Reimagining Data Governance for AI: Operationalizing Social Licensing for Data Reuse

Curated on Posted on by Stefaan Verhulst

Report by Stefaan Verhulst, Adam Zable, Andrew J. Zahuranec, and Peter Addo: “…introduces a practical, community-centered framework for governing data reuse in the development and deployment of artificial intelligence systems in low- and middle-income countries (LMICs). As AI increasingly relies on data from LMICs, affected communities are often excluded from decision-making and see little benefit from how their data is used. This report,…reframes data governance through social licensing—a participatory model that empowers communities to collectively define, document, and enforce conditions for how their data is reused. It offers a step-by-step methodology and actionable tools, including a Social Licensing Questionnaire and adaptable contract clauses, alongisde real-world scenarios and recommendations for enforcement, policy integration, and future research. This report recasts data governance as a collective, continuous process – shifting the focus from individual consent to community decision-making…(More)”.

Humanitarian aid depends on good data: what’s wrong with the way it’s collected

Curated on Posted on by Stefaan Verhulst

Article by Vicki Squire: The defunding of the US Agency for International Development (USAID), along with reductions in aid from the UK and elsewhere, raises questions about the continued collection of data that helps inform humanitarian efforts.

Humanitarian response plans rely on accurate, accessible and up-to-date data. Aid organisations use this to review needs, monitor health and famine risks, and ensure security and access for humanitarian operations.

The reliance on data – and in particular large-scale digitalised data – has intensified in the humanitarian sector over the past few decades. Major donors all proclaim a commitment to evidence-based decision making. The International Organization for Migration’s Displacement Tracking Matrix and the REACH impact initiative are two examples designed to improve operational and strategic awareness of key needs and risks.

Humanitarian data streams have already been affected by USAID cuts. For example, the Famine Early Warning Systems Network was abruptly closed, while the Demographic and Health Surveys programme was “paused”. The latter informed global health policies in areas ranging from maternal health and domestic violence to anaemia and HIV prevalence.

The loss of reliable, accessible and up-to-date data threatens monitoring capacity and early warning systems, while reducing humanitarian access and rendering security failures more likely…(More)”.

The Technopolar Paradox

Curated on Posted on by Stefaan Verhulst

Article by Ian Bremmer: “In February 2022, as Russian forces advanced on Kyiv, Ukraine’s government faced a critical vulnerability: with its Internet and communication networks under attack, its troops and leaders would soon be in the dark. Elon Musk—the de facto head of Tesla, SpaceX, X (formerly Twitter), xAI, the Boring Company, and Neuralink—stepped in. Within days, SpaceX had deployed thousands of Starlink terminals to Ukraine and activated satellite Internet service at no cost. Having kept the country online, Musk was hailed as a hero.

But the centibillionaire’s personal intervention—and Kyiv’s reliance on it—came with risks. Months later, Ukraine asked SpaceX to extend Starlink’s coverage to Russian-occupied Crimea, to enable a submarine drone strike that Kyiv wanted to carry out against Russian naval assets. Musk refused—worried, he said, that this would cause a major escalation in the war. Even the Pentagon’s entreaties on behalf of Ukraine failed to convince him. An unelected, unaccountable private citizen had unilaterally thwarted a military operation in an active war zone while exposing the fact that governments had remarkably little control over crucial decisions affecting their citizens and national security.

This was “technopolarity” in action: a technology leader not only driving stock market returns but also controlling aspects of civil society, politics, and international affairs that have been traditionally the exclusive preserve of nation-states. Over the past decade, the rise of such individuals and the firms they control has transformed the global order, which had been defined by states since the Peace of Westphalia enshrined them as the building blocks of geopolitics nearly 400 years ago. For most of this time, the structure of that order could be described as unipolar, bipolar, or multipolar, depending on how power was distributed among countries. The world, however, has since entered a “technopolar moment,” a term I used in Foreign Affairs in 2021 to describe an emerging order in which “a handful of large technology companies rival [states] for geopolitical influence.” Major tech firms have become powerful geopolitical actors, exercising a form of sovereignty over digital space and, increasingly, the physical world that potentially rivals that of states…(More)”.

Global Citizens’ Assemblies: Pathways for the UN – Principles, Design, and Implementation

Curated on Posted on by Stefaan Verhulst

Report by Democracy International & Democracy Without Borders: “This report encourages the use of GCAs by different actors and in different settings without making recommendations or expressing preferences on how this should be done. We envision that ultimately there will be a dynamic ecosystem making use of this deliberative format. However, the report particularly discusses the potential for GCAs to be set up by and benefit the UN. As a tool to be used by the UN, this paper recommends that the UN General Assembly (UNGA) applies Article 22 of the UN Charter to establish a dedicated permanent framework to codify procedures and operations, increase efficiency and create synergies. The report recommends that this UN framework should enable UN bodies and entities to set up and operate different ad hoc GCAs as needed.

