如何在实验中检查外部有效性
1Department of Economics, University of Michigan, Ann Arbor, Michigan, USA.
概括
研究人员可以使用治疗效应方法在内部评估实验的外部有效性. 这种方法检查实验结果是否适用于其他政策,而不需要外部数据.
科学领域:
- 计量经济学 计量经济学
- 实验设计 实验设计
- 政策评估 政策评估
背景情况:
- 实验估计可能缺乏对替代政策的外部有效性.
- 评估外部有效性通常涉及将实验数据与外部数据集进行比较.
- 在评估单个实验数据中的外部有效性的方法中存在差距.
研究的目的:
- 在实验数据中引入内部评估外部有效性的方法.
- 从治疗效应文献中提供可访问的方法.
- 为了促进对政策分析的概括性审查.
主要方法:
- 讨论治疗效果的方法.
- 应用风格化的例子,以提供清晰的说明.
- 专注于外部有效性的内部评估技术.
主要成果:
- 研究人员可以利用现有的治疗效果框架来评估外部有效性.
- 内部检查在外部数据比较之前提供了一个初步步骤.
- 提出的方法提供了一个结构化的方法来开始有效性检查.
结论:
- 对外部有效性的内部评估是可行的,使用已建立的计量经济学技术.
- 这些方法提高了对实验概括性的理解.
- 该研究为研究人员设计和分析实验提供了实用工具.
相关概念视频
What is an Experiment?
11.4K
An experiment is a planned activity carried out under controlled conditions. The purpose of an experiment is to investigate the relationship between two variables. When one variable causes change in another, we call the first variable the explanatory or independent variable. The affected variable is called the response or dependent variable. In a randomized experiment, the researcher manipulates values of the explanatory variable and measures the resulting changes in the response variable. The...
11.4K
Statistical Significance
20.1K
Once data is collected from both the experimental and the control groups, a statistical analysis is conducted to find out if there are meaningful differences between the two groups. A statistical analysis determines how likely any difference found is due to chance (and thus not meaningful). In psychology, group differences are considered meaningful, or significant, if the odds that these differences occurred by chance alone are 5 percent or less. Stated another way, if we repeated this...
20.1K
Reliability and Validity
12.7K
Reliability and validity are two important considerations that must be made with any type of data collection. Reliability refers to the ability to consistently produce a given result. In the context of psychological research, this would mean that any instruments or tools used to collect data do so in consistent, reproducible ways.
12.7K
Controls in Experiments
7.5K
When conducting an experiment, it is crucial to have control to reduce bias and accurately measure the dependent variables. It also marks the results more reliable. Controls are elements in an experiment that have the same characteristics as the treatment groups but are not affected by the independent variable. By sorting these data into control and experimental conditions, the relationship between the dependent and independent variables can be drawn. A randomized experiment always includes a...
7.5K
Group Design
8.9K
The most basic experimental design involves two groups: the experimental group and the control group. The two groups are designed to be the same except for one difference— experimental manipulation. The experimental group gets the experimental manipulation—that is, the treatment or variable being tested—and the control group does not. Since experimental manipulation is the only difference between the experimental and control groups, we can be sure that any differences between...
8.9K
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
125
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
125


