Download or read book Structural Reforms and Economic Growth A Machine Learning Approach written by Mr. Anil Ari and published by International Monetary Fund. This book was released on 2022-09-16 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: The qualitative and granular nature of most structural indicators and the variety in data sources poses difficulties for consistent cross-country assessments and empirical analysis. We overcome these issues by using a machine learning approach (the partial least squares method) to combine a broad set of cross-country structural indicators into a small number of synthetic scores which correspond to key structural areas, and which are suitable for consistent quantitative comparisons across countries and time. With this newly constructed dataset of synthetic structural scores in 126 countries between 2000-2019, we establish stylized facts about structural gaps and reforms, and analyze the impact of reforms targeting different structural areas on economic growth. Our findings suggest that structural reforms in the area of product, labor and financial markets as well as the legal system have a significant impact on economic growth in a 5-year horizon, with one standard deviation improvement in one of these reform areas raising cumulative 5-year growth by 2 to 6 percent. We also find synergies between different structural areas, in particular between product and labor market reforms.
Download or read book When Do Structural Reforms Work On the Role of the Business Cycle and Macroeconomic Policies written by MissAnna Rose Bordon and published by International Monetary Fund. This book was released on 2016-03-15 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: Structural reforms are expected to lift growth and employment, but their effects are surprisingly difficult to pin down empirically. One reason is their potential endogeneity to the economic environment in which they are conducted. For example, the impact of a reform implemented shortly before a cyclical upswing is difficult to distinguish from the recovery itself. Similarly, macroeconomic policies conducted along a structural reform could affect the estimated impact. Exploring various options, this paper develops robust estimates of the impact of labor and product market reforms by using local projection techniques while controlling for endogeneity of reforms and other biases. The results suggest that labor and product market reforms have a lagged but positive impact on employment creation, and the positive effect remains even after controlling for the endogeneity of the decision to reform. Supportive macroeconomic policies are found to increase the effect of labor and product market reforms, consistent with the view that some structural reforms are best initiated in conjunction with supportive fiscal or monetary policy.
Download or read book Structural Reforms Productivity and Technological Change in Latin America written by Jorge M. Katz and published by United Nations Publications. This book was released on 2001 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last ten to fifteen years, profound structural reforms have moved Latin America and the Caribbean from closed, state-dominated economies to ones that are more market-oriented and open. Policymakers expected that these changes would speed up growth. This book is part of a multi-year project to determine whether these expectation have been fulfilled. Focusing on technological change, the impact of the reforms on the process of innovation is examined. It notes that the development process is proving to be highly heterogenous across industries, regions and firms and can be described as strongly inequitable. This differentiation that has emerged has implications for job creation, trade balance, and the role of small and medium sized firms. This ultimately suggests, amongst other things, the need for policies to better spread the use of new technologies.
Download or read book Structural Reforms Growth and Inequality written by Nauro F. Campos and published by . This book was released on 2017 with total page 52 pages. Available in PDF, EPUB and Kindle. Book excerpt: This chapter provides a critical overview of the state of the art in the economics literature on structural reforms. It takes stock of theoretical developments, measurement efforts and of the econometric evidence. We start with a simple theoretical framework for the relationship between structural reforms, economic growth and income inequality. We argue that whether structural reforms have a positive or negative impact depends on various factors. The type of reform, timing, sequence and political constraints play crucial roles in determining the effectiveness of reforms on economic growth and income inequality. We conclude by proposing a 7-point agenda for future research.
Download or read book Economic Growth and Stock Market Participation an Explorative Machine learning Approach written by Markus Faessler and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to various contradicting empirical studies, this thesis aims to provide new complementary perspectives on the relation and causation of real economic growth, stock market development and stock market participation rate. This was done by applying an unsupervised machine-learning algorithm, an agglomerative hierarchical clustering method. The motivation to use a clustering method was to simplify complex data structures in order "to represent the data in a way which will suggest fruitful hypotheses (Jardine, 1970, p.117)." Once the theoretical background with regard to stock market development, economic growth, equity premium puzzle and methodology was laid out, the findings were presented. The empirical results implied a breakdown of the OECD countries into four clusters which were compared with their respective mean values. The implications of these results may allow for an analysis as to the direction of causation on a cluster-base. Furthermore, as this thesis includes stock market participation rate in the analysis, it suggests an analysis of potentially underlying premises which may influence both stock market participation rate and the relation and causation of economic growth and financial markets development akin.
