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Causality And Objectivity In Macroeconomics
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Book Synopsis Causality and Objectivity in Macroeconomics by : Tobias Henschen
Download or read book Causality and Objectivity in Macroeconomics written by Tobias Henschen and published by Taylor & Francis. This book was released on 2023-09-29 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: Central banks and other policymaking institutions use causal hypotheses to justify macroeconomic policy decisions to the public and public institutions. These hypotheses say that changes in one macroeconomic aggregate (e.g. aggregate demand) cause changes in other macroeconomic aggregates (e.g. in inflation). An important (perhaps the most important) goal of macroeconomists is to provide conclusive evidence in support of these hypotheses. If they cannot provide any conclusive evidence, then policymaking institutions will be unable to use causal hypotheses to justify policy decisions, and then the scientific objectivity of macroeconomic policy analysis will be questionable. The book analyzes the accounts of causality that have been or can be proposed to capture the type of causality that underlies macroeconomic policy analysis, the empirical methods of causal inference that contemporary macroeconomists have at their disposal, and the conceptions of scientific objectivity that traditionally play a role in economics. The book argues that contemporary macroeconomists cannot provide any conclusive evidence in support of causal hypotheses, and that macroeconomic policy analysis doesn’t qualify as scientifically objective in any of the traditional meanings. The book also considers a number of steps that might have to be taken in order for macroeconomic policy analysis to become more objective. The book addresses philosophers of science and economics as well as (macro-) economists, econometricians and statisticians who are interested in causality and macro-econometric methods of causal inference and their wider philosophical and social context.
Book Synopsis Dynamic Models and Structural Estimation in Corporate Finance by : Ilya A. Strebulaev
Download or read book Dynamic Models and Structural Estimation in Corporate Finance written by Ilya A. Strebulaev and published by Now Pub. This book was released on 2012-10-02 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goals of this monograph are to explain the models and techniques and make it more accessible, introduce the main strands of this literature, and explain how dynamic models can be taken to the data and estimated, providing a guide to 3 methodologies: generalized method of moments, simulated method of moments, and maximum simulated likelihood.
Book Synopsis The Economics of Artificial Intelligence by : Ajay Agrawal
Download or read book The Economics of Artificial Intelligence written by Ajay Agrawal and published by University of Chicago Press. This book was released on 2024-03-05 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: A timely investigation of the potential economic effects, both realized and unrealized, of artificial intelligence within the United States healthcare system. In sweeping conversations about the impact of artificial intelligence on many sectors of the economy, healthcare has received relatively little attention. Yet it seems unlikely that an industry that represents nearly one-fifth of the economy could escape the efficiency and cost-driven disruptions of AI. The Economics of Artificial Intelligence: Health Care Challenges brings together contributions from health economists, physicians, philosophers, and scholars in law, public health, and machine learning to identify the primary barriers to entry of AI in the healthcare sector. Across original papers and in wide-ranging responses, the contributors analyze barriers of four types: incentives, management, data availability, and regulation. They also suggest that AI has the potential to improve outcomes and lower costs. Understanding both the benefits of and barriers to AI adoption is essential for designing policies that will affect the evolution of the healthcare system.
