- Course introduction
- 1. Academic English
- 1.1 Vocabulary
- 1.2 Analysis, synthesis, and argument
- 1.3 Critical thinking
- 2. Principles of economics and finance
- 2.1 Course materials
- 2.2 Research
- 2.3 Assessment & feedback
- 3. Data literacy and data analysis
- Statistical thinking and tools in economics and other sciences
- 3.1 Data analystics in spreadsheets
- 3.1.1 Predefined functions
- 3.1.2 Conditional functions and lookups
- 3.2 Intermediate spreadsheets
- 3.2.1 What's in a cell?
- 3.2.2 Working with numbers
- 3.2.3 Logic & errors
- 3.2.4 Positional Matching
- Calendar for C1/C2 classes
Course introduction
This unique course combines three interlinked subjects: academic English, economics, economic history, and finance—occasionallly touching on political economy. Starting from a basic overview of economic and financial concepts, it quickly escalates and covers in sufficient depth the mechanics and personages behind the modern financial system: Adam Smith, Thomas Hobbes, and Alexander Hamilton.
The Academic English part of the course focuses on writing Oxford-style essays and research papers.
The Data Literacy section gives a solid foundation in technical skills: spreadsheets and Python.
这门独特的课程结合了三门相互关联的学科:学术英语、经济学、经济史和偶尔涉及政治经济学的金融学。从经济和金融概念的基本概述开始,它迅速升级并充分深入地涵盖了现代金融体系背后的机制和人物:亚当·斯密、托马斯·霍布斯和亚历山大·汉密尔顿。 本课程的学术英语部分侧重于撰写牛津风格的论文和研究论文。 数据识别符部分提供了技术技能的坚实基础:电子表格和Python。
1. Academic English
1.1 Vocabulary
This part of the course starts off with an intensive course in high- and low-frequency academic vocabulary employed in scietific papers and international English exams (IELTS, TOEFL, CAE-C1, CPE-C2). We base the course on two highly acclaimed vocabulary builders, Verbal Advantage by Charles Harrington Elster, and Word Power Made Easy by Norman Lewis. These two books are not made only for English learners, but for native English speakers who desire to broaden their vocabulary—ie., high-flying academics and business leaders. Both books contain words which abound in international tests like the ones mentioned above plus the GRE, and that are in the 95-99th percentile in terms of usage, ie. only 1-5% of native speakers know their meanings and proper usage. These are most commonly found in exam tasks that the vast majority of students fail to complete.
本课程的这一部分从一门关于科学论文和国际英语考试(雅思、托福、CAE-C1、CPE-C2)中使用的高低频学术词汇的强化课程开始。本课程以两位广受好评的词汇建设者为基础,查尔斯·哈林顿·埃尔斯特的《口头优势》和诺曼·刘易斯的《轻松掌握词汇》。这两本书不仅是为英语学习者编写的,而且是为那些希望扩大词汇量的以英语为母语的人编写的,例如,有才华的学者和商界领袖。这两本书中的词汇在国际测试中比比皆是,比如上面提到的那些加上GRE,在用法方面,它们的使用率在95-99%之间,也就是说,只有1-5%的母语人士知道它们的意思和正确用法。这些是最常见的考试任务,绝大多数学生没有完成
Each of the books has an audiobook version and offers plenty of exercises and vocabulary tests. Most of these will be automated in Canvas, our online learning system, to save time in class, and in class we will instead focus on the proper usage and context in which this vocabulary might appear.
每本书都有一本有声读物,并提供大量的练习和词汇测试。其中大部分将在Canvas(我们的在线学习系统)中自动完成,以节省课堂时间,而在课堂上,我们将关注这些词汇可能出现的正确用法和上下文。
1.2 Analysis, synthesis, and argument
The articles and videos for this course are taken from reputable publications such as The Economist, the Wall Street Journal, and the Financial Times. These are excellent choices not only for their high-quality journalism and exemplary use of English, but also for the fact that most exam material for IELTS and TOEFL comes from these publications or ones closely resembling them, such as UK and US newspapers, and popular science magazines. In order to acquaint the students with their writing style and see how exam papers are made, we will be deconstructing their arguments and trying to find corroborating evidence or evidence to the contrary. The students will be required to present at least one article (~600-800 words) to class in under 7 minutes each day—this will allow ample practise in analysis and synthesis, as well as making concise slideshows and critical evaluation of arguments.
本课程的文章和视频来自著名出版物,如《经济学人》、《华尔街日报》和《金融时报》。这些都是很好的选择,不仅因为他们的高质量的新闻报道和模范的英语使用,而且因为大多数雅思和托福考试的材料都来自这些出版物或与之非常相似的出版物,如英国和美国的报纸和科普杂志。为了让学生们熟悉他们的写作风格,了解试卷是如何制作的,我们将解构他们的论点,并试图找到确凿的证据或相反的证据。要求学生每天在7分钟内至少向课堂提交一篇文章(约600-800字),这将有助于进行充分的分析和综合练习,并制作简明的幻灯片和批判性的论据评价。
1.3 Critical thinking
The course will also give an introduction to the Thinking Skills Assessment, a test used by the Universities of Oxford and Cambridge and University College London for their Economics and PPE (Politics, Philosophy, and Economics) which combines questions on high-school-level mathematics with spatial reasoning and logic/critical thinking. The course teaches to spot underlying assumptions, premises of arguments, intermediate and final conclusions. An example of such an exercise is given below, and the answer for it is under the toggle below. We will start off the course by taking one practice test without prior instruction, and then check for progress after the class has fininshed in the same manner.
