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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)
What made the false assumption that saving the economy at all cost during a pandemic so popular? This paper discusses different pathways through the COVID-19 pandemic at national and international level, and their consequences on the health of citizens and their economies.
How not to save the economy? The interplay of economics and health during the COVID-19 pandemic
As seen with the United Nations significant promotion of the Sustainable Development Goals (SDGs) in the past few years, the issue of global development is of growing concern to many international organizations. As humanity continues to become more interconnected through globalization, the inequalities and injustices experienced by inhabitants of impacted countries becomes increasingly clear. While this issue can be observed in the papers of different types (e.g., different schools of thought) of economists throughout the world, the work of behavioral and complexity economists offer a unique, collaborative perspective on how to frame decisions for individuals in a way that can positively reverberate throughout society and throughout time.
Behavioural vs Complexity Economics: Approaches to Development
Exploring Economics, an open-source e-learning platform, giving you the opportunity to discover & study a variety of economic theories, topics, and methods.
Yes, Money is Endogenous. Who Cares?
Poster of the different schools of thought made by Sergio A. Berumen. From the Greeks to late 20th and beginning of the 21th century.
General Guide To Schools Of Economic Thought
Mainstream inflation theories in economics do little to explain the recent acceleration in price increases. The associated economic policy recommendations further increase the misery of low-income groups.
The inflation conundrum
Max Krahé explains the role of economic planning for a green transition.
The Whole Field - Markets, planning, and coordinating the green transformation
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.
Why We Should Think Twice About Production Functions
Use economic models to learn how prices and markets benefit society in the face of scarcity and then apply those models to analyze policy Jonathan Gruber edX Massachusetts Institute of Technology
Microeconomics
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
In this radio interview, Philip Mirowski, author of the book "Never Let a Serious Crisis Go to Waste" presents several differences between neoclassical economics and neoliberalism. Apart from a historical outline, Mirowski primarily discusses different perceptions of markets and the role of the state. Mirowski further reflects on the role think tanks ("part of the "neoliberal thought collective") and the entrepreneurial self (the "neoliberal agent") in the spreading and fostering of the neoliberalism.
How Neoliberalism Survived the Financial Meltdown
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).
Crisis of Capitalism, Crisis of Governance: Re-reading Karl Polanyi in the 21st Century
For some days, global financial markets are in turmoil. Central banks and governments are dealing with the unfolding crisis on a daily basis with seemingly u...
Replay of the financial crisis of 2008? What is different today, and what to expect?
This paper presents an overview of different models which explain financial crises, with the aim of understanding economic developments during and possibly after the Great Recession. In the first part approaches based on efficient markets and rational expectations hypotheses are analyzed, which however do not give any explanation for the occurrence of financial crises and thus cannot suggest any remedies for the present situation. A broad range of theoretical approaches analyzing financial crises from a medium term perspective is then discussed. Within this group we focused on the insights of Marx, Schumpeter, Wicksell, Hayek, Fisher, Keynes, Minsky, and Kindleberger. Subsequently the contributions of the Regulation School, the approach of Social Structures of Accumulation and Post-Keynesian approach, which focus on long-term developments and regime shifts in capitalist development, are presented. International approaches to finance and financial crises are integrated into the analyses. We address the issue of relevance of all these theories for the present crisis and draw some policy implications. The paper has the aim to find out to which extent the different approaches are able to explain the Great Recession, what visions they develop about future development of capitalism and to which extent these different approaches can be synthesized.
Theories of finance and financial crisis: Lessons for the Great Recession
In this podcast, Laura Basu focuses on how capitalist markets and nation-states perpetuate structural racism.
Is capitalism racist?
This paper attempts to clarify how the European economic crisis from 2007 onwards can be understood from the perspective of a Marxian monetary theory of value that emphasizes intrinsic, structural flaws regarding capitalist reproduction. Chapter two provides an empirical description of the European economic crisis, which to some extent already reflects the structural theoretical framework presented in chapter three. Regarding the theoretical framework Michael Heinrich's interpretation of 'the' Marxian monetary theory of value will be presented. Heinrich identifies connections between production and realization, between profit and interest rate as well as between industrial and fictitious capital, which represent contradictory tendencies for which capitalism does not have simple balancing processes. In the context of a discussion of 'structural logical aspects' of Marx's Critique of the Political Economy, explanatory deficits of Heinrich's approach are analyzed. In the following, it is argued that Fred Moseley's view of these 'structural logical aspects' allows empirical 'applications' of Marxian monetary theories of value. It is concluded that a Marxian monetary theory of value, with the characteristics of expansive capital accumulation and its limitations, facilitates a structural analysis of the European economic crisis from 2007 onwards. In this line of argument, expansive production patterns are expressed, among other things, in global restructuring processes, while consumption limitations are mitigated by expansive financial markets and shifts in ex-port destinations.
