Publication:
Root for the Tubers: Extended-Harvest Crop Production and Productivity Measurement in Surveys

Loading...
Thumbnail Image
Files in English
English PDF (1.12 MB)
403 downloads
English Text (106.42 KB)
26 downloads
Published
2018-10
ISSN
Date
2018-10-24
Editor(s)
Abstract
To document the relative accuracy of methods for microdata collection on root and tuber crop production, an experiment was implemented in Malawi over a 12-month period, randomly assigning cassava-producing households to one of four approaches: daily diary-keeping, with semi-weekly supervision visits; daily diary-keeping, with semi-weekly supervisory phone calls; two six-month recall interviews, with six months in between; and a single 12-month recall interview. Lapses in diary-keeping can underestimate true production, albeit to a lesser degree compared to recall. And the comparisons between the diary variants and the variation in underestimation by recall period are unclear ex ante. The analysis reveals that compared to traditional diary-keeping, the household-level annual cassava production is 295 kilograms higher, on average, (and assumed as closer to the truth) under diary-keeping with phone calls. This effect corresponds to 28 percent of the average traditional diary-keeping production estimate. Although the difference between the estimates based on six-month recall and traditional diary-keeping is statistically insignificant, 12-month recall underestimates annual production, on average, by 516 kilograms and 221 kilograms, respectively, compared to diary-keeping with phone calls and traditional diary-keeping. While the recall-based approaches both underestimate true production, six-month recall does so to a lesser extent. The evidence additionally demonstrates likely gross overestimation in international and ministerial statistics on cassava yields in Malawi. For improved microdata on root and tuber crop production, the adoption of (i) diary-keeping with phone calls (particularly if deployed in a broader mobile phone–based survey) or (ii) six-month recall, as a second-best alternative, is recommended.
Link to Data Set
Citation
Kilic, Talip; Moylan, Heather; Ilukor, John; Mtengula, Clement; Pangapanga-Phiri, Innocent. 2018. Root for the Tubers: Extended-Harvest Crop Production and Productivity Measurement in Surveys. Policy Research Working Paper;No. 8618. © World Bank. http://hdl.handle.net/10986/30600 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    Climate and Social Sustainability in Fragility, Conflict, and Violence Contexts
    (Washington, DC: World Bank, 2026-01-07) Cuesta Leiva, Jose Antonio; Huff, Connor
    Climate change is widely recognized as a driver of violent conflict, but its broader social effects remain less understood. Ignoring these dimensions risks a vicious cycle where climate policies might undermine socially just adaptation. Evidence is still limited on how climate shocks influence political participation, trust, or migration. This paper helps fill that gap by examining links between climate change, conflict, and social sustainability, with a focus on inclusion, resilience, cohesion, and legitimacy. Using secondary data from 2019–24, the study applies simple correlation-based methods to test three hypotheses on the nature, severity, and composition of these associations. The analysis combines multiple climate impact measures, new conflict classifications, recent social sustainability frameworks, and controls for population and geography. The results reveal strong correlations—not causation—between climate events and contexts of fragility, conflict, and violence. Climate impacts are most pronounced in both national and subnational conflict settings. The study also finds robust links between fragility, conflict, and violence and low levels of social sustainability, reflecting its role as both a driver and consequence of conflict. Some dimensions—such as violent events and insecurity—appear weaker in areas most affected by climate shocks. Two of the hypotheses are supported, and one remains inconclusive.
  • Publication
    The Macroeconomic Implications of Climate Change Impacts and Adaptation Options
    (Washington, DC: World Bank, 2025-05-29) Abalo, Kodzovi; Boehlert, Brent; Bui, Thanh; Burns, Andrew; Castillo, Diego; Chewpreecha, Unnada; Haider, Alexander; Hallegatte, Stephane; Jooste, Charl; McIsaac, Florent; Ruberl, Heather; Smet, Kim; Strzepek, Ken
    Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.
