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Airline restructuring: A dynamic programming approach combined with genetic algorithm for network and fleet downsizing 航空公司重组:一种结合遗传算法的网络和机队精简动态规划方法
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-15 DOI: 10.1016/j.tranpol.2025.103955
Wei-Ting Chen , Cheng-Lung Wu , Yi-Chung Chen , Yi-Wen Chen
In the decade following the 2007–2008 financial crisis, more than 1,400 airlines, commercial air services, and charter companies went bankrupt. During the COVID-19 pandemic, hundreds of airlines applied to declare bankruptcy. Despite these challenges, many airlines have demonstrated the ability to recover through successful restructuring following bankruptcy protection. A famous example is Japan Airlines (JAL), which faced bankruptcy in 2010 but successfully returned to the market through the Tokyo Stock Exchange in just two years and eight months. At the core of JAL's restructuring was network and fleet downsizing. This study formulates a dynamic programming (DP) model to assist the restructuring airline's action on each route and aircraft, considering the airline's ability to repay debt. A genetic algorithm (GA) is devised to solve the proposed problem. The numerical experiment results suggest that airlines should withdraw routes with huge losses, deficient load factors, low profits, and few connections. Furthermore, the restructuring airline must stop providing flights on routes that do not have direct links to its base country, despite the high connectivity of these routes. For routes with high connectivity and potential profitability, the results suggest that the airline terminates operations in the early stage of restructuring but resumes them later. Regarding fleet downsizing, the airline is required to remove old aircraft types, retain those with moderate debt and assets, and introduce new aircraft types into the fleet. The results closely mirror the patterns observed in JAL's restructuring, suggesting the feasibility and validity of the proposed approach.
在2007-2008年金融危机之后的十年里,有1400多家航空公司、商业航空服务公司和包机公司破产。在新冠肺炎大流行期间,数百家航空公司申请破产。尽管面临这些挑战,许多航空公司已经证明了通过破产保护后的成功重组来恢复的能力。2010年面临破产危机的日本航空公司(JAL)在2年零8个月后通过东京证券交易所成功上市。日航重组的核心是精简航线网络和机队。本研究在考虑航空公司偿债能力的情况下,建立一个动态规划(DP)模型,以协助重组航空公司在每条航线和飞机上的行动。设计了一种遗传算法来解决所提出的问题。数值实验结果表明,航空公司应该退出亏损大、客座率不足、利润低、连接数少的航线。此外,重组后的航空公司必须停止在与基地国没有直接联系的航线上提供航班,尽管这些航线的连通性很高。对于高连通性和潜在盈利能力的航线,结果表明航空公司在重组的早期阶段终止运营,但在后期恢复运营。关于机队缩减,航空公司被要求去除旧机型,保留那些适度的债务和资产,并引入新的机型进入机队。研究结果与日本航空公司的重组模式非常吻合,表明了该方法的可行性和有效性。
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引用次数: 0
Policy optimization for shore power adoption in maritime ports: Assessing incentives under demand uncertainty 港口岸电采用的政策优化:需求不确定性下的激励评估
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-13 DOI: 10.1016/j.tranpol.2025.103949
Keke Liu , Wenyuan Wang , Yun Peng , Jiaqi Guo , Taizhou Yu
Shore power (SP) represents a critical solution for reducing maritime emissions, yet its widespread adoption faces persistent policy and infrastructural challenges. This study develops an integrated optimization framework addressing two interrelated barriers: chronic underutilization of SP infrastructure resulting from sub-optimal policy design, and emerging grid stability risks caused by concentrated SP demand. Through a novel nonlinear mixed-integer optimization model, we evaluate three policy instruments—electricity tariff subsidies (ETS), non-compliance penalties (NCP), and mandatory usage requirements (MU)—to quantify their cost-benefit trade-offs under different electricity tariff scenarios, with a particular focus on balancing the environmental benefits of SP adoption and the financial costs of policy implementing. The analysis demonstrates that policy effectiveness is highly sensitive to tariff structures, with optimized combinations simultaneously reducing implementation costs and maximizing uptake. Scenario simulations further reveal that while peak-period SP demand can significantly threaten grid reliability, strategic berth scheduling can mitigate these disturbances by 20–70 %. Validated through comprehensive case studies, the findings offer policymakers and port authorities practical tools to accelerate maritime electrification while maintaining energy security. The proposed methodology also offers transferable potential for renewable energy integration in ports and other energy-intensive industries.
