Owing to a strong cultural and historical bond, India and Southeast Asia have progressed rapidly. Though there are political and ideological differences between these two entities, it may not hamper the strong bond as there are many common shared values among these nations. The history of these nations identifies that the cooperation between them in terms of trade and commerce is not upheld per the given potential of these nations. In the past, the Indian economy was linked with Southeast Asian countries under the ""Look East"" policy, which has been re-energized again under the present government. Now, the ""Look East"" policy is practically more vibrant than ever before with the motto ""Act East."" This policy facilitates these countries in emphasizing the importance of better regional connectivity for tourism as well as robust trade and commerce. It leads to a phenomenal growth in terms of imports and exports for these countries. Evaluating Trade and Economic Relations Between India and Southeast Asia sheds light on the trade and economic linkages between India and Southeast Asia and their impact on the nations in the past, present, and for the future. The chapters study whether the win-win strategy works for the strengthening of these countries in terms of both trade relations and political integrity, as well as in facing common enemies across international boundaries. Some of the topics covered include food security, tourism opportunities, trade blocs, trade relations, and economic relations between countries. This book is a valuable reference tool for economists, government officials, policymakers, trade analysts, practitioners, researchers, academicians, and students interested in the policies and relations between India and Southeast Asia that affect trade and the economy.

A better policy framework for preventing, managing, and helping people recover from crises is crucial to lifting long-term growth and livelihoods in Latin America and the Caribbean (LAC). The need for this policy framework has never been more urgent as the region faces the monumental task of recovery from the worldwide COVID-19 pandemic. Whether specific policy responses will deliver the expected growth dividends will depend on the underlying vision of how labor markets adjust to crises and the quality of the policies enacted. This report estimates how crises change labor market flows, assesses how these changes affect people, and discusses the key policy responses.The key findings are threefold. First, crises have significant impacts on employment dynamics and structure in Latin America. Different labor market dynamics hide behind similar reductions in labor demand. Crises increase unemployment. This is the principal margin of adjustment despite highly informal labor markets. Across the region, the biggest employment losses are in the formal sector, driven by a reduction in job-finding rates rather than higher job-loss rates. Adjustment through reduction in hours worked does not seem to be an important factor in most countries' formal or informal sectors. Crises do not just shape worker flows temporarily-they have significant after-crisis effects on the structure of employment that last for several years. These effects are such that good job opportunities are gradually shrinking. Whereas in some countries the whole economy shrinks, in others informality serves as a partial buffer.Second, crises leave scars. Some workers recover from displacement and other livelihood shocks, while others are permanently scarred. For lower-skilled workers, earnings losses are persistent. Workers with higher education suffer no impacts of the crisis on their wages and very short-lived impacts on their employment. The responses are similar across male and female workers and workers with high and low previous participation in the formal labor market. New entrants to the labor market during a crisis face a worse career start - one from which it is difficult to recover. Yet, crises also bring efficiency gains, as detailed in this report.This study finds that both the structure of product markets and the conditions in local labor markets matter for the severity of crisis-induced employment and earnings losses across localities and sectors. Workers in more protected sectors that enjoy rents are sheltered from adjustment, while workers in localities with more informality cope better. This suggests the need for integrated responses at the worker, sector, and locality levels.Third, this study considers how the region's policy frameworks can more effectively respond to crises-mitigating scarring, speeding adjustment, and promoting long-term growth. It proposes a three-pronged strategy, including (i) creating a more stable macroeconomic environment at the aggregate level to smooth the impacts of crises, including "automatic stabilizers" such as countercyclical, publicly-financed income support that is lacking in LAC; (ii) increasing the capacity of social protection and labor policies to provide income support as well prepare workers for change through reemployment assistance; and (iii) tackling structural issues, including addressing product market competition, contestability issues, and the spatial dimension behind poor labor market adjustment.

Getting Data Science Done outlines the essential stages in running successful data science projects-providing comprehensive guidelines to help you identify potential issues and then a range of strategies for mitigating them. Data science is a field that synthesizes statistics, computer science and business analytics to deliver results that can impact almost any type of process or organization. Data science is also an evolving technical discipline, whose practice is full of pitfalls and potential problems for managers, stakeholders and practitioners. Many organizations struggle to consistently deliver results with data science due to a wide range of issues, including knowledge barriers, problem framing, organizational change and integration with IT and engineering. Getting Data Science Done outlines the essential stages in running successful data science projects. The book provides comprehensive guidelines to help you identify potential issues and then a range of strategies for mitigating them. The book is organized as a sequential process allowing the reader to work their way through a project from an initial idea all the way to a deployed and integrated product.

The New York Times bestseller from business journalist Christopher Leonard infiltrates one of America’s most mysterious institutions—the Federal Reserve—to show how its policies spearheaded by Chairman Jerome Powell over the past ten years have accelerated income inequality and put our country’s economic stability at risk. If you asked most people what forces led to today’s unprecedented income inequality and financial crashes, no one would say the Federal Reserve. For most of its history, the Fed has enjoyed the fawning adoration of the press. When the economy grew, it was credited to the Fed. When the economy imploded in 2008, the Fed got credit for rescuing us. But here, for the first time, is the inside story of how the Fed has reshaped the American economy for the worse. It all started on November 3, 2010, when the Fed began a radical intervention called quantitative easing. In just a few short years, the Fed more than quadrupled the money supply with one goal: to encourage banks and other investors to extend more risky debt. Leaders at the Fed knew that they were undertaking a bold experiment that would produce few real jobs, with long-term risks that were hard to measure. But the Fed proceeded anyway…and then found itself trapped. Once it printed all that money, there was no way to withdraw it from circulation. The Fed tried several times, only to see the market start to crash, at which point the Fed turned the money spigot back on. That’s what it did when COVID hit, printing 300 years’ worth of money in a few short months. Which brings us to now: Ten years on, the gap between the rich and poor has grown dramatically, inflation is raging, and the stock market is driven by boom, busts, and bailouts. Middle-class Americans seem stuck in a stage of permanent stagnation, with wage gains wiped out by high prices even as they remain buried under credit card debt, car loan debt, and student debt. Meanwhile, the “too big to fail” banks remain bigger and more powerful than ever while the richest Americans enjoy the gains of a hyper-charged financial system. The Lords of Easy Money “skillfully” (The Wall Street Journal) tells the “fascinating” (The New York Times) tale of how quantitative easing is imperiling the American economy through the story of the one man who tried to warn us. This is the first inside story of how we really got here—and why our economy rests on such unstable ground.