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The definition of a chi-square distribution is given. Chi-square is defined as the sum of random normally distributed variables (mean=0, variance=s.d.=1). The number of added squared variables is equal to the degrees of freedom. With more degrees of freedom the probability of larger chi-square values is increased.
2011
Level: beginner
Chi-square distribution introduction
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
The goal of the class is to acquire familiarity with recently-published research in alternative macroeconomics with a focus on the distribution of income and wealth, cyclical growth models, and technical change.
2021
Level: beginner
Theory Seminar Macro-Distribution
The paper gives a comprehensive overview of challenges facing energy transmission and distribution networks in the UK in the wake of the green transition and makes the case for public ownership.
2023
Level: beginner
Grid is Good: The Case for Public Ownership of Transmission and Distribution
Modern authors have identified a variety of striking economic patterns, most importantly those involving the distribution of incomes and profit rates. In recent times, the econophysics literature has demonstrated that bottom incomes follow an exponential distribution, top incomes follow a Pareto, profit rates display a tent-shaped distribution. This paper is concerned with the theory underlying various explanations of these phenomena. Traditional econophysics relies on energy-conserving “particle collision” models in which simulation is often used to derive a stationary distribution. Those in the Jaynesian tradition rely on entropy maximization, subject to certain constraints, to infer the final distribution. This paper argues that economic phenomena should be derived as results of explicit economic processes. For instance, the entry and exit process motivated by supply decisions of firms underlies the drift-diffusion form of wage, interest and profit rates arbitrage. These processes give rise to stationary distributions that turn out to be also entropy maximizing. In arbitrage approach, entropy maximization is a result. In the Jaynesian approaches, entropy maximization is the means.
2019
Level: advanced
The Econ in Econophysics
Within the heterodox field one of the most active topics is related to the theory of economic growth and distribution This is a textbook for advance undergraduate and graduate students Throughout its 18 chapters Classical Neoclassical and post Keynesian models are developed Each chapter contains study problems and suggested readings …
2019
Level: expert
Growth and Distribution
The principle of effective demand, and the claim of its validity for a monetary production economy in the short and in the long run, is the core of heterodox macroeconomics, as currently found in all the different strands of post-Keynesian economics (Fundamentalists, Kaleckians, Sraffians, Kaldorians, Institutionalists) and also in some strands of neo-Marxian economics, particularly in the monopoly capitalism and underconsumptionist school In this contribution, we will therefore outline the foundations of the principle of effective demand and its relationship with the respective notion of a capitalist or a monetary production economy in the works of Marx, Kalecki and Keynes. Then we will deal with heterodox short-run macroeconomics and it will provide a simple short-run model which is built on the principle of effective demand, as well as on distribution conflict between different social groups (or classes): rentiers, managers and workers. Finally, we will move to the long run and we will review the integration of the principle of effective demand into heterodox/post-Keynesian approaches towards distribution and growth.
2015
Level: advanced
The principle of effective demand: Marx, Kalecki, Keynes and beyond
In this keynote lecture during the conference „The Spectre of Stagnation? Europe in the World Economy“, Till van Treek presents research on how changes in income distribution lead to macroeconomic instability and crisis, focusing on currents accounts. Treek presents the relative income hypothesis in contrast to other mainstream and Post-Keynesian explanations. The relative income hypothesis proposes that aggregate demand increases and savings decrease with rising personal income inequality due to upward looking status comparison – but effects depend on the quantile where income inequality increases. Treek points to the importance of accounting for both income and functional income distribution and underlines his arguments with data comparing different pattern in Germany and the U.S.
2015
Level: expert
Macroeconomics of inequality & instability - Inequality, imbalances and the crisis
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
In this paper the main developments in post-Keynesian macroeconomics since the mid- 1990s will be reviewed. For this purpose the main differences between heterodox economics in general, including post-Keynesian economics, and orthodox economics will be reiterated and an overview over the strands of post-Keynesian economics, their commonalities and developments since the 1930s will be outlined. This will provide the grounds for touching upon three important areas of development and progress of post-Keynesian macroeconomics since the mid-1990s: first, the integration of distribution issues and distributional conflict into short- and long-run macroeconomics, both in theoretical and in empirical/applied works; second, the integrated analysis of money, finance and macroeconomics and its application to changing institutional and historical circumstances, like the process of financialisation; and third, the development of full-blown macroeconomic models, providing alternatives to the mainstream 'New Consensus Model' (NCM), and allowing to derive a full macroeconomic policy mix as a more convincing alternative to the one implied and proposed by the mainstream NCM, which has desperately failed in the face of the recent crises.
2012
Level: advanced
Post-Keynesian macroeconomics since the mid-1990s: Main developments
An examination of women's changing economic roles. Includes an analysis of labour force participation, wage inequality, gender differences in education, intra-household distribution of resources, economics of reproduction, and how technological change affects women.
2015
Level: beginner
Women and the Economy
Capitalism cannot fulfil the promises of the French revolution: Liberty, Equality, Fraternity. Why? Richard Wollf elaborates on Marx's analysis of the distribution and organisation of surplus in society and his conclusion that there is something inherently wrong in capitalist class structure that still causes economic crisis in our modern times. Change requires changing the organisation of the production. This goes far beyond a discussion of 'more-state' vs. 'less-state'.
