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Optimal resource allocation estimation of agricultural sustainable systems based on inverse network DEA 基于逆网络DEA的农业可持续系统资源最优配置估计
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-24 DOI: 10.1016/j.seps.2025.102410
Jiqiang Zhao , Lijun Cheng , Xianhua Wu
Sustainable agricultural systems are crucial for balancing food security and ecological protection. This study develops a two-stage inverse network data envelopment analysis (DEA) model that incorporates shared inputs and undesirable outputs to evaluate and optimize resource allocation in agricultural production and pollution control. Using data from 31 Chinese provinces (2010–2023), the model estimates optimal resource allocation strategies under constant-efficiency and efficiency-improvement scenarios. Results indicate that although system efficiency is generally improving, notable regional disparities remain. Under constant efficiency, achieving a 5 % output increase requires substantial input growth, particularly in pesticides, whereas efficiency improvement reduces overall inputs by an average of 5.84 %, indicating the role of technological progress in resource conservation. The proposed framework represents a dynamic and practical tool for policymakers to design targeted, forward-looking strategies for sustainable agriculture.
可持续农业系统对于平衡粮食安全和生态保护至关重要。本文建立了一个两阶段的反网络数据包络分析(DEA)模型,该模型将共享投入和不期望产出结合起来,以评估和优化农业生产和污染控制中的资源配置。利用中国31个省份2010-2023年的数据,该模型估计了恒定效率和效率提升情景下的最优资源配置策略。结果表明,虽然系统效率总体上在提高,但区域差异仍然显著。在效率不变的情况下,实现5%的产量增长需要大量的投入增长,特别是在农药方面,而效率的提高平均使总投入减少5.84%,这表明技术进步在资源节约方面的作用。拟议的框架为政策制定者设计有针对性的、前瞻性的可持续农业战略提供了一个动态和实用的工具。
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引用次数: 0
Capturing and representing the multidimensionality of welfare through structural equation modeling and a goal-based composite indicator with multiple constraints 通过结构方程模型和基于目标的多约束复合指标,捕捉和表示福利的多维度
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-23 DOI: 10.1016/j.seps.2025.102409
Matheus Pereira Libório, Helena Teixeira Magalhães Soares, Caio Cesar Soares Gonçalves, Marcos Flávio Silveira Vasconcelos D'Angelo, Petr Iakovlevitch Ekel
This study examines the concept of multidimensional welfare, which encompasses multiple aspects across various dimensions. The study introduces an approach that combines ranking normalization, structural equation modeling, and a new method for constructing composite indicators. This approach enables improved differentiation of welfare levels, confirming the multidimensional nature of welfare and representing it through a readily understandable unidimensional measure. This innovative approach fills a gap in methodologies by considering the interrelationships between dimensions, avoiding aggregating dimensions that carry little information into the composite indicator, ensuring the composite indicator's multidimensionality, and avoiding making it predominantly explained by a single dimension. Other advantages of this approach include a rigorous explanation of the conceptual framework of multidimensional welfare, avoiding the assignment of equal weights to the dimensions due to the lack of a clear and consistent weighting scheme, and providing transparency in the objective definition of dimension weights. The results indicate that government efforts to provide social services and protection are insufficient to improve welfare levels in the poorest municipalities. Governments should not allocate resources solely to social assistance and protection; instead, they should generate employment and income opportunities and promote digital inclusion, leisure, culture, and sports. In addition to contributing to the welfare literature and informing the formulation of more effective social policies, this study advances the composite indicators literature by offering an innovative weighting scheme that ensures conceptual compatibility and preserves the composite's multidimensionality.
