Rethinking ‘Checks and Balances’ for the A.I. Age

Curated on Posted on by Stefaan Verhulst

Article by Steve Lohr: “A new project, orchestrated by Stanford University and published on Tuesday, is inspired by the Federalist Papers and contends that today is a broadly similar historical moment of economic and political upheaval that calls for a rethinking of society’s institutional arrangements.

In an introduction to its collection of 12 essays, called the Digitalist Papers, the editors overseeing the project, including Erik Brynjolfsson, director of the Stanford Digital Economy Lab, and Condoleezza Rice, secretary of state in the George W. Bush administration and director of the Hoover Institution, identify their overarching concern.

“A powerful new technology, artificial intelligence,” they write, “explodes onto the scene and threatens to transform, for better or worse, all legacy social institutions.”

The most common theme in the diverse collection of essays: Citizens need to be more involved in determining how to regulate and incorporate A.I. into their lives. “To build A.I. for the people, with the people,” as one essay summed it up.

The project is being published as the technology is racing ahead. A.I. enthusiasts see a future of higher economic growth, increased prosperity and a faster pace of scientific discovery. But the technology is also raising fears of a dystopian alternative — A.I. chatbots and automated software not only replacing millions of workers, but also generating limitless misinformation and worsening political polarization. How to govern and guide A.I. in the public interest remains an open question…(More)”.

Wired Wisdom

Curated on Posted on by Stefaan Verhulst

Book by Eszter Hargittai and John Palfrey: “Everyone has that one older relative who loves to post misinformation on social media. That older coworker who fell prey to a phishing attack. Or a parent who still can’t quite get the hang of using emoji in texts. By popular account, these incidents are typical of older generations who inevitably struggle with tech woes. But is that the full story?

Absolutely not, according to the findings of Internet researchers Eszter Hargittai and John Palfrey. Their eye-opening book on the Internet’s fastest-growing demographic offers a more nuanced picture—debunking common myths about older adults’ Internet use to offer hope and a necessary call to action. Incorporating original interviews and survey results from thousands of people sixty and over, Wired Wisdom shows that many, in fact, use technology in ways that put younger peers to shame. Over-sixties are often nimble online, and quicker to abandon social media platforms that don’t meet their needs. Despite being targeted more often, they also may be less likely to fall for scams than younger peers. And fake news actually fools fewer people over sixty, who have far more experience evaluating sources and detecting propaganda. Still, there are unseen risks and missed opportunities for this group. Hargittai and Palfrey show that our stereotypes can be hurdles—keeping us from building intergenerational support communities, aiding loved ones to adopt new technology that may improve their lives, and helping us all thrive.

Full of surprising insights, Wired Wisdom helps push readers beyond ageist assumptions, offers practical advice for older tech users and their communities, and ultimately questions what it really means to age well online—no matter your birthdate…(More)”

The Road to Wisdom: On Truth, Science, Faith, and Trust

Curated on Posted on by Stefaan Verhulst

Book by Francis Collins: “As the COVID-19 pandemic revealed, we have become not just a hyper-partisan society but also a deeply cynical one, distrustful of traditional sources of knowledge and wisdom. Skepticism about vaccines led to the needless deaths of at least 230,000 Americans. “Do your own research” is now a rallying cry in many online rabbit holes. Yet experts can make mistakes, and institutions can lose their moral compass. So how can we navigate through all this?

In The Road to Wisdom, Francis Collins reminds us of the four core sources of judgement and clear thinking: truth, science, faith, and trust. Drawing on his work from the Human Genome Project and heading the National Institutes of Health, as well as on ethics, philosophy, and Christian theology, Collins makes a robust, thoughtful case for each of these sources—their reliability, and their limits. Ultimately, he shows how they work together, not separately—and certainly not in conflict. It is only when we relink these four foundations of wisdom that we can begin to discern the best path forward in life.

