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面向社会科学家的数据分析

Data Analysis For Social Scientists
课程网址: https://ocw.mit.edu/courses/14-310x-data-analysis-for-social-scie...  
主讲教师: Prof. Esther Duflo; Dr. Sara Ellison
开课单位: 麻省理工学院
开课时间: 2023-01-01
课程语种: 英语
中文简介:
本课程介绍利用数据回答文化、社会、经济和政策问题的方法。我们将从概率和统计的基本概念开始。我们将继续介绍现代数据分析中的技术:回归和计量经济学、实验设计、随机对照试验(和 A/B 测试)、机器学习和数据可视化。 我们将通过从现实世界的例子和前沿研究中提取的应用来说明这些概念。最后,我们将提供有关使用统计包R的指导,并为学生提供进行自主实证分析的机会。 麻省理工学院在线 本课程从 14.310x 社会科学家数据分析中汲取材料,这是 MITx Online 提供的数据、经济学和政策设计 MicroMasters 计划的一部分。麻省理工学院在线课程完全免费审核,但学习者可以选择支付费用,这取决于学习者的支付能力,参加监考考试并获得课程证书。要访问该课程,请创建一个 MITx Online 帐户并注册课程 14.310x 社会科学家数据分析.
课程简介: This course introduces methods for harnessing data to answer questions of cultural, social, economic, and policy interest. We will start with essential notions of probability and statistics. We will proceed to cover techniques in modern data analysis: regression and econometrics, design of experiments, randomized control trials (and A/B testing), machine learning, and data visualization. We will illustrate these concepts with applications drawn from real-world examples and frontier research. Finally, we will provide instruction on the use of the statistical package R, and opportunities for students to perform self-directed empirical analyses. MITx Online This course draws materials from 14.310x Data Analysis for Social Scientists, which is part of the MicroMasters Program in Data, Economics, and Design of Policy offered by MITx Online. The MITx Online course is entirely free to audit, though learners have the option to pay a fee, which is based on the learner’s ability to pay, to take the proctored exam and earn a course certificate. To access that course, create an MITx Online account and enroll in the course 14.310x Data Analysis for Social Scientists.  
关 键 词: 数据分析; 现实世界; 自主实证
课程来源: 麻省理工学院公开课
数据采集: 2024-04-10:chenjy
最后编审: 2024-04-10:chenjy
阅读次数: 4