本研究探讨了多维福利的概念,它涵盖了不同维度的多个方面。本文提出了一种结合排序归一化、结构方程建模和构建复合指标的新方法。这种方法能够改进福利水平的区分,确认福利的多维性质,并通过易于理解的单维度量来表示它。这种创新的方法通过考虑维度之间的相互关系,避免将携带很少信息的维度聚合到复合指标中,确保复合指标的多维性,避免主要由单一维度来解释,从而填补了方法上的空白。该方法的其他优点包括对多维福利概念框架的严格解释,避免由于缺乏清晰一致的加权方案而对维度分配相等的权重,并在维度权重的客观定义中提供透明度。结果表明,政府提供社会服务和保护的努力不足以提高最贫穷城市的福利水平。政府不应将资源只分配给社会援助和保护;相反,他们应该创造就业和收入机会,促进数字包容、休闲、文化和体育。除了为福利文献做出贡献并为制定更有效的社会政策提供信息外,本研究还通过提供一种创新的加权方案来推进复合指标文献,该方案确保了概念上的兼容性并保留了复合指标的多维性。
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引用次数: 0
Context-rich data sets for school operations models and methods 上下文丰富的数据集,用于学校运营模型和方法
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-08 DOI: 10.1016/j.seps.2025.102406
Aysu Ozel , Karen Smilowitz
In transportation and logistics problems, such as the traveling salesman problem or the vehicle routing problem, the geographic distribution of nodes can significantly impact both the solutions obtained and the performance of solution approaches. Therefore, it is common for researchers to share test instances for meaningful comparisons. In some contexts, this is more challenging when data are protected and cannot be shared. This is particularly true for transportation and logistics problems found in public school operations. Despite growing literature, proposed models and solution approaches are rarely compared across papers because data protection regulations prohibit sharing data. At the same time, randomly generated data can miss critical patterns existing in reality that may impact equitable access to education. In this paper, we introduce a framework to create context-rich data sets for school operations models and methods based on publicly available data that reflect public school district characteristics in the United States.
在交通和物流问题中,如旅行商问题或车辆路线问题,节点的地理分布会显著影响得到的解和求解方法的性能。因此,研究人员共享测试实例以进行有意义的比较是很常见的。在某些上下文中,当数据受到保护且不能共享时,这更具挑战性。在公立学校运营中发现的交通和物流问题尤其如此。尽管文献越来越多,但由于数据保护法规禁止共享数据,因此很少在论文之间比较提出的模型和解决方案方法。与此同时,随机生成的数据可能错过现实中存在的可能影响公平接受教育机会的关键模式。在本文中,我们引入了一个框架,以基于反映美国公立学区特征的公开可用数据为学校运营模型和方法创建上下文丰富的数据集。
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引用次数: 0
Perceptions and beliefs of local Iranian communities towards forest protection 伊朗当地社区对森林保护的看法和信仰
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-08 DOI: 10.1016/j.seps.2025.102407
Moslem Savari , Bagher Khaleghi
The deforestation phenomenon increases every year all over the world due to human and natural factors and sometimes leaves irreparable negative consequences. Therefore, the majority of countries and related researchers and policy-makers are looking for solutions to prevent further damages to them. In the meantime, in Iran, as a country with limited forest area, they are also being destroyed on a large scale due to local communities being heavily reliant on the forests for their livelihoods and the absence of sustainable resource management. In this regard, this research was aimed at discovering the factors affecting the forest conservation behavior (FCB) in northwestern Iran. Here, Health Belief Model (HBM) was employed as the research theoretical framework. The study utilized questionnaire survey method, and data analysis was conducted using structural equation modeling (SEM). The statistical population was all local people residing on the margins and inside the Arasbaran forests in northwestern Iran. The findings indicated that HBM is an efficient theory in this regard, so that its components including Perceived Susceptibility (PS), Perceived Severity (PSV), Perceived Benefit (PB), Perceived Barriers (PBR), Cue to Action (CU) and Self-Efficacy (SE) were able to explain 61 % of the FCB variance. The results of this effort, while filling the gaps in the research literature in this field, can help the relevant policy-makers and decision-makers in promoting safe behavior in the natural environment and forest sustainability.