  • Publication
    Institutional Capacity for Policy Implementation: An Analytical Framework
    (Washington, DC: World Bank, 2026-01-07) Kim, Galileu; Kumar, Tanu; Ramalho, Rita; Russell, Stuart
    State capacity is an important prerequisite for policy implementation, yet at the country level it is difficult to measure, assess, and reform. This paper proposes a focus on institutional capacity: the ability of public institutions to implement the specific policy mandates for which they are responsible. Based on a review of existing literature, the paper defines the different dimensions that compose institutional capacity and groups them into two cross-cutting categories: organizational dimensions (personnel, financial resources, information systems, and management practices) and governance dimensions (transparency, independence, and accountability). The paper proposes measures for organizational and governance dimensions using existing data, shows intra-institutional variation of these measures within countries, and discusses how new data could be collected for better measurement of these concepts. Finally, the paper illustrates how the framework can be used to diagnose the sources of common problems related to weak policy implementation.
  • Publication
    South Africa’s Fragmented Cities: The Unequal Burden of Labor Market Frictions
    (Washington, DC: World Bank, 2026-01-08) Baez, Javier E.; Kshirsagar, Varun
    Using high-resolution administrative, census, and satellite data, this paper shows that South African cities are characterized by spatial mismatches between where people live and where jobs are located, relative to 20 global peers. Areas within 5 kilometers of commercial centers have 9,300 fewer residents per square kilometer than expected, which is 60 percent below the global median. Poor, dense neighborhoods are most affected. In Johannesburg, a 10-percentile increase in distance from the nearest business hub corresponds to a 3.7-percentile drop in asset wealth (a proxy of household wellbeing) and 4.9-percentile drop in employment. In Cape Town, the declines are 4.0 and 3.7 percentiles, respectively. Employment is 87 percent lower in the poorest decile than the richest in Johannesburg and 61 percent lower in Cape Town. These findings suggest that South Africa’s spatial organization of people and economic activity constrains agglomeration and reinforces inequality. This methodology provides a scalable and standardized data-driven framework to analyze spatial accessibility and agglomeration frictions in complex, data-constrained urban systems.
  • Publication
    Investment in Emerging and Developing Economies
    (Washington, DC: World Bank, 2026-01-07) Adarov, Amat; Kose, M. Ayhan; Vorisek, Dana
    The world faces a pressing challenge to meet key development objectives amid slowing growth and rising macroeconomic and geopolitical risks. With the number of job seekers rising rapidly, infrastructure shortfalls continuing to be large, and climate costs mounting, the case for a significant investment push has never been stronger. Yet the capacity to respond in many emerging markets and developing economies has eroded. Since the global financial crisis, investment growth has slowed to about half its pace in the 2000s, with both public and private investment weakening. Foreign direct investment inflows—a critical source of capital, technology, and managerial know-how—have also fallen sharply and become increasingly concentrated, leaving low-income countries with only a marginal share. The risks of further retrenchment are significant, as trade tensions, policy uncertainty, and elevated debt levels continue to weigh on investment. Reigniting momentum will require ambitious domestic reforms to strengthen institutions, rebuild macro-fiscal stability, and deepen trade and investment integration—the foundations of a supportive business climate. At the same time, international cooperation is indispensable. A renewed commitment to a predictable system of cross-border trade and investment flows, combined with scaled-up financial support and sustained technical assistance, is essential to help emerging markets and developing economies—especially low-income countries and economies in fragile and conflict situations—bridge financing gaps and implement the domestic reforms needed to restore investment as an engine of growth, jobs, and development.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Nonclassical Measurement Error and Farmers’ Response to Information Reveal Behavioral Anomalies
    (World Bank, Washington, DC, 2022-01) Abay, Kibrom A.; Barrett, Christopher B.; Kilic, Talip; Moylan, Heather; Ilukor, John; Vundru, Wilbert Drazi
    This paper reports on a randomized experiment conducted among Malawian agricultural households to study nonclassical measurement error in self-reported plot area and farmers’ responses to new information (the objective plot area measure) that was provided to correct nonclassical measurement error. Farmers' pre-treatment self-reported plot areas exhibit considerable nonclassical measurement error, most of which follows a regression-to-mean pattern with respect to plot area, and another 18 percent of which arises from asymmetric rounding to half-acre increments. Randomized provision of GPS-based measures of true plot area generates four important findings. First, farmers incompletely update mistaken self-reports; most nonclassical measurement error persists even after the provision of true plot area measures. Second, farmers update asymmetrically in response to information, with upward corrections being far more common than downward ones even though most plot sizes were initially overestimated. Third, the magnitude of updating varies by true plot area and the magnitude and direction of initial nonclassical measurement error. Fourth, the information treatment affects self-reported information about non-land inputs, such as fertilizer and labor, indicating that the effects of measurement error and updating spill over across variables. Nonclassical measurement error reflects behavioral anomalies and carries implications for both survey data collection methods and the design of information-based interventions.