岸电(SP)是减少海上排放的关键解决方案,但其广泛采用面临着持续的政策和基础设施挑战。本研究开发了一个集成优化框架,解决了两个相互关联的障碍:由次优政策设计导致的长期未充分利用的SP基础设施,以及由集中的SP需求引起的新兴电网稳定风险。通过一种新颖的非线性混合整数优化模型,我们评估了三种政策工具——电价补贴(ETS)、违规处罚(NCP)和强制使用要求(MU)——以量化它们在不同电价情景下的成本效益权衡,并特别关注了采用SP的环境效益和政策实施的财务成本之间的平衡。分析表明,政策有效性对关税结构高度敏感,优化组合可以同时降低实施成本并最大限度地提高吸收率。情景模拟进一步表明,虽然高峰时段的SP需求会严重威胁电网的可靠性,但战略性泊位调度可以减轻20 - 70%的干扰。通过全面的案例研究,研究结果为政策制定者和港口当局提供了实用的工具,以加速海上电气化,同时维护能源安全。拟议的方法还为港口和其他能源密集型工业的可再生能源整合提供了可转让的潜力。
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引用次数: 0
Assessing the potential of combined vehicle-to-grid and rooftop photovoltaics strategies for reshaping city-level power load profiles 评估联合车辆到电网和屋顶光伏策略的潜力,以重塑城市一级的电力负荷概况
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-11 DOI: 10.1016/j.tranpol.2025.103952
Jingna Yang , Kaile Zhou
The rapid growth of electric vehicles (EVs) and rooftop photovoltaics (RPVs) is transforming urban energy systems, their combined impacts on city-level power load demand remain underexplored. This study develops a scenario-based framework to evaluate combined impact of vehicle-to-grid (V2G) discharging strategies and RPV deployment on representative weekday hourly net load, peak and valley loads, and load fluctuation intensity across 41 cities in the Yangtze River Delta (YRD). Results indicate that the combined strategies integrating orderly EV charging and discharging with RPV generation in scenario S9 can reduce the peak load by approximately 21.9 GW, lower the peak–valley difference to around 51.6 GW, and reduce the load fluctuation intensity by approximately 50 % compared with the baseline scenario in 2030 in YRD region. Lower electricity demand cities, such as Lianyungang, exhibit up to 70 % reductions in midday load, whereas high-load metropolitan areas, such Shanghai, show relatively limited improvements. However, when an excessive number of EVs participate in V2G or the RPV penetration becomes too high, load may experience stronger fluctuations. Policy recommendations include promoting coordinated EV charging and discharging, and the integrated deployment of RPV and energy storage systems to enhance energy system resilience.
电动汽车(ev)和屋顶光伏(rpv)的快速发展正在改变城市能源系统,它们对城市电力负荷需求的综合影响尚未得到充分探讨。本研究建立了一个基于场景的框架,评估了车辆到电网(V2G)排放策略和RPV部署对长三角41个城市代表性工作日小时净负荷、峰谷负荷和负荷波动强度的综合影响。结果表明,与2030年基线情景相比,情景S9下电动汽车有序充放电与RPV发电相结合的组合策略可使长三角地区峰值负荷减少约21.9 GW,峰谷差降至51.6 GW左右,负荷波动强度降低约50%。电力需求较低的城市,如连云港,正午负荷减少了70%,而高负荷的大都市,如上海,改善相对有限。然而,当参与V2G的电动汽车数量过多或RPV渗透率过高时,负载可能会出现更大的波动。政策建议包括促进电动汽车的协调充放电,以及RPV和储能系统的集成部署,以增强能源系统的弹性。
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引用次数: 0
Parking management in an era of HDVs mixed with CAVs: A dispatch-based approach 无人驾驶汽车与自动驾驶汽车混合时代的停车管理:基于调度的方法
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-10 DOI: 10.1016/j.tranpol.2025.103951
Chi Feng , Wei Tang , Lihui Zhang , Zhenyu Mei
Connected autonomous vehicles (CAVs), which can self-relocate, seem to be able to alleviate the shortage of parking supplies at the trip destinations. However, in the mixed phase, before CAVs fully replace human-driven vehicles (HDVs), social managers still need to consider the imbalance between supply and demand for parking of HDVs. To allocate parking resources more efficiently, this paper proposes a parking dispatch system, which dynamically dispatches CAVs among different parking lots to change the distribution of parking demand. An agent-based modelling approach is presented with the consideration of CAVs mixed with HDVs. Using trip data from Hangzhou, we evaluate the effects of the parking dispatch system under different CAV penetration and parking supply. The results show that the dispatch system is effective in improving the parking experience for HDVs and can reduce operating cost for the whole society. The proposed dispatch-based strategy will help to enrich the theory and methodology of parking management for the mixed era.