由于人为和自然因素,世界各地的森林砍伐现象每年都在增加,有时会造成无法弥补的负面后果。因此,大多数国家以及相关的研究人员和决策者都在寻找防止它们进一步受到损害的解决方案。与此同时,在伊朗,作为一个森林面积有限的国家,由于当地社区严重依赖森林为生,缺乏可持续的资源管理,它们也在大规模遭到破坏。因此,本研究旨在发现影响伊朗西北部森林保护行为的因素。本研究采用健康信念模型(HBM)作为研究的理论框架。本研究采用问卷调查法,采用结构方程模型(SEM)进行数据分析。统计人口是居住在伊朗西北部阿拉斯巴兰森林边缘和内部的所有当地人。结果表明,HBM理论在这方面是一个有效的理论,其组成部分包括感知易感性(PS)、感知严重性(PSV)、感知利益(PB)、感知障碍(PBR)、提示行动(CU)和自我效能(SE)能够解释61%的FCB方差。本研究成果在填补该领域研究文献空白的同时,可以帮助相关政策制定者和决策者促进自然环境中的安全行为和森林的可持续性。
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引用次数: 0
Nudging households' sustainable investments: results from a pilot lab-in-the-field experiment in two Italian cities 推动家庭的可持续投资:来自意大利两个城市的试点实验室现场实验的结果
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-06 DOI: 10.1016/j.seps.2025.102405
Beatrice Bertelli , Marianna Brunetti , Costanza Torricelli , Mariangela Zoli
This paper investigates households' willingness to pay for sustainable investments using evidence from a pilot lab-in-the-field experiment run in different branches of a large Italian bank. The analysis reveals three main results. First, the willingness to pay is lower for graduated individuals, higher for those with a medium investment horizon, for those engaged in volunteering and for those concerned about climate change. Second, the exposure to a negative (vs. positive) visual treatment, causes an average increase in the willingness to pay for Environmental, Social, and Governance assets, albeit this effect vanishes once controls are added. Third, when dissecting results by the factor of interest, the negative visual treatment significantly increases the willingness to pay among the investors interested in the Environmental dimension only. This suggests that, with suitable leverage, the demand and willingness to pay for all sustainability dimensions can be nudged, with important industry and policy implications.
本文利用在意大利一家大型银行的不同分支机构进行的试点实验室现场实验的证据,调查了家庭为可持续投资付费的意愿。分析揭示了三个主要结果。首先,毕业的个人的支付意愿较低,而中等投资水平的人、从事志愿工作的人和关注气候变化的人的支付意愿较高。其次,暴露于负面(相对于正面)的视觉处理,会导致为环境、社会和治理资产支付意愿的平均增加,尽管一旦添加控制,这种影响就会消失。第三,当以兴趣因子剖析结果时,负面视觉处理显著增加仅对环境维度感兴趣的投资者的支付意愿。这表明,通过适当的杠杆作用,可以推动为所有可持续性方面买单的需求和意愿,从而产生重要的行业和政策影响。
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引用次数: 0
Resilient emergency facilities location–allocation under cascading uncertainty: A two-stage robust optimization model 级联不确定性下的弹性应急设施配置:一个两阶段鲁棒优化模型
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-12-01 DOI: 10.1016/j.seps.2025.102395
Hongyan Li , Dongmei Yu , Mengyuan Zhang
The growing complexity of disasters originating from natural phenomena, compounded by cascading uncertainty, necessitates resilient emergency facilities location planning to enhance response capabilities. To address this challenge, this study proposes a novel “reinforcement-cascading uncertainty-recovery” framework to enhance system resilience. This framework specifically addresses the cascading effect propagation mechanism (CEPM) from supply-side facility disruptions to demand-side nodes, by integrating pre-disaster reinforcement with post-disaster coordinated response. Based on this framework, we develop a two-stage robust optimization model to jointly optimize facility location, structural reinforcement, and resource allocation decisions. A distinctive feature of our model is the decision-dependent uncertainty set, which captures the endogenous effect of reinforcement strategy on facility disruptions, and the cascading effect of facility disruptions on demand fluctuations. To solve the proposed model, we develop a hybrid methodology by combining a neutralization-based uncertainty transformation method with the column and constraint generation (C&CG) algorithm to reformulate and solve the model. Through the earthquake case in Istanbul, we quantify the effect of reinforcement strategy on network resilience, conduct sensitivity analyses on key parameters, and derive critical managerial insights. Our results indicate that, in comparison to the baseline model without reinforcement strategy, the proposed model reduces the number of facilities that need to be opened by approximately 50% while maintaining the desired service level. These findings provide decision-makers with a practical and efficient strategy for enhancing disaster response capabilities under cascading uncertainty.