  • Publication
    Rwanda Agricultural Sector Risk Assessment
    (World Bank, Washington, DC, 2015-10-06) Giertz, Asa; Gray, George; Mudahar, Mohinder S.; Rubaiza, Rhoda; Galperin, Diana; Suit, Kilara
    Agriculture is the dominant sector of the economy, contributing a third of the country’s gross domestic product (GDP) and about half of Rwanda’s export earnings. The government of Rwanda has therefore made agricultural development a priority and allocated significant resources to improving productivity, expanding the livestock sector, promoting sustainable land management, and developing supply chains and value-added activities. At the same time, Rwanda’s agriculture sector faces a series of challenges. Agriculture is dominated by small-scale, subsistence farming under traditional agricultural practices and rain-fed agriculture. As a result, average crop yields are low compared with potential yields, and exposed to risks such as weather related shocks and pest and disease outbreaks. The purpose of this report is to assess existing risks to the agriculture sector, prioritize them according to their frequency and impacts on the sector, and identify areas of risk management solutions that need deeper specialized attention. Three levels of risks are assessed: production risks, market risks, and enabling environment risks to selected supply chains. The report takes a quantitative and qualitative approach to risks. The report is structured as follows: chapter one gives introduction. Chapter two provides an overview of Rwanda’s economy and the role and structure of the agriculture sector. Agriculture sector risks (production, market, and enabling environment risks) for the selected food crops, export crops, and livestock are analyzed in chapter three. Analysis of the adverse impacts of agricultural risks at aggregate and provincial levels, along with a stakeholder risk assessment and a discussion of particularly vulnerable groups, is presented in chapter four. Chapter five prioritizes identified risks, discusses potential solutions areas, summarizes feedback from consulted stakeholders, and recommends solutions areas for further assessment.
  • Publication
    Kenya
    (World Bank, Washington, DC, 2015-11) D’Alessandro, Stephen P.; Caballero, Jorge; Lichte, John; Simpkin, Simon
    Despite myriad challenges, Kenya has emerged in recent years as one of Africa’s frontier economies, with headline growth in the most recent decade propelling the country toward middle-income status. Less well understood is how risk dynamics associated with production, markets, and policy adversely impact sector performance, in terms of both influencing ex ante decision making among farmers, traders, and other sector stakeholders and causing ex post losses to crops, livestock, and incomes - destabilizing livelihoods and jeopardizing the country’s food security. The present study was commissioned in part to bridge this knowledge gap. It is the first step in a multiphase process designed to integrate a stronger risk focus into sector planning and development programs. It seeks to learn from and build on a range of broad initiatives by the Government of Kenya (GoK) and its development partners purposed to enhance Kenya’s resilience and response to natural disasters. The ultimate objective is implementation of a holistic and systematic risk management system that will reduce the vulnerability and strengthen the resiliency of Kenya’s agricultural supply chains, and the livelihoods that depend on them. This sector risk assessment is the primary output of phase one. The study’s main objective is to identify, assess, and prioritize principal risks facing Kenya’s agriculture sector by analyzing their impacts via quantitative and qualitative measures. The study’s main findings highlight an agriculture sector increasingly vulnerable to extreme weather variability. Chapter one gives introduction. Chapter two provides an overview of Kenya’s agriculture sector and a discussion of key growth constraints. Chapter three assesses the main agricultural risks (production, market, and enabling environment). Chapter four analyzes the frequency and severity of the major risks identified and assesses their impact. Chapter five presents some stakeholder perceptions of these risks and the potential to improve their management. Chapter six concludes with an assessment of priorities for risk management and a broad discussion of possible risk management measures that can help to strengthen the resiliency of agricultural supply chains and the livelihoods they support.
