A Guide to Data Innovation for Development – From idea to proof-of-concept


Press Release: “UNDP and UN Global Pulse today released a comprehensive guide on how to integrate new sources of data into development and humanitarian work.

New and emerging data sources such as mobile phone data, social media, remote sensors and satellites have the potential to improve the work of governments and development organizations across the globe.

Entitled A Guide to Data Innovation for Development – From idea to proof-of-concept,’ this publication was developed by practitioners for practitioners. It provides step-by-step guidance for working with new sources of data to staff of UN agencies and international Non-Governmental Organizations.

The guide is a result of a collaboration of UNDP and UN Global Pulse with support from UN Volunteers. Led by UNDP innovation teams in Europe and Central Asia and Arab States, six UNDP offices in Armenia, Egypt, Kosovo[1], fYR Macedonia, Sudan and Tunisia each completed data innovation projects applicable to development challenges on the ground.

The publication builds on these successful case trials and on the expertise of data innovators from UNDP and UN Global Pulse who managed the design and development of those projects.

It provides practical guidance for jump-starting a data innovation project, from the design phase through the creation of a proof-of-concept.

The guide is structured into three sections – (I) Explore the Problem & System, (II) Assemble the Team and (III) Create the Workplan. Each of the sections comprises of a series of tools for completing the steps needed to initiate and design a data innovation project, to engage the right partners and to make sure that adequate privacy and protection mechanisms are applied.

…Download ‘A Guide to Data Innovation for Development – From idea to proof-of-concept’ here.”

Data Literacy – What is it and how can we make it happen?


Introduction by Mark Frank, Johanna Walker, Judie Attard, Alan Tygel of Special Issue on Data Literacy of The Journal of Community Informatics: “With the advent of the Internet and particularly Open Data, data literacy (the ability of non-specialists to make use of data) is rapidly becoming an essential life skill comparable to other types of literacy. However, it is still poorly defined and there is much to learn about how best to increase data literacy both amongst children and adults. This issue addresses both the definition of data literacy and current efforts on increasing and sustaining it. A feature of the issue is the range of contributors. While there are important contributions from the UK, Canada and other Western countries, these are complemented by several papers from the Global South where there is an emphasis on grounding data literacy in context and relating it the issues and concerns of communities. (Full Text: PDF)

See also:

Creating an Understanding of Data Literacy for a Data-driven Society by Annika Wolff, Daniel Gooch, Jose J. Cavero Montaner, Umar Rashid, Gerd Kortuem

Data Literacy defined pro populo: To read this article, please provide a little information by David Crusoe

Data literacy conceptions, community capabilities by Paul Matthews

Urban Data in the primary classroom: bringing data literacy to the UK curriculum by Annika Wolff, Jose J Cavero Montaner, Gerd Kortuem

Contributions of Paulo Freire for a Critical Data Literacy: a Popular Education Approach by Alan Freihof Tygel, Rosana Kirsch

DataBasic: Design Principles, Tools and Activities for Data Literacy Learners by Catherine D’Ignazio, Rahul Bhargava

Perceptions of ICT use in rural Brazil: Factors that impact appropriation among marginalized communities by Paola Prado, J. Alejandro Tirado-Alcaraz, Mauro Araújo Câmara

Graphical Perception of Value Distributions: An Evaluation of Non-Expert Viewers’ Data Literacy by Arkaitz Zubiaga, Brian Mac Namee

Data can become Nigeria’s new ‘black gold’


Labi Ogunbiyi in the Financial Times: “In the early 2000s I decided to leave my job heading the African project finance team in a global law firm to become an investor. My experience of managing big telecoms, infrastructure and energy transactions — and, regrettably, often disputes — involving governments, project sponsors, investors, big contractors, multilateral and development agencies had left me dissatisfied. Much of the ownership of the assets being fought over remained in the hands of international conglomerates. Africa’s lack of capacity to raise the capital to own them directly — and to develop the technical skills necessary for growth — was a clear weakness…

Yet, nearly 15 years after the domestic oil and gas sector began to evolve, oil is no longer the country’s only “black gold”. If I take a comparative look at how Nigeria’s energy sector has evolved since the early 2000’s, compared with how its ICT and broader technology industry has emerged, and the opportunities that both represent for the future, the contrast is stark. Nigeria, and the rest of the continent, has been enjoying a technology revolution and the opportunity that it represents has the potential to affect every sector of the economy. According to Africa Infotech Consulting, Nigeria’s mobile penetration rate — a measure of the number of devices by population — is more than 90 per cent, less than 20 years after the first mobile network appeared on the continent. Recent reports suggest more than 10 per cent of Nigerians have a smartphone. The availability and cost of fast data have improved dramatically….(More)”

The Journal of Interrupted Studies


“…The Journal of Interrupted Studies is an interdisciplinary journal dedicated to the work of academics whose work has been interrupted by forced migration. Publishing both complete and incomplete articles the Journal is currently accepting submissions in the sciences and humanities….