GCAs are positioned as complementary to other initiatives in the field, such as creating a UN Parliamentary Assembly or a UN World Citizens’ Initiative. They offer a specific pathway for global public deliberation and participation and bridging the gap between citizens and global decision-makers.

While GCAs face practical limitations due to the world’s diversity and scale, they offer a valuable opportunity to foster trust in multilateral institutions and empower citizens to have a voice in global policy-making. By enhancing inclusive deliberation and putting forward actionable outcomes, GCAs have the potential to improve the democratic character of global governance and promote more responsive, citizen-centered approaches to solving planetary challenges…(More)”.

How we think about protecting data

Curated on Posted on by Stefaan Verhulst

Article by Peter Dizikes: “How should personal data be protected? What are the best uses of it? In our networked world, questions about data privacy are ubiquitous and matter for companies, policymakers, and the public.

A new study by MIT researchers adds depth to the subject by suggesting that people’s views about privacy are not firmly fixed and can shift significantly, based on different circumstances and different uses of data.

“There is no absolute value in privacy,” says Fabio Duarte, principal research scientist in MIT’s Senseable City Lab and co-author of a new paper outlining the results. “Depending on the application, people might feel use of their data is more or less invasive.”

The study is based on an experiment the researchers conducted in multiple countries using a newly developed game that elicits public valuations of data privacy relating to different topics and domains of life.

“We show that values attributed to data are combinatorial, situational, transactional, and contextual,” the researchers write.

The open-access paper, “Data Slots: tradeoffs between privacy concerns and benefits of data-driven solutions,” is published today in Nature: Humanities and Social Sciences Communications. The authors are Martina Mazzarello, a postdoc in the Senseable City Lab; Duarte; Simone Mora, a research scientist at Senseable City Lab; Cate Heine PhD ’24 of University College London; and Carlo Ratti, director of the Senseable City Lab.

The study is based around a card game with poker-type chips the researchers created to study the issue, called Data Slots. In it, players hold hands of cards with 12 types of data — such as a personal profile, health data, vehicle location information, and more — that relate to three types of domains where data are collected: home life, work, and public spaces. After exchanging cards, the players generate ideas for data uses, then assess and invest in some of those concepts. The game has been played in-person in 18 different countries, with people from another 74 countries playing it online; over 2,000 individual player-rounds were included in the study…(More)”.

Bus Stops Here: Shanghai Lets Riders Design Their Own Routes

Curated on Posted on by Stefaan Verhulst

Article by Chen Yiru: From early-morning school drop-offs to seniors booking rides to the hospital, from suburban commuters seeking a faster link to the metro to families visiting ancestral graves, Shanghai is rolling out a new kind of public bus — one that’s designed by commuters, and launched only when enough riders request it.

Branded “DZ” for dingzhi, or “customized,” the system invites residents to submit proposed routes through a city-run platform. Others with similar travel needs can opt in or vote, and if demand meets the threshold — typically 15 to 20 passengers per trip — the route goes live.

More than 220 DZ routes have already launched across all 16 city districts. Through an online platform opened May 8, users enter start and end points, preferred times, and trip frequency. If approved, routes can begin running in as little as three days…(More)”.

“R&D” Means Something Different on Capitol Hill

Curated on Posted on by Stefaan Verhulst

Article by Sheril Kirshenbaum: “My first morning as a scientist-turned-Senate-staffer began with a misunderstanding that would become a metaphor for my impending immersion into the complex world of policymaking. When my new colleagues mentioned “R&D,” I naively assumed they were discussing critical topics related to research and development. After 10 or so confused minutes, I realized they were referring to Republicans and Democrats—my first lesson in the distinctive language and unique dynamics of congressional work. The “R&D” at the center of their world was vastly different than that of mine.In the 20 years since, I’ve moved between academic science positions and working on science policy in the Senate, under both Republican and Democratic majorities. My goal during these two decades has remained the same—to promote evidence-based policymaking that advances science and serves the public, regardless of the political landscape. But the transition from scientist to staffer has transformed my understanding of why so many efforts by scientists to influence policy falter. Despite generations of scholarly research to understand how information informs political decisions, scientists and other academics consistently overlook a crucial part of the process: the role of congressional staffers.

