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The chi-square distribution is used to test a hypothesis. Therefore, expected values are related to observed values using a chi-square distribution. Then using p-value tables the hypothesis is tested at a 5% significance level.
2010
Level: beginner
Pearson's chi square test (goodness of fit) | Probability and Statistics | Khan Academy
First some properties about the Sum of squared residuals and the linear regression function are restated. In particular three properties that an ideal fitted regression line must fulfill are discussed. Then, the R squared is defined using the measures of the Sum of squared residuals, the total sum of squares and the sum of explained squares.
2013
Level: advanced
Econometrics // Lecture 3: OLS and Goodness-Of-Fit (R-Squared)
An essay of the writing workshop on contemporary issues in the field of Nigerian economics: The adverse effect of climate change is overwhelming, not just in Nigeria but globally. Global warming is the result of hostile human activities that have impacted the environment negatively. This is the principal variable the government should tackle through practical innovations such as the acceptable implementation of Adaptation Policies and also through the adequate implementation of environmental tax. These will enhance pro-environmental behaviour which is fit for socio-political and economic activities for sustainability.
Level: beginner
The Role of Fiscal Policy in Climate Change Mitigation Via Environmental Management and Sustenance in Nigeria
This course seeks to interpret capitalism using ideas from biological evolution. The lectures are foundational on neoclassical economics and economist, as well as their roles in the proliferation of capitalist ideology. However, it is less concerned with the ultimate judgment of capitalism than with the ways it can be shaped to fit more specific objectives.
Level: advanced
Capitalism: Success, Crisis, and Reform
Understanding international trade is central to economics and is currently a hot political issue. It’s an area where popular perceptions of mainstream economics are low, since they have historically missed some important downsides of trade agreements, especially the hollowing out of former manufacturing hubs in the Western world. et economists have for long time had a theory of trade with an impressive amount of scientific clout behind it: the gravity trade model.
2020
Level: beginner
A Theory of Enormous Gravity
In 18th century Europe figures such as Adam Smith, David Ricardo, Friedrich List and Jean Baptiste Colbert developed theories regarding international trade, which either embraced free trade seeing it as a positive sum game or recommended more cautious and strategic approaches to trade seeing it as a potential danger and a rivalry and often as a zero-sum game. What about today?
2016
Level: beginner
Free trade in economic theories
Here we look at the effect of the 2008 Climate Change Act passed in Parliament in the United Kingdom as an effort to curb emissions in all sectors. The Act aside from setting goals to become a low-carbon economy sets up an independent committee on Climate Change to ensure the implementation of policies to comply with the ultimate goal of 80% reduction in total emissions in 2050. I make use of the Synthetic Control Method (SCM) to create a comparative case study in which the creation of a synthetic UK serves as a counterfactual where the treatment never occurred (Cunningham, 2018).
2020
Level: beginner
Synthetic Control Method for Estimating the Effect of the Climate Change Act of 2008 in Britain
This paper starts with an evaluation of three common arguments against pluralism in economics: (1) the claim that economics is already pluralist, (2) the argument that if there was the need for greater plurality, it would emerge on its own, and (3) the assertion that pluralism means ‘anything goes’ and is thus unscientific. Pluralist responses to all three arguments are summarized. The third argument is identified to relate to a greater challenge for pluralism: an epistemological trade-off between diversity and consensus that suggests moving from a discussion about ‘pros’ and ‘cons’ towards a discussion about the adequate degree of plurality. We instantiate the trade-off by showing how it originates from two main challenges: the need to derive adequate quality criteria for a pluralist economics, and the necessity to propose strategies that ensure the communication across different research programs. The paper concludes with some strategies to meet these challenges.
2017
Level: beginner
Pluralism in economics: its critiques and their lessons
This article explores the production function, the prevailing view of capital that underpins it, and the main alternative perspective. By exploring these perspectives, the authors aim to provide students with a foundational understanding of the controversies surrounding the treatment of capital in production, a topic expressly excluded from mainstream textbooks.