可以自动移动的联网自动驾驶汽车(cav)似乎能够缓解旅行目的地停车供应短缺的问题。然而,在混合阶段,在自动驾驶汽车完全取代人类驾驶汽车之前,社会管理者仍然需要考虑人类驾驶汽车停车供需失衡的问题。为了更有效地配置停车资源,本文提出了一种停车调度系统,通过动态调度自动驾驶汽车到不同的停车场,从而改变停车需求的分布。提出了一种基于智能体的cav与hcv混合建模方法。利用杭州市的出行数据,评价了不同自动驾驶汽车普及率和停车位供给条件下停车调度系统的效果。结果表明,该调度系统能够有效地改善重型车辆的停车体验,降低全社会的运营成本。提出的基于调度的停车管理策略有助于丰富混合时代停车管理的理论和方法。
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引用次数: 0
Using impact fees to fund regional transportation infrastructure: Ways to enhance revenue yield equitably 利用影响费资助区域交通基础设施:公平提高收入的途径
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-09 DOI: 10.1016/j.tranpol.2025.103948
Shishir Mathur
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引用次数: 0
Assessing adaptive port resilience through AIS trajectories: Insights from five global hubs 通过AIS轨迹评估适应性港口弹性:来自五个全球枢纽的见解
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-06 DOI: 10.1016/j.tranpol.2025.103941
Chunzhu Wei , Xufeng Liu , Haobin Li , Bo Wang
Traditional assessments of port resilience often overlook vessel scheduling dynamics within port areas and fail to incorporate spatiotemporal perspectives alongside statistical data, particularly under supply chain disruptions. This study integrates AIS data within Vessel Traffic Service (VTS) zones to propose a resilience assessment framework across five major global ports, evaluating vulnerability, robustness, and recoverability using one statistical indicator (throughput) and three spatiotemporal metrics (vessel count, transit time, scheduling frequency) during COVID-19.Through Seasonal-Trend Decomposition using Loess, the study quantifies disruption phases, revealing that vulnerability and robustness periods last 1.02–2.63 months, while recovery last 1.02–2.63 months. Among the cases, Shanghai exhibited the highest vulnerability, whereas Ningbo–Zhoushan and Singapore demonstrated the fastest recovery. Further, a threshold model reveals a nonlinear marginal relationship between throughput gains and port scheduling efficiency. Under high operational stress (>71.34 %), optimal VTS transit times (47.99–94 h) yield peak throughput of ∼68,000 tons per vessel. However, scheduling flexibility remains constrained by environmental and infrastructural limitations, particularly for large vessels at Hong Kong and Shenzhen. These insights demonstrate the value of real-time AIS analytics in capturing operational adaptability and guiding strategic planning to enhance port resilience in an era of growing global trade uncertainty.