The staff hierarchy shapes how scientific information flows to elected officials. Chiefs of staff manage office operations and serve as the member’s closest advisors. Legislative directors oversee all policy matters, while legislative assistants (LAs) handle specific issue portfolios. One or two LAs may be designated as the office “science people,” although they often lack formal scientific training. Committee staffers provide deeper expertise and institutional knowledge on topics within their jurisdiction. In this ecosystem, few dedicated science positions exist, and science-related topics are distributed among staff already juggling multiple responsibilities…(More)”

The New Control Society

Curated on Posted on by Stefaan Verhulst

Essay by Jon Askonas: “Let me tell you two stories about the Internet. The first story is so familiar it hardly warrants retelling. It goes like this. The Internet is breaking the old powers of the state, the media, the church, and every other institution. It is even breaking society itself. By subjecting their helpless users to ever more potent algorithms to boost engagement, powerful platforms distort reality and disrupt our politics. YouTube radicalizes young men into misogynists. TikTok turns moderate progressives into Hamas supporters. Facebook boosts election denialism; or it censors stories doubting the safety of mRNA vaccines. On the world stage, the fate of nations hinges on whether Twitter promotes color revolutions, WeChat censors Hong Kong protesters, and Facebook ads boost the Brexit campaign. The platforms are producing a fractured society: diversity of opinion is running amok, consensus is dead.

The second story is very different. In the 2023 essay “The age of average,” Alex Murrell recounts a project undertaken in the 1990s by Russian artists Vitaly Komar and Alexander Melamid. The artists commissioned a public affairs firm to poll over a thousand Americans on their ideal painting: the colors they liked, the subjects they gravitated toward, and so forth. Using the aggregate data, the artists created a painting, and they repeated this procedure in a number of other countries, exhibiting the final collection as an art exhibition called The People’s Choice. What they found, by and large, was not individual and national difference but the opposite: shocking uniformity — landscapes with a few animals and human figures with trees and a blue-hued color palette.

And it isn’t just paintings that are converging, Murrell argues. Car designs look more like each other than ever. Color is disappearing as most cars become white, gray, or black. From Sydney to Riyadh to Cleveland, an upscale coffee shop is more likely than ever to bear the same design features: reclaimed wood, hanging Edison bulbs, marble countertops. So is an Airbnb. Even celebrities increasingly look the same, with the rising ubiquity of “Instagram face” driven by cosmetic injectables and Photoshop touch-ups.

Murrell focuses on design, but the same trend holds elsewhere: Kirk Goldsberry, a basketball statistician, has shown that the top two hundred shot locations in the NBA today, which twenty years ago formed a wide array of the court, now form a narrow ring at the three-point line, with a dense cluster near the hoop. The less said about the sameness of pop melodies or Hollywood movies, the better.

As we approach the moment when all information everywhere from all time is available to everyone at once, what we find is not new artistic energy, not explosive diversity, but stifling sameness. Everything is converging — and it’s happening even as the power of the old monopolies and centralized tastemakers is broken up.

Are the powerful platforms now in charge? Or are the forces at work today something even bigger?..(More)”.

Farmers win legal fight to bring climate resources back to federal websites

Curated on Posted on by Stefaan Verhulst

Article by Justine Calma: “After farmers filed suit, the US Department of Agriculture (USDA) has agreed to restore climate information to webpages it took down soon after President Donald Trump took office this year.

The US Department of Justice filed a letter late last night on behalf of the USDA that says the agency “will restore the climate-change-related web content that was removed post-inauguration, including all USDA webpages and interactive tools” that were named in the plaintiffs’ complaint. It says the work is already “underway” and should be mostly done in about two weeks.

If the Trump administration fulfills that commitment, it’ll be a significant victory for farmers and other Americans who rely on scientific data that has disappeared from federal websites since January…(More)”.

The Meanings of Voting for Citizens: A Scientific Challenge, a Portrait, and Implications

Curated on Posted on by Stefaan Verhulst

Book by Carolina Plescia: “On election day, citizens typically place a mark beside a party or candidate on a ballot paper. The right to cast this mark has been a historic conquest and today, voting is among the most frequent political acts citizens perform. But what does that mark mean to them? This book explores the diverse conceptualizations of voting among citizens in 13 countries across Europe, Africa, the Americas, and Oceania. This book presents empirical evidence based on nearly a million words about voting from over 25,000 people through an open-ended survey and both qualitative and quantitative methods. The book’s innovative approach includes conceptual, theoretical, and empirical advancements and provides a comprehensive understanding of what voting means to citizens and how these meanings influence political engagement. This book challenges assumptions about universal views on democracy and reveals how meanings of voting vary among individuals and across both liberal democracies and electoral autocracies. The book also examines the implications of these meanings for political behaviour and election reforms. The Meanings of Voting for Citizens is a critical reference for scholars of public opinion, behaviour, and democratization, as well as a valuable resource for undergraduate and graduate courses in comparative political behaviour, empirical methods, and survey research. Practitioners working on election reforms will find it particularly relevant via its insights into how citizens’ meanings of voting impact the effectiveness of electoral reforms…(More)”.