Paper by Jens Ludwig & Sendhil Mullainathan: “While hypothesis testing is a highly formalized activity, hypothesis generation remains largely informal. We propose a systematic procedure to generate novel hypotheses about human behavior, which uses the capacity of machine learning algorithms to notice patterns people might not. We illustrate the procedure with a concrete application: judge decisions about who to jail. We begin with a striking fact: The defendant’s face alone matters greatly for the judge’s jailing decision. In fact, an algorithm given only the pixels in the defendant’s mugshot accounts for up to half of the predictable variation. We develop a procedure that allows human subjects to interact with this black-box algorithm to produce hypotheses about what in the face influences judge decisions. The procedure generates hypotheses that are both interpretable and novel: They are not explained by demographics (e.g. race) or existing psychology research; nor are they already known (even if tacitly) to people or even experts. Though these results are specific, our procedure is general. It provides a way to produce novel, interpretable hypotheses from any high-dimensional dataset (e.g. cell phones, satellites, online behavior, news headlines, corporate filings, and high-frequency time series). A central tenet of our paper is that hypothesis generation is in and of itself a valuable activity, and hope this encourages future work in this largely “pre-scientific” stage of science…(More)”.
An iterative regulatory process for robot governance
Paper by Hadassah Drukarch, Carlos Calleja and Eduard Fosch-Villaronga: “There is an increasing gap between the policy cycle’s speed and that of technological and social change. This gap is becoming broader and more prominent in robotics, that is, movable machines that perform tasks either automatically or with a degree of autonomy. This is because current legislation was unprepared for machine learning and autonomous agents. As a result, the law often lags behind and does not adequately frame robot technologies. This state of affairs inevitably increases legal uncertainty. It is unclear what regulatory frameworks developers have to follow to comply, often resulting in technology that does not perform well in the wild, is unsafe, and can exacerbate biases and lead to discrimination. This paper explores these issues and considers the background, key findings, and lessons learned of the LIAISON project, which stands for “Liaising robot development and policymaking,” and aims to ideate an alignment model for robots’ legal appraisal channeling robot policy development from a hybrid top-down/bottom-up perspective to solve this mismatch. As such, LIAISON seeks to uncover to what extent compliance tools could be used as data generators for robot policy purposes to unravel an optimal regulatory framing for existing and emerging robot technologies…(More)”.
Authoritarian Privacy
Paper by Mark Jia: “Privacy laws are traditionally associated with democracy. Yet autocracies increasingly have them. Why do governments that repress their citizens also protect their privacy? This Article answers this question through a study of China. China is a leading autocracy and the architect of a massive surveillance state. But China is also a major player in data protection, having enacted and enforced a number of laws on information privacy. To explain how this came to be, the Article first turns to several top-down objectives often said to motivate China’s privacy laws: advancing its digital economy, expanding its global influence, and protecting its national security. Although each has been a factor in China’s turn to privacy law, even together they tell only a partial story.
More fundamental to China’s privacy turn is the party-state’s use of privacy law to shore up its legitimacy against a backdrop of digital abuse. China’s whiplashed transition into the digital age has given rise to significant vulnerabilities and dependencies for ordinary citizens. Through privacy law, China’s leaders have sought to interpose themselves as benevolent guardians of privacy rights against other intrusive actors—individuals, firms, even state agencies and local governments. So framed, privacy law can enhance perceptions of state performance and potentially soften criticism of the center’s own intrusions. China did not enact privacy law in spite of its surveillance state; it embraced privacy law in order to maintain it. The Article adds to our understanding of privacy law, complicates the conceptual relationship between privacy and democracy, and points towards a general theory of authoritarian privacy..(More)”.