By embracing a multidisciplinary approach the journal offers a platform for all academic endeavours thwarted by forced migration. Especially with regards to the ongoing crises in Syria, Afghanistan and Eritrea. We invite any and all students and academics who were interrupted in their studies and are now considered refugees to submit work.

Engaging in this process, we hope to create a conversation in which all participants can shape the discourse, on terms of dignity and mutual respect. We believe academia allows us to to to initiate such a dialogue and in the process create something of value for all parties.

Refugees status according to the European Union’s directive 2013/32/EU and 2013/33/EU is by no means a requirement for submitting to the Journal. We also wish to attract exiled academics who cannot return to their countries and universities without putting their lives at risk.

We believe that when academic voices are silenced by adversity it is not only the intellectual community that suffers…(More)

Digital Kenya: An Entrepreneurial Revolution in the Making


(Open Access) book edited by Bitange Ndemo and Tim Weiss: “Presenting rigorous and original research, this volume offers key insights into the historical, cultural, social, economic and political forces at play in the creation of world-class ICT innovations in Kenya. Following the arrival of fiber-optic cables in 2009, Digital Kenya examines why the initial entrepreneurial spirit and digital revolution has begun to falter despite support from motivated entrepreneurs, international investors, policy experts and others. Written by engaged scholars and professionals in the field, the book offers 15 eye-opening chapters and 14 one-on-one conversations with entrepreneurs and investors to ask why establishing ICT start-ups on a continental and global scale remains a challenge on the “Silicon Savannah”. The authors present evidence-based recommendations to help Kenya to continue producing globally impactful  ICT innovations that improve the lives of those still waiting on the side-lines, and to inspire other nations to do the same….(More)”

3 Ways data has made a splash in Africa


Madolyn Smith at Data Driven Journalism: “impactAFRICA, the continent’s largest fund for data driven storytelling, has announced the winners of its water and sanitation contest. Journalists from Ghana, Nigeria, Kenya, Tanzania, South Africa and Zambia made waves with their stories, but three in particular stood out against the tide.

1. South Africa All At Sea

Sipho Kings‘ story on illegal fishing along South Africa’s coast for the Mail & Guardian shows how data from nanosatellites could solve the tricky problem of tracking illegal activities….

As well as providing a data driven solution to South Africa’s problem, this story has been credited with prompting increased naval patrols, which has uncovered a string of illegal fishing trawlers.

Read the story here.

2. Water Data for Nigeria

This tool, developed by Abiri Oluwatosin Niyi for CMapIT, tracks the supply and consumption of water in Nigeria. To combat a scarcity of data on public water resources, the project crowdsources data from citizens and water point operators. Data is updated in real-time and can be explored via an interactive map.

nigeria.PNG

Image: Water Data for Nigeria.

In addition, the underlying data is also available for free download and reuse.

Explore the project here.

3. Ibadan: A City of Deep Wells and Dry Taps

Writing for the International Centre for Investigative Reporting, Kolawole Talabi demonstrates a relationship between declining oil revenues and government water expenditure in Ibadan, Nigeria’s third largest city, with detrimental impacts on its inhabitants health.

The investigation draws on data from international organisations, like UNICEF, and government budgetary allocations, as well as qualitative interview data.

Following the story’s publication, there has been extensive online debate and numerous calls for governmental action.

Read the story here….(More)”

What’s wrong with big data?


James Bridle in the New Humanist: “In a 2008 article in Wired magazine entitled “The End of Theory”, Chris Anderson argued that the vast amounts of data now available to researchers made the traditional scientific process obsolete. No longer would they need to build models of the world and test them against sampled data. Instead, the complexities of huge and totalising datasets would be processed by immense computing clusters to produce truth itself: “With enough data, the numbers speak for themselves.” As an example, Anderson cited Google’s translation algorithms which, with no knowledge of the underlying structures of languages, were capable of inferring the relationship between them using extensive corpora of translated texts. He extended this approach to genomics, neurology and physics, where scientists are increasingly turning to massive computation to make sense of the volumes of information they have gathered about complex systems. In the age of big data, he argued, “Correlation is enough. We can stop looking for models.”

