education

Bridging data gaps for policymaking: crowdsourcing and big data for development

Curated on July 8, 2016August 3, 2018 by Stefaan Verhulst

Anthony Swan for the DevPolicyBlog: “…By far the biggest innovation in data collection is the ability to access and analyse (in a meaningful way) user-generated data. This is data that is generated from forums, blogs, and social networking sites, where users purposefully contribute information and content in a public way, but also from everyday activities that inadvertently or passively provide data to those that are able to collect it.

User-generated data can help identify user views and behaviour to inform policy in a timely way rather than just relying on traditional data collection techniques (census, household surveys, stakeholder forums, focus groups, etc.), which are often cumbersome, very costly, untimely, and in many cases require some form of approval or support by government.

It might seem at first that user-generated data has limited usefulness in a development context due to the importance of the internet in generating this data combined with limited internet availability in many places. However, U-Report is one example of being able to access user-generated data independent of the internet.

U-Report was initiated by UNICEF Uganda in 2011 and is a free SMS based platform where Ugandans are able to register as “U-Reporters” and on a weekly basis give their views on topical issues (mostly related to health, education, and access to social services) or participate in opinion polls. As an example, Figure 1 shows the result from a U-Report poll on whether polio vaccinators came to U-Reporter houses to immunise all children under 5 in Uganda, broken down by districts. Presently, there are more than 300,000 U-Reporters in Uganda and more than one million U-Reporters across 24 countries that now have U-Report. As an indication of its potential impact on policymaking,UNICEF claims that every Member of Parliament in Uganda is signed up to receive U-Report statistics.

Figure 1: U-Report Uganda poll results

U-Report and other platforms such as Ushahidi (which supports, for example, I PAID A BRIBE, Watertracker, election monitoring, and crowdmapping) facilitate crowdsourcing of data where users contribute data for a specific purpose. In contrast, “big data” is a broader concept because the purpose of using the data is generally independent of the reasons why the data was generated in the first place.

Big data for development is a new phrase that we will probably hear a lot more (see here [pdf] and here). The United Nations Global Pulse, for example, supports a number of innovation labs which work on projects that aim to discover new ways in which data can help better decision-making. Many forms of “big data” are unstructured (free-form and text-based rather than table- or spreadsheet-based) and so a number of analytical techniques are required to make sense of the data before it can be used.

Measures of Twitter activity, for example, can be a real-time indicator of food price crises in Indonesia [pdf] (see Figure 2 below which shows the relationship between food-related tweet volume and food inflation: note that the large volume of tweets in the grey highlighted area is associated with policy debate on cutting the fuel subsidy rate) or provide a better understanding of the drivers of immunisation awareness. In these examples, researchers “text-mine” Twitter feeds by extracting tweets related to topics of interest and categorising text based on measures of sentiment (positive, negative, anger, joy, confusion, etc.) to better understand opinions and how they relate to the topic of interest. For example, Figure 3 shows the sentiment of tweets related to vaccination in Kenya over time and the dates of important vaccination related events.

Figure 2: Plot of monthly food-related tweet volume and official food price statistics

Figure 3: Sentiment of vaccine related tweets in Kenya

Another big data example is the use of mobile phone usage to monitor the movement of populations in Senegal in 2013. The data can help to identify changes in the mobility patterns of vulnerable population groups and thereby provide an early warning system to inform humanitarian response effort.

The development of mobile banking too offers the potential for the generation of a staggering amount of data relevant for development research and informing policy decisions. However, it also highlights the public good nature of data collected by public and private sector institutions and the reliance that researchers have on them to access the data. Building trust and a reputation for being able to manage privacy and commercial issues will be a major challenge for researchers in this regard….(More)”

Priorities for the National Privacy Research Strategy

Curated on July 5, 2016August 20, 2018 by Stefaan Verhulst

James Kurose and Keith Marzullo at the White House: “Vast improvements in computing and communications are creating new opportunities for improving life and health, eliminating barriers to education and employment, and enabling advances in many sectors of the economy. The promise of these new applications frequently comes from their ability to create, collect, process, and archive information on a massive scale.