  • Publication
    Comprehensive Assessment of the Agriculture Sector in Liberia : Volume 2, Sub-sector Reports, Part I
    (2007-01-01) Ministry of Agriculture (Liberia)
    The overall objective of the Comprehensive Assessment of the Agricultural Sector (CAAS) is to provide an evidence base to enable appropriate strategic policy responses by the Government of Liberia (GoL) and its development partners in order to maximize the contribution of the agriculture sector to the Government's overarching policy objectives. Given the strong relationship between growth in agricultural productivity and poverty reduction, future efforts in Liberia need to focus on productivity enhancing measures with a pro-poor focus that increase incomes. Growth based on extensification using traditional technologies is generally not profitable and has damaging implications for the environment. Given the low level of assets possessed by most Liberians, future efforts need to address the question of access to assets (i.e. land, knowledge and inputs) in addition to providing opportunities and an enabling environment. Liberia needs to make concerted efforts to preserve and consolidate its emerging stability by focusing on interventions to ensure food security and poverty alleviation at the community and household levels. Improving access to food and generating sustainable, remunerative activities and employment are crucial to this process. This report is designed to assist in indicating and specifying the potential role of specified agricultural commodity value chains in achieving the priority objectives of the government by focusing on small holders, traditional farming, and food security and forms an input for the preparation of a strategic orientation framework to achieve sustainable food security, nutrition and agricultural development. This report reviews gender issues in Liberia's agriculture and rural sector with a special focus on rural women and how to improve their participation and contribution to rural development. The report reviews women's roles in agriculture and the rural economy; their access to key inputs and services which are essential to carry out their socio-economic role in rural areas; as well as gender-related social trends and problems that may have an impact on productivity and poverty reduction in rural areas. The assessment also reviews the institutional and policy framework for agriculture and rural development and identifies opportunities to improve the rural sector's capacity to address gender issues and support female farmers and rural entrepreneurs. The findings and recommendations will inform the reform of the sector, currently underway, and thereby support the GoL poverty reduction effort and the implementation of the Interim Poverty Reduction Strategy Paper (IPRSP).
  • Publication
    Sri Lanka - Agricultural Commercialization : Improving Farmers’ Incomes in the Poorest Regions
    (World Bank, 2009-05-12) World Bank
    The issue of regional differences in development has moved to the center of the development debate in Sri Lanka, partly after the release of regional poverty data. For the past many years, there have been significant and increasing differences between the Western province and the rest of the country in terms of per capita income levels, growth rates of per capita income, poverty rates, and the structure of provincial economies. The structure of the report is as follows: chapter two looks at the poverty/growth/agriculture nexus in the poorest regions of Sri Lanka. It presents data on poverty and growth in the poorest provinces, especially Uva and Sabaragamuwa, and provides an analysis of factors associated with the rural poor. Chapter three provides an overview and brief discussion of the Government's agricultural policies and programs. Chapter four identifies constraints that restrict farmers' incomes in the four poorest provinces. It presents results from extensive stakeholder consultations carried out in these provinces. These results are complemented with findings from the 2005 rural investment climate assessment to identify some of the general constraints in the agriculture sector in Sri Lanka. Chapter five presents the findings of an agricultural resource audit of small-scale farmers in the poorest regions that analyzed production, poverty and market data. The chapter identifies income opportunities, in particular for a few agricultural products with high income potential for poor farmers, whose production could take off with appropriate interventions. This chapter also provides a value chain analysis of these products and identifies product-specific constraints and gaps in the current policy portfolio that could potentially limit the Government's capacity to support the whole range of needed interventions. Drawing on the findings in previous chapters, chapter six presents' recommendations. One set of recommendations is specific to the three products with high income potential and focuses on effective interventions for their production. Another set consists of cross-cutting recommendations that would further improve performance in the targeted areas but also benefit agricultural production more broadly. Chapter seven sums up and concludes.