Book Synopsis Causality and Objectivity in Macroeconomics by : Tobias Henschen
Download or read book Causality and Objectivity in Macroeconomics written by Tobias Henschen and published by . This book was released on 2024 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Central banks and other policymaking institutions use causal hypotheses to justify macroeconomic policy decisions to the public and public institutions. These hypotheses say that changes in one macroeconomic aggregate (e.g. aggregate demand) cause changes in other macroeconomic aggregates (e.g. in inflation). An important (perhaps the most important) goal of macroeconomists is to provide conclusive evidence in support of these hypotheses. If they cannot provide any conclusive evidence, then policymaking institutions will be unable to use causal hypotheses to justify policy decisions, and then the scientific objectivity of macroeconomic policy analysis will be questionable. The book analyzes the accounts of causality that have been or can be proposed to capture the type of causality that underlies macroeconomic policy analysis, the empirical methods of causal inference that contemporary macroeconomists have at their disposal, and the conceptions of scientific objectivity that traditionally play a role in economics. The book argues that contemporary macroeconomists cannot provide any conclusive evidence in support of causal hypotheses, and that macroeconomic policy analysis doesn't qualify as scientifically objective in any of the traditional meanings. The book also considers a number of steps that might have to be taken in order for macroeconomic policy analysis to become more objective. The book addresses philosophers of science and economics as well as (macro-) economists, econometricians and statisticians who are interested in causality and macro-econometric methods of causal inference and their wider philosophical and social context"--
Book Synopsis The Routledge Handbook of the Philosophy of Economics by : Conrad Heilmann
Download or read book The Routledge Handbook of the Philosophy of Economics written by Conrad Heilmann and published by Routledge. This book was released on 2021-11-29 with total page 660 pages. Available in PDF, EPUB and Kindle. Book excerpt: The most fundamental questions of economics are often philosophical in nature, and philosophers have, since the very beginning of Western philosophy, asked many questions that current observers would identify as economic. The Routledge Handbook of Philosophy of Economics is an outstanding reference source for the key topics, problems, and debates at the intersection of philosophical and economic inquiry. It captures this field of countless exciting interconnections, affinities, and opportunities for cross-fertilization. Comprising 35 chapters by a diverse team of contributors from all over the globe, the Handbook is divided into eight sections: I. Rationality II. Cooperation and Interaction III. Methodology IV. Values V. Causality and Explanation VI. Experimentation and Simulation VII. Evidence VIII. Policy The volume is essential reading for students and researchers in economics and philosophy who are interested in exploring the interconnections between the two disciplines. It is also a valuable resource for those in related fields like political science, sociology, and the humanities.
Download or read book The Book of Why written by Judea Pearl and published by Basic Books. This book was released on 2018-05-15 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence "Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.
Download or read book Rescuing Econometrics written by Duo Qin and published by Taylor & Francis. This book was released on 2023-12-01 with total page 129 pages. Available in PDF, EPUB and Kindle. Book excerpt: Haavelmo’s 1944 monograph, The Probability Approach in Econometrics, is widely acclaimed as the manifesto of econometrics. This book challenges Haavelmo’s probability approach, shows how its use is delivering defective and inefficient results, and argues for a paradigm shift in econometrics towards a full embrace of machine learning, with its attendant benefits. Machine learning has only come into existence over recent decades, whereas the universally accepted and current form of econometrics has developed over the past century. A comparison between the two is, however, striking. The practical achievements of machine learning significantly outshine those of econometrics, confirming the presence of widespread inefficiencies in current econometric research. The relative efficiency of machine learning is based on its theoretical foundation, and particularly on the notion of Probably Approximately Correct (PAC) learning. Careful examination reveals that PAC learning theory delivers the goals of applied economic modelling research far better than Haavelmo’s probability approach. Econometrics should therefore renounce its outdated foundation, and rebuild itself upon PAC learning theory so as to unleash its pent-up research potential. The book is catered for applied economists, econometricians, economists specialising in the history and methodology of economics, advanced students, philosophers of social sciences.
Book Synopsis Karl Popper and Situational Analysis by : Alfonso Palacio-Vera
Download or read book Karl Popper and Situational Analysis written by Alfonso Palacio-Vera and published by Taylor & Francis. This book was released on 2024-08-02 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: ‘Situational Analysis’ represents Karl Popper’s methodological proposal for the social sciences. Although it has been widely studied and interpreted, this book argues that Situational Analysis remains underestimated and undeveloped and, if properly reformulated, could yet become a broad methodological framework that encompasses both the ‘historical’ social sciences and a large section of the ‘theoretical’ social sciences. The first part of this book develops this idea by returning to Popper’s texts. This book calls for both a reformulation of Situational Analysis and a clarification of the status and role of Popper’s ‘Rationality Principle’. This book also develops Situational Analysis by addressing two aspects of the Problem-Situation facing individual actors that are only sketched out in Popper’s work: institutions and expectations. The second part of this book utilizes the reformulated version of Situational Analysis to shed light on the core methodological differences across some of the most widespread approaches in contemporary economics and sociology. In particular, by showing that many of these approaches are variants of the reformulated version of Situational Analysis presented in the first part of this book, this book argues that apparent methodological differences across these approaches may be reinterpreted as differences in the way social scientists reconstruct the Problem-Situation facing individual actors. This book will be vital reading for academic economists, sociologists, philosophers of science, and other social scientists interested in methodology.