However, the rapid increase in the quantity of personal information that is being collected and retained, combined with our increased ability to analyze and combine it with other information, is creating concerns about privacy. When information about people and their activities can be collected, analyzed, and repurposed in so many ways, it can create new opportunities for crime, discrimination, inadvertent disclosure, embarrassment, and harassment.

This Administration has been a strong champion of initiatives to improve the state of privacy, such as the “Consumer Privacy Bill of Rights” proposal and the creation of the Federal Privacy Council. Similarly, the White House report Big Data: Seizing Opportunities, Preserving Values highlights the need for large-scale privacy research, stating: “We should dramatically increase investment for research and development in privacy-enhancing technologies, encouraging cross-cutting research that involves not only computer science and mathematics, but also social science, communications and legal disciplines.”

Today, we are pleased to release the National Privacy Research Strategy. Research agencies across government participated in the development of the strategy, reviewing existing Federal research activities in privacy-enhancing technologies, soliciting inputs from the private sector, and identifying priorities for privacy research funded by the Federal Government. The National Privacy Research Strategy calls for research along a continuum of challenges, from how people understand privacy in different situations and how their privacy needs can be formally specified, to how these needs can be addressed, to how to mitigate and remediate the effects when privacy expectations are violated. This strategy proposes the following priorities for privacy research:

Foster a multidisciplinary approach to privacy research and solutions;
Understand and measure privacy desires and impacts;
Develop system design methods that incorporate privacy desires, requirements, and controls;
Increase transparency of data collection, sharing, use, and retention;
Assure that information flows and use are consistent with privacy rules;
Develop approaches for remediation and recovery; and
Reduce privacy risks of analytical algorithms.

With this strategy, our goal is to produce knowledge and technology that will enable individuals, commercial entities, and the Federal Government to benefit from technological advancements and data use while proactively identifying and mitigating privacy risks. Following the release of this strategy, we are also launching a Federal Privacy R&D Interagency Working Group, which will lead the coordination of the Federal Government’s privacy research efforts. Among the group’s first public activities will be to host a workshop to discuss the strategic plan and explore directions of follow-on research. It is our hope that this strategy will also inspire parallel efforts in the private sector….(More)”

How A Videogame Can Be A Source For Innovation

Curated on June 27, 2016October 23, 2018 by Stefaan Verhulst

Jiwon Kim at PSFK: “The nonprofit Games For Change has a mission to utilize games to change the world. More specifically, it’s to facilitate “the creation and distribution of social impact games that serve as critical tools in humanitarian and educational efforts.”….PSFK decided to explore the three finalists up to win the award for the most innovative game of 2016:

1. Life is Strange: This game is comprised of five episodes that allow the gamer to turn back the time and change a chain of events. The gamers follow the protagonist, Maxine, as she uses her power to rewind time to save her friends and her town. This game is innovative in the sense that gamers intimately interact with this intricate plot while exploring important issues such as suicide, substance issues and relationships. The game is like a beautiful animated movie with great music, except the gamer decides the ending.

2. That Dragon, Cancer: The game’s creator, Ryan Green, is a programmer who wanted to share his experience of raising a young son struggling with cancer. The narrative video game retells how Ryan’s son and the rest of his family went on an emotional roller coaster ride that lasted years. Unfortunately, his son passed away but the Green family hopes that this game provides a deep insight into this difficult journey and dealing with feelings of hope and loss. The game brings in a new perspective and a new medium for intimate stories to be shared.

3. Lumino City: This game is entirely handcrafted with paper, miniature lights and motors. Lumino City is a beautiful 10-foot high city that serves as the setting of an exciting adventure. Gamers get to be Lumi, the protagonist, as she goes off on a journey to find her grandfather. Everything about this game is innovative in the sense that the creators fuse the digital world and traditional arts and crafts together….(More).

