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 Machine learning Techniques in Economics written by Atin Basuchoudhary and published by Springer. This book was released on 2017-12-28 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book develops a machine-learning framework for predicting economic growth. It can also be considered as a primer for using machine learning (also known as data mining or data analytics) to answer economic questions. While machine learning itself is not a new idea, advances in computing technology combined with a dawning realization of its applicability to economic questions makes it a new tool for economists.

Download or read book Structural change fundamentals and growth a framework and case studies written by McMillan, Margaret and published by Intl Food Policy Res Inst. This book was released on 2017-05-11 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt:

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 Econometrics and Data Science written by Tshepo Chris Nokeri and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get up to speed on the application of machine learning approaches in macroeconomic research. This book brings together economics and data science. Author Tshepo Chris Nokeri begins by introducing you to covariance analysis, correlation analysis, cross-validation, hyperparameter optimization, regression analysis, and residual analysis. In addition, he presents an approach to contend with multi-collinearity. He then debunks a time series model recognized as the additive model. He reveals a technique for binarizing an economic feature to perform classification analysis using logistic regression. He brings in the Hidden Markov Model, used to discover hidden patterns and growth in the world economy. The author demonstrates unsupervised machine learning techniques such as principal component analysis and cluster analysis. Key deep learning concepts and ways of structuring artificial neural networks are explored along with training them and assessing their performance. The Monte Carlo simulation technique is applied to stimulate the purchasing power of money in an economy. Lastly, the Structural Equation Model (SEM) is considered to integrate correlation analysis, factor analysis, multivariate analysis, causal analysis, and path analysis. After reading this book, you should be able to recognize the connection between econometrics and data science. You will know how to apply a machine learning approach to modeling complex economic problems and others beyond this book. You will know how to circumvent and enhance model performance, together with the practical implications of a machine learning approach in econometrics, and you will be able to deal with pressing economic problems. What You Will Learn Examine complex, multivariate, linear-causal structures through the path and structural analysis technique, including non-linearity and hidden states Be familiar with practical applications of machine learning and deep learning in econometrics Understand theoretical framework and hypothesis development, and techniques for selecting appropriate models Develop, test, validate, and improve key supervised (i.e., regression and classification) and unsupervised (i.e., dimension reduction and cluster analysis) machine learning models, alongside neural networks, Markov, and SEM models Represent and interpret data and models .

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 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 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 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 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 Disruptive Technologies in Education and Workforce Development written by Delello, Julie A. and published by IGI Global. This book was released on 2024-07-17 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: The education sector and workforce each face significant challenges in adapting to the unprecedented pace of technological advancement. Integrating artificial intelligence (AI), big data analytics, and other disruptive technologies is reshaping job roles and even entire industries, creating a pressing need for individuals and institutions to keep pace with these transformations. However, understanding and harnessing these technologies' potential can be daunting, especially without comprehensive resources that provide insights into their multifaceted impacts. Disruptive Technologies in Education and Workforce Development offers a comprehensive solution by exploring the profound implications of disruptive and emerging technologies. This book provides a roadmap for educators, policymakers, and professionals seeking to navigate the complexities of the digital age. The book focuses on innovative teaching and learning approaches, equipping readers with the knowledge and strategies to leverage these technologies effectively.

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 Debate the Issues New Approaches to Economic Challenges written by Collectif and published by OECD. This book was released on 2016-09-21 with total page 168 pages. Available in PDF, EPUB and Kindle. Book excerpt: To capitalise on the new international resolve epitomised by COP21 and the agreement on the universal Sustainable Development Goals (SDGs) requires a renewed effort to promote new policy thinking and new approaches to the great challenges ahead. Responding to new challenges means we have to adopt more ambitious frameworks, design more effective tools, and propose more precise policies that will take account of the complex and multidimensional nature of the challenges. The goal is to develop a better sense of how economies really work and to articulate strategies which reflect this understanding. The OECD’s New Approaches to Economic Challenges (NAEC) exercise challenges our assumptions and our understanding about the workings of the economy. This collection from OECD Insights summarises opinions from inside and outside the Organisation on how NAEC can contribute to achieving the SDGs, and describes how the OECD is placing its statistical, monitoring and analytical capacities at the service of the international community. The authors also consider the transformation of the world economy that will be needed and the long-term “tectonic shifts” that are affecting people, the planet, global productivity, and institutions.

Download or read book Does What You Export Matter written by Daniel Lederman and published by World Bank Publications. This book was released on 2012-06-18 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: Does what economies export matter for development? If so, can industrial policies improve on the export basket generated by the market? This book approaches these questions from a variety of conceptual and policy viewpoints. Reviewing the theoretical arguments in favor of industrial policies, the authors first ask whether existing indicators allow policy makers to identify growth-promoting sectors with confidence. To this end, they assess, and ultimately cast doubt upon, the reliability of many popular indicators advocated by proponents of industrial policy. Second, and central to their critique, the authors document extraordinary differences in the performance of countries exporting seemingly identical products, be they natural resources or 'high-tech' goods. Further, they argue that globalization has so fragmented the production process that even talking about exported goods as opposed to tasks may be misleading. Reviewing evidence from history and from around the world, the authors conclude that policy makers should focus less on what is produced, and more on how it is produced. They analyze alternative approaches to picking winners but conclude by favoring 'horizontal-ish' policies--for instance, those that build human capital or foment innovation in existing and future products—that only incidentally favor some sectors over others.

Download or read book Completing the Market Generating Shadow CDS Spreads by Machine Learning written by Nan Hu and published by International Monetary Fund. This book was released on 2019-12-27 with total page 37 pages. Available in PDF, EPUB and Kindle. Book excerpt: We compared the predictive performance of a series of machine learning and traditional methods for monthly CDS spreads, using firms’ accounting-based, market-based and macroeconomics variables for a time period of 2006 to 2016. We find that ensemble machine learning methods (Bagging, Gradient Boosting and Random Forest) strongly outperform other estimators, and Bagging particularly stands out in terms of accuracy. Traditional credit risk models using OLS techniques have the lowest out-of-sample prediction accuracy. The results suggest that the non-linear machine learning methods, especially the ensemble methods, add considerable value to existent credit risk prediction accuracy and enable CDS shadow pricing for companies missing those securities.

Download or read book The Dynamics of Economic Growth written by Vu Minh Khuong and published by Edward Elgar Publishing. This book was released on 2013-11-29 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advancement of a nation from poverty to prosperity is not a technical process but a great transformation. At the center of this change are two driving forces _ emotion, which is referred to as aspiration, anxiety, and sense of responsibility; and e