This belief in the power of data, of technology untrammelled by petty human worldviews, is the practical cousin of more metaphysical assertions. A belief in the unquestionability of data leads directly to a belief in the truth of data-derived assertions. And if data contains truth, then it will, without moral intervention, produce better outcomes. Speaking at Google’s private London Zeitgeist conference in 2013, Eric Schmidt, Google Chairman, asserted that “if they had had cellphones in Rwanda in 1994, the genocide would not have happened.” Schmidt’s claim was that technological visibility – the rendering of events and actions legible to everyone – would change the character of those actions. Not only is this statement historically inaccurate (there was plenty of evidence available of what was occurring during the genocide from UN officials, US satellite photographs and other sources), it’s also demonstrably untrue. Analysis of unrest in Kenya in 2007, when over 1,000 people were killed in ethnic conflicts, showed that mobile phones not only spread but accelerated the violence. But you don’t need to look to such extreme examples to see how a belief in technological determinism underlies much of our thinking and reasoning about the world.

“Big data” is not merely a business buzzword, but a way of seeing the world. Driven by technology, markets and politics, it has come to determine much of our thinking, but it is flawed and dangerous. It runs counter to our actual findings when we employ such technologies honestly and with the full understanding of their workings and capabilities. This over-reliance on data, which I call “quantified thinking”, has come to undermine our ability to reason meaningfully about the world, and its effects can be seen across multiple domains.

The assertion is hardly new. Writing in the Dialectic of Enlightenment in 1947, Theodor Adorno and Max Horkheimer decried “the present triumph of the factual mentality” – the predecessor to quantified thinking – and succinctly analysed the big data fallacy, set out by Anderson above. “It does not work by images or concepts, by the fortunate insights, but refers to method, the exploitation of others’ work, and capital … What men want to learn from nature is how to use it in order wholly to dominate it and other men. That is the only aim.” What is different in our own time is that we have built a world-spanning network of communication and computation to test this assertion. While it occasionally engenders entirely new forms of behaviour and interaction, the network most often shows to us with startling clarity the relationships and tendencies which have been latent or occluded until now. In the face of the increased standardisation of knowledge, it becomes harder and harder to argue against quantified thinking, because the advances of technology have been conjoined with the scientific method and social progress. But as I hope to show, technology ultimately reveals its limitations….

“Eroom’s law” – Moore’s law backwards – was recently formulated to describe a problem in pharmacology. Drug discovery has been getting more expensive. Since the 1950s the number of drugs approved for use in human patients per billion US dollars spent on research and development has halved every nine years. This problem has long perplexed researchers. According to the principles of technological growth, the trend should be in the opposite direction. In a 2012 paper in Nature entitled “Diagnosing the decline in pharmaceutical R&D efficiency” the authors propose and investigate several possible causes for this. They begin with social and physical influences, such as increased regulation, increased expectations and the exhaustion of easy targets (the “low hanging fruit” problem). Each of these are – with qualifications – disposed of, leaving open the question of the discovery process itself….(More)

The crowdsourcing movement to improve African maps


Chris Stein for Quartz: “In map after map after map, many African countries appear as a void, marked with a color that signifies not a percentage or a policy but merely offers an explanation: “no data available.”

Where numbers or cartography has left African countries behind, developers are stepping in with open-source tools that allow anyone from academics to your everyday smartphone user to improve maps of the continent.

One such project is Missing Maps, which invites people to use satellite imagery on mapping platform OpenStreetMap to fill out roads, buildings and other features in various parts of Africa that lack these markers. Active projects on åMissing Maps include everything from mapping houses in Malawi to marking roads in the Democratic Republic of Congo.Missing Maps co-founder Ivan Gayton said humanitarian organizations could use the refined maps for development projects or to respond to future disasters or disease outbreaks….

In July, Missing Maps launched MapSwipe, a smartphone app that helps whittle down the areas needed for mapping on OpenStreetMap by giving anyone with an iPhone or Android phone the ability to swipe through satellite images and indicate if they contain features like houses, roads or paths. These are then forwarded onto Missing Maps for precise marking of these features….Missing Maps’s approach is similar to that of Mapping Africa, a project developed at Princeton University that pays users to look at satellite images and identify croplands….People who sign up on Amazon’s Mechanical Turk service are given satellite images of random patches of land across Africa and asked to determine if the land is being used for farming.

…One outlet for Mapping Africa’s data could be AfricaMap, a Harvard University project where users can compile data on everything from ethnic groups to mother tongues to slave trade routes and layer it over a map of the continent….(More)”

Even in Era of Disillusionment, Many Around the World Say Ordinary Citizens Can Influence Government


Survey by Pew Global: “Signs of political discontent are increasingly common in many Western nations, with anti-establishment parties and candidates drawing significant attention and support across the European Union and in the United States. Meanwhile, as previous Pew Research Center surveys have shown, in emerging and developing economies there is widespread dissatisfaction with the way the political system is working.