Download or read book Causality written by Judea Pearl and published by Cambridge University Press. This book was released on 2009-09-14 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships between causal connections, statistical associations, actions and observations. The book will open the way for including causal analysis in the standard curriculum of statistics, artificial intelligence ...
Book Synopsis Causality and Causal Modelling in the Social Sciences by : Federica Russo
Download or read book Causality and Causal Modelling in the Social Sciences written by Federica Russo and published by Springer Science & Business Media. This book was released on 2008-09-18 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This investigation into causal modelling presents the rationale of causality, i.e. the notion that guides causal reasoning in causal modelling. It is argued that causal models are regimented by a rationale of variation, nor of regularity neither invariance, thus breaking down the dominant Human paradigm. The notion of variation is shown to be embedded in the scheme of reasoning behind various causal models. It is also shown to be latent – yet fundamental – in many philosophical accounts. Moreover, it has significant consequences for methodological issues: the warranty of the causal interpretation of causal models, the levels of causation, the characterisation of mechanisms, and the interpretation of probability. This book offers a novel philosophical and methodological approach to causal reasoning in causal modelling and provides the reader with the tools to be up to date about various issues causality rises in social science.
Book Synopsis Islamic Economics as Mesoscience by : Masudul Alam Choudhury
Download or read book Islamic Economics as Mesoscience written by Masudul Alam Choudhury and published by Springer Nature. This book was released on 2020-11-24 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the building blocks of Islamic economics as meso-science, offering an in-depth study of the Qur’anic worldview of the monotheistic unity of knowledge, which is the universal and unique message of Tawhid in the Qur’an. This primal ontological premise is formalised in an analytical approach that introduces and unpacks the philosophical concepts of ontology, epistemology, and phenomenology in relation to the Tawhidi methodological worldview. The analysis of Qur’anic logical consistency is then cast in a phenomenological perspective by applying the complete model of the unity of knowledge of the Qur’an in a specific study of the Tawhidi methodological approach to Islamic financial-economic theory. In doing so, it tackles the problems of meso-economics given its socio-scientific holism in world affairs. It hones in on the results of the symbiotic modulation of evolutionary learning processes in the world system of the unity of knowledge and its material embedding across knowledge, and knowledge-induced space and time dimensions. The author poses that Shari’ah is only partial in its scope, and excludes an analytical methodological worldview. Shari’ah is thus cast in the midst of a meso-socio-scientific absence of any appertaining methodology. The book is a landmark work in the conceptual and applied understanding of Tawhid as the methodological worldview of the monotheistic unity of knowledge in the meso-socio-scientific realm of ‘everything’, particularised to Islamic economics. Adopting an inter-disciplinary view integrating various fields, it challenges pervasive Western academic and institutional thinking in terms of economics. It will be of interest to students and researchers in Islamic economics, religious theory, Islamic philosophy, development studies, and finance.