Users also downloaded

Showing related downloaded files

  • Publication
    The Container Port Performance Index 2020 to 2024: Trends and Lessons Learned
    (Washington, DC: World Bank, 2025-09-22) World Bank
    The Container Port Performance Index (CPPI) provides a global benchmark of how container ports perform in handling vessel calls. Developed jointly by the World Bank and S&P Global Market Intelligence, it measures the time ships spend in port and relates this to the number of containers moved during that time. This approach makes the CPPI a unique diagnostic tool that can highlight patterns in port operations and shed light on global and regional supply chain dynamics. Now in its fifth edition, the CPPI report covers the period from 2020 to 2024. It builds on a well-established methodology to generate scores for more than 400 container ports worldwide. Over time, the CPPI has become a trusted reference point for policymakers, industry stakeholders, and researchers who seek to understand how ports adapt to shocks, recover from disruptions, and identify opportunities for investments, reform and modernization. A major innovation in this edition is the introduction of multi-year trend analysis. Rather than presenting annual snapshots, the report now tracks how CPPI scores have changed across five years. This longitudinal perspective reveals shifts in port performance, showing where scores have risen, fallen, or remained stable. By linking these movements to external factors, the CPPI offers insights into how global and regional supply chains evolve under pressure. The results clearly mirror the crises that have shaken global trade. During the COVID-19 pandemic, CPPI scores in different regions declined sharply as congestion, equipment shortages, and delays overwhelmed many ports. By 2023, global averages rebounded in parallel with easing freight markets and reduced congestion. Yet 2024 brought new challenges: the Red Sea crisis disrupted major trade lanes, while climate-related constraints at the Panama Canal added further stress. These shocks were reflected in lower global and several regional average scores, underscoring the vulnerability of maritime transport to geopolitical and environmental events. The CPPI is not about comparing one port against another, but about understanding changes in performance over time. Ports that improved their scores often did so by reducing time at anchor, optimizing berth operations, investing in digital tools, and strengthening coordination across logistics partners. The evidence confirms that improvements are possible across ports of all sizes, and that rising scores are linked to deliberate actions to minimize time in port relative to containers moved. By consolidating five years of results, this edition transforms the CPPI into a long-term reference point. It shows how global crises have affected shipping, how different regions have adapted, and what lessons can be drawn for future resilience. The World Bank and S&P Global Market Intelligence remain committed to maintaining the CPPI as a global public good, providing transparency, comparability, and practical insights to support more reliable and sustainable maritime supply chains.
  • Publication
    Digital Progress and Trends Report 2023
    (Washington, DC: World Bank, 2024-03-05) World Bank
    Digitalization is the transformational opportunity of our time. The digital sector has become a powerhouse of innovation, economic growth, and job creation. Value added in the IT services sector grew at 8 percent annually during 2000–22, nearly twice as fast as the global economy. Employment growth in IT services reached 7 percent annually, six times higher than total employment growth. The diffusion and adoption of digital technologies are just as critical as their invention. Digital uptake has accelerated since the COVID-19 pandemic, with 1.5 billion new internet users added from 2018 to 2022. The share of firms investing in digital solutions around the world has more than doubled from 2020 to 2022. Low-income countries, vulnerable populations, and small firms, however, have been falling behind, while transformative digital innovations such as artificial intelligence (AI) have been accelerating in higher-income countries. Although more than 90 percent of the population in high-income countries was online in 2022, only one in four people in low-income countries used the internet, and the speed of their connection was typically only a small fraction of that in wealthier countries. As businesses in technologically advanced countries integrate generative AI into their products and services, less than half of the businesses in many low- and middle-income countries have an internet connection. The growing digital divide is exacerbating the poverty and productivity gaps between richer and poorer economies. The Digital Progress and Trends Report series will track global digitalization progress and highlight policy trends, debates, and implications for low- and middle-income countries. The series adds to the global efforts to study the progress and trends of digitalization in two main ways: · By compiling, curating, and analyzing data from diverse sources to present a comprehensive picture of digitalization in low- and middle-income countries, including in-depth analyses on understudied topics. · By developing insights on policy opportunities, challenges, and debates and reflecting the perspectives of various stakeholders and the World Bank’s operational experiences. This report, the first in the series, aims to inform evidence-based policy making and motivate action among internal and external audiences and stakeholders. The report will bring global attention to high-performing countries that have valuable experience to share as well as to areas where efforts will need to be redoubled.
