convergence in a sample of 19 developed and 16 emerging countries over the period 1999 to 2019. To answer our research questions, we extend the non-parametric production frontier framework by considering industrial robots as a separate production factor. We find a positive contribution of robotization to labor productivity growth for all countries in our sample. In the period after the financial crisis (2009 to 2019) the contribution of robot capital deepening to productivity growth gained in importance. Over the period 1999 to 2019 we find some evidence of i) unconditional β-convergence (countries with lower initial productivity levels grow faster), ii) a reduction in the dispersion of productivity levels across economies (σ-convergence) and iii) a depolarization (shift from bimodal to unimodal distribution) of the labor productivity distribution in our sample. Accumulation of ‘traditional’ physical capital is the main driver of β-convergence. Robot capital deepening significantly contributed to economic convergence and the depolarization of the labor productivity distribution, but its effect on the entire shift of the labor productivity distribution is modest and dominated by other drivers of productivity growth such as ‘traditional’ physical capital deepening and technological change.

本文以1999 - 2019年19个发达国家和16个新兴国家为样本,研究了工业机器人对劳动生产率增长和跨国经济趋同的贡献。为了回答我们的研究问题,我们通过将工业机器人作为一个单独的生产要素来扩展非参数生产前沿框架。我们发现机器人化对我们样本中所有国家的劳动生产率增长都有积极的贡献。在金融危机之后的一段时间(2009年至2019年),机器人资本深化对生产率增长的贡献变得越来越重要。在1999年至2019年期间,我们发现了一些证据:1)无条件β-收敛(初始生产率水平较低的国家增长更快),2)生产率水平在经济体之间的分散减少(σ-收敛),3)劳动生产率分布的去极化(从双峰分布转向单峰分布)。“传统”物质资本的积累是β趋同的主要驱动力。机器人资本深化显著促进了经济趋同和劳动生产率分布的去极化,但其对劳动生产率分布整体转移的影响不大,并受到“传统”实物资本深化和技术变革等其他生产率增长驱动因素的主导。
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引用次数: 0
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Journal of Productivity Analysis
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