Staff Discussion Notes
2024
September 30, 2024
Green Jobs and the Future of Work for Women and Men
Description: The transition to a sustainable and green economy requires workers to move out of carbon-intensive jobs and workers to move into green jobs. The pace and effectiveness of the transition hinge not only on climate policies but also on the skills and adaptability of workers. Evidence suggests that economies with a robust supply of STEM-educated workers and a more equal treatment of women are better placed to transition faster and at a lower cost to a green economy, even after controlling for other country characteristics, because these economies generate more green innovation and face lower bottlenecks in expanding the green workforce. Altogether, climate policies, particularly energy taxes, in these economies are associated with emission reductions that are 2 to 4 percentage points larger than in economies with a less inclusive and educated workforce. While green jobs have been growing worldwide, men currently hold close to two-thirds of these positions and women only one-third. Green jobs are associated with a 7 percent premium for men and an even higher premium of 12 percent for women, suggesting that men’s and women’s labor supply may not meet demand. These findings highlight the critical need for educational and labor policies that promote skill enhancement and gender inclusivity, to ensure a sufficient supply of workers for the green economy and that all workers can benefit from the green transition. Finally, AI could be beneficial for workers in green jobs.
June 17, 2024
Broadening the Gains from Generative AI: The Role of Fiscal Policies
Description: Generative artificial intelligence (gen AI) holds immense potential to boost productivity growth and advance public service delivery, but it also raises profound concerns about massive labor disruptions and rising inequality. This note discusses how fiscal policies can be employed to steer the technology and its deployment in ways that serve humanity best while cushioning the negative labor market and distributional effects to broaden the gains. Given the vast uncertainty about the nature, impact, and speed of developments in gen AI, governments should take an agile approach that prepares them for both business as usual and highly disruptive scenarios.
January 14, 2024
Gen-AI: Artificial Intelligence and the Future of Work
Description: Artificial Intelligence (AI) has the potential to reshape the global economy, especially in the realm of labor markets. Advanced economies will experience the benefits and pitfalls of AI sooner than emerging market and developing economies, largely due to their employment structure focused on cognitive-intensive roles. There are some consistent patterns concerning AI exposure, with women and college-educated individuals more exposed but also better poised to reap AI benefits, and older workers potentially less able to adapt to the new technology. Labor income inequality may increase if the complementarity between AI and high-income workers is strong, while capital returns will increase wealth inequality. However, if productivity gains are sufficiently large, income levels could surge for most workers. In this evolving landscape, advanced economies and more developed emerging markets need to focus on upgrading regulatory frameworks and supporting labor reallocation, while safeguarding those adversely affected. Emerging market and developing economies should prioritize developing digital infrastructure and digital skills
2023
November 6, 2023
Green Innovation and Diffusion: Policies to Accelerate Them and Expected Impact on Macroeconomic and Firm-Level Performance
Description: Innovation in low-carbon technologies (LCTs), which is essential in the fight against climate change, has slowed in recent years. This Staff Discussion Note shows that a global climate policy strategy can bolster innovation in, and deployment of, LCTs. Countries that expand their climate policy portfolio exhibit higher (1) climate-change-mitigation-patent filings, (2) LCT trade flows, and (3) “green” foreign direct investment flows. Importantly, boosting innovation in, and deployment of, LCTs yields medium-term growth, which mitigates potential costs from climate policies. This note stresses the importance of international policy coordination and cooperation by showcasing evidence of potential climate policy spillovers.
