认知心理学中的标准实验范式设计和数据排除实践可能无意中在参与者样本中引入系统的"影子"偏见
Emma M Siritzky1, Patrick H Cox1,2, Sydni M Nadler1
1Department of Psychological & Brain Sciences, The George Washington University, 2013 H St NW, Washington, DC, 20006, USA.
Cognitive research: principles and implications
|October 21, 2023
概括
认知心理学研究往往包含来自繁任务或数据排除的隐藏"影子"偏见,影响样本的代表性. 解决这些微妙的抽样问题对于更可靠和更可概括的研究结果至关重要.
科学领域:
- 认知心理学 认知心理学
- 研究方法研究方法研究方法学
背景情况:
- 标准的认知心理学研究实践可以引入无意的抽样偏见.
- 这些被称为"影子"偏见的偏见往往未被承认,并可能降低研究可靠性和概括性.
- 例如,从漫长的实验或数据排除标准 (如注意力检查) 中得出的偏见.
研究的目的:
- 探索认知心理学研究中"影子"偏见的理论和实践问题.
- 为了说明注意力检查如何使用真实数据扭曲潜在变量.
- 讨论这些偏见的含义,并提出管理或承认这些偏见的方法.
主要方法:
- 在认知心理学中对采样偏见的理论评论.
- 使用真实数据的实证说明,以证明注意力检查对潜变量的影响.
- 讨论对研究实践的影响.
主要成果:
- 注意力检查和其他标准排除可以系统地删除特定人口子集的数据 (例如,那些良心低的人).
- 这种系统的数据删除可以在剩余的样本中歪曲潜伏/隐藏的变量.
- 影子偏差,如果不承认,就会损害研究样本的代表性.
结论:
- "影子"偏见对认知心理学研究的有效性构成了重大,经常被忽视的威胁.
- 研究人员必须积极识别,管理或承认这些偏见,以提高样本的代表性.
- 意识和方法调整是提高认知心理学发现的可靠性和通用性的关键.
相关概念视频
Bias
4.3K
Bias refers to any tendency that prevents a question from being considered unprejudiced. In research, bias occurs when one outcome or answer is selected or encouraged over others in sampling or testing. Bias can occur during any research phase, including study design, data collection, analysis, and publication.
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
4.3K
Experimental Designs
11.5K
An experimental design is a systematic process that allows researchers to evaluate the relationship between dependent and independent variables. There are three widely used types of experimental design - pre-experimental design, true experimental design, and quasi-experimental design. In pre-experimental design, the researcher compares the data before and after some interventions or treatments. The true-experimental design has more than one purposefully created group, a commonly measured...
11.5K
Blind Procedures
10.6K
Ideally, the people who observe and record the children’s behavior are unaware of who was assigned to the experimental or control group, in order to control for experimenter bias. Experimenter bias refers to the possibility that a researcher’s expectations might skew the results of the study. Remember, conducting an experiment requires a lot of planning, and the people involved in the research project have a vested interest in supporting their hypotheses. If the observers knew which...
10.6K
Ethics in Research
23.0K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
23.0K
Naturalistic Observations
15.5K
If you want to understand how behavior occurs, one of the best ways to gain information is to simply observe the behavior in its natural context. However, people might change their behavior in unexpected ways if they know they are being observed. How do researchers obtain accurate information when people tend to hide their natural behavior? As an example, imagine that your professor asks everyone in your class to raise their hand if they always wash their hands after using the restroom. Chances...
15.5K
Bias in Epidemiological Studies
314
Biases can arise at various stages of research, from study design and data collection to analysis and interpretation. Recognizing and addressing these biases is essential to ensure the validity and reliability of epidemiological findings.Broadly speaking, biases in epidemiology fall into three main categories: selection bias, information bias, and confounding. A more detailed description of possible biases is:
314