Nudging for Success

Curated on June 22, 2016August 3, 2018 by Stefaan Verhulst

Press Release: “A groundbreaking report published today by ideas42 reveals several innovations that college administrators and policymakers can leverage to significantly improve college graduation rates at a time where completion is more out of reach than ever for millions of students.

The student path through college to graduation day is strewn with subtle, often invisible barriers that, over time, hinder students’ progress and cause some of them to drop out entirely. In Nudging for Success: Using Behavioral Science to Improve the Postsecondary Student Journey, ideas42 focuses on simple, low-cost ways to combat these unintentional obstacles and support student persistence and success at every stage in the college experience, from pre-admission to post-graduation. Teams worked with students, faculty and administrators at colleges around the country.

Even for students whose tuition is covered by financial aid, whose academic preparation is exemplary, and who are able to commit themselves full-time to their education, the subtle logistical and psychological sticking points can have a huge impact on their ability to persist and fully reap the benefits of a higher education.

Less than 60% of full-time students graduate from four-year colleges within six years, and less than 30% graduate from community colleges within three years. There are a myriad of factors often cited as deterrents to finishing school, such as the cost of tuition or the need to juggle family and work obligations, but behavioral science and the results of this report demonstrate that lesser-known dynamics like self-perception are also at play.

From increasing financial aid filing to fostering positive friend groups and a sense of belonging on campus, the 16 behavioral solutions outlined in Nudging for Success represent the potential for significant impact on the student experience and persistence. At Arizona State University, sending behaviorally-designed email reminders to students and parents about the Free Application for Federal Student Aid (FAFSA) priority deadline increased submissions by 72% and led to an increase in grant awards. Freshman retention among low-income, first generation, under-represented or other students most at risk of dropping out increased by 10% at San Francisco State University with the use of a testimonial video, self-affirming exercises, and monthly messaging aimed at first-time students.

“This evidence demonstrates how behavioral science can be the key to uplifting millions of Americans through education,” said Alissa Fishbane, Managing Director at ideas42. “By approaching the completion crisis from the whole experience of students themselves, administrators and policymakers have the opportunity to reduce the number of students who start, but do not finish, college—students who take on the financial burden of tuition but miss out on the substantial benefits of earning a degree.”

The results of this work drive home the importance of examining the college experience from the student perspective and through the lens of human behavior. College administrators and policymakers can replicate these gains at institutions across the country to make it simpler for students to complete the degree they started in ways that are often easier and less expensive to implement than existing alternatives—paving the way to stronger economic futures for millions of Americans….(More)”

Transforming governance: how can technology help reshape democracy?

Curated on June 19, 2016August 3, 2018 by Stefaan Verhulst

Research Briefing by Matt Leighninger: “Around the world, people are asking how we can make democracy work in new and better ways. We are frustrated by political systems in which voting is the only legitimate political act, concerned that many republics don’t have the strength or appeal to withstand authoritarian figures, and disillusioned by the inability of many countries to address the fundamental challenges of health, education and economic development.

We can no longer assume that the countries of the global North have ‘advanced’ democracies, and that the nations of the global South simply need to catch up. Citizens of these older democracies have increasingly lost faith in their political institutions; Northerners cherish their human rights and free elections, but are clearly looking for something more. Meanwhile, in the global South, new regimes based on a similar formula of rights and elections have proven fragile and difficult to sustain. And in Brazil, India and other Southern countries, participatory budgeting and other valuable democratic innovations have emerged. The stage is set for a more equitable, global conversation about what we mean by democracy.

How can we adjust our democratic formulas so that they are more sustainable, powerful, fulfilling – and, well, democratic? Some of the parts of this equation may come from the development of online tools and platforms that help people to engage with their governments, with organisations and institutions, and with each other. Often referred to collectively as ‘civic technology’ or ‘civic tech’, these tools can help us map public problems, help citizens generate solutions, gather input for government, coordinate volunteer efforts, and help neighbours remain connected. If we want to create democracies in which citizens have meaningful roles in shaping public decisions and solving public problems, we should be asking a number of questions about civic tech, including:

How can online tools best support new forms of democracy?
What are the examples of how this has happened?
What are some variables to consider in comparing these examples?
How can we learn from each other as we move forward?

