Publication: Central America : Big Data in Action for Development
Loading...
Date
2014
ISSN
Published
2014
Author(s)
Editor(s)
Abstract
This report stemmed from a World Bank pilot activity to explore the potential of big data to address development challenges in Central American countries. As part of this activity we collected and analyzed a number of examples of leveraging big data for development. Because of the growing interest in this topic this report makes available to a broader audience those examples as well as the underlying conceptual framework to think about big data for development. To make effective use of big data, many practitioners emphasize the importance of beginning with a question instead of the data itself. A question clarifies the purpose of utilizing big data, whether it is for awareness, understanding, and/or forecasting. In addition, a question suggests the kinds of real-world behaviors or conditions that are of interest. These behaviors are encoded into data through some generating process which includes the media through which behavior is captured. Then various data sources are accessed, prepared, consolidated and analyzed. This ultimately gives rise to insights into the question of interest, which are implemented to effect changes in the relevant behaviors. Utilizing big data for any given endeavor requires a host of capabilities. Hardware and software capabilities are needed for interaction of data from a variety of sources in a way which is efficient and scalable. Human capabilities are needed not only to make sense of data but to ensure a question-centered approach, so that insights are actionable and relevant. To this end, cooperation between development experts as well as social scientists and computer scientists is extremely important.
Link to Data Set
Citation
“World Bank. 2014. Central America : Big Data in Action for Development. © http://hdl.handle.net/10986/21325 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Open Data for Resilience Initiative : Field Guide(World Bank, Washington, DC, 2014)Credible information about risk is an essential element of Disaster Risk Management (DRM). Thousands of times each year, disasters reveal decisions about how to apply this information to the management of risk. When a school collapses during a moderate earthquake, citizens may point to the failure of the construction firm to adhere to building standards, or to the failure of a government to enforce building codes, or to the education ministry that should have retrofitted the structure to better resist known seismic risks. In each case, critical information was missing, information that might have driven a different choice about architectural designs, building materials, the site for the building (siting), or actions to remediate a known vulnerability. Across the disaster risk management cycle, institutions are now engaged in a process to build this stock of information. The aim is to improve the chain of decision making across an entire system, from the donors who fund retrofitting of schools to the parents who need to know how safe their local schools are.Publication Open Data for Resilience Initiative : Planning an Open Cities Mapping Project(World Bank, Washington, DC, 2014-07-01)This guide offers a comprehensive understanding of the design and implementation of an Open Cities mapping project for both practitioners in the field and those interested in a higher-level understanding of the process. The guideapos;s content is based on experience in implementing the initial Open Cities projects in Bangladesh, Nepal, and Sri Lanka as well as on previous mapping project experience. Where relevant, it provides relevant examples from those projects in the text and full case studies at the end of guide. The Open Cities Project launched its efforts in three cities: Batticaloa, Sri Lanka; Dhaka, Bangladesh; and Kathmandu, Nepal. These cities were chosen for: 1) their high levels of disaster risk; 2) the presence of World Bank-lending activities related to urban planning and disaster management that would benefit from access to better data; and 3) the willingness of government counterparts to participate in and help guide the interventions. Chapter 2, quot;Project Design and Preparation,quot; covers how a project design process begins: by identifying partners, clarifying a projectapos;s objectives and scope, assembling a team of managers and mappers, and assessing the necessary resources for mapping. Chapter 3, quot;Getting Started,quot; then describes the steps after the initial planning stage: how to locate an appropriate workspace, assess equipment costs, and prepare staff training. Chapter 4, quot;Implementation and Supervision,quot; takes a practical look at data collection techniques from both the organizational and technical perspectives. It also addresses common challenges and mechanisms for quality control and reporting. Finally, chapter 5 examines the lessons learned from previous Open Cities projects and considers future improvements to the overall project design.Publication Mobile Applications for Agriculture and Rural Development(World Bank, Washington, DC, 2012-05)The dynamic growth of mobile communications technology is creating opportunities for economic growth, social empowerment, and grassroots innovation in developing countries. One of the areas with the greatest potential impact is in the contribution that mobile applications can make to agricultural and rural development (ARD), by providing access to information, markets, and services to millions of rural inhabitants. For both agricultural supply and demand, mobile phones can reduce waste, make delivery more efficient, and forge closer links between farmers and consumers. This report provides policymakers and development practitioners with a guide that facilitates the development and deployment of mobile applications for ARD. It also informs their understanding of the key drivers for promoting such applications and services in their countries. Using James Moore’s (1996) revised definition of ecosystems: economic communities based on interacting organizations and individuals the report identifies a wide range of players in the ecosystem for m-ARD apps, such as mobile network operators, m-app (mobile applications) providers, content providers, and various types of users. M-apps are software designed to take advantage of mobile technology and can be developed for technology besides mobile phones. But mobile phones have many key advantages: affordability, wide ownership, voice communications, and instant and convenient service delivery. As a result, there has been a global explosion in the number of m-apps, facilitated by the rapid evolution of mobile networks and by the increasing functions and falling prices of mobile handsets. M-apps are markedly different in developing countries because they typically run on second-generation (2G) phones rather than smartphones, which are far more common in developed countries. The report reviews country examples and extracts policy lessons and good practices. It also presents detailed studies of cases from Kenya, Philippines, and Sri Lanka, as well as summarizes 92 case studies from Africa, Asia, and Latin America. The goal is to provide a comprehensive understanding of the development impact, ecosystem, and business models for mobile applications in ARD. The report is intended to complement the recent ICT in Agriculture eSourcebook. One of the main findings is that an enabling platform (or platforms) is probably the most important factor for the development of m-ARD