传统的港口弹性评估往往忽略了港口区域内的船舶调度动态,未能将时空视角与统计数据结合起来,特别是在供应链中断的情况下。本研究将船舶交通服务(VTS)区域内的AIS数据整合在一起,提出了一个跨全球五大港口的弹性评估框架,使用一个统计指标(吞吐量)和三个时空指标(船舶数量、过境时间、调度频率)评估2019冠状病毒病期间的脆弱性、稳健性和可恢复性。利用黄土进行季节趋势分解,量化破坏阶段,脆弱性期和稳健期分别为1.02 ~ 2.63个月,恢复期为1.02 ~ 2.63个月。其中,上海的脆弱性最高,宁波-舟山和新加坡的恢复速度最快。此外,阈值模型揭示了吞吐量增益与端口调度效率之间的非线性边际关系。在高操作压力(> 71.34%)下,最佳VTS过境时间(47.99-94小时)使每艘船的峰值吞吐量达到约68,000吨。然而,调度灵活性仍然受到环境和基础设施的限制,特别是对香港和深圳的大型船舶。这些见解证明了实时AIS分析在捕捉运营适应性和指导战略规划方面的价值,从而在全球贸易不确定性日益增加的时代增强港口的弹性。
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引用次数: 0
Dynamic analysis and simulation of the economic viability of sustainable aviation fuel blending in airlines: Emphasizing China's pilot policy and future development potential 航空公司可持续航空燃料混合经济可行性的动态分析与模拟:强调中国的试点政策和未来发展潜力
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-05 DOI: 10.1016/j.tranpol.2025.103944
Lijun Liang , Peirong Chen , Mengze Ma
The transition to Sustainable Aviation Fuel (SAF) is a critical strategy for aligning China's aviation sector with global climate commitments. This study develops an integrated economic–environmental–energy complex-system framework for airlines and employs a system dynamics approach to simulate the economic viability and development potential of China's current SAF pilot policy, using Beijing as a case study. The model further explores optimized policy pathways. Key findings indicate that: (1) Airlines' economic contribution is highly vulnerable to external shocks, such as the COVID-19 pandemic; (2) While the existing 1 % SAF blending pilot policy is economically viable in the short term due to its limited adverse impact, its long-term sustainability is questionable as economic contribution begins to decline markedly after a post-pandemic inflection point; (3) Increasing the SAF blending ratio gradually erodes airline profits, as cost pressures from SAF adoption outweigh potential benefits like carbon emission reductions and partial cost pass-through to passengers, which is influenced by price elasticity of demand; (4) While a basic subsidy for SAF use is marginally effective, only when subsidies cover 70 % of SAF costs do airlines begin to recover profitability with SAF blending, albeit with diminishing returns over time; (5) An additional subsidy tied to emission reduction efficiency significantly enhances airlines' economic contribution, with more pronounced long-term benefits. Based on these results, the study proposes an integrated and flexible policy combining dual-subsidy and production-side cost-reduction measures to balance short-term transition needs with long-term fiscal sustainability. By integrating multidisciplinary perspectives and adopting a complex-system framework, this study offers theoretical and practical innovations—providing evidence-based insights for policymakers and airline managers in designing effective SAF transition strategies.
向可持续航空燃料(SAF)转型是中国航空业与全球气候承诺保持一致的关键战略。本研究为航空公司开发了一个综合的经济-环境-能源复杂系统框架,并采用系统动力学方法模拟了中国目前SAF试点政策的经济可行性和发展潜力,并以北京为例进行了研究。该模型进一步探索了优化的政策路径。主要研究结果表明:①航空公司的经济贡献极易受到外部冲击的影响,如COVID-19大流行;(2)虽然现有的1% SAF混合试点政策短期内经济可行,因为其不利影响有限,但其长期可持续性值得怀疑,因为在大流行后的拐点后,经济贡献开始显著下降;(3)增加SAF混合比例会逐渐侵蚀航空公司的利润,因为采用SAF带来的成本压力超过了碳减排和部分成本转嫁给乘客等潜在收益,这受到需求价格弹性的影响;(4)虽然对SAF使用的基本补贴是边际有效的,但只有当补贴覆盖SAF成本的70%时,航空公司才开始通过SAF混合恢复盈利能力,尽管随着时间的推移回报会递减;(5)与减排效率挂钩的额外补贴显著提高了航空公司的经济贡献,长期效益更为显著。基于这些结果,本研究提出了一项综合灵活的政策,将双重补贴和生产方面的成本降低措施结合起来,以平衡短期转型需求和长期财政可持续性。通过整合多学科视角和采用复杂系统框架,本研究提供了理论和实践创新,为决策者和航空公司管理者设计有效的SAF转型战略提供了基于证据的见解。
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引用次数: 0
Strategic decisions in competitive EV supply chains under the dual credit policy: The role of power structures and alliances 双重信用政策下竞争性电动汽车供应链的战略决策:权力结构和联盟的作用
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-05 DOI: 10.1016/j.tranpol.2025.103943
Qiuting Li , Si Li , Ying Li
