Advancing Equitable AI in the US Social Sector


Article by Kelly Fitzsimmons: “…when developed thoughtfully and with equity in mind, AI-powered applications have great potential to help drive stronger and more equitable outcomes for nonprofits, particularly in the following three areas.

1. Closing the data gap. A widening data divide between the private and social sectors threatens to reduce the effectiveness of nonprofits that provide critical social services in the United States and leave those they serve without the support they need. As Kriss Deiglmeir wrote in a recent Stanford Social Innovation Review essay, “Data is a form of power. And the sad reality is that power is being held increasingly by the commercial sector and not by organizations seeking to create a more just, sustainable, and prosperous world.” AI can help break this trend by democratizing the process of generating and mobilizing data and evidence, thus making continuous research and development, evaluation, and data analysis more accessible to a wider range of organizations—including those with limited budgets and in-house expertise.

Take Quill.org, a nonprofit that provides students with free tools that help them build reading comprehension, writing, and language skills. Quill.org uses an AI-powered chatbot that asks students to respond to open-ended questions based on a piece of text. It then reviews student responses and offers suggestions for improvement, such as writing with clarity and using evidence to support claims. This technology makes high-quality critical thinking and writing support available to students and schools that might not otherwise have access to them. As Peter Gault, Quill.org’s founder and executive director, recently shared, “There are 27 million low-income students in the United States who struggle with basic writing and find themselves disadvantaged in school and in the workforce. … By using AI to provide students with immediate feedback on their writing, we can help teachers support millions of students on the path to becoming stronger writers, critical thinkers, and active members of our democracy.”..(More)”.

Power and Governance in the Age of AI


Reflections by several experts: “The best way to think about ChatGPT is as the functional equivalent of expensive private education and tutoring. Yes, there is a free version, but there is also a paid subscription that gets you access to the latest breakthroughs and a more powerful version of the model. More money gets you more power and privileged access. As a result, in my courses at Middlebury College this spring, I was obliged to include the following statement in my syllabus:

“Policy on the use of ChatGPT: You may all use the free version however you like and are encouraged to do so. For purposes of equity, use of the subscription version is forbidden and will be considered a violation of the Honor Code. Your professor has both versions and knows the difference. To ensure you are learning as much as possible from the course readings, careful citation will be mandatory in both your informal and formal writing.”

The United States fails to live up to its founding values when it supports a luxury brand-driven approach to educating its future leaders that is accessible to the privileged and a few select lottery winners. One such “winning ticket” student in my class this spring argued that the quality-education-for-all issue was of such importance for the future of freedom that he would trade his individual good fortune at winning an education at Middlebury College for the elimination of ALL elite education in the United States so that quality education could be a right rather than a privilege.

A democracy cannot function if the entire game seems to be rigged and bought by elites. This is true for the United States and for democracies in the making or under challenge around the world. Consequently, in partnership with other liberal democracies, the U.S. government must do whatever it can to render both public and private governance more transparent and accountable. We should not expect authoritarian states to help us uphold liberal democratic values, nor should we expect corporations to do so voluntarily…(More)”.

Breaking the Gridlock


UNDP Human Development Report 2024: “We can do better than this. Better than runaway climate change and pandemics. Better than a spate of unconstitutional transfers of power amid a rising, globalizing tide of populism. Better than cascading human rights violations and unconscionable massacres of people in their homes and civic venues, in hospitals, schools and shelters.

We must do better than a world always on the brink, a socioecological house of cards. We owe it to ourselves, to each other, to our children and their children.

We have so much going for us.

We know what the global challenges are and who will be most affected by them. And we know there will surely be more that we cannot anticipate today.

We know which choices offer better opportunities for peace, shared prosperity and sustainability, better ways to navigate interacting layers of uncertainty and interlinked planetary surprises.

We enjoy unprecedented wealth know-how and technology—unimaginable to our ancestors—that with more equitable distribution and use could power bold and necessary choices for peace and for sustainable, inclusive human development on which peace depends…

In short, why are we so stuck? And how do we get unstuck without resorting myopically to violence or isolationism? These questions motivate the 2023–2024 Human Development Report.