由于自然现象造成的灾害日益复杂,再加上层叠的不确定性,有必要制定有弹性的应急设施选址规划,以提高应对能力。为了应对这一挑战,本研究提出了一种新的“强化-级联不确定性-恢复”框架来增强系统的弹性。该框架通过将灾前加固与灾后协调响应相结合,专门解决了从供应侧设施中断到需求侧节点的级联效应传播机制(CEPM)。基于此框架,我们开发了一个两阶段稳健优化模型,以共同优化设施选址、结构加固和资源分配决策。我们的模型的一个显著特征是决策依赖的不确定性集,它捕获了强化策略对设施中断的内生效应,以及设施中断对需求波动的级联效应。为了求解所提出的模型,我们开发了一种混合方法,将基于中和的不确定性转换方法与列和约束生成(C&;CG)算法相结合,以重新制定和求解模型。通过伊斯坦布尔的地震案例,我们量化了加固策略对网络弹性的影响,对关键参数进行了敏感性分析,并得出了关键的管理见解。我们的研究结果表明,与没有强化策略的基线模型相比,所提出的模型在保持所需服务水平的同时,将需要开放的设施数量减少了约50%。这些发现为决策者在级联不确定性下提高灾害响应能力提供了实用有效的策略。
{"title":"Resilient emergency facilities location–allocation under cascading uncertainty: A two-stage robust optimization model","authors":"Hongyan Li ,&nbsp;Dongmei Yu ,&nbsp;Mengyuan Zhang","doi":"10.1016/j.seps.2025.102395","DOIUrl":"10.1016/j.seps.2025.102395","url":null,"abstract":"<div><div>The growing complexity of disasters originating from natural phenomena, compounded by cascading uncertainty, necessitates resilient emergency facilities location planning to enhance response capabilities. To address this challenge, this study proposes a novel “reinforcement-cascading uncertainty-recovery” framework to enhance system resilience. This framework specifically addresses the cascading effect propagation mechanism (CEPM) from supply-side facility disruptions to demand-side nodes, by integrating pre-disaster reinforcement with post-disaster coordinated response. Based on this framework, we develop a two-stage robust optimization model to jointly optimize facility location, structural reinforcement, and resource allocation decisions. A distinctive feature of our model is the decision-dependent uncertainty set, which captures the endogenous effect of reinforcement strategy on facility disruptions, and the cascading effect of facility disruptions on demand fluctuations. To solve the proposed model, we develop a hybrid methodology by combining a neutralization-based uncertainty transformation method with the column and constraint generation (C&amp;CG) algorithm to reformulate and solve the model. Through the earthquake case in Istanbul, we quantify the effect of reinforcement strategy on network resilience, conduct sensitivity analyses on key parameters, and derive critical managerial insights. Our results indicate that, in comparison to the baseline model without reinforcement strategy, the proposed model reduces the number of facilities that need to be opened by approximately 50% while maintaining the desired service level. These findings provide decision-makers with a practical and efficient strategy for enhancing disaster response capabilities under cascading uncertainty.</div></div>","PeriodicalId":22033,"journal":{"name":"Socio-economic Planning Sciences","volume":"104 ","pages":"Article 102395"},"PeriodicalIF":5.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating sustainable last-mile delivery modes using IF-MAIRCA: The perspective of local authorities 利用IF-MAIRCA评估可持续的最后一英里交付模式:地方当局的视角
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-11-29 DOI: 10.1016/j.seps.2025.102393
Fulya Zaralı , Şaban Fatih Yılmaz , Neslihan Demirel , Akram Elomiya , Stefan Jovčić