本课程还将介绍思维技能评估(Thinking Skills Assessment),这是牛津大学、剑桥大学和伦敦大学学院(University College London)的经济学和PPE(Politics,Philosophy,and Economics)考试,该考试将高中数学问题与空间推理和逻辑/批判性思维相结合。本课程教授发现基本假设、论点前提、中间结论和最终结论。下面给出了这样一个练习的例子,答案在下面的切换下。我们将在没有事先指导的情况下,先进行一次实践测试,然后以同样的方式在课程结束后检查进度。
The argument concludes that aliens have not come to Earth and abducted people. To support this conclusion, it offers an alternative explanation for the experiences reported by those who believe they have been abducted by aliens. It describes what happens in sleep paralysis, and says that the sensations it induces match the experiences of everyone who claims to have been abducted by aliens. We can identify the second sentence as an intermediate conclusion that sleep paralysis is the correct explanation for the reported experiences. In order to conclude from this that no-one has been abducted by aliens, it must be assumed that those who have reported abduction by aliens are the only people who believe that this has happened to them. Thus C is the response which states the underlying assumption.
A is not assumed, since the argument states that abduction by aliens has never happened.B is not an assumption, because the argument states that many people claim to have been abducted by aliens. D is not assumed because the argument concludes that there are no people who have been abducted by aliens.
E is not a necessary assumption. The purpose of the argument is to give the correct explanation as to why people believe they have been abducted by aliens. People who dream without remembering the dream do not have a belief that they have been abducted by aliens, so the possibility of there being such people does not affect the argument.
2. Principles of economics and finance
2.1 Course materials
This course is based on reading materials from the EC100 course at the London School of Economics and Political Science and Introductory Economics course at Oxford University, the primary textbook for this course is Gregory Mankiw's Principles of Economics (2021 ed.). It covers all major principles in economics and gives contemporary examples and case studies that are in the news, which allows us to make more references to texts from The Economist, the Financial Times, and the Wall Street Journal:
本课程以伦敦政治经济学院EC100课程和牛津大学经济学入门课程的阅读材料为基础,本课程的主要教材是格雷戈里·曼昆的《经济学原理》(2021版)。它涵盖了经济学中的所有主要原则,并给出了新闻中的当代例子和案例研究,使我们能够更多地参考《经济学人》、《金融时报》和《华尔街日报》的文本:
How People Make Decisions
1. People face trade-offs. 2. the cost of something is what you give up to get it. 3. Rational people think at the margin. 4. People respond to incentives.
How People Interact
5. trade can make everyone better off. 6. markets are usually a good way to organize economic activity. 7. governments can sometimes improve market outcomes.
How the Economy as a Whole Works
8. A country’s standard of living depends on its ability to produce goods and services.
9. Prices rise when the government prints too much money.
10. Society faces a short-run trade-off between inflation and unemployment.
The purpose of this book is to help students learn the fundamental lessons of economics and to show how they can apply these lessons to their lives and the world in which they live. Toward that end, I have used various learning tools that recur throughout the book.
Case studies
Economic theory is useful and interesting only if it can be applied to understanding actual events and policies. This book, therefore, contains numerous case studies that apply the theory that has just been developed.
'In the news' boxes
One benefit that students gain from studying economics is a new perspective and greater understanding about news from around the world. To highlight this benefit, I have included excerpts from many newspaper and magazine articles, some of which are opinion columns written by prominent economists. These articles, together with my brief introductions, show how basic economic theory can be applied. Most of these boxes are new to this edition. And for the first time in this edition, each news article ends with “Questions to Discuss,” which can be used to start a dialogue in the classroom.
FYI boxes
These boxes provide additional material “for your information.” Some of them offer a glimpse into the history of economic thought. Others clarify technical issues. Still others discuss supplementary topics that instructors might choose either to discuss or skip in their lectures.
'Ask the experts' boxes
This feature summarizes results from the IGM Economics Experts Panel, an ongoing survey of several dozen prominent economists. Every few weeks, these experts are offered a statement and then asked whether they agree with it, disagree with it, or are uncertain about it. The survey results appear in the chapters near the coverage of the relevant topic. They give students a sense of when economists are united, when they are divided, and when they just don’t know what to think.
Definitions of key concepts
When key concepts are introduced in the chapter, they are presented in bold type- face. In addition, their definitions are placed in the margins. This treatment should aid students in learning and reviewing the material.
Quick quizzes
After each major section in a chapter, students are offered a brief multiple-choice Quick Quiz to check their comprehension of what they have just learned. If students cannot readily answer these quizzes, they should stop and review material before continuing. The answers to all Quick Quizzes are available at the end of each chapter.
Chapter in a nutshell
Each chapter concludes with a brief summary that reminds students of the most important lessons that they have learned. Later in their study, it offers an efficient way to review for exams.
List of key concepts
A list of key concepts at the end of each chapter offers students a way to test their understanding of the new terms that have been introduced. Page references are included so that students can review the terms they do not understand.
Questions for review
Located at the end of each chapter, questions for review cover the chapter’s primary lessons. Students can use these questions to check their comprehension and prepare for exams.
Problems and applications
Each chapter also contains a variety of problems and applications asking students to apply the material that they have learned. Some instructors may use these questions for homework assignments. Others may use them as a starting point for classroom discussions.