2011
Level: beginner
Intro To Marxian Economics
Galbraith first explores the social darwinism of Herbert Spencer and others that served as apology for the highly unequal distribution of wealth in the US at the end of the 19th century and naturalized differences in wealth by appealing to the concept of natural selection of the fittest. Then some instances of the unscrupulous business practices (i.e. robberies) of the American railroad tycoons and other business magnates are recounted. Lastly, Galbraith lines out some of the arguments of Thorstein Veblen, who delegitimized and ridiculed the business and leisure activities of the rich by putting them in the same category as predatory and ritualized practices of primitive or ancient societies.
Level: beginner
The Age of Uncertainty Episode 2 - The Manners and Morals of High Capitalism
Eckhard Hein criticises the mainstream's view of secular stagnation as the result of a negative real equilibrium interest rate. Arguing in a Keynesian spirit with particular reference to Steindl, secular stagnation is considered to be a result of shift in the functional income distribution, and oligopolistic organisation of industries, leading to excess capacity and reluctance to invest. This acts as a drag on effective demand and results in secular stagnation. Distributional policies and public investment can, however, overcome stagnation its tendencies.
2015
Level: advanced
Secular Stagnation or stagnation policy? Steindl after Summers
James Robinson gives in this talk a short introduction into the theory and ideas of his popular book "Why Nations Fail" which was published together with D. Acemoglu in 2012. With many real-life examples he gives a lively description on the fundamentals for economic success from an institutionalist view. According to Robinson, the nature of institutions is a crucial factor for economic success. Whether institutions are inclusive (such as in prosperous economies) or extractive (poor economies) stems from the nation's political process and the distribution of political power.
2014
Level: beginner
Why Nations Fail
The first day of the workshop is intended to initiate students to the foundational concepts of ecological economics. Ecological economics is an ecological critique of economics, applying the energetics of life to the study of the economy. It also investigates the social distribution of environmental costs and benefits. It does so by deconstructing concepts that are taken for granted like “nature” or “the economy”, excavating their ideological origins.
2022
Level: beginner
Political ecology, degrowth, and the Green New Deal
Political-economic systems define the ways in which the production and distribution of goods and services are organised that shape people’s lives. We live in capitalism, but what does that mean? This essential lecture by Economy Studies helps students develop an understanding of it on the basis of the book Capitalism by Geoffrey Ingham.
2022
Level: beginner
Capitalism - Economy Studies
Mainstream economics almost completely ignores the role power plays in determining economic outcomes, which means it can only provide partial explanations of the distribution of wealth and income, and of the problems associated with inequality and poverty.
2016
Level: advanced
Power and Neoclassical Economics
In this short video Peter Reich illustrates seven aspects of the state of the US economy. He provides suggestions on how to to get started to move towards a more fair distribution of wealth.
2019
Level: beginner
Everything You Need to Know About the New Economy
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 chapter by the Centre of Economy Studies provides a map through the complex jungle of economic theories. It provides key insights and ideas for thirteen core topics in economics, organised by selecting the most relevant theoretical approaches per topic and contrasting them with each other.
2021
Level: beginner
Pragmatic Pluralism
This course will survey contemporary heterodox approaches to economic research, both from a microeconomic and a macroeconomic perspective. Topics will be treated from a general, critical, and mathematical standpoint.
2021
Level: advanced
Heterodox Approaches to Economics
Complexity economics focuses on interactions and interdependencies between individuals and structures in economic systems. Those are systems of organised complexity. High importance is given to the analysis of networks.
Complexity Economics
This text summarizes the content of the 2018 Nobel Prize winner W. Nordhaus. It is extended by some critical perspectives on this topic. The short dossier gives an overview of the most important texts we have read in the climate economics reading group.
2018
Level: beginner
Climate Economics and the DICE Model
Post-Keynesians focus on the analysis of capitalist economies, perceived as highly productive, but unstable and conflictive systems. Economic activity is determined by effective demand, which is typically insufficient to generate full employment and full utilisation of capacity.
Post-Keynesian Economics
More-is-better ideals such as these have long shaped our vision of rationality. Yet humans and other animals typically rely on simple heuristics to solve adaptive problems, focusing on one or a few important cues and ignoring the rest, and shortcutting computation rather than striving for as much as possible.
2012
Level: advanced
Ecological Rationality
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 parallel to rising inflation numbers, the concept of profit inflation has clearly risen to prominence in recent years. But what is it exactly? This dossier aims not only to collect the most important publications on profit inflation but also intends to map out the development of the discourse and the different positions within the debate.
2024
Level: advanced
Profit Inflation: Mapping the debate
Marxian Political Economy focuses on the exploitation of labour by capital. The economy is not conceived as consisting of neutral transactions for exchange and cooperation, but instead as having developed historically out of asymmetric distributions of power, ideology and social conflicts.
Marxian Political Economy
The Covid-19 pandemic has laid bare the deep structural rifts in modern capitalist economies. It has exposed and exacerbated the long-lasting systemic inequalities in income, wealth, healthcare, housing, and other aspects of economic success across a variety of dimensions including class, gender, race, regions, and nations. This workshop explores the causes of economic inequality in contemporary capitalist economies and its consequences for the economy and society in the post-pandemic reality, as well as what steps can be taken to alleviate economic inequality in the future. Drawing from a variety of theoretical and interdisciplinary insights, the workshop encourages you to reflect on your personal experiences of inequality and aims to challenge the way in which the issue is typically approached in economics.
2022
Level: beginner
Inequality in the Post-pandemic Era
The Philosophy of Economics Foundational Text provides a systematic and well-structured overview over the field of philosophy of economics.
2023
Level: beginner
Philosophy of Economics
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

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