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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
One method of economic modelling that has become increasingly popular in academia, government and the private sector is Agent Based Models, or ABM. These simulate the actions and interactions of thousands or even millions of people to try to understand the economy – for this reason ABM was once described to me as being “like Sim City without the graphics”. One advantage of ABM is that it is flexible, since you can choose how many agents there are (an agent just means some kind of 'economic decision maker' like a firm, consumer, worker or government); how they behave (do they use complicated or simple rules to make decisions?); as well as the environment they act in, then just run the simulation and see what happens as they interact over time.
2020
Level: beginner
Agents, agents everywhere
An essay of the writing workshop on Nigeria’s Readiness for and the Effect of the Fourth Industrial Revolution
2020
Level: advanced
The Fourth Industrial Revolution: Economic Impact and Possible Disruptions
A historical glimpse of how economists of the 19th century debated the usefulness of mathematics to economics
2020
Level: beginner
Mathematical Economics in the 19th Century
The sum of squares and degree of freedom calculation from the previous videos are put into a ratio to calculate the F Value, on whose basis the null hypothesis is confirmed or rejected. If variance is higher between samples than within the null hypothesis is more likely to be rejected. The results of a numerical example are interpreted more abstractly and then tested with regards to a confidence interval and the corresponding F table.
2012
Level: beginner
ANOVA 3: Hypothesis test with F-statistic
The short clip gives a basic introduction to the concept of the market equilibrium and its graphical representation: taking the example of a market for apples, it presents supply and demand curves as well as scenarios how prices and quantities adapt, leading to an equilibrium.
2012
Level: beginner
Market equilibrium | Supply, demand, and market equilibrium | Microeconomics |
In the second video of the series Investigating International Finance, an alternative view on capital controls is given contrasting with the paradigm of classical trade theory suggesting that the removal of trade and capital barriers is associated with higher market efficiency. After explaining the conceptual mechanisms underlying capital controls, examples are introduced where countries actually apply capital controls and how these controls have been associated with a lesser exposure to international financial crises spillovers.
2012
Level: beginner
Capital controls - Investigating International Finance, Episode 2
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)
This video provides a brief introduction to post-keynesian economics and how the school of thought would tackle climate change.
2020
Level: beginner
Clips on Climate: Postkeynesian Economics
In this video University of Warwick Economist Robert Akerlof provides an introduction to a new type of behavioral economics He explains how this type is being driven by a desire to understand how people are shaped by social interactions and what the economic consequences of this are He begins the …
2019
Level: beginner
Behavioral Economics: The Next Generation
Poster of the different schools of thought made by Sergio A. Berumen. From the Greeks to late 20th and beginning of the 21th century.
2017
Level: beginner
General Guide To Schools Of Economic Thought
Based on a critique on econometric and DSGE models (in particular in the context of the financial crisis), Doyne Farmer presents his current research programme that aims at building an agent-based model of the financial and economic crisis. It models heterogeneous agents and from there simulates the economy, firstly for the housing market. The interview gives a short insight in the research programme.
2011
Level: beginner
Macroeconomics From the Bottom Up
First some definitions regarding econometrics, regressions, types of data and independent and dependent variables are given. Then the basic function of a simple regression analysis is explained. Lastly, there is discussion of the meaning of the error term.
2013
Level: beginner
Econometrics // Lecture 1: Introduction
Sheila Dow discusses the concept of radical uncertainty and the failure of neoclassical economics to integrate it into its analysis. As to the implications for financial regulation that arise from the presence of radical uncertainty she argues for institutional overhaul, where the banks see themselves as a licensed partner of the central bank and where rules, values, and conventions would be subject to a cultural shift. Also, Sheila Dow advocates for a renewed focus on retail banking.
