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High Performance Export Portfolio: Design Growth-Enhancing Export Structure with Machine Learning

High Performance Export Portfolio: Design Growth-Enhancing Export Structure with Machine Learning PDF Author: Ms. Natasha X Che
Publisher: International Monetary Fund
ISBN:
Category : Business & Economics
Languages : en
Pages : 52

Book Description
This paper studies the relationship between export structure and growth performance. We design an export recommendation system using a collaborative filtering algorithm based on countries' revealed comparative advantages. The system is used to produce export portfolio recommendations covering over 190 economies and over 30 years. We find that economies with their export structure more aligned with the recommended export structure achieve better growth performance, in terms of both higher GDP growth rate and lower growth volatility. These findings demonstrate that export structure matters for obtaining high and stable growth. Our recommendation system can serve as a practical tool for policymakers seeking actionable insights on their countries’ export potential and diversification strategies that may be complex and hard to quantify.

High Performance Export Portfolio: Design Growth-Enhancing Export Structure with Machine Learning

High Performance Export Portfolio: Design Growth-Enhancing Export Structure with Machine Learning PDF Author: Ms. Natasha X Che
Publisher: International Monetary Fund
ISBN:
Category : Business & Economics
Languages : en
Pages : 52

Book Description
This paper studies the relationship between export structure and growth performance. We design an export recommendation system using a collaborative filtering algorithm based on countries' revealed comparative advantages. The system is used to produce export portfolio recommendations covering over 190 economies and over 30 years. We find that economies with their export structure more aligned with the recommended export structure achieve better growth performance, in terms of both higher GDP growth rate and lower growth volatility. These findings demonstrate that export structure matters for obtaining high and stable growth. Our recommendation system can serve as a practical tool for policymakers seeking actionable insights on their countries’ export potential and diversification strategies that may be complex and hard to quantify.

Uruguay: Selected Issues

Uruguay: Selected Issues PDF Author: International Monetary
Publisher: International Monetary Fund
ISBN:
Category :
Languages : en
Pages : 51

Book Description
Selected Issues

Republic of Croatia

Republic of Croatia PDF Author: International Monetary Fund. European Dept.
Publisher: International Monetary Fund
ISBN:
Category : Business & Economics
Languages : en
Pages : 43

Book Description
Republic of Croatia: Selected Issues

Brunei Darussalam

Brunei Darussalam PDF Author: International Monetary
Publisher: International Monetary Fund
ISBN:
Category : Business & Economics
Languages : en
Pages : 64

Book Description
After successfully weathering the pandemic in 2020, Brunei was hit by new waves of COVID-19, with case numbers going up significantly and new lockdown measures imposed in H2 2021. Reduced activities in mining and LNG manufacturing, combined with the negative impact of new pandemic variants on domestic services, led to a slowdown in the economy. Real GDP contracted by 1.6 percent in 2021. For 2022, growth is projected to rebound to 1.2 percent, on the back of easing of mobility constraints and a positive terms of trade shock due to surges in O&G prices. Inflation, while remaining relatively low at 2.2 percent at end 2021, has increased in 2022 and pressures are expected to remain elevated in the short term, owing to supply disruptions and higher food and fuel prices. The economy continues to diversify, with double-digit growth of the food/agriculture sector and a new fertilizer sector commencing production. The risks to the outlook are tilted to the downside, due to potential new COVID-19 variants, increased global uncertainty associated with an escalation of the war in Ukraine, monetary tightening from the US and a larger-than-expected growth slowdown in China. On the upside, higher energy prices would further improve the terms of trade and restore fiscal positions in the short term, while partially contributing to build the buffers needed to ensure stronger intergenerational equity. Strong policy actions are needed to boost medium-term growth and foster resilience.

Does What You Export Matter?

Does What You Export Matter? PDF Author: Daniel Lederman
Publisher: World Bank Publications
ISBN: 0821384910
Category : Business & Economics
Languages : en
Pages : 153

Book Description
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.

