Applied Panel Data Analysis for Economic and Social Surveys
Applied Panel Data Analysis for Economic and Social Surveys
复制标题
经济和社会调查的应用面板数据分析
DOI：
10.1007/978-3-642-32914-2
复制
发表时间：
2013
期刊：
影响因子：
--
通讯作者：
Schmidt
中科院分区：
文献类型：
--
作者：
Andress;Golsch;Schmidt
许多经济和社会调查被设计为小组研究，这些研究为描述社会变化和检验社会现象之间的因果关系提供了重要数据。这本教科书展示了如何管理、描述和建模这些类型的数据。它提供了连续和分类因变量的模型，重点关注这些变量在不同时间点的水平或它们随时间的变化。它涵盖了固定和随机效应模型、变化分数模型和事件历史模型。所有统计方法都使用学术期刊中的研究实例以应用为中心的风格进行解释，读者可以通过附带网站上提供的数据复制这些实例。由于所有模型都是相互比较的，它为在应用研究中选择正确的模型提供了有价值的帮助。该教材面向社会科学、心理学、工商管理和经济学领域的硕士和博士生以及应用研究人员。读者应该熟悉线性回归，并对普通最小二乘估计有很好的理解。
Many economic and social surveys are designed as panel studies, which provide important data for describing social changes and testing causal relations between social phenomena. This textbook shows how to manage, describe, and model these kinds of data. It presents models for continuous and categorical dependent variables, focusing either on the level of these variables at different points in time or on their change over time. It covers fixed and random effects models, models for change scores and event history models. All statistical methods are explained in an application-centered style using research examples from scholarly journals, which can be replicated by the reader through data provided on the accompanying website. As all models are compared to each other, it provides valuable assistance with choosing the right model in applied research. The textbook is directed at master and doctoral students as well as applied researchers in the social sciences, psychology, business administration and economics. Readers should be familiar with linear regression and have a good understanding of ordinary least squares estimation.