对敏感主题调查的交叉模型:对项目选择和统计分析的一般框架
Marco Gregori1, Martijn G De Jong2, Rik Pieters3
1Warwick Business School, University of Warwick.
Psychometrika
|February 25, 2026
概括
间接询问技术,就像交叉智能模型一样,改善了对敏感主题的真实调查答案. 本研究引入了一种新的方法和贝叶斯方法,以更好地选择基线项目和更有效地分析数据.
科学领域:
- 社会科学 社会科学 社会科学
- 统计 统计 统计 统计
- 调查方法 调查方法
背景情况:
- 关于敏感话题的直接调查问题可能会导致响应偏差.
- 间接询问技术旨在通过保护参与者的隐私来提高数据准确性.
- 横向模型是一种间接的技术,将敏感和非敏感的项目配对起来.
研究的目的:
- 开发一个综合的方法来选择合适的基线项目在横向模型.
- 提出新的贝叶斯估计方法来分析来自横向模型的数据.
- 提高现有横向模型应用程序的效率和放松假设.
主要方法:
- 开发了基于概念和统计因素的基线项目选择方法.
- 在方法论中提出了四种不同的统计模型.
- 引入了新的贝叶斯估计技术来实现这些模型.
- 评估模型效率与常见的横向模型应用相比.
主要成果:
- 新的方法提供了对基线项目选择的结构化方法.
- 建议的贝叶斯方法提供了更高的效率和潜在的宽松的统计假设.
- 对LGBT态度的实证应用证明了Crosswise模型的实用性.
结论:
- 综合方法和贝叶斯估计提高了横向模型的适用性和可靠性.
- 这项研究有助于在敏感问题上收集更准确的数据.
- 可用的工具 (应用程序,代码) 支持更广泛地采用改进的横向模型.
相关概念视频
Surveys
17.1K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
17.1K
Cross-Sectional Research
12.7K
In cross-sectional research, a researcher compares multiple segments of the population at the same time. If they were interested in people's dietary habits, the researcher might directly compare different groups of people by age. Instead of following a group of people for 20 years to see how their dietary habits changed from decade to decade, the researcher would study a group of 20-year-old individuals and compare them to a group of 30-year-old individuals and a group of 40-year-old...
12.7K
Types of Surveys
394
Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
394
Study Design in Statistics
10.1K
A study design is a set of techniques that allow a researcher to collect and analyze data from different variables defined for a specific research problem. Statistics is commonly for effective study design and more robust experiments,
Does aspirin reduce the risk of heart attacks? Is one brand of fertilizer more effective at growing roses than another? Is fatigue as dangerous to a driver as the influence of alcohol? Questions like these are answered using randomized experiments with proper...
Does aspirin reduce the risk of heart attacks? Is one brand of fertilizer more effective at growing roses than another? Is fatigue as dangerous to a driver as the influence of alcohol? Questions like these are answered using randomized experiments with proper...
10.1K
Data Collection by Survey
9.2K
The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
9.2K
One-Way ANOVA: Unequal Sample Sizes
6.8K
One-way ANOVA can be performed on three or more samples of unequal sizes. However, calculations get complicated when sample sizes are not always the same. So, while performing ANOVA with unequal samples size, the following equation is used:
6.8K