The new applications in the ninth edition are too numerous to list in their entirety, but here is a sample of the topics covered (and the chapters in which they appear):
- Technology companies are increasingly using economists to better run their businesses. (Chapter 2)
- The hit Broadway show Hamilton has brought renewed attention to the issue of ticket reselling. (Chapter 7)
- President Trump has taken a new and controversial approach to international trade. (Chapter 9)
- A carbon tax and dividend plan has become a focal policy in the debate about global climate change. (Chapter 10)
- Social media share many features, along with many of the problems, associated with common resources. (Chapter 11)
- The Supreme Court hears a case about international price discrimination. (Chapter 15)
- Amazon looks like it might be the next target for antitrust regulators. (Chapter 17)
- The winners and losers from immigration have become a major issue in the political debate. (Chapter 18)
- Research on tax data shows by how much the super-rich have gotten even richer. (Chapter 20)
- Some economists suggest that, despite little change in the official poverty rate, we are winning the war on poverty. (Chapter 20)
- The theory of economic growth can help explain why so many of the world’s poorest nations are in sub-Saharan Africa. (Chapter 25)
- Economist Martin Feldstein explains why the United States is so prosperous. (Chapter 25)
- Cryptocurrencies may be the money of the future, or they may be a passing fad. (Chapter 29)
- Living during a hyperinflation, such as the recent situation in Venezuela, is a surreal experience. (Chapter 30)
- Recent discussion of trade deficits has included a lot of misinformation. (Chapter 32)
- The Federal Reserve has started to reassess what it means to target an inflation rate of 2 percent. (Chapter 36)
Since this textbook is pricey, it will be loaned out to students as an ebook and they will not be required to buy one.
由于这本教科书价格昂贵,它将作为电子书借给学生,他们不必购买。
The course also touches on different political economies, thus allowing students to acquire some intracurricular links and expanding their thinking on how the worlds of politics and economics are interlinked and influence each other. Time permitting, the course will also give suggestions for further viewing and reading, eg. films about the Great Recession (financial crisis of 2008-09), articles on certain historical and contemporary economic events that help increase engagement and provide greater academic context for the material being taught. Making references to modern-day phenomena such as food delivery & carsharing economies will be encouraged, and the class will be a place for lively debate, not dull lectures.
本课程还涉及不同的政治经济学,从而使学生获得一些课内联系,并扩展他们对政治和经济世界如何相互联系和影响的思考。如果时间允许,本课程还将提供进一步观看和阅读的建议,例如关于大萧条(2008-09年金融危机)的电影、关于某些历史和当代经济事件的文章,这些文章有助于提高参与度,并为所教材料提供更大的学术背景。将鼓励参考现代现象,如食品配送和汽车共享经济,课堂将成为活跃辩论的场所,而不是枯燥的讲座。
2.2 Research
Throughout the course, we will be providing opportunities for students to engage critically with the research they are undertaking for their final project, which should be focused on a topic relating to political economy, economics, economic history, finance, or economics of public policy. Examples of research paper topics include, but are not limited to:
- Long-term economic impact of the one-shild policy in China.
- Cryptocurrencies: shady business or the future of finance?
- What vestiges of a planned economy remain in countries around the world? Why?
- Sovereign debt bubbles: fact or fiction? Empirical studies from the UK, USA, Spain, Greece etc.
- Eurozone: paragon of integration or a chimera?
- Universal Basic Income: a pipe dream or an ineveitable consequence of advances in AI?
- Job automation: from Luddites to self-driving cars and AI.
- Economic impact of government borrowing during and after the COVID-19 pandemic.
- Has the COVID-19 pandemic been the great equaliser?
- Do unicorn startups contribute to economic development? The case of Uber / Didi / Google / Airbnb / Netflix etc.
- Modern-day cases of hyperinflation and deflation: economic and political causes and consequences in Venezuela and Japan.
- Other topics subject to discussion with the teacher and data availability.
在整个课程中,我们将为学生提供机会,让他们批判性地参与他们正在进行的最后一个项目的研究,该项目应侧重于与政治经济学、经济学、经济学史、金融学或公共政策经济学相关的主题。研究论文主题包括但不限于:
1. 一个先令政策在中国的长期经济影响。
2. 加密货币:黑市还是金融的未来?
3.世界各国还残留着什么计划经济的痕迹?为什么?
4. 主权债务泡沫:事实还是虚构?英国、美国、西班牙、希腊等国的实证研究。
5. 欧元区:一体化典范还是奇观?
6. 全民基本收入:白日梦还是人工智能发展的必然结果?
7. 工作自动化:从Luddites到自动驾驶汽车和人工智能。
8. COVID-19大流行期间和之后政府借贷的经济影响。
9. COVID-19大流行是一个巨大的平局吗?
10. 独角兽创业对经济发展有贡献吗?Uber/Didi/Google/Airbnb/Netflix等案例。
11. 现代恶性通货膨胀和通货紧缩案例:委内瑞拉和日本的经济和政治原因及后果。
12. 与老师讨论的其他话题和数据可用性。
2.3 Assessment & feedback
The course starts with a placement test for those who already have some background in economics so that we can skip or reinforce material that has already been taught, this test will be held via either the KhanAcademy website or Canvas.
本课程首先为那些已经有一些经济学背景的学生进行一次实习测试,这样我们就可以跳过或加强已经教过的材料,该测试将通过KhanAcademy网站或Canvas进行。
We proceed by reading the textbook before the class and making a quick applied presentation of the concepts covered, ie. after finishing a chapter, two students will be required to form a study group and prepare 3-5 slides on the concepts and the way they can apply them to what they already know. In class, we proceed to check student's understanding by doing end-of-chapter exercises and pop quizzes done in Canvas for instant marking and feedback. Constant contemporaneous feedback will also be given for each homework assignment and essay question, all available to view via Canvas to students and parents, our online Learner Management System (LMS), which is also used by the University of Oxford.