This background note has been developed to help democratic innovators explore these questions and examine how their work can provide answers….(More)”

Transparency reports make AI decision-making accountable

Curated on June 1, 2016August 3, 2018 by Stefaan Verhulst

Phys.org: “Machine-learning algorithms increasingly make decisions about credit, medical diagnoses, personalized recommendations, advertising and job opportunities, among other things, but exactly how usually remains a mystery. Now, new measurement methods developed by Carnegie Mellon University researchers could provide important insights to this process.

Was it a person’s age, gender or education level that had the most influence on a decision? Was it a particular combination of factors? CMU’s Quantitative Input Influence (QII) measures can provide the relative weight of each factor in the final decision, said Anupam Datta, associate professor of computer science and electrical and computer engineering.

“Demands for algorithmic transparency are increasing as the use of algorithmic decision-making systems grows and as people realize the potential of these systems to introduce or perpetuate racial or sex discrimination or other social harms,” Datta said.

“Some companies are already beginning to provide transparency reports, but work on the computational foundations for these reports has been limited,” he continued. “Our goal was to develop measures of the degree of influence of each factor considered by a system, which could be used to generate transparency reports.”

These reports might be generated in response to a particular incident—why an individual’s loan application was rejected, or why police targeted an individual for scrutiny or what prompted a particular medical diagnosis or treatment. Or they might be used proactively by an organization to see if an artificial intelligence system is working as desired, or by a regulatory agency to see whether a decision-making system inappropriately discriminated between groups of people….(More)”

Nudge 2.0: A broader toolkit for lasting behavior change

Curated on June 1, 2016October 10, 2018 by Stefaan Verhulst

Cait Lamberton and Benjamin Castleman in the Huffington Post: “Nudges are all around us. Chances are that someone has nudged you today—even if you didn’t realize it. Maybe it was your doctor’s office, sending you a text message about an upcoming appointment. Or maybe it was an airline website, urging you to make a reservation because “only three tickets are left at this price.” In fact, the private sector has been nudging us in one way or another for at least 75 years, since the heyday of the Madison Avenue Ad Men.

It’s taken a few generations, but the public sector is starting to catch on. In policy domains ranging from consumer finance and public health to retirement planning and education, researchers are applying behavioral science insights to help people make more informed decisions that lead to better long-term outcomes.

Sometimes these nudges take the form of changing the rules that determine whether someone participates in a program or not (like switching the default so people are automatically enrolled in a retirement savings plan unless they opt out, rather than only enrolling people who actively sign up for the program). But oftentimes, nudges can be as simple as sending people simplified information about opportunities that are available to them, or reminders about important tasks they have to complete in order to participate in beneficial programs.

A growing body of research demonstrates that nudges like these, despite being low touch and costing very little, can lead to substantial improvements in educational outcomes, whether it’s parents reading more to their children, middle school students completing more class assignments, or college students successfully persisting in college….

As impressive as these results have been, many of the early nudge studies in education have focused on fairly low-hanging fruit. We’re often helping people follow through on an intention they already have, or informing them about opportunities or resources that they didn’t know or were confused about. What’s less clear, however, is how well these strategies can support sustained behavior change, like going to school every day or avoiding substance abuse….

But what if we want to change someone’s direction? In real-world terms, what if a student is struggling in school but isn’t even considering looking for help? What if their lives are too busy for them to search for or meet with a tutor on a consistent basis? What if they have a nagging feeling that they’re just not the kind of person who succeeds in school, so they don’t see the point in even trying?

For these types of behavior change, we need an expanded nudge toolkit—what we’ll call Nudge 2.0. These strategies go beyond information simplification, reminders, and professional assistance, and address the decision-making person more holistically- people’s identity, their psychology, their emotions, and the competing forces that vie for their attention….(More)”

All European scientific articles to be freely accessible by 2020

Curated on June 1, 2016August 3, 2018 by Stefaan Verhulst

EU Presidency: “All scientific articles in Europe must be freely accessible as of 2020. EU member states want to achieve optimal reuse of research data. They are also looking into a European visa for foreign start-up founders.