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF Author: El Bachir Boukherouaa
Publisher: International Monetary Fund
ISBN: 1589063953
Category : Business & Economics
Languages : en
Pages : 35

Book Description
This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.

A Basic Guide to Exporting

A Basic Guide to Exporting PDF Author: Jason Katzman
Publisher: Skyhorse Publishing Inc.
ISBN: 1616081112
Category : Business & Economics
Languages : en
Pages : 385

Book Description
Here is practical advice for anyone who wants to build their business by selling overseas. The International Trade Administration covers key topics such as marketing, legal issues, customs, and more. With real-life examples and a full index, A Basic Guide to Exporting provides expert advice and practical solutions to meet all of your exporting needs.

China's Changing Trade and the Implications for the CLMV

China's Changing Trade and the Implications for the CLMV PDF Author: Mr.Koshy Mathai
Publisher: International Monetary Fund
ISBN: 1475531710
Category : Business & Economics
Languages : en
Pages : 84

Book Description
China’s trade patterns are evolving. While it started in light manufacturing and the assembly of more sophisticated products as part of global supply chains, China is now moving up the value chain, “onshoring” the production of higher-value-added upstream products and moving into more sophisticated downstream products as well. At the same time, with its wages rising, it has started to exit some lower-end, more labor-intensive sectors. These changes are taking place in the broader context of China’s rebalancing—away from exports and toward domestic demand, and within the latter, away from investment and toward consumption—and as a consequence, demand for some commodity imports is slowing, while consumption imports are slowly rising. The evolution of Chinese trade, investment, and consumption patterns offers opportunities and challenges to low-wage, low-income countries, including China’s neighbors in the Mekong region. Cambodia, Lao P.D.R., Myanmar, and Vietnam (the CLMV) are all open economies that are highly integrated with China. Rebalancing in China may mean less of a role for commodity exports from the region, but at the same time, the CLMV’s low labor costs suggest that manufacturing assembly for export could take off as China becomes less competitive, and as China itself demands more consumption items. Labor costs, however, are only part of the story. The CLMV will need to strengthen their infrastructure, education, governance, and trade regimes, and also run sound macro policies in order to capitalize fully on the opportunities presented by China’s transformation. With such policy efforts, the CLMV could see their trade and integration with global supply chains grow dramatically in the coming years.

Exports to Jobs

Exports to Jobs PDF Author: Erhan Artuc
Publisher: World Bank Publications
ISBN: 1464812497
Category : Business & Economics
Languages : en
Pages : 215

Book Description
South Asia has grown rapidly with significant reductions in poverty, but it has not been able to match the fast-growing working age population, leading to lingering concerns about jobless growth and poor job quality. Could export growth in South Asia result in better labor market outcomes? The answer is yes, according to our study, which rigorously estimates—using a new methodology—the potential impact from higher South Asian exports per worker on wages and employment over a 10-year period. Our study shows the positive side of trade. It finds that increasing exports per worker would result in higher wages—mainly for better-off groups, like more educated workers, males, and more-experienced workers—although less-skilled workers would see the largest reduction in informality. How can the benefits be spread more widely? Our study suggests that scaling up exports in labor-intensive industries could significantly lower informality for groups like rural and less-educated workers in the region. Also, increasing skills, and participation of women and young workers in the labor force could make an even bigger dent in informal employment. The region could achieve these gains by: (i) boosting and connecting exports to people (e.g., removing trade barriers and investment in infrastructure); (ii) eliminating distortions in production (e.g., by more efficient allocation of inputs); and (iii) protecting workers (e.g., by investing in education and skills).

The Growth Report

The Growth Report PDF Author: Commission on Growth and Development
Publisher: World Bank Publications
ISBN: 0821374923
Category : Business & Economics
Languages : en
Pages : 198

Book Description
The result of two years work by 19 experienced policymakers and two Nobel prize-winning economists, 'The Growth Report' is the most complete analysis to date of the ingredients which, if used in the right country-specific recipe, can deliver growth and help lift populations out of poverty.