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所在平台: Coursera专项课程 课程类别: 其他类别 大学或机构: CourseraNew |
课程主页: https://www.coursera.org/specializations/data-collection
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课程名称: 调查数据收集与分析专业 概述: 本专业涵盖市场研究、评估研究、社会科学与政治研究、官方政府统计及其他多个主题领域中调查的基础知识。通过六门课程，您将学习问卷设计基础、数据收集方法、抽样设计、处理缺失值、进行估算、合并来自不同来源的数据以及调查数据分析。在最终的Capstone项目中，您将应用所学技能，通过分析和比较多个数据源来进行实际操作。 本专业的教师来自密歇根州的调查方法学计划与马里兰大学、密歇根大学合作的调查方法论联合计划。该计划由美国国家科学基金会和跨机构统计政策联合会成立的数据收集公司Westat支持，旨在培养下一代调查研究人员、统计学家和方法学家。除了这个专业，我们还提供短期课程、暑期学校、证书、硕士学位及博士程序。 课程大纲: 1. [数据收集与分析框架](https://www.coursera.org/learn/data-collection-framework)：概述现有数据产品及数据收集生态。 2. [数据收集：在线、电话与面对面](https://www.coursera.org/learn/data-collection-methods)：研究数据收集决策如何影响调查错误。 3. [社会调查问卷设计](https://www.coursera.org/learn/questionnaire-design)：涵盖问卷设计与评估的基本要素。 4. [抽样方法：人群、网络与记录](https://www.coursera.org/learn/sampling-methods)：探讨如何选择有效样本。 5. [处理缺失值](https://www.coursera.org/learn/missing-data)：讨论加权样本调查的方法，包括调整非响应及使用外部数据。 6. [复杂数据的合并与分析](https://www.coursera.org/learn/data-collection-analytics-project)：学习如何使用调查权重估算描述性统计。 通过纯文本格式提供的信息，便于您进一步了解课程内容和结构。
Course Link: https://www.coursera.org/learn/data-collection-framework
Name:Framework for Data Collection and Analysis
Description:This course will provide you with an overview over existing data products and a good understanding of the data collection landscape. With ... Enroll for free.
Course Link: https://www.coursera.org/learn/data-collection-methods
Name:Data Collection: Online, Telephone and Face-to-face
Description:This course presents research conducted to increase our understanding of how data collection decisions affect survey errors. This is not a ... Enroll for free.
Course Link: https://www.coursera.org/learn/questionnaire-design
Name:Questionnaire Design for Social Surveys
Description:This course will cover the basic elements of designing and evaluating questionnaires. We will review the process of responding to questions, ... Enroll for free.
Course Link: https://www.coursera.org/learn/sampling-methods
Name:Sampling People, Networks and Records
Description:Good data collection is built on good samples. But the samples can be chosen in many ways. Samples can be haphazard or convenient ... Enroll for free.
Course Link: https://www.coursera.org/learn/missing-data
Name:Dealing With Missing Data
Description:This course will cover the steps used in weighting sample surveys, including methods for adjusting for nonresponse and using data external ... Enroll for free.
Course Link: https://www.coursera.org/learn/data-collection-analytics-project
Name:Combining and Analyzing Complex Data
Description:In this course you will learn how to use survey weights to estimate descriptive statistics, like means and totals, and more complicated ... Enroll for free.
This specialization covers the fundamentals of surveys as used in market research, evaluation research, social science and political research, official government statistics, and many other topic domains. In six courses, you will learn the basics of questionnaire design, data collection methods, sampling design, dealing with missing values, making estimates, combining data from different sources, and the analysis of survey data. In the final Capstone Project, you’ll apply the skills learned throughout the specialization by analyzing and comparing multiple data sources. Faculty for this specialisation comes from the Michigan Program in Survey Methodology and the Joint Program in Survey Methodology, a collaboration between the University of Maryland, the University of Michigan, and the data collection firm Westat, founded by the National Science Foundation and the Interagency Consortium of Statistical Policy in the U.S. to educate the next generation of survey researchers, survey statisticians, and survey methodologists. In addition to this specialization we offer short courses, a summer school, certificates, master degrees as well as PhD programs.
调查数据收集和分析专业：该专业涵盖用于市场研究，评估研究，社会科学和政治研究，官方政府统计数据以及许多其他主题领域的调查基础。在六门课程中，您将学习问卷设计的基础知识，数据收集方法，抽样设计，处理缺失值，进行估算，合并来自不同来源的数据以及调查数据的分析。在最终的Capstone项目中，您将通过分析和比较多个数据源来应用整个专业领域学到的技能。 该专业的教师来自密歇根州的调查方法学计划和调查方法论联合计划，这是马里兰大学，密歇根大学与美国国家科学基金会和跨机构联合会成立的数据收集公司Westat的合作美国统计政策研究中心，以教育下一代调查研究人员，调查统计学家和调查方法学家。除了这个专业外，我们还提供短期课程，暑期学校，证书，硕士学位以及博士学位课程。