2015
Level: advanced
The Economics of Uncertainty
Banking 101 is a series of 6 short videos that ask the following questions: How do banks work and how is money created? Is reveals common misunderstandings of money creation and the role of banks. Furthermore, the videos show how models taught in many introductory classes to economics (Econ 101) do not reflect those processes: Part 1) “Misconceptions around Banking” questions common comprehensions of how banks work (savings = investments). Part 2) “What's wrong with the money multiplier” states that the model of the money multiplies is inaccurate. Part 3) “How is money really made by banks” explains the process of money creation, loans and inter-bank settlement. Part 4) “How much money banks create?” asks what limits the money creation by banks and presents the difference between reserve ratio, liquidity ration, equity and refers to the inter-bank market. Part 5) Explores the question if banks create money or just credit and especially refers to credit risks. Part 6) Explains how money gets destroyed when loans are paid back. Note: The videos refer to the UK monetary and banking system, some explanations don't apply to other banking systems, e.g. the reserve ratio.
2012
Level: beginner
How much money can banks create - Banking 101 (Part 4 of 6)
From the two premises that (1) economies are complex systems and (2) the accumulation of knowledge about reality is desirable, I derive the conclusion that pluralism with regard to economic research programs is a more viable position to hold than monism. To substantiate this claim an epistemological framework of how scholars study their objects of inquiry and relate their models to reality is discussed. Furthermore, it is argued that given the current institutions of our scientific system, economics self-organizes towards a state of scientific unity. Since such a state is epistemologically inferior to a state of plurality, critical intervention is desirable.
2017
Level: advanced
The Complexity of Economies and Pluralism in Economics
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
In this Ted Talk, Mariana Mazzucato argues against the juxtaposition of the state and entrepreneurial activities. By presenting examples of her research on the relation between innovation and (inclusive) growth, she shows how many innovations were led by states' initiatives. Mazzucato confronts the liberal narrative of the a state that merely provides the frame for the market.
2013
Level: beginner
Government - investor, risk-taker, innovator
In the interview, Robert Skidelsky discusses the emergence of political influence of a certain school of economic thought and how the success of an economic theory depends on the power relations in the society. He introduces the historical example of Keynesian economics and its replacement by liberal economic theory and policy in the aftermath of the Great Depression, and transfers this historical case to the dominant paradigm of austerity policies in the Europe as response to rising public debts caused by the Financial Crisis. He contrasts austerity policies with a Keynesian approach. Furthermore, he relates the targets of policy to the underlying power structures, for example when not the reduction of unemployment but the protection of financial capital is politically addressed.
2015
Level: advanced
Economics and Political Power during the Crisis
Esther Duflo discusses the fact that in social policy one cannot check the big questions, i.e. whether development assistance as an aggregate is helpful, because there is no counterfactual. She then suggests to focus on smaller questions such as what prevents or incentiveses people from immunizing their kids or whether mosquito bednets should be distributed for free. These questions can be answered by using randomized control trials as in the medical sciences. Thus, she argues, by bringing the experimental method to social policy analysis better decisions as to where allocate funds can be made.
2010
Level: beginner
Social experiments to fight poverty
Banking 101 is a series of 6 short videos that ask the following questions: How do banks work and how is money created? Is reveals common misunderstandings of money creation and the role of banks. Furthermore, the videos show how models taught in many introductory classes to economics (Econ 101) do not reflect those processes: Part 1) “Misconceptions around Banking” questions common comprehensions of how banks work (savings = investments). Part 2) “What's wrong with the money multiplier” states that the model of the money multiplies is inaccurate. Part 3) “How is money really made by banks” explains the process of money creation, loans and inter-bank settlement. Part 4) “How much money banks create?” asks what limits the money creation by banks and presents the difference between reserve ratio, liquidity ration, equity and refers to the inter-bank market. Part 5) Explores the question if banks create money or just credit and especially refers to credit risks. Part 6) Explains how money gets destroyed when loans are paid back. Note: The videos refer to the UK monetary and banking system, some explanations don't apply to other banking systems, e.g. the reserve ratio.
2012
Level: beginner
How is money really made by banks? - Banking 101 (Part 3 of 6)
By conducting a discourse analysis (SKAD) in the field of academic economics textbooks, this paper aims at reconstructing frames and identity options offered to undergraduate students relating to the questions ‘Why study economics?’ and ‘Who do I become by studying economics?’. The analysis showed three major frames and respective identity offerings, all of which are contextualized theoretically, with prominent reference to the Foucauldian reflection of the science of Political Economy. Surprisingly, none of them encourages the student to think critically, as could have been expected in a pedagogical context. Taken together, economics textbooks appear as a “total structure of actions brought to bear upon possible action” (Foucault), therefore, as a genuine example of Foucauldian power structures.