Download or read book Machine Learning and Causality The Impact of Financial Crises on Growth written by Mr.Andrew J Tiffin and published by International Monetary Fund. This book was released on 2019-11-01 with total page 30 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning tools are well known for their success in prediction. But prediction is not causation, and causal discovery is at the core of most questions concerning economic policy. Recently, however, the literature has focused more on issues of causality. This paper gently introduces some leading work in this area, using a concrete example—assessing the impact of a hypothetical banking crisis on a country’s growth. By enabling consideration of a rich set of potential nonlinearities, and by allowing individually-tailored policy assessments, machine learning can provide an invaluable complement to the skill set of economists within the Fund and beyond.
Download or read book Fiscal Policy and Long Term Growth written by International Monetary Fund and published by International Monetary Fund. This book was released on 2015-04-20 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper explores how fiscal policy can affect medium- to long-term growth. It identifies the main channels through which fiscal policy can influence growth and distills practical lessons for policymakers. The particular mix of policy measures, however, will depend on country-specific conditions, capacities, and preferences. The paper draws on the Fund’s extensive technical assistance on fiscal reforms as well as several analytical studies, including a novel approach for country studies, a statistical analysis of growth accelerations following fiscal reforms, and simulations of an endogenous growth model.
Download or read book Global Trends 2040 written by National Intelligence Council and published by Cosimo Reports. This book was released on 2021-03 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The ongoing COVID-19 pandemic marks the most significant, singular global disruption since World War II, with health, economic, political, and security implications that will ripple for years to come." -Global Trends 2040 (2021) Global Trends 2040-A More Contested World (2021), released by the US National Intelligence Council, is the latest report in its series of reports starting in 1997 about megatrends and the world's future. This report, strongly influenced by the COVID-19 pandemic, paints a bleak picture of the future and describes a contested, fragmented and turbulent world. It specifically discusses the four main trends that will shape tomorrow's world: - Demographics-by 2040, 1.4 billion people will be added mostly in Africa and South Asia. - Economics-increased government debt and concentrated economic power will escalate problems for the poor and middleclass. - Climate-a hotter world will increase water, food, and health insecurity. - Technology-the emergence of new technologies could both solve and cause problems for human life. Students of trends, policymakers, entrepreneurs, academics, journalists and anyone eager for a glimpse into the next decades, will find this report, with colored graphs, essential reading.
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.
Download or read book OECD Sovereign Borrowing Outlook 2021 written by OECD and published by OECD Publishing. This book was released on 2021-05-20 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edition of the OECD Sovereign Borrowing Outlook reviews developments in response to the COVID-19 pandemic for government borrowing needs, funding conditions and funding strategies in the OECD area.
Download or read book Kingdom of Eswatini written by International Monetary Fund. African Dept. and published by International Monetary Fund. This book was released on 2023-05-05 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: Eswatini is at an important juncture as the authorities seek to address long-standing macroeconomic challenges in a shock-prone environment. While Eswatini has endured the pandemic and successive shocks from international commodity prices, fiscal and external buffers are low. Addressing long-standing macroeconomic imbalances—stemming mainly from fiscal overruns—remains a critical priority. Government efforts in this area have already begun but will need to be sustained over the medium-term. In tandem, shifting from a state-led to a private sector and export-led growth model will be essential to achieve higher and sustained levels of inclusive growth necessary for poverty reduction. Focused efforts to address the underlying causes of recent civil unrest, together with concerted efforts to tackle gaps in governance, are also needed.
Download or read book Principles written by Ray Dalio and published by Simon and Schuster. This book was released on 2018-08-07 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: #1 New York Times Bestseller “Significant...The book is both instructive and surprisingly moving.” —The New York Times Ray Dalio, one of the world’s most successful investors and entrepreneurs, shares the unconventional principles that he’s developed, refined, and used over the past forty years to create unique results in both life and business—and which any person or organization can adopt to help achieve their goals. In 1975, Ray Dalio founded an investment firm, Bridgewater Associates, out of his two-bedroom apartment in New York City. Forty years later, Bridgewater has made more money for its clients than any other hedge fund in history and grown into the fifth most important private company in the United States, according to Fortune magazine. Dalio himself has been named to Time magazine’s list of the 100 most influential people in the world. Along the way, Dalio discovered a set of unique principles that have led to Bridgewater’s exceptionally effective culture, which he describes as “an idea meritocracy that strives to achieve meaningful work and meaningful relationships through radical transparency.” It is these principles, and not anything special about Dalio—who grew up an ordinary kid in a middle-class Long Island neighborhood—that he believes are the reason behind his success. In Principles, Dalio shares what he’s learned over the course of his remarkable career. He argues that life, management, economics, and investing can all be systemized into rules and understood like machines. The book’s hundreds of practical lessons, which are built around his cornerstones of “radical truth” and “radical transparency,” include Dalio laying out the most effective ways for individuals and organizations to make decisions, approach challenges, and build strong teams. He also describes the innovative tools the firm uses to bring an idea meritocracy to life, such as creating “baseball cards” for all employees that distill their strengths and weaknesses, and employing computerized decision-making systems to make believability-weighted decisions. While the book brims with novel ideas for organizations and institutions, Principles also offers a clear, straightforward approach to decision-making that Dalio believes anyone can apply, no matter what they’re seeking to achieve. Here, from a man who has been called both “the Steve Jobs of investing” and “the philosopher king of the financial universe” (CIO magazine), is a rare opportunity to gain proven advice unlike anything you’ll find in the conventional business press.