Sharp questions belie their complexity; issues with power disparities at their core often defy easy explanation. Magic bullets entice but mislead—siren songs peddled by sloganeering that exploits group-based grievances. Slick solutions and simple recipes poison our willingness to do the hard work of overcoming polarization.

Geopolitical quagmires abound, driven by shifting power dynamics among states and by national gazes yanked inward by inequalities, insecurity and polarization, all recurring themes in this and recent Human Development Reports. Yet we need not sit on our hands simply because great power competition is heating up while countries underrepresented in global governance seek a greater say in matters of global import. Recall that global cooperation on smallpox eradication and protection of the ozone layer, among other important issues such as nuclear nonproliferation, happened over the course of the Cold War…(More)”.

The Dark World of Citation Cartels


Article by Domingo Docampo: “In the complex landscape of modern academe, the maxim “publish or perish” has been gradually evolving into a different mantra: “Get cited or your career gets blighted.” Citations are the new academic currency, and careers now firmly depend on this form of scholarly recognition. In fact, citation has become so important that it has driven a novel form of trickery: stealth networks designed to manipulate citations. Researchers, driven by the imperative to secure academic impact, resort to forming citation rings: collaborative circles engineered to artificially boost the visibility of their work. In doing so, they compromise the integrity of academic discourse and undermine the foundation of scholarly pursuit. The story of the modern “citation cartel” is not just a result of publication pressure. The rise of the mega-journal also plays a role, as do predatory journals and institutional efforts to thrive in global academic rankings.

Over the past decade, the landscape of academic research has been significantly altered by the sheer number of scholars engaging in scientific endeavors. The number of scholars contributing to indexed publications in mathematics has doubled, for instance. In response to the heightened demand for space in scientific publications, a new breed of publishing entrepreneur has seized the opportunity, and the result is the rise of mega-journals that publish thousands of articles annually. Mathematics, an open-access journal produced by the Multidisciplinary Digital Publishing Institute, published more than 4,763 articles in 2023, making up 9.3 percent of all publications in the field, according to the Web of Science. It has an impact factor of 2.4 and an article-influence measure of just 0.37, but, crucially, it is indexed with Clarivate’s Web of Science, Elsevier’s Scopus, and other indexers, which means its citations count toward a variety of professional metrics. (By contrast, the Annals of Mathematics, published by Princeton University, contained 22 articles last year, and has an impact factor of 4.9 and an article-influence measure of 8.3.)..(More)”

Understanding and Measuring Hype Around Emergent Technologies


Article by Swaptik Chowdhury and Timothy Marler: “Inaccurate or excessive hype surrounding emerging technologies can have several negative effects, including poor decisionmaking by both private companies and the U.S. government. The United States needs a comprehensive approach to understanding and assessing public discourse–driven hype surrounding emerging technologies, but current methods for measuring technology hype are insufficient for developing policies to manage it. The authors of this paper describe an approach to analyzing technology hype…(More)”.

Evidence for policy-makers: A matter of timing and certainty?


Article by Wouter Lammers et al: “This article investigates how certainty and timing of evidence introduction impact the uptake of evidence by policy-makers in collective deliberations. Little is known about how experts or researchers should time the introduction of uncertain evidence for policy-makers. With a computational model based on the Hegselmann–Krause opinion dynamics model, we simulate how policy-makers update their opinions in light of new evidence. We illustrate the use of our model with two examples in which timing and certainty matter for policy-making: intelligence analysts scouting potential terrorist activity and food safety inspections of chicken meat. Our computations indicate that evidence should come early to convince policy-makers, regardless of how certain it is. Even if the evidence is quite certain, it will not convince all policy-makers. Next to its substantive contribution, the article also showcases the methodological innovation that agent-based models can bring for a better understanding of the science–policy nexus. The model can be endlessly adapted to generate hypotheses and simulate interactions that cannot be empirically tested…(More)”.