The dual credit policy (DCP) has become a key instrument in promoting the development of the electric vehicle (EV) industry. Within EV supply chains, power batteries, being the most critical and cost-intensive component, play a decisive role in shaping the industry’s competitive dynamics. This study examines how variations in power structure influence the effectiveness of the DCP and the strategic behavior of supply chain participants. Specifically, it analyzes an EV supply chain comprising a power battery supplier and two manufacturers under both decentralized and alliance-based decision-making frameworks. Furthermore, the study explores how power dynamics affects the decision-making behavior of supply chain members and evaluates the policy’s effectiveness. The main findings are as follows: (1) An increase in the new energy vehicle credit coefficient and credit trading price enhances the revenues of all EV supply chain participants, with stronger effects observed for those in dominant positions. (2) Forming an alliance consistently promotes the improvement of battery technology, regardless of the underlying power structure. However, the lowest level of technological advancement occurs when either the supplier or its alliance takes the leadership role. (3) Although alliances contribute to expanding overall market demand, they do not necessarily enhance the benefits of all participants. Only when the alliance assumes a leading position do its benefits exceed those achieved under decentralized decision-making. These findings provide valuable implications for policymakers and industry stakeholders seeking to optimize cooperative and competitive strategies and to leverage the DCP more effectively in fostering sustainable growth within the EV sector.
双积分政策已成为推动电动汽车产业发展的重要手段。在电动汽车供应链中,动力电池作为最关键、成本最密集的部件,在塑造行业竞争动态方面发挥着决定性作用。本研究探讨权力结构的变化如何影响供应链参与者的战略行为和DCP的有效性。具体而言,本文分析了分散决策框架和联盟决策框架下由一个动力电池供应商和两个制造商组成的电动汽车供应链。此外,本研究探讨权力动态如何影响供应链成员的决策行为,并评估政策的有效性。研究结果表明:(1)新能源汽车信用系数和信用交易价格的提高对所有供应链参与者的收益都有促进作用,且对处于优势地位的参与者的影响更大。(2)无论底层的权力结构如何,联盟的形成始终如一地促进了电池技术的进步。然而,当供应商或其联盟处于领导地位时,技术进步水平最低。(3)虽然联盟有助于扩大整体市场需求,但并不一定能提高所有参与者的利益。只有当联盟处于领导地位时,其收益才会超过分散决策下的收益。这些发现为政策制定者和行业利益相关者寻求优化合作和竞争战略,更有效地利用DCP促进电动汽车行业的可持续增长提供了有价值的启示。
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引用次数: 0
Do driver assistance systems mitigate passengers’ perceived risk when riding with a driver under the influence of alcohol? Evidence from a discrete choice experiment among youths 驾驶辅助系统是否能减轻醉酒驾驶时乘客的感知风险?来自青年离散选择实验的证据
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-04 DOI: 10.1016/j.tranpol.2025.103940
Beatrice Biondi
Recently, the presence of Advanced Driver Assistance Systems (ADAS) on passenger cars has become extensive, also prompted by EU regulation mandating their inclusion in new vehicles. While ADAS are effective in reducing crash frequency, there is growing concern about a potential risk compensation effect — namely, that drivers or passengers may engage in riskier behavior due to a perceived increase in safety when ADAS are present. This study evaluates the trade-offs made by youths when assessing the risk of riding with a driver under the influence of alcohol, in the presence or absence of ADAS. We develop a discrete choice experiment and estimate several discrete choice models, including latent class and hybrid choice models. Our findings suggest that many respondents perceive ADAS as mitigating the danger associated with higher alcohol intake, implying that the presence of ADAS may unintentionally lower perceived risk and potentially encourage risk-taking behavior. Both model types reveal heterogeneity in preferences, with a significant association between perceived negative consequences of drink driving and the mitigating effect attributed to ADAS. Policy implications are discussed.
