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Integrated carpooling and parking system to improve mobility: Case study at the University of Puerto Rico at Mayagüez 综合拼车和停车系统,以提高机动性:在波多黎各大学mayagez的案例研究
Pub Date : 2025-07-14 DOI: 10.1016/j.latran.2025.100039
Daniel Rodriguez-Roman , Misael Moctezuma Rivera , Elian Brevan Villanueva , Nayda G. Santiago , Héctor J. Carlo , Alberto M. Figueroa-Medina , Celimar Deida Villafañe
This paper describes the pilot test of a Parking Allocation and Ride-Sharing (PARS) system at the University of Puerto Rico at Mayagüez. PARS is a novel travel demand management strategy that integrates carpooling and parking management to address parking and mobility problems. The main components of the pilot were a mobile application for submitting parking and ride requests; cloud-based algorithms for ride matching, implementing a space reservation model, and verifying passenger occupancy in carpool vehicles; and internet-of-things devices for controlling access to a 20-space parking area. Surveys were conducted before and after the test to explore attitudes toward carpooling and evaluate participants' experiences. The pre-test survey focused on participants’ comfort levels with giving rides or being passengers in a university-coordinated carpooling program. Responses were analyzed using ordered logistic regression and structural equation modeling to examine how demographic characteristics relate to stated comfort with carpooling.
In the pre-test survey, 30–40 % of respondents agreed with statements indicating that they would be comfortable being carpool drivers in a university coordinated carpooling program, but fewer (26–33 %) agreed they would be comfortable being carpool passengers. The model estimation results suggest that there are differences in attitudes toward carpooling depending on the person’s gender, age, travel time, role in the university, and whether they are drivers. The pilot test demonstrated that the PARS technologies are an effective strategy for parking management and carpool coordination. Although female survey respondents were more likely to indicate that they were uncomfortable with carpooling – and particularly with having opposite-gender carpooling partners – they were not underrepresented among PARS users. On average, the system received 15.3 (±5.2) parking requests and 2.4 (±1.4) ride requests per day. The post-test survey analysis found that 82 % of PARS users had a positive experience. Two key lessons from the test were that marketing for new carpooling-based services requires considerable planning and resources and that mistrust of strangers is a major barrier to carpooling programs, even in universities.
本文介绍了波多黎各大学mayag ez分校的停车分配和乘车共享(PARS)系统的试点测试。PARS是一种新型的出行需求管理策略,它将拼车和停车管理相结合,以解决停车和出行问题。该试点项目的主要组成部分是提交停车和乘车请求的移动应用程序;基于云的乘车匹配算法,实现空间预订模型,并验证拼车车辆的乘客占用情况;还有物联网设备,用于控制进入20个车位的停车场。在测试前后分别进行了问卷调查,以探讨人们对拼车的态度,并评估参与者的体验。测试前的调查主要关注的是参与者在搭车或参加大学协调的拼车项目时的舒适程度。使用有序逻辑回归和结构方程模型分析了响应,以检查人口统计学特征与拼车舒适性的关系。在测试前的调查中,30 - 40% %的受访者同意在大学拼车计划中充当拼车司机的说法,但更少(26 - 33% %)的受访者同意充当拼车乘客的说法。模型估计结果表明,人们对拼车的态度存在差异,这取决于个人的性别、年龄、出行时间、在大学中的角色以及他们是否是司机。试验结果表明,PARS技术是一种有效的停车管理和拼车协调策略。尽管女性受访者更有可能表示她们对拼车感到不舒服,尤其是与异性拼车,但她们在PARS用户中的比例并不低。该系统平均每天收到15.3(±5.2)个停车请求和2.4(±1.4)个乘车请求。测试后的调查分析发现82% %的PARS用户有积极的体验。从测试中得出的两个关键教训是,新的拼车服务的营销需要大量的计划和资源,对陌生人的不信任是拼车项目的主要障碍,即使在大学里也是如此。
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引用次数: 0
Carbon dioxide emissions analysis from mandatory transportation of members of the university 大学成员强制性交通工具的二氧化碳排放分析
Pub Date : 2025-07-08 DOI: 10.1016/j.latran.2025.100038
Joseph Sánchez-Balseca , José Luis Piñeiros , Agustí Pérez-Foguet
The carbon dioxide (CO2) is the primary greenhouse gas (GHG) contributing to global warming. Mandatory transportation at universities is one of the significant sources of CO2 emissions. While emissions from transportation are commonly included in universities' carbon footprint analyses, they are often reported in general terms, hindering the implementation of disaggregated policies or incentives to mitigate them. This article presents a methodology for assessing CO2 emissions from mandatory transportation, categorizing sources into three groups related to university activities: (i) students, (ii) teaching and research staff, and (iii) administrative staff. The results indicate that use of individual car is the largest contributor to CO2 emissions, averaging approximately 2 kg per person per journey. Notably, CO2 emissions from cars are three times greater than the use of public transport and twice by use of taxis or similar services. The application of a simulated strategy (promoting walking and cycling) showed a potential reduction of CO2 emissions around 238.49 kg and proved to be more effective among administrative staff compared to the other groups. Additionally, the linear model used in the assessment demonstrated robust performance, with Nash-Sutcliffe Efficiency (NSE) values ranging from 0.833 to 0.898 and correlation coefficients between 0.91 and 0.94.