And, according to the new Innovation Principle, new European legislation must take account of its impact on innovation. These are the main outcomes of the meeting of the Competitiveness Council in Brussels on 27 May.

Sharing knowledge freely

Under the presidency of Netherlands State Secretary for Education, Culture and Science Sander Dekker, the EU ministers responsible for research and innovation decided unanimously to take these significant steps. Mr Dekker is pleased that these ambitions have been translated into clear agreements to maximise the impact of research. ‘Research and innovation generate economic growth and more jobs and provide solutions to societal challenges,’ the state secretary said. ‘And that means a stronger Europe. To achieve that, Europe must be as attractive as possible for researchers and start-ups to locate here and for companies to invest. That calls for knowledge to be freely shared. The time for talking about open access is now past. With these agreements, we are going to achieve it in practice.’

Open access

Open access means that scientific publications on the results of research supported by public and public-private funds must be freely accessible to everyone. That is not yet the case. The results of publicly funded research are currently not accessible to people outside universities and knowledge institutions. As a result, teachers, doctors and entrepreneurs do not have access to the latest scientific insights that are so relevant to their work, and universities have to take out expensive subscriptions with publishers to gain access to publications.

Reusing research data

From 2020, all scientific publications on the results of publicly funded research must be freely available. It also must be able to optimally reuse research data. To achieve that, the data must be made accessible, unless there are well-founded reasons for not doing so, for example intellectual property rights or security or privacy issues….(More)”

If you build it… will they come?

Curated on May 27, 2016August 3, 2018 by Stefaan Verhulst

Laura Bacon at Omidyar Network: “What do datasets on Danish addresses, Indonesian elections, Singapore Dengue Fever, Slovakian contracts, Uruguayan health service provision, and Global weather systems have in common? Read on to learn more…

On May 12, 2016, more than 40 nations’ leaders gathered in London for an Anti-Corruption Summit, convened by UK Prime Minister David Cameron. Among the commitments made, 40 countries pledged to make their procurement processes open by default, with 14 countries specifically committing to publish to the Open Contracting Data Standard.

This conference and these commitments can be seen as part of a larger global norm toward openness and transparency, also embodied by the Open Government Partnership, Open Data Charter, and increasing numbers of Open Data Portals.

As government data is increasingly published openly in the public domain, valid questions have been raised about what impact the data will have: As governments release this data, will it be accessed and used? Will it ultimately improve lives, root out corruption, hold answers to seemingly intractable problems, and lead to economic growth?*

Omidyar Network — having supported several Open Data organizations and platforms such as Open Data Institute, Open Knowledge, and Web Foundation — sought data-driven answers to these questions. After a public call for proposals, we selected NYU’s GovLab to conduct research on the impact open data has already had. Not the potential or prospect of impact, but past proven impact. The GovLab research team, led by Stefaan Verhulst, investigated a variety of sectors — health, education, elections, budgets, contracts, etc. — in a variety of locations, spanning five continents.

Their findings are promising and exciting, demonstrating that open data is changing the world by empowering people, improving governance, solving public problems, and leading to innovation. A summary is contained in thisKey Findings report, and is accompanied by many open data case studies posted in this Open Data Impact Repository.

Of course, stories such as this are not 100% rosy, and the report is clear about the challenges ahead. There are plenty of cases in which open data has had minimal impact. There are cases where there was negative impact. And there are obstacles to open data reaching its full potential: namely, open data projects that don’t respond to citizens’ questions and needs, a lack of technical capacity on either the data provider and data user side, inadequate protections for privacy and security, and a shortage of resources.

But this research holds good news: Danish addresses, Indonesian elections,Singapore Dengue Fever, Slovakian contracts, Uruguayan health service provision, Global weather systems, and others were all opened up. And all changed the world by empowering citizens, improving governance, solving public problems, and leading to innovation. Please see this report for more….(More)”