Notes: See Online Annexes
September 22, 2023
Structural Reforms to Accelerate Growth, Ease Policy Trade-offs, and Support the Green Transition in Emerging Market and Developing Economies
Description: In the aftermath of the COVID-19 pandemic, emerging market and developing economies are grappling with economic scarring, social tension, and reduced policy space. Policy actions are already urgently needed to boost growth in the near term and support the ongoing green transition. At the same time, high public debt and persistently high inflation have constrained policy space, posing difficult policy trade-offs. This Staff Discussion Note focuses on emerging market and developing economies and proposes a framework for prioritization, packaging, and sequencing of macrostructural reforms to accelerate growth, alleviate policy trade-offs, and support the green transition. The note shows that prioritizing the removal of the most binding constraints on economic activity, bundling reforms (governance, business deregulation, and external sector reforms), and appropriate sequencing of other reforms (such as labor market and credit sector reforms) can help front-load reform gains. In emerging market and developing economies with large initial structural gaps, the estimated output effects of such a major reform package are sizable—about 4 percent in two years and 8 percent in four years. Achieving higher growth and lower absolute carbon emissions over time requires a well-designed strategy that includes both macrostructural and green reforms.
September 19, 2023
Building Tax Capacity in Developing Countries
Description: Tax capacity—the policy, institutional, and technical capabilities to collect tax revenue—is part of a deeper process of state building that is essential for achieving the sustainable development goals. This Staff Discussion Note shows that developing countries have made some progress in revenue mobilization during the past decades. However, much more is needed. We find that a staggering 9 percentage-point increase in the tax-to-GDP ratio is feasible through a combination of tax system reform and institutional capacity building. Achieving this calls for a holistic and institution-based approach that focuses on improving policy, administration and legal implementation of core taxes. The note offers practical lessons and guidance, based on IMF capacity building experience in this area.
September 12, 2023
Market Reforms and Public Debt Dynamics in Emerging Market and Developing Economies
Description: Many emerging market and developing economies face a difficult trade-off between economic support and fiscal sustainability. Market-oriented structural reforms ease this trade-off by promoting economic growth and strengthening public finances. The empirical analysis in this note, based on 62 EMDEs over 1973-2014, shows that reforms are associated with sizeable and long-lasting reductions in the debt-to-GDP ratio mainly through higher fiscal revenues and lower borrowing costs. These effects are larger in countries with greater tax efficiency, lower informality, and higher initial debt. Moreover, a model-based analysis elaborates on how such fiscal gains can be enhanced when revenue windfalls associated with reforms are saved or channeled through higher public investment.
September 7, 2023
Transforming Public Finance Through GovTech
Description: Digital divide across countries and within countries continues to persist and even increased when the quality of internet connection is considered. The note shows that many governments have not been able to harness the full potential of digitalization. Governments could play important role to facilitate digital adoption by intervening both on supply (investing in infrastructure) and demand side (increase internet affordability). The note also documents significant dividends from digital adoption for revenue collection and spending efficiency, and for outcomes in education, health and social safety nets. The note also emphasizes that digitalization is not a substitute for good governance and that comprehensive reform plans embedded in National Digital Strategies (NDS) combined with legal and institutional reforms are needed to ensure that governments can reap full benefits from digitalization and manage the risks appropriately.
March 13, 2023
Digitalization During the COVID-19 Crisis: Implications for Productivity and Labor Markets in Advanced Economies
Description: Digitalization induced by the pandemic was seen both as a possible silver-lining from the crisis that could increase longer-term productivity and a risk for further labor market inequality between digital and non-digital workers. The note shows that the pandemic accelerated digitalization and triggered a partial catch-up by less digitalized entities in advanced economies. Higher digitalization levels shielded substantially productivity and hours worked during the crisis. However, the extent to which the pandemic-induced digitalization led to structural change in the economy is less clear. Less digitalized sectors have rebounded more strongly, albeit after stronger declines, and while workers in digital occupations were more shielded from the crisis, there does not appear to be a structural change in the composition of labor demand. Meanwhile, shifts in labor supply are more likely to be permanent, driven by the increase in working from home.
February 9, 2023
Public Perceptions of Climate Mitigation Policies: Evidence from Cross-Country Surveys
Description: Building public support for climate mitigation is a key prerequisite to making meaningful strides toward implementing climate mitigation policies and achieving decarbonization. Using nationally representative individual-level surveys for 28 countries, this note sheds light on the individual characteristics and beliefs associated with climate risk perceptions and preferences for climate policies.