二氧化碳是导致全球变暖的主要温室气体。大学的强制性交通是二氧化碳排放的重要来源之一。虽然交通运输的排放通常包括在大学的碳足迹分析中,但它们经常被笼统地报道,阻碍了减轻它们的分类政策或激励措施的实施。本文提出了一种评估强制性交通运输产生的二氧化碳排放的方法,将排放源分为与大学活动相关的三类:(i)学生,(ii)教学和研究人员,以及(iii)行政人员。结果表明,个人汽车的使用是二氧化碳排放的最大贡献者,平均每人每次旅行约2 公斤。值得注意的是,汽车的二氧化碳排放量是使用公共交通的三倍,是使用出租车或类似服务的两倍。模拟策略(促进步行和骑自行车)的应用显示,二氧化碳排放量可能减少约238.49 kg,并且与其他组相比,在行政人员中被证明更有效。此外,用于评估的线性模型表现出稳健的性能,Nash-Sutcliffe效率(NSE)值在0.833至0.898之间,相关系数在0.91至0.94之间。
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引用次数: 0
Impact of the COVID-19 pandemic on e-commerce adoption in emerging economies COVID-19大流行对新兴经济体电子商务采用的影响
Pub Date : 2025-07-01 DOI: 10.1016/j.latran.2025.100037
Paula Penagos , Trilce Encarnación , Juana Jaramillo-Ríos , Carlos A. Gonzalez-Calderon , John Jairo Posada-Henao
The COVID-19 pandemic caused major disruptions to daily life, limiting in-person shopping and accelerating the shift to online retail. As lockdowns and social distancing measures were put in place, many consumers turned to e-commerce as an alternative. This study examines how the pandemic affected consumer behavior and evaluates how economic incentives influence the decision to shop online. Using survey data from the Medellín Metropolitan Area in Colombia, we estimate two ordinal logistic regression models to understand (1) how often consumers visited physical stores before making online purchases and (2) how frequently they shopped online. The results show that delivery costs, access to digital devices, and the types of products purchased online all affect whether consumers still visit stores. In contrast, online shopping frequency is more strongly associated with income and the purchase of specific items, such as pet and grocery products. Among the incentives tested, free shipping was more effective than discounts in encouraging consumers to shop exclusively online. These findings provide valuable insights into e-commerce adoption and can help inform strategies to improve urban logistics and support sustainable growth in the online retail sector, particularly in emerging economies.