​Thoughtful, accessible, winsome, and deeply wise, The Road to Wisdom leads us beyond current animosities to surer footing. Here is the moral, philosophical, and scientific framework with which to address the problems of our time—including distrust of public health, partisanship, racism, response to climate change, and threats to our democracy—but also to guide us in our daily lives. This is a book that will repay many readings, and resolve dilemmas that we all face every day…(More)”.

Utilizing big data without domain knowledge impacts public health decision-making

Curated on Posted on by Stefaan Verhulst

Paper by Miao Zhang, Salman Rahman, Vishwali Mhasawade and Rumi Chunara: “…New data sources and AI methods for extracting information are increasingly abundant and relevant to decision-making across societal applications. A notable example is street view imagery, available in over 100 countries, and purported to inform built environment interventions (e.g., adding sidewalks) for community health outcomes. However, biases can arise when decision-making does not account for data robustness or relies on spurious correlations. To investigate this risk, we analyzed 2.02 million Google Street View (GSV) images alongside health, demographic, and socioeconomic data from New York City. Findings demonstrate robustness challenges; built environment characteristics inferred from GSV labels at the intracity level often do not align with ground truth. Moreover, as average individual-level behavior of physical inactivity significantly mediates the impact of built environment features by census tract, intervention on features measured by GSV would be misestimated without proper model specification and consideration of this mediation mechanism. Using a causal framework accounting for these mediators, we determined that intervening by improving 10% of samples in the two lowest tertiles of physical inactivity would lead to a 4.17 (95% CI 3.84–4.55) or 17.2 (95% CI 14.4–21.3) times greater decrease in the prevalence of obesity or diabetes, respectively, compared to the same proportional intervention on the number of crosswalks by census tract. This study highlights critical issues of robustness and model specification in using emergent data sources, showing the data may not measure what is intended, and ignoring mediators can result in biased intervention effect estimates…(More)”

The Complexities of Differential Privacy for Survey Data

Curated on Posted on by Stefaan Verhulst

Paper by Jörg Drechsler & James Bailie: “The concept of differential privacy (DP) has gained substantial attention in recent years, most notably since the U.S. Census Bureau announced the adoption of the concept for its 2020 Decennial Census. However, despite its attractive theoretical properties, implementing DP in practice remains challenging, especially when it comes to survey data. In this paper we present some results from an ongoing project funded by the U.S. Census Bureau that is exploring the possibilities and limitations of DP for survey data. Specifically, we identify five aspects that need to be considered when adopting DP in the survey context: the multi-staged nature of data production; the limited privacy amplification from complex sampling designs; the implications of survey-weighted estimates; the weighting adjustments for nonresponse and other data deficiencies, and the imputation of missing values. We summarize the project’s key findings with respect to each of these aspects and also discuss some of the challenges that still need to be addressed before DP could become the new data protection standard at statistical agencies…(More)”.

Constructing Valid Geospatial Tools for Environmental Justice

Curated on Posted on by Stefaan Verhulst

Report from the National Academies of Sciences, Engineering, and Medicine: “Decades of research have shown that the most disadvantaged communities exist at the intersection of high levels of hazard exposure, racial and ethnic marginalization, and poverty.

Mapping and geographical information systems have been crucial for analyzing the environmental burdens of marginalized communities, and several federal and state geospatial tools have emerged to help address environmental justice concerns — such as the Climate and Economic Justice Screening Tool developed in 2022 in response to Justice40 initiatives from the Biden administration.

Constructing Valid Geospatial Tools for Environmental Justice, a new report from the National Academies of Sciences, Engineering, and Medicine, offers recommendations for developing environmental justice tools that reflect the experiences of the communities they measure.

The report recommends data strategies focused on community engagement, validation, and documentation. It emphasizes using a structured development process and offers guidance for selecting and assessing indicators, integrating indicators, and incorporating cumulative impact scoring. Tool developers should choose measures of economic burden beyond the federal poverty level that account for additional dimensions of wealth and geographic variations in cost of living. They should also use indicators that measure the impacts of racism in policies and practices that have led to current disparities…(More)”.