2024
Level: beginner
Why We Should Think Twice About Production Functions
This lecture by Economy Studies lays out the foundations and current state of the ecological crisis, its main drivers and who is responsible for this. It is crucial for students to develop a deeper understanding of the problem they are likely to encounter in their future careers, before getting into various economic policies or solutions to this pressing issue.
2022
Level: beginner
Economic Introduction to the Ecological Crisis - Economy Studies
How do people make decisions? There is a class of models in psychology which seek to answer this question but have received scant attention in economics despite some clear empirical successes. In a previous post I discussed one of these, Decision by Sampling, and this post will look at another: the so-called Fast and Frugal heuristics pioneered by the German psychologist Gerd Gigerenzer. Here the individual seeks out sufficient information to make a reasonable decision. They are ‘fast’ because they do not require massive computational effort to make a decision so can be done in seconds, and they are ‘frugal’ because they use as little information as possible to make the decision effectively.
2020
Level: beginner
Bounded Rationality: the Case of ‘Fast and Frugal’ Heuristics
The Centre for Economy Studies works on improving and modernising economics education to ensure that students will be better prepared for their future careers and the societal challenges we face today and in the coming decades. The Essential Lectures are teaching packs designed for 90-minute sessions that can be added to existing courses.
2022
Level: beginner
Economy Studies Essential Lectures
What are the implications of the politics of "behavioural change"? Alexander Feldmann took a closer look for you on nudging and framing and if this is a legitimate instrument being used by the state to make us behave better in terms of our carbon footprint.
2019
Level: beginner
Politics as supermarket? Or how current policy design changes the relationship between the state and its citizens
Michael Kalecki famously remarked “I have found out what economics is; it is the science of confusing stocks with flows”. Stock-Flow Consistent (SFC) models were developed precisely to address this kind of confusion. The basic intuition of SFC models is that the economy is built up as a set of intersecting balance sheets, where transactions between entities are called flows and the value of the assets/liabilities they hold are called stocks. Wages are a flow; bank deposits are a stock, and confusing the two directly is a category error. In this edition of the pluralist showcase I will first describe the logic of SFC models – which is worth exploring in depth – before discussing empirical calibration and applications of the models. Warning that there is a little more maths in this post than usual (i.e. some), but you should be able to skip those parts and still easily get the picture.
2020
Level: beginner
Stock Flow Consistent Macroeconomics
What data is used in the economic models of the IPCC? How problematic is it, that tipping points are often ignored? A very interesting presentation by Steve Keen during the OECD Conference "Averting Systemic Collapse".
2019
Level: beginner
Averting Systemic Collapse
Exploring Economics, an open-source e-learning platform, giving you the opportunity to discover & study a variety of economic theories, topics, and methods.
2020
Level: beginner
A Time for Precaution
An essay of the writing workshop on Nigeria’s Readiness for and the Effect of the Fourth Industrial Revolution
2020
Level: advanced
The Role of Women in the Fourth Industrial Revolution
If there’s one method economists have neglected the most, it’s qualitative research. Whereas economists favour mathematical models and statistics, qualitative research seeks to understand the world through intensive investigation of particular circumstances, which usually entails interviewing people directly about their experiences. While this may sound simple to quantitative types the style, purpose, context, and interpretation of an interview can vary widely. Because of this variety, I have written a longer post than usual on this topic rather than doing it a disservice. Having said that, examples of qualitative research in economics are sadly scant enough that it doesn’t warrant multiple posts. In this post I will introduce qualitative research in general with nods to several applications including the study of firm behaviour, race, Austrian economics, and health economics. More than usual I will utilise block quotes, which I feel is in the spirit of the topic.
2020
Level: beginner
Qualitative Methods in Economics: "You Can Observe a Lot Just by Watching"
This text provides an easy to understand introduction to complexity economics for non-specialist audiences such as bachelor's students.