2019冠状病毒病大流行对日常生活造成了重大干扰,限制了面对面购物,加速了向网上零售的转变。随着封锁和社交距离措施的实施,许多消费者转向电子商务作为替代选择。这项研究考察了疫情如何影响消费者行为,并评估了经济激励如何影响网上购物的决定。使用来自哥伦比亚Medellín都市圈的调查数据,我们估计了两个有序逻辑回归模型来理解(1)消费者在进行网上购物之前访问实体店的频率,以及(2)他们在网上购物的频率。结果显示,配送成本、数字设备的使用以及在线购买的产品类型都会影响消费者是否仍会光顾实体店。相比之下,网上购物频率与收入和购买特定物品(如宠物和杂货产品)的关系更密切。在测试的激励措施中,在鼓励消费者只在网上购物方面,免费送货比折扣更有效。这些发现为电子商务的采用提供了有价值的见解,可以帮助制定改善城市物流的战略,并支持在线零售业的可持续增长,特别是在新兴经济体。
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引用次数: 0
CO2 emission modeling for intercity trucking demand in Colombia 哥伦比亚城际卡车运输需求的二氧化碳排放模型
Pub Date : 2025-05-29 DOI: 10.1016/j.latran.2025.100036
John Jairo Posada-Henao , Paula A. Penagos-Rodríguez , Carlos A. Gonzalez-Calderon , Juan Galeano-Gallego , Ricardo Quintero-Giraldo
Trucking is among the most significant factors in generating supply chain pollution in developing countries like Colombia, and it serves as the primary means of transportation for commodities. Due to its impact on human health, flora, and fauna, pollution associated with trucking and its externalities are studied in public health, environmental, planning, and economic scenarios. However, there is a lack of understanding of its generation in developing countries with special topographic, social, and environmental characteristics, such as Latin American countries. Using data acquired from the Colombian Logistics Portal (CLP), an information system from the Colombian Department of Transportation (CDOT), the authors examined carbon dioxide (CO2) emissions produced by freight intercity trucking trips in the five most essential logistics corridors of the country. The Ordinary Least Squares (OLS) technique estimated econometric emission generation models (EGMs) between any Origin-Destination (O–D) pair for cargo movement in Colombia using the explanatory variables traveled distance, roadway slope, and cargo movement. This research aims to complement and generate information about pollution caused by freight transportation in Colombia and other developing countries with similar characteristics for future forecasting and policies focused on sustainable transportation. Freight policy outcomes and analyses are provided.
在哥伦比亚等发展中国家,卡车运输是造成供应链污染的最重要因素之一,它是商品运输的主要手段。由于其对人类健康、动植物的影响,与卡车运输有关的污染及其外部性在公共卫生、环境、规划和经济情景中得到了研究。然而,在具有特殊地形、社会和环境特征的发展中国家,如拉丁美洲国家,对其产生缺乏了解。利用哥伦比亚运输部(CDOT)的信息系统哥伦比亚物流门户(CLP)获得的数据,作者检查了该国五个最重要的物流走廊的城际货运卡车旅行产生的二氧化碳(CO2)排放量。普通最小二乘(OLS)技术使用行驶距离、道路坡度和货物移动的解释变量,估计了哥伦比亚任何出发地-目的地(O-D)对之间的计量排放产生模型(egm)。这项研究的目的是补充和产生关于哥伦比亚和其他具有类似特点的发展中国家货运造成的污染的资料,以供今后预测和着重可持续运输的政策之用。提供了运费政策结果和分析。
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引用次数: 0
Systematic analysis of vulnerability and resilience in road networks: A study of critical components and recent trends 道路网络脆弱性和恢复力的系统分析:关键组成部分和最新趋势的研究
Pub Date : 2025-05-14 DOI: 10.1016/j.latran.2025.100034
João Evangelista Dantas dos Santos, Bruno Vieira Bertoncini
The systematic literature review conducted addresses vulnerability in road networks, highlighting the relevance of this topic for urban mobility and the economy. The main findings of this review reveal that vulnerability is directly associated with concepts such as resilience, robustness, and reliability of road networks. The analyses indicate that vulnerability is not limited to physical failures in infrastructures but also includes disruptive events that impact the accessibility and recovery capacity of these networks. Through a bibliometric analysis of over 12,000 documents from three databases (SpringerLink, SCOPUS, and TRID), four primary keywords were identified: vulnerability, resilience, robustness, and reliability. For instance, the vulnerability of road networks was predominantly related to reduced accessibility in adverse event situations, underscoring the importance of mitigation and adaptation strategies. Resilience was frequently associated with the ability of networks to maintain functionality following disruptive events, while robustness was linked to the structural resistance of road infrastructure. Reliability, on the other hand, addressed the predictability of the transportation system, focusing on the consistency of travel times and the overall performance of the network. One of the central findings of the review is the increasing importance of considering vulnerability in future studies, given its connection to accessibility and the resilience of networks. This becomes crucial for urban planning and the formulation of public policies that promote sustainable and safe mobility. Furthermore, the study suggests that new approaches, such as the use of intelligent technologies and predictive analysis, may enhance vulnerability management and strengthen the resilience of road networks, contributing to a more robust and efficient infrastructure. Considering vulnerability is essential for developing road networks that are more resilient and capable of withstanding adverse events, ensuring effective mobility and minimizing economic impacts.