Significant changes have been observed in the shopping habits of urban populations, particularly following the onset of the COVID-19 pandemic. Shopping by physically going to the store has begun to be replaced by e-commerce shopping, offering advantages such as time savings, a wide variety of options, and opportunities for price comparison. Although online shopping enables modern urbanites to meet their needs comfortably, it increases the volume of commercial traffic in the city, resulting in emissions, parking problems, and air and noise pollution. For last-mile delivery (LMD)—one of the main contributors to commercial traffic in urban centers and defined as delivering orders to end customers—various alternative modes have been introduced in many countries and cities. These alternatives aim to replace conventional home delivery to reduce costs, lower energy consumption and emissions, eliminate failed deliveries, and address challenges such as low vehicle load rates and traffic congestion. Achieving these gains is closely related to the attitude of local authorities and the incentives and infrastructure provided by them. In this study, conventional home delivery and five alternative LMD modes (e-van, e-bike, drone, AGV, droid) are evaluated with a Multi-Criteria Decision-Making (MCDM) approach over a wide set of criteria from the perspective of local authorities. The IF-MAIRCA (Intuitionistic Fuzzy Multi-Attributive Ideal-Real Comparative Analysis) method is used to take into account the uncertainty in LMD processes and the intuition of decision-makers in the problem. The proposed framework is illustrated on a real-life problem in Kayseri, Türkiye. According to the results, the e-van was ranked first, followed by the e-bike, and the droid was ranked last. To test the consistency of the results obtained from IF-MAIRCA, a comparative analysis is conducted. An extended TOPSIS (Technique for Order Preference by Similarity to Ideal Solution), Grey Relational Analysis, and WASPAS (Weighted Aggregated Sum Product Assessment) methods are employed in an intuitionistic fuzzy environment for this purpose. Sensitivity analysis is also carried out to assess the robustness of the results against variations in the criteria weights. Analyses have shown that the performance rankings of alternatives obtained using different MCDM methods and varying criteria weights are generally consistent.
城市人口的购物习惯发生了重大变化,特别是在2019冠状病毒病大流行爆发后。实体商店购物已经开始被电子商务购物所取代,电子商务购物具有节省时间、选择范围广、价格比较机会等优点。尽管网上购物使现代都市人能够舒适地满足他们的需求,但它增加了城市的商业交通量,导致了排放、停车问题以及空气和噪音污染。最后一英里交付(LMD)是城市中心商业交通的主要贡献者之一,被定义为向最终客户交付订单,许多国家和城市已经引入了各种替代模式。这些替代方案旨在取代传统的送货上门,以降低成本,降低能耗和排放,消除送货失败,并解决车辆载重率低和交通拥堵等挑战。取得这些成果与地方当局的态度及其提供的奖励和基础设施密切相关。在本研究中,从地方当局的角度出发,采用多标准决策(MCDM)方法对传统的送货上门和五种替代的LMD模式(e-van, e-bike, drone, AGV, droid)进行了评估。采用IF-MAIRCA(直觉模糊多属性理想-真实比较分析)方法,考虑了LMD过程的不确定性和决策者对问题的直觉性。拟议的框架以斯里兰卡开塞利的一个现实问题为例。结果显示,电动面包车排名第一,其次是电动自行车,机器人排名最后。为了检验IF-MAIRCA所得结果的一致性,进行了对比分析。在直觉模糊环境中采用了扩展的TOPSIS(通过与理想解相似度来排序偏好的技术)、灰色关联分析和加权总和产品评估(WASPAS)方法。敏感性分析也进行了评估结果的稳健性对变化的标准权重。分析表明,采用不同的MCDM方法和不同的标准权重得到的备选方案的性能排名总体上是一致的。
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引用次数: 0
Foreword to the Special Issue “Data envelopment analysis: Novel models and methodologies for efficiency and performance assessment of public organizations” “数据包络分析:公共组织效率和绩效评估的新模型和方法”特刊前言
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-11-24 DOI: 10.1016/j.seps.2025.102386
Grammatoula Papaioannou, Victor V. Podinovski
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引用次数: 0
On education as a risky asset: Should the government help the working students? 教育作为一种风险资产:政府应该帮助打工学生吗?
