Paper by Asia Biega: “Reuse of data in new contexts beyond the purposes for which it was originally collected has contributed to technological innovation and reducing the consent burden on data subjects. One of the legal mechanisms that makes such reuse possible is purpose compatibility assessment. In this paper, I offer an in-depth analysis of this mechanism through a computational lens. I moreover consider what should qualify as repurposing apart from using data for a completely new task, and argue that typical purpose formulations are an impediment to meaningful repurposing. Overall, the paper positions compatibility assessment as a constructive practice beyond an ineffective standard…(More)”
From Print to Pixels: The Changing Landscape of the Public Sphere in the Digital Age
Paper by Taha Yasseri: “This Mini Review explores the evolution of the public sphere in the digital age. The public sphere is a social space where individuals come together to exchange opinions, discuss public affairs, and engage in collective decision-making. It is considered a defining feature of modern democratic societies, allowing citizens to participate in public life and promoting transparency and accountability in the political process. This Mini Review discusses the changes and challenges faced by the public sphere in recent years, particularly with the advent of new communication technologies such as the Internet and social media. We highlight benefits such as a) increase in political participation, b) facilitation of collective action, c) real time spread of information, and d) democratization of information exchange; and harms such as a) increasing polarization of public discourse, b) the spread of misinformation, and c) the manipulation of public opinion by state and non-state actors. The discussion will conclude with an assessment of the digital age public sphere in established democracies like the US and the UK…(More)”.
Machine-assisted mixed methods: augmenting humanities and social sciences with artificial intelligence
Paper by Andres Karjus: “The increasing capacities of large language models (LLMs) present an unprecedented opportunity to scale up data analytics in the humanities and social sciences, augmenting and automating qualitative analytic tasks previously typically allocated to human labor. This contribution proposes a systematic mixed methods framework to harness qualitative analytic expertise, machine scalability, and rigorous quantification, with attention to transparency and replicability. 16 machine-assisted case studies are showcased as proof of concept. Tasks include linguistic and discourse analysis, lexical semantic change detection, interview analysis, historical event cause inference and text mining, detection of political stance, text and idea reuse, genre composition in literature and film; social network inference, automated lexicography, missing metadata augmentation, and multimodal visual cultural analytics. In contrast to the focus on English in the emerging LLM applicability literature, many examples here deal with scenarios involving smaller languages and historical texts prone to digitization distortions. In all but the most difficult tasks requiring expert knowledge, generative LLMs can demonstrably serve as viable research instruments. LLM (and human) annotations may contain errors and variation, but the agreement rate can and should be accounted for in subsequent statistical modeling; a bootstrapping approach is discussed. The replications among the case studies illustrate how tasks previously requiring potentially months of team effort and complex computational pipelines, can now be accomplished by an LLM-assisted scholar in a fraction of the time. Importantly, this approach is not intended to replace, but to augment researcher knowledge and skills. With these opportunities in sight, qualitative expertise and the ability to pose insightful questions have arguably never been more critical…(More)”.
Get a rabbit: Don’t trust the numbers ·
Article by John Lanchester: “At a dinner with the American ambassador in 2007, Li Keqiang, future premier of China, said that when he wanted to know what was happening to the country’s economy, he looked at the numbers for electricity use, rail cargo and bank lending. There was no point using the official GDP statistics, Li said, because they are ‘man-made’. That remark, which we know about thanks to WikiLeaks, is fascinating for two reasons. First, because it shows a sly, subtle, worldly humour – a rare glimpse of the sort of thing Chinese Communist Party leaders say in private. Second, because it’s true. A whole strand in contemporary thinking about the production of knowledge is summed up there: data and statistics, all of them, are man-made.
They are also central to modern politics and governance, and the ways we talk about them. That in itself represents a shift. Discussions that were once about values and beliefs – about what a society wants to see when it looks at itself in the mirror – have increasingly turned to arguments about numbers, data, statistics. It is a quirk of history that the politician who introduced this style of debate wasn’t Harold Wilson, the only prime minister to have had extensive training in statistics, but Margaret Thatcher, who thought in terms of values but argued in terms of numbers. Even debates that are ultimately about national identity, such as the referendums about Scottish independence and EU membership, now turn on numbers.