我们在上课前先阅读课本,并对所涉及的概念做一个快速的应用性陈述,即在完成一章后,要求两个学生组成一个学习小组,准备3-5张幻灯片,介绍这些概念以及如何将它们应用到他们已经知道的东西上。在课堂上,我们继续检查学生的理解,通过做章末练习和在画布上做的弹出式小测验,即时评分和反馈。我们还将为每个家庭作业和论文问题提供持续的同期反馈,所有这些都可以通过画布查看给学生和家长,我们的在线学习者管理系统(LMS)也被牛津大学使用。
Any and all readings and video materials will be fodder for the Academic English section of the class: students will be required to write out unknown words and expressions and make sentences with them, which will then be checked for grammar during class. All video and audio materials will also be available in text form via speech recognition service Otter.ai, as will the recordings of classes for students' benefit during exam revision and research phases. There will be multiple pre-recorded lectures and automated exercises for students who seem to lag behind to view and complete using KhanAcademy.
所有阅读材料和视频材料都将作为课堂学术英语部分的素材:学生将被要求写出未知的单词和表达,并用它们造句,然后在课堂上检查语法。所有视频和音频材料也将通过语音识别服务以文本形式提供Otter.ai在考试复习和研究阶段,为学生提供的课堂录音也会对学生有利。将有多个预先录制的讲座和自动练习,供似乎落后的学生使用[KhanAcademy]查看和完成(http://khanacademy.org).
The course ends with an end-of-term test comprising a few multiple-choice questions in the style of an iGCSE / A-level paper and more essay questions to afford the students an opportunity to practice their writing skills and utilise the vocabulary and expressions they will have acquired from Part 1 of the course (Academic English). The final exam is a real paper from the LSE EC 100 couse for Michaelmas Term 2020 (autumn term).
本课程以期末考试结束,考试内容包括以iGCSE/a-level论文形式提出的多项选择题和更多的随笔问题,让学生有机会练习写作技巧,并运用从本课程第1部分(学术英语)学到的词汇和表达。期末考试是LSE EC 100 couse针对Michaelmas 2020学期(秋季学期)的真实试卷。
3. Data literacy and data analysis
Statistical thinking and tools in economics and other sciences
It is no secret that with the explosion of data in the world, it is getting more and more inexcusable to be data illiterate, especially in the sciences. For all the elegance of theory, nothing can compete with a well-argued case that relies on empirical data. But where does one obtain the data, how does one prepare it for analysis, and how do we not fall victim to the many fallacies that can come from data interpretation and visualisation?
众所周知,随着世界数据的爆炸式增长,数据文盲越来越不可原谅,尤其是在科学领域。尽管理论如此优雅,但没有什么能与一个基于经验数据的论证充分的案例相抗衡。但是,人们从哪里获得数据,如何为分析做好准备,我们如何不成为来自数据解释和可视化的许多谬误的牺牲品?
This third part of the course focuses on introducing students to the basic statistical concepts used across all sciences, but it focuses on using data from the areas of marketing, international trade, and financial trading. We reply on the DataCamp platform used by top-notch universities and Fortune 500 companies to train their students and employees respectively in being statistically literate users of the vast quantities of data they encounter daily. We work on removing cognitive biases to make sure the decisions they make based on data are sound and reproducible.
本课程的第三部分着重向学生介绍所有科学中使用的基本统计概念,但重点是使用市场营销、国际贸易和金融贸易领域的数据。我们在一流大学和财富500强公司使用的DataCamp平台上进行回复,分别培训学生和员工,使他们能够熟练掌握每天遇到的大量数据。我们致力于消除认知偏见,以确保他们根据数据做出的决定是合理的和可重复的。
3.1 Data analystics in spreadsheets
This course will dig deeper into some of the core functionality of Google Sheets. There's a whole bunch of predefined functions we'll cover, like `SUM()` and `AVERAGE()`, and `VLOOKUP()`. We'll apply these techniques to do some analysis on your grades in school, look at performance statistics within a company, track monthly sales, and look at some real geographical information about the countries of the world.
本课程将深入探讨googlesheets的一些核心功能。我们将介绍一大堆预定义函数,比如“SUM()”和“AVERAGE()”,以及“VLOOKUP()”。我们将应用这些技巧对你在学校的成绩做一些分析,查看公司内的业绩统计数据,跟踪每月的销售情况,并查看一些有关世界各国的真实地理信息。
3.1.1 Predefined functions
This chapter introduces a very useful feature in Google Sheets/Microsoft Excel: predefined functions. You'll use these functions to solve complex problems without having to worry about specific calculations. We’ll cover a lot of predefined functions, including functions for numbers, functions for strings, and functions for dates.
本章介绍Google Sheets/微软Excel中一个非常有用的特性:预定义函数。您将使用这些函数来解决复杂的问题,而不必担心具体的计算。我们将介绍许多预定义函数,包括数字函数、字符串函数和日期函数。
- First function - ROUND
- Function composition - SQRT
- Functions and ranges - MIN, MAX
- Selecting ranges - SUM, AVERAGE, MEDIAN
- Multiple arguments - RANK
- Even more arguments - RANK
- String manipulation - LEFT, RIGHT
- String information - LEN, SEARCH
- Combining strings - CONCATENATE
- Date functions - WEEKDAY
- Comparing dates 100 XP
- Combining functions
3.1.2 Conditional functions and lookups
In the last chapter of the course, you'll master more advanced functions like IF() and VLOOKUP(). Conditional and lookup functions won’t seem so scary after you completed this chapter.