UNESCO’s Quest to Save the World’s Intangible Heritage


Article by Julian Lucas: “For decades, the organization has maintained a system that protects everything from Ukrainian borscht to Jamaican reggae. But what does it mean to “safeguard” living culture?…On December 7th, at a safari resort in Kasane, Botswana, Ukraine briefed the United Nations Educational, Scientific, and Cultural Organization (UNESCO) on an endangered national treasure. It wasn’t a monastery menaced by air strikes. Nor was it any of the paintings, rare books, or other antiquities seized by Russian troops. It was borscht, a beet soup popular for centuries across Eastern Europe. Shortly after Russia invaded Ukraine, in February, 2022—as fields burned, restaurants shuttered, and expert cooks fled their homes—Kyiv successfully petitioned UNESCO to add its culture of borscht-making to the List of Intangible Cultural Heritage in Need of Urgent Safeguarding. Now, despite setbacks on the battlefield, the state of the soup was strong. A Ukrainian official reported on her government’s new borscht-related initiatives, such as hosting gastronomic festivals and inventorying vulnerable recipes. She looked forward to borscht’s graduation from Urgent Safeguarding to the Representative List of the Intangible Cultural Heritage (I.C.H.) of Humanity—which grew, that session, to include Italian opera singing, Bangladeshi rickshaw painting, Angolan sand art, and Peruvian ceviche…(More)”.

The Future of Trust


Book by Ros Taylor: “In a society battered by economic, political, cultural and ecological collapse, where do we place our trust, now that it is more vital than ever for our survival? How has that trust – in our laws, our media, our governments – been lost, and how can it be won back? Examining the police, the rule of law, artificial intelligence, the 21st century city and social media, Ros Taylor imagines what life might be like in years to come if trust continues to erode.

Have conspiracy theories permanently damaged our society? Will technological advances, which require more and more of our human selves, ultimately be rejected by future generations? And in a world fast approaching irreversible levels of ecological damage, how can we trust the custodians of these institutions to do the right thing – even as humanity faces catastrophe?…(More)”.

Scaling Up Development Impact


Book by Isabel Guerrero with Siddhant Gokhale and Jossie Fahsbender: “Today, nearly one billion people lack electricity, over three billion lack clean water, and 750 million lack basic literacy skills. Many of these challenges could be solved with existing solutions, and technology enables us to reach the last mile like never before. Yet, few solutions attain the necessary scale to match the size of these challenges. Scaling Up Development Impact offers an analytical framework, a set of practical tools, and adaptive evaluation techniques to accompany the scaling process. It presents rich organizational experiences that showcase real-world journeys toward increased impact…(More)”.

Ukrainians Are Using an App to Return Home


Article by Yuliya Panfil and Allison Price: “Two years into Russia’s invasion of Ukraine, the human toll continues to mount. At least 11 million people have been displaced by heavy bombing, drone strikes, and combat, and well over a million homes have been damaged or destroyed. But just miles from the front lines of what is a conventional land invasion, something decidedly unconventional has been deployed to help restore Ukrainian communities.

Thousands of families whose homes have been hit by Russian shelling are using their smartphones to file compensation claims, access government funds, and begin to rebuild their homes. This innovation is part of eRecovery, the world’s first-ever example of a government compensation program for damaged or destroyed homes rolled out digitally, at scale, in the midst of a war. It’s one of the ways in which Ukraine’s tech-savvy government and populace have leaned into digital solutions to help counter Russian aggression with resilience and a speedier approach to reconstruction and recovery.

According to Ukraine’s Housing, Land and Property Technical Working Group, since its launch last summer eRecovery has processed more than 83,000 compensation claims for damaged or destroyed property and paid out more than 45,000. In addition, more than half a million Ukrainians have taken the first step in the compensation process by filing a property damage report through Ukraine’s e-government platform, Diia. eRecovery’s potential to transform the way governments get people back into their homes following a war, natural disaster, or other calamity is hard to overstate…(More)”.