Publication: Mapping Data Governance Legal Frameworks Around the World: Findings from the Global Data Regulation Diagnostic
Loading...
Published
2021-04
ISSN
Date
2021-04-08
Author(s)
Editor(s)
Abstract
A robust data governance regulatory environment, encompassing both safeguards that protect the rights of market players and enablers that facilitate use/reuse of data, provide an important foundation for trust in the data economy. This paper presents the methodology and findings from a Global Data Regulation Diagnostic. The Global Data Regulation diagnostic is a detailed assessment of laws and regulations on data governance, covering both safeguards and enablers for data governance across 80 countries ranging from low to high income groups. Diagnostic results show that countries have put in greater effort in adopting enabling regulations than regulatory safeguards. However, the development of both enablers and safeguards remains at an intermediate stage: only 41 percent of good practices for safeguards and 47 percent for enablers have been adopted across countries. The diagnostic identifies gaps in the regulatory framework across several important dimensions including safeguards for personal and nonpersonal data, cross-border data flows and cybersecurity, as well as enablers for public and private intent data, as well as e-commerce. While higher income countries are typically more advanced than their lower income counterparts, significant gaps nonetheless remain in the regulatory framework for data across all income groups.
Link to Data Set
Citation
“Chen, Rong. 2021. Mapping Data Governance Legal Frameworks Around the World: Findings from the Global Data Regulation Diagnostic. Policy Research Working Paper;No. 9615. © World Bank. http://hdl.handle.net/10986/35410 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication Global Poverty Revisited Using 2021 PPPs and New Data on Consumption(Washington, DC: World Bank, 2025-06-05)Recent improvements in survey methodologies have increased measured consumption in many low- and lower-middle-income countries that now collect a more comprehensive measure of household consumption. Faced with such methodological changes, countries have frequently revised upward their national poverty lines to make them appropriate for the new measures of consumption. This in turn affects the World Bank’s global poverty lines when they are periodically revised. The international poverty line, which is based on the typical poverty line in low-income countries, increases by around 40 percent to $3.00 when the more recent national poverty lines as well as the 2021 purchasing power parities are incorporated. The net impact of the changes in international prices, the poverty line, and new survey data (including new data for India) is an increase in global extreme poverty by some 125 million people in 2022, and a significant shift of poverty away from South Asia and toward Sub-Saharan Africa. The changes at higher poverty lines, which are more relevant to middle-income countries, are mixed.Publication The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review(Washington, DC: World Bank, 2025-09-10)This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.Publication The Marshall Plan: Then and Now(Washington, DC: World Bank, 2025-10-14)This paper is a product of the Development Policy Team, Development Economics. It is part of a larger effort by the World Bank to provide open access to its research and make a contribution to development policy discussions around the world. Policy Research Working Papers are also posted on the Web at http://www.worldbank.org/prwp.Publication The Macroeconomic Implications of Climate Change Impacts and Adaptation Options(Washington, DC: World Bank, 2025-05-29)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 Geopolitical Risks and Trade(Washington, DC: World Bank, 2025-09-23)This paper studies the impact of geopolitical risks on international trade, using the Geopolitical Risk (GPR) index of Caldara and Iacoviello (2022) and an empirical gravity model. The impact of spikes in geopolitical risk on trade is negative, strong, and heterogeneous across sectors. The findings show that increases in geopolitical risk reduce trade by about 30 to 40 percent. These effects are equivalent to an increase of global tariffs of up to 14 percent. Services trade is most vulnerable to geopolitical risks, followed by agriculture, and the impact on manufacturing trade is moderate. These negative effects are partially mitigated by cultural and geographic proximity, as well as by the presence of trade agreements.
Journal
Journal Volume
Journal Issue
Related items
Showing items related by metadata.