The European economic crisis from 2007 onwards in the context of a global crisis of over-production of capital - a Marxian monetary theory of value interpretation
This is an introductory level core course in macroeconomics for those expecting to take further courses in economics. It provides a theoretical and applied approach of introductory macroeconomics, with an international perspective and applications to account for the growing importance of the global economy and the rising openness of economies.
Introduction to Macroeconomics
This article provides a contextual framework for understanding the gendered dimensions of the COVID-19 pandemic and its health, social, and economic outcomes. The pandemic has generated massive losses in lives, impacted people’s health, disrupted markets and livelihoods, and created profound reverberations in the home. In 112 countries that reported sex-disaggregated data on COVID-19 cases, men showed an overall higher infection rate than women, and an even higher mortality rate. However, women’s relatively high representation in sectors hardest hit by lockdown orders has translated into larger declines in employment for women than men in numerous countries. Evidence also indicates that stay-at-home orders have increased unpaid care workloads, which have fallen disproportionately to women. Further, domestic violence has increased in frequency and severity across countries. The article concludes that policy response strategies to the crisis by women leaders have contributed to more favorable outcomes compared to outcomes in countries led by men.
Feminist Economic Perspectives on the COVID-19 Pandemic
This short video visualizes the destabilizing effects financial markets can have on food prices, based on a paper by Jayati Ghosh. It introduces and explains the idea of future contracts and how those are used to speculate with basic food stuffs. After establishing the concepts, the video sketches out how the increase in those practices resulted in a substantial rise and later collapse of food prices around 2008 with severe consequences for many developing countries and their people.
Food and Finance
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 goal of the course is to deepen students’ understanding of the Latin American development experience by viewing it through a gender lens.
Gender in Latin American Development
The Atlas of Economic Complexity is an award-winning data visualization tool that allows people to explore global trade flows across markets, track these dynamics over time and discover new growth opportunities for every country.
Atlas of Economic Complexity
Politicians tell us the UK is “borrowing too much” and faces a “debt crisis.” That’s wrong. The government creates the pounds it spends, and what’s called “borrowing” is really just it accepting deposits — or savings — from the public and financial markets.
Why the UK government can't borrow - and we should not pretend it does
This is an introductory course into economics that navigates the intellectual history of political economy in a self-contained and non-technical manner. The course centres on the classical concept of political economy by emphasizing the moral and ethical problems that markets solve or may not solve.
Capitalism & Political Economy
Islamic finance's phenomenal growth owes to the Shariah compliant nature of its financial instruments. Shariah forbids the charging of interest (Riba) and instead promulgates risk-sharing and trade-based modes of financing. The Islamic financial industry has been subject to both critique and admiration. Critics argue that Islamic instruments (bearing debt-based structures) differ from their conventional counterparts only in legal lexicon and not in economic impact.
Rethinking Islamic Finance
This book analyzes the transition of chocolate from an exotic curiosity to an Atlantic commodity. It shows how local, inter-regional, and Atlantic markets interacted with one another and with imperial political economies. It explains how these interactions, intertwined with the resilience of local artisanal production, promoted the partial democratization of chocolate consumption as well as economic growth.
Empire, Political Economy, and the Diffusion of Chocolate in the Atlantic World
Gender Development and Globalization is the leading primer on global feminist economics and development. Gender is a development issue because social considerations are not easily incorporated into institutions such as policies, regulations, markets and organizations. This process is often referred to as the mainstreaming of gender in development institutions.
Gender Development and Globalization
This timely book answers the question of whether central banks should specifically target the stability of financial systems and if so, what kind of policies should be adopted to prevent or mitigate financial instability.
Central Banking, Monetary Policy and Financial In/Stability
Mr Minsky long argued markets were crisis prone His moment has arrived The Wall Street Journal In his seminal work Minsky presents his groundbreaking financial theory of investment one that is startlingly relevant today He explains why the American economy has experienced periods of debilitating inflation rising unemployment and marked …
Stabilizing an Unstable Economy
The world of economics is changing. Years of turmoil in the global economy mean that nothing will ever be quite the same again. This is the starting point and theme of this radically revised Economist books classic.
The Economist: Economics 4th edition
The 2007–08 credit crisis and the long recession that followed brutally exposed the economic and social costs of financialization. Understanding what lay behind these events, the rise of “fictitious capital” and its opaque logic, is crucial to grasping the social and political conditions under which we live. Yet, for most people, the operations of the financial system remain shrouded in mystery.
Fictitious Capital
Philosopher and political economist John Stuart Mill laid several foundations for liberal thinking, amongst others with the harm principle: everyone should be given the individual freedom - and not be hindered by e.g. state intervention - to act as s/he wants as long as no other person is harmed by this action. A short insight in his book On Liberty.
The Harm Principle: How to live your life the way you want to
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