最近,高级驾驶辅助系统(ADAS)在乘用车上的应用越来越广泛,欧盟法规也要求在新车中安装ADAS。虽然ADAS在降低碰撞频率方面是有效的,但人们越来越担心潜在的风险补偿效应——即,当ADAS存在时,驾驶员或乘客可能会因为感知到安全性的提高而从事更危险的行为。本研究评估了青少年在评估酒后驾驶风险时所做的权衡,无论是否有ADAS。我们开发了一个离散选择实验,并估计了几种离散选择模型,包括潜在类和混合选择模型。我们的研究结果表明,许多受访者认为ADAS可以减轻与高酒精摄入量相关的危险,这意味着ADAS的存在可能会无意中降低感知风险,并可能鼓励冒险行为。两种模型类型都揭示了偏好的异质性,在酒后驾驶的感知负面后果与ADAS的缓解效果之间存在显著关联。讨论了政策影响。
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引用次数: 0
Competitive advantage in the aviation in the context of resource dependence theory: The case of ground handling services 资源依赖理论背景下的航空竞争优势:以地勤服务为例
IF 6.3 2区 工程技术 Q1 ECONOMICS Pub Date : 2025-12-04 DOI: 10.1016/j.tranpol.2025.103942
Ahmet Ertek , Deniz Taşcı
This study examines competitive advantage in the aviation sector within the context of resource dependency theory, specifically focusing on the ground handling services sector. The aim of the study is to identify the resources on which ground handling services companies depend within the context of resource dependency theory, to examine the competition experienced in the sector, and to determine the strategies used to achieve competitive advantage. The scope of the study consists of Group A ground handling companies operating in Türkiye. A qualitative research method was used in the study, and the data collected using semi-structured interviews were analyzed with the MAXQDA2020 program. The analysis revealed that the ground handling sector in Türkiye is costly and volatile, while competition in the sector is balanced and low. In ground handling companies, there is a greater reliance on outsources such as equipment, training, and workforce-human resource. The high cost of resources, regulatory compliance, frequent audits, and lack of alternative suppliers create a situation of forced dependency. Although competition within the sector is balanced and low, the competition between companies cannot be ignored. Ground handling companies generally provide services that are standardized by regulations and do not vary greatly, but they have advantages over their competitors in cargo-warehouse services and platinum services. In addition, ground handling companies have advantages in terms of sustainability, safety, and size. In this regard, ground handling companies implement collaboration-focused, quality-focused, cost-focused, and customer-focused strategies to gain a competitive advantage. Effective management of the procurement process for resources used in the ground handling services sector and dependency relationships related to resources provides companies with a competitive advantage. Companies manage dependency relationships by incorporating available resources into their own structures. However, due to the specialized areas of expertise, the necessity of the relationship, and the high costs involved, companies resort to outsourcing when necessary.
本研究在资源依赖理论的背景下考察了航空部门的竞争优势,特别关注地勤服务部门。本研究的目的是在资源依赖理论的背景下确定地勤服务公司所依赖的资源,检查该部门所经历的竞争,并确定用于实现竞争优势的战略。研究范围包括在香港营运的A集团地勤服务公司。本研究采用定性研究方法,采用半结构化访谈法收集数据,采用MAXQDA2020程序进行分析。分析显示,泰国地勤部门成本高昂且不稳定,而该部门的竞争是平衡和低的。在地勤服务公司中,对设备、培训和人力资源等外包的依赖程度更高。资源的高成本、法规遵从性、频繁的审计以及缺乏替代供应商造成了一种被迫依赖的情况。虽然行业内的竞争是均衡的、低水平的,但企业之间的竞争也不容忽视。地勤服务公司提供的服务一般都是按规定标准化的,差别不大,但他们在货仓服务和白金服务方面比竞争对手有优势。此外,地勤服务公司在可持续性、安全性和规模方面具有优势。在这方面,地勤公司实施以协作为中心、以质量为中心、以成本为中心和以客户为中心的战略,以获得竞争优势。有效管理地勤服务部门使用的资源的采购过程以及与资源相关的依赖关系,为公司提供了竞争优势。公司通过将可用资源合并到自己的结构中来管理依赖关系。然而,由于专业领域的专长,关系的必要性,以及所涉及的高成本,公司在必要时求助于外包。
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引用次数: 0
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Transport Policy
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