系统的文献综述处理了道路网络中的脆弱性,强调了这一主题与城市交通和经济的相关性。本综述的主要发现表明,脆弱性与道路网络的弹性、稳健性和可靠性等概念直接相关。分析表明,脆弱性不仅限于基础设施的物理故障,还包括影响这些网络的可访问性和恢复能力的破坏性事件。通过对来自三个数据库(SpringerLink、SCOPUS和TRID)的12,000多篇文献进行文献计量分析,确定了四个主要关键词:脆弱性、弹性、健壮性和可靠性。例如,道路网络的脆弱性主要与不利事件情况下的可达性降低有关,这突出了缓解和适应战略的重要性。弹性通常与网络在破坏性事件发生后保持功能的能力有关,而稳健性则与道路基础设施的结构阻力有关。另一方面,可靠性解决了运输系统的可预测性,重点是旅行时间的一致性和网络的整体性能。审查的中心发现之一是,考虑到脆弱性与网络的可及性和弹性的联系,在未来的研究中考虑脆弱性的重要性日益增加。这对于城市规划和制定促进可持续和安全交通的公共政策至关重要。此外,该研究表明,使用智能技术和预测分析等新方法可能会加强脆弱性管理,增强道路网络的复原力,从而有助于建立更强大、更高效的基础设施。考虑脆弱性对于发展更具弹性和能够承受不利事件的道路网络,确保有效的流动性和最大限度地减少经济影响至关重要。
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引用次数: 0
Traffic education with a focus on experiences in basic education: A global literature review 以基础教育经验为重点的交通教育:全球文献综述
Pub Date : 2025-05-12 DOI: 10.1016/j.latran.2025.100035
Alex Mota dos Santos , João Vitor Lima , Lorena Furtado , Letícia Gonçalves , Carlos Fabricio Assunção da Silva
The article aims to synthesize scientific production on traffic education worldwide, focusing on basic education. The methodology included a literature review from a bibliometric perspective, using R Software and the Biblioshiny website for document tracking, quantitative analyses, and a systematic perspective through qualitative document analysis. The results revealed a mapping of 347 documents from the Scopus database and 80 papers from the Web of Science database. After removing 54 duplicate documents, 373 papers produced between 1970 and 2024 were analyzed. From 2011 onwards, the growth consolidated, maintaining fluctuations at higher levels than those observed before this period. From a methodological perspective, 30.56 % of the articles present traffic education experiences with children in school environments. These articles analyze gamification, training, and behavioral patterns in safe crossings and circuits. They also explore children's risk perception and review materials such as manuals and textbooks used in traffic education. The remaining articles (69.44 % of the total analyzed) present analyses of driver and driving school student perceptions (risk behavior and attitudes) through questionnaires, accident data analysis, simulators for behavior analysis, and literature reviews. Traffic education is increasingly viewed not as an isolated initiative but as an ongoing and essential component of building a safe systems approach. However, evidence assessing its direct impact on crash reduction remains limited and inconclusive. This underscores the need for context-specific strategies to enhance traffic safety and integrate schoolchildren's education, driver awareness, and road infrastructure improvements. These findings highlight a growing but still fragmented body of research, with limited Latin American representation and a need for stronger empirical foundations. Continued efforts are needed to consolidate traffic education as a core pillar in road safety policy.
