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DATA5207: Data Analysis in the Social Sciences
DATA5207-Data-Analysis-in-the-Social-Sciences
kunzhang1110 • Updated Dec 21, 2023
2025 unit information 2025单位信息
Data science is a new, rapidly expanding field. There is an unprecedented demand from technology companies, financial services, government and not-for-profits for graduates who can effectively analyse data. This subject will help students gain a critical understanding of the strengths and weaknesses of quantitative research, and acquire practical skills using different methods and tools to answer relevant social science questions. This subject will offer a nuanced combination of real-world applications to data science methodology, bringing an awareness of how to solve actual social problems to the Master of Data Science. We cover topics including elections, criminology, economics and the media. You will clean, process, model and make meaningful visualisations using data from these fields, and test hypotheses to draw inferences about the social world. Techniques covered range from descriptive statistics and linear and logistic regression, the analysis of data from randomised experiments, model selection for prediction and classification tasks, to the analysis of unstructured text as data, multilevel and geospatial modelling, all using the open source program R. In doing this, not only will we build on the skills you have already mastered through this degree, but explore different ways to use them once you graduate.
数据科学是一个快速发展的新领域。科技公司、金融服务、政府和非营利组织对能够有效分析数据的毕业生有着前所未有的需求。本课程将帮助学生批判性地了解定量研究的优点和缺点,并获得使用不同方法和工具回答相关社会科学问题的实践技能。本课程将把现实世界的应用与数据科学方法论进行细致入微的结合,让数据科学硕士了解如何解决实际的社会问题。我们涵盖的主题包括选举、犯罪学、经济学和媒体。您将使用这些领域的数据进行清理、处理、建模和进行有意义的可视化,并测试假设以得出有关社会世界的推论。涵盖的技术范围从描述性统计、线性和逻辑回归、随机实验数据分析、预测和分类任务的模型选择,到非结构化文本数据分析、多层次和地理空间建模,所有这些都使用开源程序 R。在此过程中,我们不仅会以您通过该学位已经掌握的技能为基础,还会探索您毕业后使用这些技能的不同方法。
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Supporting Statement for Enrollment in DATA5207: Data Analysis in the Social Sciences (Intensive December Session)
I am applying for the Intensive December session of DATA5207 because I wish to make the most of my summer break by furthering my knowledge in data analysis, a field that greatly interests me. This course will not only enhance my understanding of data-driven methodologies in social sciences but also complement my academic and professional development in the rapidly growing area of data analysis.
Given my keen interest in exploring how data can provide insights into societal trends, I am confident that the intensive learning environment will allow me to fully immerse myself in the subject matter and apply these skills in future projects and research. Furthermore, completing this unit during the summer break will help me maintain momentum in my studies and give me a head start for the upcoming academic year.
Thank you for considering my application.
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