Given the ubiquity of this style of argument, we are nowhere near as attentive to its misuses as we should be. As the House of Commons Treasury Committee said dryly in a 2016 report on the economic debate about EU membership, ‘many of these claims sound factual because they use numbers.’ The best short book about the use and misuse of statistics is Darrell Huff’s How to Lie with Statistics, first published in 1954, a devil’s-advocate guide to the multiple ways in which numbers are misused in advertising, commerce and politics. (Single best tip: ‘up to’ is always a fib. It means somebody did a range of tests and has artfully chosen the most flattering number.) For all its virtues, though, even Huff’s book doesn’t encompass the full range of possibilities for statistical deception. In politics, the numbers in question aren’t just man-made but are often contentious, tendentious or outright fake.
Two fake numbers have been decisively influential in British politics over the baleful last thirteen years. The first was an outright lie: Vote Leave’s assertion that £350 million a week extra ‘for the NHS’ would be available if we left the EU. The real number for the UK’s net contribution to the EU was £110 million, but that didn’t matter, since the crucial thing for the Leave campaign was to make the number the focus of debate. The Treasury Committee said the number was fake, and so did the UK Statistics Authority. This had no, or perhaps even a negative, effect. In politics it doesn’t really matter what the numbers are, so much as whose they are. If people are arguing about your numbers, you’re winning…(More)“.
On the culture of open access: the Sci-hub paradox
Paper by Abdelghani Maddi and David Sapinho: “Shadow libraries, also known as ”pirate libraries”, are online collections of copyrighted publications that have been made available for free without the permission of the copyright holders. They have gradually become key players of scientific knowledge dissemination, despite their illegality in most countries of the world. Many publishers and scientist-editors decry such libraries for their copyright infringement and loss of publication usage information, while some scholars and institutions support them, sometimes in a roundabout way, for their role in reducing inequalities of access to knowledge, particularly in low-income countries. Although there is a wealth of literature on shadow libraries, none of this have focused on its potential role in knowledge dissemination, through the open access movement. Here we analyze how shadow libraries can affect researchers’ citation practices, highlighting some counter-intuitive findings about their impact on the Open Access Citation Advantage (OACA). Based on a large randomized sample, this study first shows that OA publications, including those in fully OA journals, receive more citations than their subscription-based counterparts do. However, the OACA has slightly decreased over the seven last years. The introduction of a distinction between those accessible or not via the Scihub platform among subscription-based suggest that the generalization of its use cancels the positive effect of OA publishing. The results show that publications in fully OA journals are victims of the success of Sci-hub. Thus, paradoxically, although Sci-hub may seem to facilitate access to scientific knowledge, it negatively affects the OA movement as a whole, by reducing the comparative advantage of OA publications in terms of visibility for researchers. The democratization of the use of Sci-hub may therefore lead to a vicious cycle, hindering efforts to develop full OA strategies without proposing a credible and sustainable alternative model for the dissemination of scientific knowledge…(More)”.
The Forgotten “Emerging” Technology
Report by Michael Garcia: “The widespread deployment of 5G devices in the United States will spur widespread use of augmented reality, virtual reality, and mixed reality applications—collectively known as extended reality. The over-commercialization of the term “metaverse” has impeded honest conversations about the implications of an insecure metaverse and the technologies associated with it. While these applications and devices will bring significant benefits, they will be accompanied by numerous cybersecurity challenges. As a result, U.S. policymakers run afoul of repeating past mistakes: failing to secure technology before it ushers in a new era of national security concerns. The U.S. government must work closely with industry, academia, nonprofits, and international partners to begin thinking about these consequential issues…(More)”.
Thinking About Thinking
Book excerpt of the book “Problem Solver: Maximizing Your Strengths to Make Better Decision” by Cheryl Strauss Einhorn: How could knowing about ourselves as decision-makers impact, for example, the 200-plus food-related decisions we make daily? What happens when you check into a hotel and are greeted with a fresh-from-the-oven chocolate chip cookie? If you’re an Adventurer, who likes to make decisions quickly and instinctively, you’ll likely grab the snack. But by recognizing that you tend to make decisions without caution—and that that’s not always the best way to make decisions—you might more easily say no to the sweet snack sitting on the hotel lobby counter. If you’re a Listener, who tends to heavily weigh others’ opinions, you might hear those other voices and skip the cookie, especially if what you’ve been hearing is that you could shed a few pounds. But that may not be what you want—or even should—do. Understanding your Listener blind spots might help you learn to quiet those outside voices, better channel your own inner voice—and enjoy a delicious cookie!