- Performance statistics
- Flow control - IF
- Nested logical functions - IF
- Combining logical values - OR, WEEKDAY
- Conditional counting - COUNTIF
- Conditional aggregation - COUNTIF
- Conditional sum - SUMIF
- Conditional average - AVERAGEIF
- Advanced conditions - AVERAGEIF
- Filters - FILTER, DATEVALUE, MEDIAN
- Grades in class
- Automating the lookup - VLOOKUP
- More about lookup - VLOOKUP
- Horizontal lookup - HLOOKUP
- Weighted average - SUMPRODUCT, HLOOKUP
3.2 Intermediate spreadsheets
This course will expand your Google Sheets vocabulary. You'll dive deeper into data types, practice manipulating numeric and logical data, explore missing data and error types, and calculate some summary statistics. As you go, you'll explore datasets on 100m sprint world records, asteroid close encounters, benefit claims, and butterflies.
3.2.1 What's in a cell?
In which you learn to interrogate cells to determine the data type of their contents, and to convert between data types.
- Data types for data science
- What IS*() the data type?
- Checking rarer data types
- Finding missing data
- Dteectnig bdaly tpyed dtaa
- Convert or die!
- Making numbers while the sun shines
- How the 104% live
- Converting logical values to numbers
- Preaching to the CONVERT()ed
3.2.2 Working with numbers
In which you learn to apply log and square root transformations to numbers, round them up and down, and generate random numbers.
- Common data transformations
- Logarithmic transformations
- Exponential transformations
- Square root transformations
- Rounding and formatting numbers
- Round and round
- From floor to ceiling
- Rounding negative numbers
- Generating random numbers
- Generating uniform random numbers
- Generating random numbers from other distributions
3.2.3 Logic & errors
In which you learn how to work with logical data consisting of TRUE and FALSE values, and how to handle missing values and errors.
- Logical operations
- Logical operations are hard... NOT!
- AND now for something completely different
- Yea OR nay
- Flow control
- IF only
- Lots of IFS
- SWITCH it on!
- Blanks, missing values, & errors
- Blankety blank
- Going missing
- Errors and omissions
- What's the problem?
3.2.4 Positional Matching
In which you learn about cell addresses, advanced matching, sorting and filtering, and simple imputation.
- Cell addresses
- Working with cell addresses
- From addresses to values
- Finding nearby cells with offsets
- Local addresses
- Lookups & matching
- A VLOOKUP refresher
- Sorted!
- Matching values
- Bringing it all together
- Advanced filtering
- Conditional summary statistics
- Simple imputation
Calendar for C1/C2 classes
Day no. | Date | Academic English | Economics, Politics, History | Data literacy |
---|---|---|---|---|
June 7, 2021 | Introduction to the teaching style, expectatitons, homework, structure of Academic English tests: IELTS, TOEFL, CAE-C1, CPE-C2.
—Verbal Advantage: placement test
—Word Power Made Easy Ch. 1-2: how to test your present vocabulary, how to start building up your vocabulary.
—Making sentences: why using the language is vital for acquiring it.
—Reading: 1-2 articles from The Economist. | Introduction to the teaching style, expectatitons, homework.
—Diagnostic test.
—How to deconstruct and present an argument.
—How to make engaging slides and speak confidently in public.
Mankiw Chapter 1: brief overview of the textbook and pointers on reading | Introduction to the teaching style, expectatitons, homework.
Introduction to spreadsheets, statistics, and computational thinking.
—Diagnostic test.
—Why do we need data & statistics?
—Why do we need to know how to handle data?
—What is data science?
—Scientific method. Introduciton to research topics. Taking research notes in Roam Research and keeping a bibliography in Zotero. | |
June 8, 2021 | —Verbal Advantage: Level 1. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 3 (Sessions 1-3). Talking about personality types. Origins, related words. Approx. 20 new word roots, 120 new words. Level test.
What word best describes your personality if you:
• are interested solely in your own welfare?
• constantly talk about yourself?
• dedicate your life to helping others?
• turn your mind inward?
• turn your mind outward?
• hate humanity?
• hate women?
• hate marriage?
• lead a lonely, austere existence?
—Reading: articles on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. | Mankiw Chapters 1-2: articles from The Economist and the FT on topics covered in the textbook. Ch. 1: Principles of economics. Ch. 2: Thinking like an economist. Chapter tests and exercises.
—How to make engaging slides and speak confidently in public.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment.
—Group 1 (2 students) presents an article relating to one or more concepts from the textbook. | Spreadsheet fundamentals. Predefined functions in spreadsheets: see 3.1.1 above. 12 functions on DataCamp (Chapter 1).
How and where to find economic data for analysis.
Structure of a paper. Bibliographical styles. Drafting process. Planning your argument and finding evidence. | |
June 9, 2021 | —Verbal Advantage: Level 2. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 4 (Sessions 4-6). Talking about medicine and doctors. Origins, related words. Approx. 20 new word roots, 120 new words. Level test.
What is the title of the doctor who specialises in:
• internal medicine?
• female ailments?
• pregnancy and childbirth?
• the treatment and care of infants and young children?
• skin disorders?
• diseases of the eye?
• heart problems?
• the brain and nervous system?
• mental and emotional disturbances?
—Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 3-4: articles from The Economist and the FT on topics covered in the textbook. Ch. 3: Interdependence and gains from trade. Ch. 4: Market forces of supply and demand. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Spreadsheet fundamentals. Conditional functions and lookups: see 3.1.2 above.
In-class exercises using newly learnt functions and a new economic dataset. | |
June 10, 2021 | —Verbal Advantage: Level 3. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 5 (Sessions 7-10). Talking about medicine and doctors. Origins, related words. Approx. 20 new word roots, 120 new words. Level test.
What practitioner:
• is a student of human behavior?