Download or read book China 2049 written by David Dollar and published by Brookings Institution Press. This book was released on 2020-06-09 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: How will China reform its economy as it aspires to become the next economic superpower? It's clear that China is the world's next economic superpower. But what isn't so clear is how China will get there by the middle of this century. It now faces tremendous challenges such as fostering innovation, dealing with ageing problem and coping with a less accommodative global environment. In this book, economists from China's leading university and America's best-known think tank offer in depth analyses of these challenges. Does China have enough talent and right policy and institutional mix to transit from input-driven to innovation-driven economy? What does ageing mean, in terms of labor supply, consumption demand and social welfare expenditure? Can China contain the environmental and climate change risks? How should the financial system be transformed in order to continuously support economic growth and keep financial risks under control? What fiscal reforms are required in order to balance between economic efficiency and social harmony? What roles should the state-owned enterprises play in the future Chinese economy? In addition, how will technological competition between the United States and China affect each country's development? Will the Chinese yuan emerge as a major reserve currency, and would this destabilize the international financial system? What will be China's role in the international economic institutions? And will the United States and other established powers accept a growing role for China and the rest of the developing world in the governance of global institutions such as the World Trade Organization and the International Monetary Fund, or will the world devolve into competing blocs? This book provides unique insights into independent analyses and policy recommendations by a group of top Chinese and American scholars. Whether China succeeds or fails in economic reform will have a large impact, not just on China's development, but also on stability and prosperity for the whole world.
Download or read book Doing Business 2020 written by World Bank and published by World Bank Publications. This book was released on 2019-11-21 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Seventeen in a series of annual reports comparing business regulation in 190 economies, Doing Business 2020 measures aspects of regulation affecting 10 areas of everyday business activity.
Download or read book The Romanian Economic Reform Program written by Mr.Dimitri G. Demekas and published by International Monetary Fund. This book was released on 1991-06-15 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper outlines the main characteristics and the development of the centrally planned economic sysetm in Romania before the beginnings of the transition to a market eonomy it then presents the design, objectives, and implementation of the reform program.
Download or read book New Structural Economics written by Justin Yifu Lin and published by World Bank Publications. This book was released on 2012-01-01 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an innovative framework to analyze the process of industrial upgrading and diversification, a key feature of economic development. Based on this framework, it provides concrete advice to development practitioners and policy makers on how to unleash a country's growth potential.
Download or read book Advancing Land Change Modeling written by National Research Council and published by National Academies Press. This book was released on 2014-03-31 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: People are constantly changing the land surface through construction, agriculture, energy production, and other activities. Changes both in how land is used by people (land use) and in the vegetation, rock, buildings, and other physical material that cover the Earth's surface (land cover) can be described and future land change can be projected using land-change models (LCMs). LCMs are a key means for understanding how humans are reshaping the Earth's surface in the past and present, for forecasting future landscape conditions, and for developing policies to manage our use of resources and the environment at scales ranging from an individual parcel of land in a city to vast expanses of forests around the world. Advancing Land Change Modeling: Opportunities and Research Requirements describes various LCM approaches, suggests guidance for their appropriate application, and makes recommendations to improve the integration of observation strategies into the models. This report provides a summary and evaluation of several modeling approaches, and their theoretical and empirical underpinnings, relative to complex land-change dynamics and processes, and identifies several opportunities for further advancing the science, data, and cyberinfrastructure involved in the LCM enterprise. Because of the numerous models available, the report focuses on describing the categories of approaches used along with selected examples, rather than providing a review of specific models. Additionally, because all modeling approaches have relative strengths and weaknesses, the report compares these relative to different purposes. Advancing Land Change Modeling's recommendations for assessment of future data and research needs will enable model outputs to better assist the science, policy, and decisionsupport communities.