Book Synopsis The Friedman-Lucas Transition in Macroeconomics by : Peter Galbács
Download or read book The Friedman-Lucas Transition in Macroeconomics written by Peter Galbács and published by Academic Press. This book was released on 2020-02-20 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Friedman-Lucas Transition in Macroeconomics: A Structuralist Approach considers how and to what extent monetarist and new classical theories of the business-cycle can be regarded as approximately true descriptions of a cycle's causal structure or whether they can be no more than useful predictive instruments. This book will be of interest to upper-division undergraduates, graduate students, researchers and professionals concerned with practical, theoretical and historical aspects of macroeconomics and business-cycle modeling. - Offers a wide selection of Robert Lucas's unpublished works - Discusses the history of business-cycle theories in the context of methodological advancements - Suggests effective arguments for emphasizing the key role of representative agents and their assumed properties in macro-modeling
Book Synopsis General Theory Of Employment , Interest And Money by : John Maynard Keynes
Download or read book General Theory Of Employment , Interest And Money written by John Maynard Keynes and published by Atlantic Publishers & Dist. This book was released on 2016-04 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: John Maynard Keynes is the great British economist of the twentieth century whose hugely influential work The General Theory of Employment, Interest and * is undoubtedly the century's most important book on economics--strongly influencing economic theory and practice, particularly with regard to the role of government in stimulating and regulating a nation's economic life. Keynes's work has undergone significant revaluation in recent years, and "Keynesian" views which have been widely defended for so long are now perceived as at odds with Keynes's own thinking. Recent scholarship and research has demonstrated considerable rivalry and controversy concerning the proper interpretation of Keynes's works, such that recourse to the original text is all the more important. Although considered by a few critics that the sentence structures of the book are quite incomprehensible and almost unbearable to read, the book is an essential reading for all those who desire a basic education in economics. The key to understanding Keynes is the notion that at particular times in the business cycle, an economy can become over-productive (or under-consumptive) and thus, a vicious spiral is begun that results in massive layoffs and cuts in production as businesses attempt to equilibrate aggregate supply and demand. Thus, full employment is only one of many or multiple macro equilibria. If an economy reaches an underemployment equilibrium, something is necessary to boost or stimulate demand to produce full employment. This something could be business investment but because of the logic and individualist nature of investment decisions, it is unlikely to rapidly restore full employment. Keynes logically seizes upon the public budget and government expenditures as the quickest way to restore full employment. Borrowing the * to finance the deficit from private households and businesses is a quick, direct way to restore full employment while at the same time, redirecting or siphoning
Book Synopsis Causality in Macroeconomics by : Kevin D. Hoover
Download or read book Causality in Macroeconomics written by Kevin D. Hoover and published by Cambridge University Press. This book was released on 2001-08-13 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: First published in 2001, Causality in Macroeconomics addresses the long-standing problems of causality while taking macroeconomics seriously. The practical concerns of the macroeconomist and abstract concerns of the philosopher inform each other. Grounded in pragmatic realism, the book rejects the popular idea that macroeconomics requires microfoundations, and argues that the macroeconomy is a set of structures that are best analyzed causally. Ideas originally due to Herbert Simon and the Cowles Commission are refined and generalized to non-linear systems, particularly to the non-linear systems with cross-equation restrictions that are ubiquitous in modern macroeconomic models with rational expectations (with and without regime-switching). These ideas help to clarify philosophical as well as economic issues. The structural approach to causality is then used to evaluate more familiar approaches to causality due to Granger, LeRoy and Glymour, Spirtes, Scheines and Kelly, as well as vector autoregressions, the Lucas critique, and the exogeneity concepts of Engle, Hendry and Richard.
Book Synopsis Causality in Economics by : Sir John Richard Hicks
Download or read book Causality in Economics written by Sir John Richard Hicks and published by . This book was released on 1979 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Time and the Macroeconomic Analysis of Income by : Alvaro Cencini
Download or read book Time and the Macroeconomic Analysis of Income written by Alvaro Cencini and published by Bloomsbury Publishing. This book was released on 2013-11-07 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Time and the Macroeconomic Analysis of Income will undoubtedly puzzle, stimulate, infuriate, or annoy many readers. Alvaro Cencini challenges so many of the commonly held notions which are perpetuated in elementary textbooks and taken for granted in learned journals that a first reaction is bound to be that the author must be naive or ignorant – this is far from the case; the questions that Cencini raises are original and searching. His answers are even more intriguing for economists and interested readers.
Book Synopsis The Oxford Handbook of Philosophy of Economics by : Harold Kincaid
Download or read book The Oxford Handbook of Philosophy of Economics written by Harold Kincaid and published by Oxford Handbooks Online. This book was released on 2009-03-26 with total page 689 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is the first comprehensive, cohesive, and accessible reference source to the philosophy of economics, presenting important new scholarship by top scholars.