• follows the techniques devised by Sigmund Freud?
• straightens teeth?
• measures vision?
• grinds lenses?
• treats minor ailments of the feet?
• analyzes handwriting?
• deals with the problems of aging?
• uses manipulation and massage as curative techniques?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 7-8: articles from The Economist and the FT on topics covered in the textbook. Ch. 8: Application: the costs of taxation. Ch. 9: Application: international Trade. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumptions, logical flaws. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 1 (2 students) presents an article relating to one or more concepts from the textbook. | Intermediate spreadsheets. 3.2.1 What's in a cell?
In-class exercises using newly learnt functions and a new economic dataset. | |
June 11, 2021 | —Verbal Advantage: Level 4. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 6 (Sessions 7-8). Talking about science and scientists. Origins, related words. Approx. 20 new word roots, 120 new words. Level test.
What scientist:
• is interested in the development of the human race?
• is a student of the heavens?
• explores the physical qualities of the earth?
• studies all living matter?
• is a student of plant life?
• is a student of animal life?
• is professionally involved in insects?
• is a student of language?
• is a student of the psychological effects of words?
• studies the culture, structure, and customs of different societies?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 10-11: articles from The Economist and the FT on topics covered in the textbook. Ch. 10: Externalities. Ch. 11: Public goods and common resources. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 3 (2 students) presents an article relating to one or more concepts from the textbook. | 3.2.2 Working with numbers.
In-class exercises using newly learnt functions and a new economic dataset. | |
June 12, 2021 | n/a | n/a | 3.2.3 Logic & errors
Working on paper structure.
Literature review: using Google Scholar and DOI links for automatic referencing.
Reviewing and summarising at least 3 scientific articles and at least 10 newspaper/magazine articles.
Drafting paper structure: argumentation, data, methodology, analysis. (approx. 500-600 words)
Peer review & feedback. | |
June 13, 2021 | rest day | rest day | rest day | |
June 14, 2021 | —Verbal Advantage: Level 5. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 7 (Sessions 11-13). Talking about lying and liars. Origins, related words. Approx. 20 new word roots, 120 new words. COMPREHENSIVE PROGRESS TEST.
What kind of liar are you if you:
• have developed a reputation for falsehood?
• are particularly skillful?
• cannot be reformed?
• have become habituated to your vice?
• started to lie from the moment of your birth?
• always lie?
• cannot distinguish fact from fancy?
• suffer no pangs of conscience?
• are suspiciously smooth and fluent in your lying?
• tell vicious lies?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 13-14: articles from The Economist and the FT on topics covered in the textbook. Ch. 13: The costs of produciton. Ch. 14: Firms in competitive markets. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | 3.2.4 Positional Matching
Using positional matching to link databases and spreadsheets. The power of combining databases. Thinking in terms of indices. | |
June 15, 2021 | —Verbal Advantage: Level 6. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 9 (Sessions 11-13). Talking about actions. Origins, related words. Approx. 20 new word roots, 120 new words. Chapter tests.
What verb means to:
• belittle?
• be purposely confusing?
• tickle someone’s fancy?
• flatter fulsomely?
• prohibit some food or activity?
• make unnecessary?
• work against?
• spread slander?
• give implicit forgiveness for a misdeed?
• change hostility to friendliness?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 13-14: articles from The Economist and the FT on topics covered in the textbook. Ch. 13: The costs of produciton. Ch. 14: Firms in competitive markets. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Introduction to statistics in spreadsheets.
Getting to know your data:
Begin your journey by learning why and how to summarise your data using statistics such as the mean, median, and mode. While working with a variety of datasets ranging from Amazon revenue to U.S Presidential ratings, you'll learn about the differences between each of these fundamental statistics and most importantly, when to use each.
| |
June 16, 2021 | —Verbal Advantage: Level 7. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 10 (Sessions 24-27). Talking about various speech habits. Origins, related words. Approx. 20 new word roots, 120 new words. Chapter tests.
What adjective describes people who:
• are disinclined to conversation?
• are brief and to the point in their speech?
• are blocked or incoherent in their speech?
• show by their speech that they are trite and unimaginative?
• use more words than necessary?
• are forcefully compelling and logical in their speech?
• talk rapidly and fluently?
• are noisy and clamorous?
• are talkative?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 13-14: articles from The Economist and the FT on topics covered in the textbook. Ch. 13: The costs of produciton. Ch. 14: Firms in competitive markets. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Statistical Data Visualisation:
Data visualization is one of the most important parts of any data science workflow. It leads to a deeper understanding of your dataset which in turn allows you to more effectively communicate results to stakeholders. In this chapter, you'll learn how to visualize your data in Spreadsheets using statistical plots such as the histogram, scatter plot, and bar plot.
—Visualizing Distributions
—"Normal" views of money
—Visualizing customer longevity
—Visualizing customer donations
—Is the data "normally" distributed?
—Visualizing Correlations
—Correlation between price and quantity sold
—Correlation between seller rating and closing price
—Adding a trend line
—Bar charts
—Bar chart of competitive counts
—Visualizing categories | |
June 17, 2021 | —Verbal Advantage: Level 8. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 11 (Sessions 28-31). How to insult your enemies. Origins, related words. Approx. 20 new word roots, 120 new words. Chapter tests.
What do you call a person who:
• insists on complete and blind obedience?
• toadies to the rich or influential?
• dabbles in the fine arts?
• is a loud-mouthed, quarrelsome woman?
• has a one-track mind?
• sneers at other people’s cherished traditions?
• does not believe in God?