2023
Level: beginner
Think Complexity Economics is too Complicated? Then this is for you.
In this essay, the principle of capital accumulation, as well as the idea of homo economicus as the basis of the growth model, are located and analyzed from a feminist perspective. The sufficiency approach is presented as an alternative to these two economic logics.
2018
Level: beginner
Enough! The Sufficiency Approach and the Limits of Economic Growth
What influence do changes in tax policy or state decisions on expenditure have on economic growth? For decades, this question has been controversially debated.
2020
Level: advanced
What is the fiscal multiplier and why is it so controversial?
The global financial crisis (GFC) led to increasing distrust in economic research and the economics profession, in the process of which the current state of economics and economic education in particular were heavily criticized. Against this background we conducted a study with undergraduate students of economics in order to capture their view of economic education.
2018
Level: beginner
What economics education is missing: The real world
This lecture is based on the “Introducing the Economy” chapter from the Economy Studies book, which introduces the first building block in their framework for transforming the economics education. The aim is to give students a feel and understanding of the economy as part of a bigger whole. Thus, it is aimed to introduce to students before getting into the economics curriculum with theory and models.
2022
Level: beginner
Introducing the Economy
The ecological crisis challenges the ways to understand the links between the environment, society, and the economy. To train students to be able to think critically about the issues associated with the crisis, it is important to take multiple perspectives into account. This lecture by Economy Studies can help students develop a familiarity with the different schools of thought and conceptions that exist within economics.
2022
Level: beginner
Perspectives on the Environment - Economy Studies
Austrian economics focuses on the economic coordination of individuals in a market economy. Austrian economics emphasises individualism, subjectivism, laissez-faire politics, uncertainty and the role of the entrepreneur, amongst others.
Austrian Economics
Institutional economics focuses on the role of social institutions in terms of laws or contracts, but also those of social norms and patterns of human behaviour that are connected to the social organisation of production, distribution and consumption in the economy.
Institutionalist Economics
Evolutionary economics focuses on economic change. Hence processes of change such as growth, innovation, structural and technological change, as well as economic development in general are analysed. Evolutionary economics often gives emphasis to populations and (sub-)systems.
Evolutionary Economics
In recent years issues surrounding tax evasion and avoidance have gotten more attention in public debates and policy making around the world. It poses key questions about how we want to (re)organise our economies, what the rules of the game are, and who benefits from them. Any good economist today should have a basic understanding of this issue as it has implications for public finance and inequality, but market competition and macroeconomic statistics.
2022
Level: beginner
An introduction into (not) taxing wealth and profits – Economy Studies
The book is offered, in the first instance, to students who are beginners in economics, but some parts of it may be of wider interest. The three topics, Economic Doctrines, Analysis and Modern Problems, might be the subject of concurrent courses or they may be studied consecutively.
1973
Level: beginner
An Introduction to Modern Economics
Crises are a key part of the history of the global economy. This lesson by Economy Studies introduces students to the crisis management theories of John Maynard Keyens by presenting them in the historical context of the Great Depression, the Post-War increase in the state in managing the economy, and the Energy Crisis of the 1970s.
2022
Level: beginner
How to get away with a crisis? - Economy Studies
Usually, Critical Theory and Economics are, for better or worse, no longer seen to be in a continuum. This article by Lukas Meisner serves as an introduction to Critical Theory for all (heterodox) economists, who want to understand and explain what they can, otherwise, just state and describe.
2024
Level: beginner
Critical Theory for Heterodox Economists: Questioning the Premises of Supply and Demand
“Economics is the science which studies human behaviour as a relationship between ends and scarce means which have alternative uses1.” This is how Lionel Robbins came to define economics in the early 1930s and there is a good chance that many of you heard a variant of this definition in your first Economics 101 lecture.
2021
Level: beginner
What is “Economics”?

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