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The total sum of squares and the total degrees of freedoms are disaggregated by calculating in sample variance and "between" sample variance and their respective degrees of freedoms. It is demonstrated numerically that both these measures add up to the total sum of squares and the total degrees of freedom.
ANOVA 2: Calculating SSW and SSB (total sum of squares within and between)
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.
Econometrics // Lecture 3: OLS and Goodness-Of-Fit (R-Squared)
First the global mean is calculated from a matrix of three sets each containing three observations. Then the sum of squares is calculated. Lastly, the concept of degree of freedom is explained.
ANOVA 1: Calculating SST (total sum of squares)
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?
Free trade in economic theories
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.
ANOVA 3: Hypothesis test with F-statistic
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.
Chi-square distribution introduction
First some terminology is explained. Then the interpretations of the coefficients and constants of the function are discussed. Afterwards the zero conditional mean assumption regarding the residual is problematized. Lastly, a graphical representation of a regression line is given and the least sum of squared errors is introduced and the equation for the coefficient of the linear function as well as for the intercept is given.
Econometrics // Lecture 2: "Simple Linear Regression" (SLR)
As opposed to the conventional over-simplified assumption of self-interested individuals, strong evidence points towards the presence of heterogeneous other-regarding preferences in agents. Incorporating social preferences – specifically, trust and reciprocity - and recognizing the non-constancy of these preferences across individuals can help models better represent the reality.
A fresh perspective to economic theory: Social preferences and their impact on gender and policy
What constitutes the dominance of the US dollar, what it provides for the US and the rest of the world, why it is constantly questioned, and what the future might hold for the dollar
How the International Reserve Currency System Works – and Whether the End of Dollar Hegemony is Imminent
What’s inflation? Why is it relevant? And is there an agreed theory about its roots and causes, or is it a contentious concept? That’s what this text is all about: We define what inflation actually means before we delve into the theoretical debate with an interdisciplinary and pluralist approach: What gives rise to it, what factors might influence it, and, consequently, what might be done about it?
Inflation in economic theory
In this overview paper, Laura Porak reviews the history of industrial policy in the European Union before the background of a Cultural Political Economy approach.
History of Industrial Policy in the EU
After completing the module, participants should have gained a basic understanding of the economic school of thought referred to as "Modern Monetary Theory" and should be able to analyze the monetary processes at play in the economy and evaluate fiscal and monetary policy decisions from an MMT-perspective.
Introduction to Modern Monetary Theory
The outbreak of COVID-19 has substantially accelerated the digitalization of the economy. Yet, this unprecedented growth of digital technology brought novel challenges to the labour market. Rise in income inequalities and precarious working conditions or polarization of jobs. In this essay, we try to assess what tools to use to counter these trends.
Post-pandemic future of work - How does digitization impact labour?
Neoclassical economics focuses on the allocation of scarce resources. Economic analysis is mainly concerned with determining the efficient allocation of resources in order to increase welfare.
Neoclassical Economics
In the history of the social sciences, few individuals have exerted as much influence as has Jeremy Bentham. His attempt to become “the Newton of morals” has left a marked impression upon the methodology and form of analysis that social sciences like economics and political science have chosen as modus operandi.
Bentham’s Two Sovereign Masters - Examining Bentham’s Influence on the Social Sciences
Why has heterodox economics not been more successful in making inroads into the mainstream? And why has “pluralist economics,” the most prominent alternative paradigm to mainstream economics, not been more successful in changing the curriculum?
The Project of Pluralism
This essay deals with the concepts of Sustainable Land Management (SLM) and Land Degradation Neutrality (LDN).
The importance of a Land Degradation Neutrality approach to achieving Sustainable Land Management
This article, looks at the complex interaction between an urban economy and the vegetation within that urban area. In summary, numerous studies have found a positive link between increased vegetation and social as well as personal health. It makes a case for increasing urban vegetation as a way to benefit local economies.
Urban Arbonomics | The Complex Nature of Urban Vegetation
The global economic and political order is undergoing rapid and profound transformation. We are witnessing a far-reaching "organic" crisis of the global economic world order, which may have started with the financial crisis of 2007/2008 but now enters a new, much more dynamic phase.
Towards a New Economics of Collapse and Construction
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.
Stock Flow Consistent Macroeconomics
What influence do changes in tax policy or state decisions on expenditure have on economic growth? For decades, this question has been controversially debated.
What is the fiscal multiplier and why is it so controversial?
The core idea of ecological economics is that human economic activity is bound by absolute limits. Interactions between the economy, society and the environment are analysed, while always keeping in mind the goal of a transition towards sustainability.
Ecological 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
Maria Kader provides an overview of the ECB's crisis policies in recent years. She outlines the measures taken, their effects, and their shortcomings.
The European Central Bank in a State of Crisis: Policies, Effects and Downsides
The article addresses the current debate on democratic economic planning and the question of how and by which instruments a post-capitalist planning system, embedded in a broader agenda of macroeconomic transformation, can be developed.
On Democratic Economic Planning and Macroeconomic Transformation
Due to the IMF’s focus on gender budgeting, this essay will mainly examine its gender budgeting recommendations as an example of its general inclination towards gender issues and its conception of gender equality. What does the IMF’s focus on gender equality really mean from a critical feminist perspective? What are its main objectives? What does it seek to change and to maintain? What concept or idea of women does it follow and what are the underlying theoretical foundations?
The Gender strategy of the IMF: The way to go towards gender equality or a mere instrumentalisation of feminism?
Due to the economic crisis of 2008/2009, households faced drastic decreases in their incomes, the availability of jobs. Additionally, the structure of the labour market changed, while austerity measures and public spending cuts left households with less support and safeguards provided by the state. How have these developments affected the burden of unpaid labour and what influence did this have on gender relations?
The effect of austerity on unpaid work and gender relations in Europe
The Philosophy of Economics Foundational Text provides a systematic and well-structured overview over the field of philosophy of economics.
Philosophy of Economics
This chapter by the Centre for Economy Studies explores how courses on the history of economic thought and methods could look if they were pluralist and interdisciplinary.
Rethinking the History of Economic Thought & Methods
The article examines how, in the context of multiple contemporary crises—financial, ecological, and social—interest in alternative economic models such as democratic economic planning has resurged. It outlines historical debates on the feasibility of planning versus markets, discusses contemporary approaches to democratic, digitally supported, and ecologically oriented planning, and identifies research gaps, including social reproduction and Global South perspectives.
Rethinking Economic Planning
A review of:
[1] Intermediate Microeconomics, H.R. Varian
[2] Mikrooekonomie, R.S. Pindyck, D.L. Rubinfeld
[3] Grundzuege der mikrooekonomischen Theorie, J. Schumann, U. Meyer, W. Stroebele
The Dichotomy, Inconsistency, and Peculiar Outmodedness of the "Mainstream" Textbook
This essay suggests to bring together two aspects of economic thought which so far have developed largely separately: degrowth and feminist economics. In this strive, the concept of care work and its role in feminist economics will be introduced and the downsides of the commodification of care work will be discussed. Subsequently, contributions to the discussion on the (re)valuation of care work will be taken into account.
Who cares? A convergence of feminist economics and degrowth
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