Civic Monitoring for Environmental Law Enforcement

Curated on Posted on by Stefaan Verhulst

Book by Anna Berti Suman: “This book presents a thought-provoking inquiry demonstrating how civic environmental monitoring can support law enforcement. It provides an in-depth analysis of applicable legal frameworks and conventions such as the Aarhus Convention, with an enlightening discussion on the civic right to contribute environmental information.

Civic Monitoring for Environmental Law Enforcement discusses multi- and interdisciplinary research into how civil society uses monitoring techniques to gather evidence of environmental issues. The book argues that civic monitoring is a constructive approach for finding evidence of environmental wrongdoings and for leveraging this evidence in different institutional fora, including judicial proceedings and official reporting for environmental protection agencies. It also reveals the challenges and implications associated with a greater reliance on civic monitoring practices by institutions and society at large.

Adopting original methodological approaches to drive inspiration for further research, this book is an invaluable resource for students and scholars of environmental governance and regulation, environmental law, politics and policy, and science and technology studies. It is also beneficial to civil society actors, civic initiatives, legal practitioners, and policymakers working in institutions engaged in the application of environmental law…(More)”

Visualization for Public Involvement

Curated on Posted on by Stefaan Verhulst

Report by the National Academies of Sciences, Engineering, and Medicine: “Visualization methods have long been integral to the public involvement process for transportation planning and project development. From well-established methods such as conceptual sketches or photo simulations to the latest immersive technologies, state departments of transportation (DOTs) recognize that visualizations can significantly increase public understanding of a project’s appearance and physical impacts. Emerging methods such as interactive three-dimensional environments, virtual reality, and augmented reality can dramatically enhance public understanding of transportation options and design concepts…(More)”.

Future-proofing government data

Curated on Posted on by Stefaan Verhulst

Article by Amy Jones: “Vast amounts of data are fueling innovation and decision-making, and agencies representing the United States government are custodian to some of the largest repositories of data in the world. As one of the world’s largest data creators and consumers, the federal government has made substantial investments in sourcing, curating, and leveraging data across many domains. However, the increasing reliance on artificial intelligence to extract insights and drive efficiencies necessitates a strategic pivot: agencies must evolve data management practices to identify and discriminate synthetic data from organic sources to safeguard the integrity and utility of data assets.

AI’s transformative potential is contingent on the availability of high-quality data. Data readiness includes attention to quality, accuracy, completeness, consistency, timeliness and relevance, at a minimum, and agencies are adopting robust data governance frameworks that enforce data quality standards at every stage of the data lifecycle. This includes implementing advanced data validation techniques, fostering a culture of data stewardship, and leveraging state-of-the-art tools for continuous data quality monitoring…(More)”.

Supporting Scientific Citizens

Curated on Posted on by Stefaan Verhulst

Article by Lisa Margonelli: “What do nuclear fusion power plants, artificial intelligence, hydrogen infrastructure, and drinking water recycled from human waste have in common? Aside from being featured in this edition of Issues, they all require intense public engagement to choose among technological tradeoffs, safety profiles, and economic configurations. Reaching these understandings requires researchers, engineers, and decisionmakers who are adept at working with the public. It also requires citizens who want to engage with such questions and can articulate what they want from science and technology.

This issue offers a glimpse into what these future collaborations might look like. To train engineers with the “deep appreciation of the social, cultural, and ethical priorities and implications of the technological solutions engineers are tasked with designing and deploying,” University of Michigan nuclear engineer Aditi Verma and coauthors Katie Snyder and Shanna Daly asked their first-year engineering students to codesign nuclear power plants in collaboration with local community members. Although traditional nuclear engineering classes avoid “getting messy,” Verma and colleagues wanted students to engage honestly with the uncertainties of the profession. In the process of working with communities, the students’ vocabulary changed; they spoke of trust, respect, and “love” for community—even when considering deep geological waste repositories…(More)”.