Publication Bank Regulation and Supervision around the World : A Crisis Update(World Bank, Washington, DC, 2012-12)This paper presents the latest update of the World Bank Bank Regulation and Supervision Survey, and explores two questions. First, were there significant differences in regulation and supervision between crisis and non-crisis countries? Second, what aspects of regulation and supervision changed significantly during the crisis period? The paper finds significant differences between crisis and non-crisis countries in several aspects of regulation and supervision. In particular, crisis countries (a) had less stringent definitions of capital and lower actual capital ratios, (b) faced fewer restrictions on non-bank activities, (c) were less strict in the regulatory treatment of bad loans and loan losses, and (d) had weaker incentives for the private sector to monitor banks' risks. Survey results also suggest that the overall regulatory response to the crisis has been slow, and there is room to improve regulation and supervision, as well as private incentives to monitor risk-taking. Specifically, comparing regulatory and supervisory practices before and after the global crisis, the paper finds relatively few changes: capital ratios increased (primarily among non-crisis countries), deposit insurance schemes became more generous, and some reforms were introduced in the area of bank governance and bank resolution.Publication Access to Financial Services and the Financial Inclusion Agenda around the World : A Cross-Country Analysis with a New Data Set(2011-01-01)Recent empirical evidence highlights that access to basic financial services can make a substantial positive difference in improving poor people's lives. Accordingly, financial sector reforms that promote financial inclusion are increasingly at the core of policymakers agendas. The Consultative Group to Assist the Poor and the World Bank Group, in response, launched the Financial Access project, including a cross-country database on financial inclusion topics and an annual report to inform the policy debate. Using this database, this paper (i) counts the number of unbanked adults around the world at 56 percent, (ii) analyzes the state of access to deposit and loan services as well as the extent of retail networks, and (iii) discusses the state of financial inclusion mandates around the world.Publication SABER - Tertiary Education Governance : Data Collection and Assessment Tool on Governance in Tertiary Education(2012-09-29)Systems Assessment for Better Education Results (SABER) is designed to assess existing education policies of participating countries in order to enable comparisons between them and learning of best practices. The purpose of this background paper is to present SABER-Tertiary Education Governance, a tool for facilitating comparisons of both system-wide policies and practical implementation of these policies at the institution-level across and within countries in the tertiary education sector. This paper was prepared as a background papers for SABER Tertiary Education, one of the domains in the SABER initiative at the World Bank, itself launched within the context of the Bank s new education strategy 2020 which sets the goal of Learning for All. Among the factors influencing tertiary education performance, recent research has identified governance as a key determinant. A good governance structure and favorable regulatory conditions can promote innovative behavior among tertiary education institutions, enable the development of strong quality assurance systems, and facilitate the design of effective financing mechanisms. This tool aims to assess tertiary education policy according to eight policy goals.Publication Measureable Results! Doing Business Project Encourages Economies to Reform Insolvency Frameworks(World Bank, Washington, DC, 2013-01)Over the past 10 years, nearly 100 economies have reformed their insolvency regimes as a result of many factors, such as financial crises and to some extent the International Finance Corporation, or IFC and World Bank doing business project. In the aftermath of the global financial crisis, governments around the world implemented extensive insolvency reforms aimed at strengthening regulatory mechanisms for resolving insolvency cases, to stimulate entrepreneurship and generate a more efficient allocation of market resources. This smart lesson discusses two of the main best practices that stem from the key reform areas: determination of business viability, and introduction of reorganization proceedings.Publication Financial Sector Policy in Practice : Benchmarking Financial Sector Strategies around the World(World Bank, Washington, DC, 2014-01)Policy makers use financial sector strategies to formulate a holistic policy for their national financial sectors. This paper examines and rates financial sector strategies around the world based on how well they formulate development targets, arrangements for systemic risk management, and implementation plans. The strategies are also rated on whether they consider policy trade-offs between financial development and systemic risk management. The rated strategies are then benchmarked against a wide range of country characteristics. The analysis finds that the scope and quality of national strategies for the financial sector are influenced by the country's type of legal system, its level of income and macroeconomic stability, the existing financial depth and inclusion, the share of foreign ownership in the national financial sector, and the experience of past financial crises. Giving due consideration to policy trade-offs, particularly between financial development and systemic risk management, remains the weakest part of these strategies. Countries with civil- and religious-based law and those with a higher share of foreign ownership in their financial system address the policy trade-offs more often.
Users also downloaded
Showing related downloaded files
Publication The Container Port Performance Index 2023(Washington, DC: World Bank, 2024-07-18)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, January 2025(Washington, DC: World Bank, 2025-01-16)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.Publication Global Economic Prospects, June 2025(Washington, DC: World Bank, 2025-06-10)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 Empowerment in Practice : From Analysis to Implementation(Washington, DC: World Bank, 2006)This book represents an effort to present an easily accessible framework to readers, especially those for whom empowerment remains a puzzling development concern, conceptually and in application. The book is divided into two parts. Part 1 explains how the empowerment framework can be used for understanding, measuring, monitoring, and operationalizing empowerment policy and practice. Part 2 presents summaries of each of the five country studies, using them to discuss how the empowerment framework can be applied in very different country and sector contexts and what lessons can be learned from these test cases. While this book can offer only a limited empirical basis for the positive association between empowerment and development outcomes, it does add to the body of work supporting the existence of such a relationship. Perhaps more importantly, it also provides a framework for future research to test the association and to prioritize practical interventions seeking to empower individuals and groups.Publication Digital Progress and Trends Report 2023(Washington, DC: World Bank, 2024-03-05)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.