apps. Platforms can facilitate interactions among ecosystem players, increase access to users, provide technical standards, and incorporate payment mechanisms.Publication Using Locational Data from Mobile Phones to Enhance the Science of Delivery(World Bank, Washington, DC, 2014-06)The objective of this report is to examine the potential of locational data for the 'science of delivery' in the field of development. The 'science of delivery' is a term popularized by the World Bank President, Jim Yong Kim, and refers to using evidence-based experimentation to improve development outcomes (Walji, 2013). In this context, locational data is a new tool that is starting to be used in a variety of development fields including health, education, disaster risk management, traffic planning etc. this broad introduction to the topic in chapter one, the next chapter explores the technology behind locational data. Chapter three presents the methodology followed in this research and chapter four, which is the heart of this report, then presents a series of mini case studies of how it is actually being used in a representative sample of different development fields. This is the 'evidence-based experimentation' which can be harnessed to improve the 'science of delivery', and examples of both active and passive collection of locational data are presented. Finally, chapter five examines, in broader terms, the longer term potential of locational data as a development tool, once smartphone ownership becomes more widespread.Publication Closing the Feedback Loop : Can Technology Bridge the Accountability Gap?(Washington, DC: World Bank, 2014-05-19)Enhanced transparency, accountability, and government or donor responsiveness to people needs are imperative to achieve better and more sustainable development results on the ground. The rapid spread of new technologies is transforming the daily lives of millions of poor people around the world and has the potential to be a real game changer for development. Improved accountability and responsiveness are critical for reaching the goals of eliminating extreme poverty and promoting shared prosperity with a focus on improving the well-being of the most vulnerable and marginalized groups in society. Within the broader political economy context, many questions remain unanswered about the role that new technologies can play to act as an accelerator for closing the accountability gap. Within this context, this report brings together new evidence from leading academics and practitioners on the effects of technology-enabled citizen engagement. The report aims to address the following four main questions: how do new technologies empower communities through participation, transparency, and accountability?; are technologies an accelerator for closing the accountability gap - the space between supply (governments, service providers) and demand (citizens, communities,civil society organizations) that must be bridged for open and collaborative governance?; under what conditions does this occur?; and what are the experiences and lessons learned from existing grassroots innovators and donor-supported citizen engagement and crowdsourcing programs, and how can these programs be replicated or scaled up?. The report presents a theoretical framework about the linkages between new technologies, participation, empowerment, and the improvement of poor people's human well-being based on Amartya Sen's capability approach. The book provides rich case studies about the different factors that influence whether or not information and communication technology (ICT)-enabled citizen engagement programs can improve the delivery and quality of public services to poor communities. The report analyzes in depth both the factors and process of using new technologies to enhance the delivery of primary health services to pregnant women in Karnataka, India, and of several community mapping and crowdsourcing programs in Guinea, Haiti, Kenya, Libya, Sudan, and other countries.
Users also downloaded
Showing related downloaded files
Publication Lebanon Economic Monitor, Fall 2022(Washington, DC, 2022-11)The economy continues to contract, albeit at a somewhat slower pace. Public finances improved in 2021, but only because spending collapsed faster than revenue generation. Testament to the continued atrophy of Lebanon’s economy, the Lebanese Pound continues to depreciate sharply. The sharp deterioration in the currency continues to drive surging inflation, in triple digits since July 2020, impacting the poor and vulnerable the most. An unprecedented institutional vacuum will likely further delay any agreement on crisis resolution and much needed reforms; this includes prior actions as part of the April 2022 International Monetary Fund (IMF) staff-level agreement (SLA). Divergent views among key stakeholders on how to distribute the financial losses remains the main bottleneck for reaching an agreement on a comprehensive reform agenda. Lebanon needs to urgently adopt a domestic, equitable, and comprehensive solution that is predicated on: (i) addressing upfront the balance sheet impairments, (ii) restoring liquidity, and (iii) adhering to sound global practices of bail-in solutions based on a hierarchy of creditors (starting with banks’ shareholders) that protects small depositors.Publication The Journey Ahead(Washington, DC: World Bank, 2024-10-31)The Journey Ahead: Supporting Successful Migration in Europe and Central Asia provides an in-depth analysis of international migration in Europe and Central Asia (ECA) and the implications for policy making. By identifying challenges and opportunities associated with migration in the region, it aims to inform a more nuanced, evidencebased debate on the costs and benefits of cross-border mobility. Using data-driven insights and new analysis, the report shows that migration has been an engine of prosperity and has helped address some of ECA’s demographic and socioeconomic disparities. Yet, migration’s full economic potential remains untapped. The report identifies multiple barriers keeping migration from achieving its full potential. Crucially, it argues that policies in both origin and destination countries can help maximize the development impacts of migration and effectively manage the economic, social, and political costs. Drawing from a wide range of literature, country experiences, and novel analysis, The Journey Ahead presents actionable policy options to enhance the benefits of migration for destination and origin countries and migrants themselves. Some measures can be taken unilaterally by countries, whereas others require close bilateral or regional coordination. The recommendations are tailored to different types of migration— forced displacement as well as high-skilled and low-skilled economic migration—and from the perspectives of both sending and receiving countries. This report serves as a comprehensive resource for governments, development partners, and other stakeholders throughout Europe and Central Asia, where the richness and diversity of migration experiences provide valuable insights for policy makers in other regions of the world.Publication Argentina Country Climate and Development Report(World Bank, Washington, DC, 2022-11)The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.Publication Classroom Assessment to Support Foundational Literacy(Washington, DC: World Bank, 2025-03-21)This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.Publication World Development Report 2006(Washington, DC, 2005)This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.