• has imaginary ailments?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 13-14: articles from The Economist and the FT on topics covered in the textbook. Ch. 13: The costs of produciton. Ch. 14: Firms in competitive markets. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Statistical Hypothesis Testing
This chapter introduces you to statistical hypothesis testing. You'll learn how to construct a hypothesis, test it using different statistical tests, and properly interpret the results.
—Central to Stats: Sampling!
—Sampling in Spreadsheets
—Does sampling size matter?
—Central Limit Theorem in action
—Hypothesis Testing
—Comparing samples with a t-test
—Paired t-test
—Hypothesis Testing with the Z-test
—Performing a Z-test
—What changes in a two-tailed test?
—Hypothesis Testing with the Chi-squared test
—Performing a chi-squared test
—Are bank loans getting worse?
| |
June 18, 2021 | —Verbal Advantage: Level 9. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 12 (Sessions 11-13). How to flatter your friends. Origins, related words. Approx. 20 new word roots, 120 new words. COMPREHENSIVE PROGRESS TEST No. 2.
What adjective aptly describes people who are:
• friendly and easy to get along with?
• tireless?
• simple, frank, aboveboard?
• keen-minded?
• generous, noble, and forgiving?
• able to do many things skillfully?
• unflinching in the face of pain or disaster?
• brave, fearless?
• charming and witty?
• smooth, polished, cultured?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 13-14: articles from The Economist and the FT on topics covered in the textbook. Ch. 13: The costs of produciton. Ch. 14: Firms in competitive markets. Chapter tests.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Case Study: Dating Profile Analysis
The final stretch! Apply all of your newfound statistical knowledge and solidify everything you have learned by working through a case study consisting of online dating profile data.
—Dating Data!
—Understanding the distribution of ages
—What's the drinking age?
—Profile login behaviour
—Visuals & Distributions
—Visualising logins
—How old do users look?
—Tipping the scale to positive correlation
—Investigating age and volunteering
—More complex relationships
—Are gender and number of roommates independent?
—Getting old and rich
—Multiple relationships! | |
June 19, 2021 | n/a | n/a | Working with data: interpretation and visualisation.
Drafting the methodology section: qualitative vs quantitative? (approx. 500-600 words)
Drafting the data visualisation section: describing figures and trends, avoiding logical and statistical fallacies.
Peer review & feedback. | |
June 20, 2021 | rest day | rest day | rest day | |
June 21, 2021 | —Verbal Advantage: Level 10. Definitions, etymology, sentences, usage. Level test.
—Word Power: Chapter 14 (Sessions 39-41). How to talk about common phenomena and occurrences. Origins, related words. Approx. 20 new word roots, 120 new words. COMPREHENSIVE PROGRESS TEST No. 2.
What word aptly describes:
• dire poverty?
• emotion experienced without direct participation?
• something which lasts a very short time?
• an inoffensive word for an unpleasant idea?
• light and easy banter?
• someone who is cowlike in his stolidity?
• homesickness?
• harsh sound?
• a meat-eating animal?
• something kept secret?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapter 15: articles from The Economist and the FT on topics covered in the textbook. Ch. 15: Monopoly. REVIEW and TEST for Part I: Microeconomics.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Financial modelling in spreadsheets:
Monitoring historical prices.
In the first chapter, you’ll be introduced to the problem: you have a time series of monthly (historical) prices for the hypothetical stock ABC from which you have to extract some meaningful information. You’ll be given some definitions (what is a stock? what are dividends?), and at the end of the chapter, you’ll be able to graphically represent the evolution of a stock price over a specific period.
—Introduction and first metrics
—What is a stock?
—Count prices and dividends
—Find minimum and maximum prices
—Find minimum and maximum dividends
—Identifying dates with unusual prices
—Find price at a given date
—Find dates with minimum and maximum prices
—Visualising the price evolution
—Plot a line chart of historical prices
—Customise the chart
—Highlight minimum and maximum prices | |
June 22, 2021 | —Verbal Advantage: REVIEW of Levels 1 & 2.
—Word Power: Chapter 15 (Sessions 11-13). How to talk about what goes on.
What verb, ending in -ate, means:
• to exhaust?
• to scold severely?
• to deny oneself?
• to repeat the main points?
• to be a victim of mental or intellectual stagnation?
• to pretend?
• to hint?
• to make (something) easier to bear?
• to show sympathy?
• to waver indecisively?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 23-24: articles from The Economist and the FT on topics covered in the textbook. Ch. 23: Measuring a nation's income. Ch. 24: Measuring the cost of living.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Financial modelling: monitoring historical returns.
In this chapter, the core of the analysis will switch from historical prices to historical returns. You’ll learn (and compute) the main performance indicators of past returns, both in terms of reward and risk. Finally, you’ll be introduced to risk-adjusted performance measures: indicators that take into account both reward and risk.
—From prices to returns
—What are dollar and percentage returns?
—Compute historical returns
—Count positive and negative returns
—Reward metrics
—Compute the average return
—Compute the effective rate of return using PRODUCT() and COUNT()
—Compute the effective rate of return using ARRAYFORMULA()
—Risk metrics
—Compute the volatility
—Compute the volatility with STDEV()
—Compute the historical value-at-risk
—Risk-adjusted metrics
—Compute the Sharpe ratio
—Compute the semideviation
—Compute the Sortino ratio | |
June 23, 2021 | —Verbal Advantage: REVIEW of Levels 3 & 4.
—Word Power: Chapter 16 (Sessions 45-46). How to talk about a variety of personal characteristics.
What word, ending in -ous, describes someone who is:
• fawning, servilely attentive, transparently self-ingratiating?
• nagging, dissatisfied, complaining?
• snobbish, haughtily contemptuous, arrogant?