本文旨在综合世界范围内交通教育的科学成果,以基础教育为重点。研究方法包括从文献计量学角度进行文献综述,使用R软件和Biblioshiny网站进行文献跟踪、定量分析,以及通过定性文献分析的系统视角。结果显示了来自Scopus数据库的347篇文献和来自Web of Science数据库的80篇论文的映射。在删除54份重复文件后,分析了1970年至2024年的373份文件。从2011年起,增长得到巩固,波动幅度保持在高于这一时期之前的水平。从方法论的角度来看,30.56 %的文章呈现了儿童在学校环境中的交通教育经验。这些文章分析了安全交叉和电路中的游戏化、训练和行为模式。他们还探讨了儿童的风险认知,并审查了交通教育中使用的手册和教科书等材料。其余的文章(69.44 占分析总数的%)通过问卷调查、事故数据分析、行为分析模拟器和文献综述来分析驾驶员和驾校学生的认知(风险行为和态度)。交通教育越来越不被视为一项孤立的举措,而被视为建立安全系统方法的一个持续和必不可少的组成部分。然而,评估其对减少碰撞的直接影响的证据仍然有限和不确定。这突出表明,需要根据具体情况制定战略,以加强交通安全,并将学童教育、驾驶员意识和道路基础设施改善结合起来。这些发现突出表明,目前的研究正在不断增长,但仍然是碎片化的,拉丁美洲的代表性有限,需要更强有力的实证基础。需要继续努力巩固交通教育,使其成为道路安全政策的核心支柱。
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引用次数: 0
Addressing urban transport-related air pollution in Latin America: Insights and policy directions 解决拉丁美洲城市交通相关的空气污染:见解和政策方向
Pub Date : 2025-04-04 DOI: 10.1016/j.latran.2025.100033
Sonia C. Mangones , Yohén Cuéllar-Álvarez , Néstor Yezid Rojas-Roa , Mauricio Osses
Air pollution from transportation remains a critical environmental and public health issue in Latin America, affecting quality of life, sustainable development, and global climate objectives. This paper aims to empirically investigate the barriers and challenges of air quality and transport in the urban context of the region. Initially, we highlight the health and environmental implications of traffic-related air pollution, and stress the need for effective solutions. While not exhaustive, the conceptual and empirical findings of this study aim to guide planners and decision-makers in formulating public policies related to urban road transport. The paper offers (i) a description of air quality issues in Latin America, (ii) an analysis of potential solutions and strategies, including policy measures for air quality improvement and technological innovations in transportation, and (iii) guidance for devising effective strategies to combat this pressing environmental issue in the region. Through an interdisciplinary approach, we synthesize existing literature and emphasize the urgent need for coordinated action and a holistic strategy to address this complex challenge. Our findings highlight the crucial role of adopting clean technologies and promoting behavioral changes to mitigate air pollution effectively and achieve sustainable development in the region.
在拉丁美洲,交通造成的空气污染仍然是一个严重的环境和公共卫生问题,影响着生活质量、可持续发展和全球气候目标。本文旨在实证研究该地区城市环境中空气质量和交通的障碍和挑战。首先,我们强调与交通有关的空气污染对健康和环境的影响,并强调需要有效的解决办法。虽然不是详尽无遗,但本研究的概念和实证结果旨在指导规划者和决策者制定与城市道路交通有关的公共政策。本文提供了(i)对拉丁美洲空气质量问题的描述,(ii)对潜在解决方案和战略的分析,包括改善空气质量的政策措施和运输技术创新,以及(iii)制定有效战略以应对该地区这一紧迫环境问题的指导。通过跨学科的方法,我们综合现有文献,强调迫切需要协调行动和整体战略来应对这一复杂的挑战。我们的研究结果强调了采用清洁技术和促进行为改变对于有效减轻该地区的空气污染和实现可持续发展的关键作用。
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引用次数: 0
Effects of light-rail transit systems on cadastral values 轻轨交通系统对地籍价值的影响
Pub Date : 2025-04-03 DOI: 10.1016/j.latran.2025.100031
C. Erik Vergel-Tovar , Tomoyoshi Suzuki , Paulo Federico Martinez
Despite the well-known nature of Medellin as an innovative city there is little evidence regarding the impact of its mass transit systems on cadastral values. We examined the extensions of the Light-Rail Transit (LRT) system on cadastral values between 2007 and 2019 through a difference in difference research design looking at the effects of the announcement, construction and starting of operations milestones of the project. Our research findings suggest that the expansion of the city’s transportation network, with the LRT project, has premiums on the cadastral values. We found positive effects between 0.3 % and 1.2 % between 2017 and 2019, after the beginning of commercial operations in 2016. Based on our findings we discussed the implications for transportation and urban development policies in cities implementing LRT systems.