As a new nine-country Pew Research Center survey on the strengths and limitations of civic engagement illustrates, there is a common perception that government is run for the benefit of the few, rather than the many in both emerging democracies and more mature democracies that have faced economic challenges in recent years. In eight of nine nations surveyed, more than half say government is run for the benefit of only a few groups in society, not for all people.1

However, this skeptical outlook on government does not mean people have given up on democracy or the ability of average citizens to have an impact on how the country is run. Roughly half or more in eight nations – Kenya, Nigeria, South Africa, the U.S., India, Greece, Italy and Poland – say ordinary citizens can have a lot of influence on government. Hungary, where 61% say there is little citizens can do, is the lone nation where pessimism clearly outweighs optimism on this front.

Many people in these nine nations say they could potentially be motivated to become politically engaged on a variety of issues, especially poor health care, poverty and poor-quality schools. When asked what types of issues could get them to take political action, such as contacting an elected official or taking part in a protest, poor health care is the top choice among the six issues tested in six of eight countries. Health care, poverty and education constitute the top three motivators in all nations except India and Poland….(More)

The case against democracy


 in the New Yorker: “Roughly a third of American voters think that the Marxist slogan “From each according to his ability to each according to his need” appears in the Constitution. About as many are incapable of naming even one of the three branches of the United States government. Fewer than a quarter know who their senators are, and only half are aware that their state has two of them.

Democracy is other people, and the ignorance of the many has long galled the few, especially the few who consider themselves intellectuals. Plato, one of the earliest to see democracy as a problem, saw its typical citizen as shiftless and flighty:

Sometimes he drinks heavily while listening to the flute; at other times, he drinks only water and is on a diet; sometimes he goes in for physical training; at other times, he’s idle and neglects everything; and sometimes he even occupies himself with what he takes to be philosophy.

It would be much safer, Plato thought, to entrust power to carefully educated guardians. To keep their minds pure of distractions—such as family, money, and the inherent pleasures of naughtiness—he proposed housing them in a eugenically supervised free-love compound where they could be taught to fear the touch of gold and prevented from reading any literature in which the characters have speaking parts, which might lead them to forget themselves. The scheme was so byzantine and cockamamie that many suspect Plato couldn’t have been serious; Hobbes, for one, called the idea “useless.”

A more practical suggestion came from J. S. Mill, in the nineteenth century: give extra votes to citizens with university degrees or intellectually demanding jobs. (In fact, in Mill’s day, select universities had had their own constituencies for centuries, allowing someone with a degree from, say, Oxford to vote both in his university constituency and wherever he lived. The system wasn’t abolished until 1950.) Mill’s larger project—at a time when no more than nine per cent of British adults could vote—was for the franchise to expand and to include women. But he worried that new voters would lack knowledge and judgment, and fixed on supplementary votes as a defense against ignorance.

In the United States, élites who feared the ignorance of poor immigrants tried to restrict ballots. In 1855, Connecticut introduced the first literacy test for American voters. Although a New York Democrat protested, in 1868, that “if a man is ignorant, he needs the ballot for his protection all the more,” in the next half century the tests spread to almost all parts of the country. They helped racists in the South circumvent the Fifteenth Amendment and disenfranchise blacks, and even in immigrant-rich New York a 1921 law required new voters to take a test if they couldn’t prove that they had an eighth-grade education. About fifteen per cent flunked. Voter literacy tests weren’t permanently outlawed by Congress until 1975, years after the civil-rights movement had discredited them.

Worry about voters’ intelligence lingers, however. …In a new book, “Against Democracy” (Princeton), Jason Brennan, a political philosopher at Georgetown, has turned Estlund’s hedging inside out to create an uninhibited argument for epistocracy. Against Estlund’s claim that universal suffrage is the default, Brennan argues that it’s entirely justifiable to limit the political power that the irrational, the ignorant, and the incompetent have over others. To counter Estlund’s concern for fairness, Brennan asserts that the public’s welfare is more important than anyone’s hurt feelings; after all, he writes, few would consider it unfair to disqualify jurors who are morally or cognitively incompetent. As for Estlund’s worry about demographic bias, Brennan waves it off. Empirical research shows that people rarely vote for their narrow self-interest; seniors favor Social Security no more strongly than the young do. Brennan suggests that since voters in an epistocracy would be more enlightened about crime and policing, “excluding the bottom 80 percent of white voters from voting might be just what poor blacks need.”…(More)”