• noisily troublesome, unmanageable?
• habitually short of cash?
• attentive and courteous to women?
• harmless?
• fond of liquor?
• pale, gaunt, haggard?
• melancholy, sorrowful?
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 25-26: articles from The Economist and the FT on topics covered in the textbook. Ch. 25: Production and growth. Ch. 26: Saving, investment, and the financial system.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Financial modelling: monitoring the distribution of returns.
In this chapter, you'll look at the full distribution of historical returns. First, you’ll learn how to build a histogram to describe the distribution of historical returns. Second, you’ll be introduced to the Gaussian distribution, a commonly used model for stock returns. You'll visually inspect if the Gaussian model is reasonable for the ABC stock returns. Finally, you'll understand potential flaws with the Gaussian model.
—Histogram of stock returns
—Define bins
—Find the frequency of each bin
—Convert frequencies into relative frequencies
—Build the histogram
—The Gaussian model
—Plot the standard Gaussian model
—Change the location of the Gaussian model
—Change the dispersion of the Gaussian model
—Calibrating the Gaussian model
—Calibrate the Gaussian model on historical returns
—Overlay the Gaussian model to the empirical histogram
—Compute the 5% value-at-risk from the Gaussian model
—Limitations of the Gaussian model
—What are the limitations of the Gaussian model?
—Compute skewness and kurtosis of the historical returns | |
June 24, 2021 | —Verbal Advantage: REVISION of Levels 5 & 6.
—Word Power: Chapter 17 REVISION & PROGRESS TEST.
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 27-28: articles from The Economist and the FT on topics covered in the textbook. Ch. 27: Basic tools of finance. Ch. 28: Unemployment.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Financial modelling: benchmarking performance.
In this final chapter, you’ll benchmark ABC stock against a market index and verify whether ABC outperformed the benchmark or not. The comparison process will be done through several steps/metrics. First, you’ll analyze the cumulative wealth. Next, you’ll extend the comparison using different indicators such as Sharpe Ratio and Drawdown. Finally, you’ll examine the linear relation between ABC stock and the benchmark through the correlation coefficient. At the end of the chapter, you’ll be introduced to more powerful and advanced spreadsheet features that introduce interactivity in your analysis.
—Benchmarking
—How to choose a good benchmark?
—Compare the final wealth
—Plot the cumulative wealth
—Performance metrics comparison
—Compare the Sharpe ratios
—Compare the drawdowns
—Compare the maximum drawdowns
—Correlation analysis
—Compute the correlation coefficient
—Compute the rolling-window correlation
—Creating the dashboard | |
June 25, 2021 | —Verbal Advantage: REVISION of Levels 7 & 8.
—Word Power: Chapter 18. REVISION & PROGRESS TEST for Chapters 3-7, 9-12, 14-16.
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 29-30: articles from The Economist and the FT on topics covered in the textbook. Ch. 29: The monetary system. Ch. 30: Money growth and inflation.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Working with students' data using the techniques learnt previously. | |
June 26, 2021 | n/a | n/a | Putting together a paper: linking paragraphs, semantic and lexical coherence, cohesion (IELTS & TOEFL marking criteria).
—Writing up the results and analysys sections (approx. 500-600 words each). Peer review.
—Putting together a paper using LaTeX and Overleaf.com. Proper referencing using Zotero. | |
June 27, 2021 | rest day | rest day | rest day | |
June 28, 2021 | —Verbal Advantage: REVISION of Levels 7 & 8.
—Word Power: Chapter 19. How to keep building your vocabulary. Using the words in academic writing. How to acquire a sense of measure in using 'fancy' words. How to prepare for IELTS, TOEFL etc. using your ntoes from this class.
Reading: article on economics using two or more of the words studied. Advanced usage of Google and Google Scholar. Taking notes on vocabulary. New words & expressions, argument structure, writing style. | Mankiw Chapters 33-34: articles from The Economist and the FT on topics covered in the textbook. Ch. 33: Aggregate demand and aggregate supply. Ch. 34: The influence of Monetary and Fiscal Policy on aggregate demand.
—Ongoing feedback on slides.
—Critically assessing the structure of an argument. Premises, intermendiate conclusions, conclusions, underlying assumption. 1-2 exercises from the Oxford Thinking Skills Assessment and the GRE.
—Group 2 (2 students) presents an article relating to one or more concepts from the textbook. | Working with students' data using the techniques learnt previously. | |
June 29, 2021 | Proofreading project papers, peer review, suggestions for improvement. Writing up the conclusion and policy implications/recommendations. | Additional articles targeted at students' papers and arguments. Additional evidence for and against their position.
—Extra exercises from the TSA and the GRE. | Working with students' data using the techniques learnt previously. | |
June 30, 2021 | Proofreading project papers, peer review, suggestions for improvement. Writing up the conclusion and policy implications/recommendations. | Additional articles targeted at students' papers and arguments. Additional evidence for and against their position.
—Extra exercises from the TSA and the GRE. | Working with students' data using the techniques learnt previously. | |
July 1, 2021 | Proofreading project papers, peer review, suggestions for improvement. Writing up the conclusion and policy implications/recommendations. | Additional articles targeted at students' papers and arguments. Additional evidence for and against their position.
—Extra exercises from the TSA and the GRE. | Working with students' data using the techniques learnt previously. | |
July 2, 2021 | Final project presentations and Q&A. Feedback. Final test on vocabulary. | Final project presentations and Q&A. Feedback. Final test on economics (LSE paper). | An overview of careers in data science, uses of spreadsheets in business, economics, finance, medicine, research etc.
Open discussion on previously submitted questions. |