  • Publication
    The Container Port Performance Index 2023
    (Washington, DC: World Bank, 2024-07-18) World Bank
    The Container Port Performance Index (CPPI) measures the time container ships spend in port, making it an important point of reference for stakeholders in the global economy. These stakeholders include port authorities and operators, national governments, supranational organizations, development agencies, and other public and private players in trade and logistics. The index highlights where vessel time in container ports could be improved. Streamlining these processes would benefit all parties involved, including shipping lines, national governments, and consumers. This fourth edition of the CPPI relies on data from 405 container ports with at least 24 container ship port calls in the calendar year 2023. As in earlier editions of the CPPI, the ranking employs two different methodological approaches: an administrative (technical) approach and a statistical approach (using matrix factorization). Combining these two approaches ensures that the overall ranking of container ports reflects actual port performance as closely as possible while also being statistically robust. The CPPI methodology assesses the sequential steps of a container ship port call. ‘Total port hours’ refers to the total time elapsed from the moment a ship arrives at the port until the vessel leaves the berth after completing its cargo operations. The CPPI uses time as an indicator because time is very important to shipping lines, ports, and the entire logistics chain. However, time, as captured by the CPPI, is not the only way to measure port efficiency, so it does not tell the entire story of a port’s performance. Factors that can influence the time vessels spend in ports can be location-specific and under the port’s control (endogenous) or external and beyond the control of the port (exogenous). The CPPI measures time spent in container ports, strictly based on quantitative data only, which do not reveal the underlying factors or root causes of extended port times. A detailed port-specific diagnostic would be required to assess the contribution of underlying factors to the time a vessel spends in port. A very low ranking or a significant change in ranking may warrant special attention, for which the World Bank generally recommends a detailed diagnostic.
  • Publication
    Global Economic Prospects, June 2025
    (Washington, DC: World Bank, 2025-06-10) World Bank
    The global economy is facing another substantial headwind, emanating largely from an increase in trade tensions and heightened global policy uncertainty. For emerging market and developing economies (EMDEs), the ability to boost job creation and reduce extreme poverty has declined. Key downside risks include a further escalation of trade barriers and continued policy uncertainty. These challenges are exacerbated by subdued foreign direct investment into EMDEs. Global cooperation is needed to restore a more stable international trade environment and scale up support for vulnerable countries grappling with conflict, debt burdens, and climate change. Domestic policy action is also critical to contain inflation risks and strengthen fiscal resilience. To accelerate job creation and long-term growth, structural reforms must focus on raising institutional quality, attracting private investment, and strengthening human capital and labor markets. Countries in fragile and conflict situations face daunting development challenges that will require tailored domestic policy reforms and well-coordinated multilateral support.
  • Publication
    Global Economic Prospects, January 2025
    (Washington, DC: World Bank, 2025-01-16) World Bank
    Global growth is expected to hold steady at 2.7 percent in 2025-26. However, the global economy appears to be settling at a low growth rate that will be insufficient to foster sustained economic development—with the possibility of further headwinds from heightened policy uncertainty and adverse trade policy shifts, geopolitical tensions, persistent inflation, and climate-related natural disasters. Against this backdrop, emerging market and developing economies are set to enter the second quarter of the twenty-first century with per capita incomes on a trajectory that implies substantially slower catch-up toward advanced-economy living standards than they previously experienced. Without course corrections, most low-income countries are unlikely to graduate to middle-income status by the middle of the century. Policy action at both global and national levels is needed to foster a more favorable external environment, enhance macroeconomic stability, reduce structural constraints, address the effects of climate change, and thus accelerate long-term growth and development.