证据积累的注意力动态解释了为什么更多的人在风险下做出更好的决定
1Chair for General Psychology II, Katholische Universität Eichstätt-Ingolstadt, Ostenstraße 25, 85072, Eichstätt, Germany. veronika.zilker@ku.de.
Scientific reports
|August 13, 2024
概括
更多的个体通过优化信息处理,在风险下做出更好的决策. 这项研究揭示了注意力,审议和价值处理如何解释计算能力对决策质量的影响.
科学领域:
- 认知心理学 认知心理学
- 决策科学科学 决策科学
- 神经经济学 神经经济学
背景情况:
- 数学影响了处于风险状态下的决策,更多的数学个体倾向于更高的预期价值 (EV) 选择.
- 以前的研究表明,这种差异不仅仅是由于明确的EV计算.
研究的目的:
- 调查数字化对风险决策质量的影响背后的认知机制.
- 为了正式化和测试候选机制:注意力分配,审议程度和价值处理扭曲.
主要方法:
- 使用注意力漂移扩散模型 (aDDM) 作为计算框架.
- 进行了眼睛追踪实验,以捕捉决策前的信息处理.
- 模拟眼睛跟踪数据以量化注意力,审议和信息处理.
主要成果:
- 数字性与在选项之间注意力分配的独特模式有关.
- 数学能力较强的人在做出选择之前需要更多的证据 (更长的审议).
- 较高的计算能力与在偏好形成过程中较少扭曲无人参与的信息相关.
结论:
- 注意力分配,审议时间和价值处理扭曲显著调解了计算能力和决策质量之间的关系.
- 这项研究提供了一种正式的,机械化的解释,解释了算术如何影响风险选择结果.
相关概念视频
The Anchoring-and-Adjustment Heuristic
7.2K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.2K
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
6.4K
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...
6.4K
Decision Making
101
Decision-making is a fundamental cognitive process that involves evaluating alternatives and selecting among them. This process can range from simple choices, such as deciding what to wear, to complex decisions, like choosing a major in college or a career path. The complexity of the decision often dictates the approach we use, which can be broadly categorized into two types: automatic and controlled decision-making.
Automatic decision-making is fast, intuitive, and relies on gut feelings...
Automatic decision-making is fast, intuitive, and relies on gut feelings...
101
Confirmation Biases
5.5K
The confirmation bias is the tendency to focus on information that confirms our existing beliefs and ignore information that is inconsistent with our expectations. For example, if you think that your professor is not very nice, you notice all of the instances of rude behavior exhibited by the professor while ignoring the countless pleasant interactions he is involved in on a daily basis. Have you ever fallen prey to the confirmation bias, either as the source or target of such bias?
5.5K
Decision Making: P-value Method
5.3K
The process of hypothesis testing based on the P-value method includes calculating the P- value using the sample data and interpreting it.
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
5.3K