尽管麦德林是一个众所周知的创新城市,但几乎没有证据表明其公共交通系统对地籍价值的影响。我们通过差异研究设计研究了2007年至2019年期间轻轨交通(LRT)系统的扩展对地籍价值的影响,研究了该项目公告、建设和运营里程碑的影响。我们的研究结果表明,城市交通网络的扩张,与轻轨项目,有溢价地籍价值。我们发现,在2016年开始商业运营后,2017年至2019年期间,0.3 %和1.2 %之间存在积极影响。基于我们的研究结果,我们讨论了实施轻轨系统的城市对交通和城市发展政策的影响。
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引用次数: 0
Imputing informal workers for transportation modeling in Latin America by the use of machine learning techniques 通过使用机器学习技术为拉丁美洲的运输建模推算非正式工人
Pub Date : 2025-03-28 DOI: 10.1016/j.latran.2025.100032
César Maia de Souza , Roberto Ponce-Lopez , Gonzalo Gaudencio Peraza-Mues , Alejandro Antonio Dominguez-Cristerna , Eric J. Miller
The informal economy plays a critical role in the Global South, particularly in large urban areas such as Mexico City, where over 50 % of jobs belong to this segment. It is crucial to understand the travel behavior of informal workers and effectively integrate these patterns into advanced transportation models, such as activity-based models (ABMs). This study proposes a unique approach for identifying informal workers across distinct economic sectors in Mexico’s Monterrey metropolitan area, by utilizing an Origin-Destination survey and the National Occupation and Employment Survey (ENOE). Machine learning models, trained on the ENOE dataset and applied to the OD survey, first classified workers as formal or informal, and subsequently reassigned informal laborers who had initially been classified under “Other" to the construction or commerce categories. The use of the Gradient Boosted Trees (GBT) classifier emerged as the optimal method, yielding accuracies of 78.0 % and 70.7 % for the two stages. Differences between predicted results and observed values fall within an acceptable range, especially in sectors with high informal worker rates. The resulting estimate and characterization of informal workers can potentially be integrated into ABMs, thereby providing a foundation for assessing the responses of informal workers to infrastructure policy interventions.
非正规经济在全球南方发挥着关键作用,特别是在墨西哥城等大城市地区,其中超过50% %的工作属于这一部门。了解非正式工人的出行行为,并将这些模式有效地整合到先进的交通模型中,如基于活动的模型(ABMs),这是至关重要的。本研究提出了一种独特的方法来识别墨西哥蒙特雷大都市区不同经济部门的非正式工人,通过利用起源-目的地调查和国家职业和就业调查(ENOE)。在ENOE数据集上训练并应用于OD调查的机器学习模型首先将工人分类为正式或非正式工人,随后将最初归类为“其他”类别的非正式工人重新分配到建筑或商业类别。使用梯度提升树(GBT)分类器是最优方法,在两个阶段的准确率分别为78.0 %和70.7 %。预测结果与观察值之间的差异在可接受的范围内,特别是在非正规工人率高的部门。由此产生的对非正规工人的估计和特征可以潜在地整合到ABMs中,从而为评估非正规工人对基础设施政策干预的反应提供基础。
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引用次数: 0
Key factors influencing the efficiency and competitiveness of Brazilian public ports: The role of a costing system 影响巴西公共港口效率和竞争力的关键因素:成本核算系统的作用
Pub Date : 2025-02-21 DOI: 10.1016/j.latran.2025.100030
Rafael Fontoura Andriotti , Guilherme Bergmann Borges Vieira , Francisco José Kliemann Neto
This study aimed to analyze the key factors affecting the efficiency and competitiveness of Brazilian public ports and the potential contribution of a costing system to enhance them. To achieve this objective, a qualitative-exploratory study on Brazilian public ports was conducted. The research was operationalized through in-depth interviews with key stakeholders of the Brazilian port sector, who were intentionally selected based on their profiles and experience in the industry. The interviews were recorded, transcribed and submitted to content analysis procedures. The findings suggest two main complementary approaches to increase the efficiency and competitiveness of Brazilian public ports: sectoral and managerial. In the sectoral approach, three aspects must be considered: legal framework, planning and integration between governmental bodies. In the managerial approach, the results led to a recommendation toward the implementation of a costing system that integrates with other management tools and databases to generate strategic information supporting the decision-making process.
本研究的目的是分析影响巴西公共港口效率和竞争力的关键因素,以及成本核算系统对提高这些因素的潜在贡献。为了实现这一目标,对巴西公共港口进行了定性探索性研究。这项研究是通过对巴西港口部门的主要利益相关者进行深入访谈来实施的,这些利益相关者是根据他们的简介和行业经验有意选择的。访谈被记录、转录并提交内容分析程序。调查结果提出了提高巴西公共港口效率和竞争力的两种主要互补办法:部门和管理办法。在部门办法中,必须考虑三个方面:法律框架、规划和政府机构之间的一体化。在管理方法方面,结果导致建议执行一个成本计算系统,该系统与其他管理工具和数据库结合起来,以产生支持决策过程的战略资料。
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Latin American Transport Studies
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