The consequences of grabbing the sweet treat at the hotel check-in counter may be minimal, but to decide on your next car purchase—or which hospital to go to for surgery—with the same “go from the gut” attitude has much greater consequences.
In our lives we face many high stakes decisions—ones where the outcome is unknown, the decision is likely to have a long-term impact on our lives and the price for getting it wrong could be costly. Knowing more about our decision tendencies can be life-changing.
Do we want to do what we’ve done before? That’s the basic question we face for almost every decision because that is how our minds operate, from the reel of our past experiences. It’s all our mind knows and so it uses those memories to guide our future. Yet to answer that fundamental question about whether we want to repeat a prior decision requires several pieces of knowledge: How do we engage with our decisions? How have those decisions turned out? What can we do to make them better?
The truth is, our decisions are the only thing that we really have control over: how we choose matters. Yet we often end up with choices that are made by others, because we’ve—knowingly or unknowingly—abdicated the control over a decision. And frequently, we simply didn’t notice that a decision is before us…(More)”.
Lifelines of Our Society
Book by Dirk van Laak: “Infrastructure is essential to defining how the public functions, yet there is little public knowledge regarding why and how it became today’s strongest global force over government and individual lives. Who should build and maintain infrastructures? How are they to be protected? And why are they all in such bad shape? In Lifelines of Our Society, Dirk van Laak offers broad audiences a history of global infrastructures—focused on Western societies, over the past two hundred years—that considers all their many paradoxes. He illustrates three aspects of infrastructure: their development, their influence on nation building and colonialism, and finally, how individuals internalize infrastructure and increasingly become not only its user but regulator.
Beginning with public works, infrastructure in the nineteenth century carried the hope that it would facilitate world peace. Van Laak shows how, instead, it transformed to promote consumerism’s individual freedoms and our notions of work, leisure, and fulfillment. Lifelines of Our Society reveals how today’s infrastructure is both a source and a reflection of concentrated power and economic growth, which takes the form of cities under permanent construction. Symbols of power, van Laak describes, come with vulnerability, and this book illustrates the dual nature of infrastructure’s potential to hold nostalgia and inspire fear, to ease movement and govern ideas, and to bring independence to the nuclear family and control governments of the Global South…(More)”.
Missing Persons: The Case of National AI Strategies
Article by Susan Ariel Aaronson and Adam Zable: “Policy makers should inform, consult and involve citizens as part of their efforts to data-driven technologies such as artificial intelligence (AI). Although many users rely on AI systems, they do not understand how these systems use their data to make predictions and recommendations that can affect their daily lives. Over time, if they see their data being misused, users may learn to distrust both the systems and how policy makers regulate them. This paper examines whether officials informed and consulted their citizens as they developed a key aspect of AI policy — national AI strategies. Building on a data set of 68 countries and the European Union, the authors used qualitative methods to examine whether, how and when governments engaged with their citizens on their AI strategies and whether they were responsive to public comment, concluding that policy makers are missing an opportunity to build trust in AI by not using this process to involve a broader cross-section of their constituents…(More)”.
Open Society Barometer: Can Democracy Deliver?
Open Society Foundation Report: “Between May and July of 2023, the Open Society Foundations commissioned a poll of more than 36,000 respondents from 30 countries to gauge the attitudes, concerns, and hopes of people in states with a collective population of over 5.5 billion—making it one of the largest studies of global public opinion on human rights and democracy over conducted.
The polling, conducted by Savanta as well as local vendors in Ukraine, surveyed participants on questions about democracy and human rights, major issues facing their countries and the world, and international governance.
The report, Open Society Barometer: Can Democracy Deliver?, finds that young people around the world hold the least faith in democracy of any age group.
While the findings suggest that the concept of democracy remains widely popular, and a vast majority want to live in a democratic state, people cited a number of serious concerns that impact their daily life—from climate change to political violence or simply affording enough food to eat. At this critical turning point, the question becomes: can democracy deliver what people need most?…(More)”.