2019
Level: beginner
The power of economic textbooks: A discourse analysis
In this short talk „On Economics“ Ha-Joon Chang, author of the book „Economics: The User's Guide“, gives a critical wrap-up on the economic discipline – on what is perceived as economics, what are dominant paradigms, the role of numbers and economics in public life. He further elaborates on the importance of heterodox schools of thought.
2014
Level: beginner
Ha-Joon Chang on Economics
In the keynote speech, Sigrid Stagl argues why it is necessary to include socio-ecological aspects in macoreconomic models. The talk focuses on the ecological necessities, mentioning limits to growth, resource extraction and planetary boundaries. At the end, Stagl shortly presents several current macroeconomic initiatives and models that move towards a a socio-ecological macroeconomics.
2013
Level: beginner
Towards a socio-ecological macroeconomics
The author identifies three principal economic phenomena, which are explained: long run productivity growth as the central driver of increasing economic activity, short-term and long-term debt cycles. The latter two are explained to some detailed with reference to money creation, central banking and long term crisis tendencies. With regards to the long run debt cycle, which leads into deleveraging and recession, some policy measures which can smoothen the crisis are discussed.
2013
Level: beginner
How The Economic Machine Works
Stiglitz answers the question why globalization and world trade has not delivered on its promise of increased well being as much as classical economists thought, by pointing to the power asymmetries: firstly, between industrialized nations and developing nations and secondly, between special corporate interest and social interests. In his analysis, developed countries and MNCs were able to extract the benefits, while shifting the costs (i.e. pollution) to states and communities with lesser power. Amongst many other historical examples the pharmaceutical and the mining industry are discussed to some length.
2013
Level: beginner
Stiglitz on globalization, why globalization fails? The trade agreements
The article pursues the two related questions of how economists pretend to know and why they want to know at all. It is argued that both the economic form of knowledge and the motivation of knowing have undergone a fundamental change during the course of the 20th century. The knowledge of important contemporary economic textbooks has little in common with an objective, decidedly scientifically motivated knowledge. Rather, their contents and forms follow a productive end, aiming at the subjectivity of their readers.
2019
Level: beginner
An essay on the putative knowledge of textbook economics
This lecture takes a look at the consequences of COVID 19 from a feminist economics perspective Professor Kabeer analyses a range of different impacts associated with COVID 19 and explores the kinds of policies that such a feminist economics lens would suggest for a more resilient and equitable future Naila …
2021
Level: beginner
Gender and COVID-19: a feminist economics lens
The course will teach students to analyze the goals, implementation, and outcomes of economic policy.
2019
Level: advanced
Advanced Economic Policy
The module is designed to first present some of the main schools of thought from a historical and methodological perspective. Each week we explore and critically assess the main tenants of each school of thought. In the second part of the module we link history of economic thought and methodology to a specific and contemporary economic question. The second part allows you to engage with current economic issues with an awareness of methodology and methodological differences and with some knowledge of the history of economics.
2019
Level: beginner
History of Economic Thought
Does Karl Polanyi's work “The Great Transformation” serve to analyse the current multiple crisis and social movements? Nancy Fraser revises Polanyi's concept of a double movement to capture social forces in the aftermath of the economic crisis of the 1930s – on the one side marketization and on the other hand social protection. Fraser proposes to talk about a triple movement and to account for emancipatory struggles. In the lecture, she discusses interactions as well as conflicts between those three forces, in particular conflicting aims of social protection. The lecture presents the content of her paper “A TRIPLE MOVEMENT? Parsing the Politics of Crisis after Polanyi“ in the New Left Review (2013).
2011
Level: advanced
Crisis of Capitalism, Crisis of Governance: Re-reading Karl Polanyi in the 21st Century

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