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-11-22 DOI: 10.1016/j.seps.2025.102388
Corrado Andini , Pedro Telhado Pereira
One of the most important fields of government intervention in the economy is the field of education. In most countries, the government directly manages the provision of education up the secondary level and strongly finances higher-education activities, a policy that is seen as being useful to stimulate growth. Thus, a crucial issue from a socio-economic planning perspective is how to allocate the budget resources efficiently. A key argument in favour of government expenditure is that more education in a society today leads to higher income and tax receipts tomorrow. It follows that the initial public investment is somehow recovered at a later point in time. This argument, however, is typically based on the empirical evidence regarding the average wage returns for individuals who behave like in a standard human-capital model, i.e. individuals who stop schooling and start working. An understudied issue is whether it holds for working students that nowadays represent a significant share of the student population. This paper fills this gap in the literature by providing an economic rationale for government support to working students (e.g. special rights for these students while in higher education). It does so by performing a novel investigation of the return-risk link in education. The way in which it accounts for uncertainty due to pure individual luckiness is unique in the literature.
政府干预经济的最重要领域之一是教育领域。在大多数国家,政府直接管理中学以上教育的提供,并大力资助高等教育活动,这一政策被视为有助于刺激经济增长。因此,从社会经济规划的角度来看,一个关键问题是如何有效地分配预算资源。支持政府支出的一个关键论点是,今天社会中更多的教育将导致明天更高的收入和税收收入。由此可见,最初的公共投资会在稍后的时间点以某种方式收回。然而,这一论点通常是基于对行为符合标准人力资本模型的个人(即停止学业开始工作的个人)的平均工资回报的经验证据。一个未被充分研究的问题是,它是否适用于如今占学生总数很大一部分的在职学生。本文通过为政府支持在职学生(例如,这些学生在接受高等教育期间的特殊权利)提供经济依据,填补了文献中的这一空白。它通过对教育中的回报-风险联系进行一项新颖的调查来做到这一点。它解释纯粹的个人运气带来的不确定性的方式在文献中是独一无二的。
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引用次数: 0
Firms’ disclosure of university ties on their website: An explorative analysis of its role for innovation performance 企业在其网站上披露大学关系:其对创新绩效作用的探索性分析
IF 5.4 2区 经济学 Q1 ECONOMICS Pub Date : 2025-11-22 DOI: 10.1016/j.seps.2025.102387
Bastian Krieger , Stefania Scrofani , Linus Strecke
This paper explores a novel web-based indicator to examine how firms' disclosure of university ties on their websites shapes their innovation performance. First, using data from the German Community Innovation Survey 2023 and the Tenders Electronic Daily database, combined with firms' disclosure of university ties on their website provided by ISTARI.AI, we investigate the indicator's properties by comparing the most frequently disclosed types of university ties: innovation collaborations, university customers, and employee education, with firms' survey responses and their procurement contracts. Second, we analyze how website disclosure of university ties relates to firms' revenues from new or significantly improved products or services, applying Ordinary Least Squares, a Control Function, and a Lewbel Instrumental Variable approach. In sum, the website disclosure of ties with universities is significantly associated with their related survey items and procurement contracts. Moreover, website disclosures show no consistent association with revenues from innovations new-to-the-firm. A consistent statistically significant relationship emerges only for small firms, where website disclosures are associated with higher revenues from market novelties. These findings suggest that our web-based indicator captures ties between firms and universities and that disclosing these ties on firms' websites may influence the market success of their novel products.
本文探索了一种新的基于网络的指标,以检验企业在其网站上披露大学关系如何影响其创新绩效。首先,使用来自德国社区创新调查2023和招标电子日报数据库的数据,结合ISTARI提供的公司在其网站上披露的大学关系。通过比较最常披露的大学关系类型:创新合作、大学客户和员工教育,以及企业的调查回应和采购合同,我们调查了该指标的属性。其次,我们运用普通最小二乘法、控制函数和卢贝尔工具变量方法,分析了网站披露大学关系与公司从新的或显著改进的产品或服务中获得的收入之间的关系。综上所述,网站披露与高校的关系与其相关的调查项目和采购合同有着显著的相关性。此外,网站披露的信息显示,与公司的创新收入没有一致的联系。一个一致的统计显著的关系只出现在小公司,网站披露与更高的收入来自市场的新奇。这些发现表明,我们的基于网络的指标捕捉到了企业与大学之间的联系,而在企业网站上披露这些联系可能会影响其新产品的市场成功。
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引用次数: 0
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Socio-economic Planning Sciences
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