信息价值与灵活性成本:双重采购和人工智能采购的比较,以实现弹性供应
Baozhuang Niu1, Zebin Zheng1, Lingfeng Wang1
1School of Business Administration, South China University of Technology, Guangzhou, P. R. China.
概括
人工智能 (AI) 采购提供供应弹性,但由于供应商定价,可能不具有成本效益. 进口商优先考虑成本节约而不是弹性,AI采购的趋势不会改变.
科学领域:
- 全球贸易和供应链管理
- 运营研究和管理科学 运营研究和管理科学
- 人工智能应用程序 人工智能应用程序
背景情况:
- 不同的国际检查和检疫标准造成了严重的进口中断和海关风险.
- 供应链的弹性对全球贸易至关重要,基于人工智能 (AI) 的智能采购和传统的双重采购策略是关键的方法.
- 了解与人工智能采购相关的权衡对于优化进口战略至关重要.
研究的目的:
- 分析在全球贸易中采用基于人工智能的智能采购策略所涉及的权衡.
- 评估进口商偏好人工智能采购的条件.
- 与传统方法相比,评估人工智能采购对成本效益和弹性的影响.
主要方法:
- 制定人工智能采购的权衡,包括信息分析价值,灵活性成本和利益相关者的竞争/合作动态.
- 经济建模以比较基于人工智能的智能采购与传统的双源采购策略.
- 基于海关干扰概率和当地生产成本的进口商偏好分析.
主要成果:
- 进口商倾向于采购人工智能,当海关干扰的可能性很高,当地生产成本适度时.
- 由于供应商的定价行为,人工智能采购的实际成本效益往往低于预期.
- 进口商更倾向于降低成本,而不是提高供应链的弹性.
结论:
- 人工智能采购对进口商来说是一个复杂的决定,平衡潜在的弹性收益与成本影响.
- 供应商定价策略可以显著影响人工智能采购的成本效益.
- 无论人工智能在采购方面的进步如何,进口商的基本偏好仍然是低成本而不是弹性.
相关概念视频
Distribution Reliability and Automation
103
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
103
The Availability Heuristic
5.9K
A heuristic is a general problem-solving framework (Tversky & Kahneman, 1974). You can think of these as mental shortcuts that are used to solve problems. Different types of heuristics are used in different types of situations, and the impulse to use a heuristic occurs when one of five conditions is met (Pratkanis, 1989):
5.9K
Reason and Intuition
6.3K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.3K
Decision Making: Traditional Method
4.0K
The process of hypothesis testing based on the traditional method includes calculating the critical value, testing the value of the test statistic using the sample data, and interpreting these values.
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
4.0K
Independent and Dependent Sources
998
In electrical circuits, sources play a crucial role in providing power for the operation of the circuit. These sources can be broadly categorized into two types: independent and dependent.
Independent voltage or current sources supply a fixed amount of voltage or current, respectively, which is unaffected by other elements within the circuit. These are represented using specific symbols. Independent voltage sources are symbolized with polarities (+ and -), indicating the direction of the...
Independent voltage or current sources supply a fixed amount of voltage or current, respectively, which is unaffected by other elements within the circuit. These are represented using specific symbols. Independent voltage sources are symbolized with polarities (+ and -), indicating the direction of the...
998
Information Processing Approach
28
The information-processing theory of cognitive development centers on fundamental mental processes, including attention, memory, and problem-solving skills. Researchers in this field examine how cognitive abilities, such as working memory, evolve and influence children's overall development. Studies indicate that children with stronger working memory tend to excel in reading comprehension, math, and problem-solving compared to peers with less efficient memory skills. Low working memory is...
28