The Role of Community Engagement in Urban Innovation Towards the Co-Creation of Smart Sustainable Cities
Paper by Bokolo Anthony Jr.: “One of the most recent topics in smart cities is community engagement which has been generally deliberated in both industrial and academic literature around the approaches and tools employed in urban environment. Accordingly, the purpose of this study is to advocate for community engagement as a key driver that supports the acquisition of knowledge and requirements needed for innovation and creativity towards achieving an equitable community for social sustainability. A semi-systematic review method is adopted to analyze 71 sources from Web of Science and Scopus databases. Secondary data from the literature is extracted and synthesized to provide narrative and descriptive analysis. Findings from this study presents a developed model that can support community engagement for urban innovation by specifying factors that influences community engagement for smart sustainable city development. The model enables citizens, policy makers, government, urban planners, academics, and enterprises in urban environment to connect, interact, engage, and co-create innovative services. More importantly findings from this research provides theoretical evidence on administrative and non-administrative stakeholder’s involvement towards co-creation of urban services towards smart sustainable cities. Furthermore, this study provides recommendation on how community engagement perspective involving different stakeholders can help to achieve resilient technological driven city by supporting sustainable development and ultimately actualizing a socially inclusive urban space…(More)”
Democracy, Agony, and Rupture: A Critique of Climate Citizens’ Assemblies
Paper by Amanda Machin: “Stymied by preoccupation with short-term interests of individualist consumers, democratic institutions seem unable to generate sustained political commitment for tackling climate change. The citizens’ assembly (CA) is promoted as an important tool in combatting this “democratic myopia.” The aim of a CA is to bring together a representative group of citizens and experts from diverse backgrounds to exchange their different insights and perspectives on a complex issue. By providing the opportunity for inclusive democratic deliberation, the CA is expected to educate citizens, stimulate awareness of complex issues, and produce enlightened and legitimate policy recommendations. However, critical voices warn about the simplified and celebratory commentary surrounding the CA. Informed by agonistic and radical democratic theory, this paper elaborates on a particular concern, which is the orientation toward consensus in the CA. The paper points to the importance of disagreement in the form of both agony (from inside) and rupture (from outside) that, it is argued, is crucial for a democratic, engaging, passionate, creative, and representative sustainability politics…(More)”.
Access to Data for Environmental Purposes: Setting the Scene and Evaluating Recent Changes in EU Data Law
Paper by Michèle Finck, and Marie-Sophie Mueller: “Few policy issues will be as defining to the EU’s future as its reaction to environmental decline, on the one hand, and digitalisation, on the other. Whereas the former will shape the (quality of) life and health of humans, animals and plants, the latter will define the future competitiveness of the internal market and relatedly, also societal justice and cohesion. Yet, to date, the interconnections between these issues are rarely made explicit, as evidenced by the European Commission’s current policy agendas on both matters. With this article, we hope to contribute to, ideally, a soon growing conversation about how to effectively bridge environmental protection and digitalisation. Specifically, we examine how EU law shapes the options of using data—the lifeblood of the digital economy—for environmental sustainability purposes, and ponder the impact of on-going legislative reform…(More)”.
Examining public views on decentralised health data sharing
Paper by Victoria Neumann et al: “In recent years, researchers have begun to explore the use of Distributed Ledger Technologies (DLT), also known as blockchain, in health data sharing contexts. However, there is a significant lack of research that examines public attitudes towards the use of this technology. In this paper, we begin to address this issue and present results from a series of focus groups which explored public views and concerns about engaging with new models of personal health data sharing in the UK. We found that participants were broadly in favour of a shift towards new decentralised models of data sharing. Retaining ‘proof’ of health information stored about patients and the capacity to provide permanent audit trails, enabled by immutable and transparent properties of DLT, were regarded as particularly valuable for our participants and prospective data custodians. Participants also identified other potential benefits such as supporting people to become more health data literate and enabling patients to make informed decisions about how their data was shared and with whom. However, participants also voiced concerns about the potential to further exacerbate existing health and digital inequalities. Participants were also apprehensive about the removal of intermediaries in the design of personal health informatics systems…(More)”.
Why Does Open Data Get Underused? A Focus on the Role of (Open) Data Literacy
Paper by Gema Santos-Hermosa et al: “Open data has been conceptualised as a strategic form of public knowledge. Tightly connected with the developments in open government and open science, the main claim is that access to open data (OD) might be a catalyser of social innovation and citizen empowerment. Nevertheless, the so-called (open) data divide, as a problem connected to the situation of OD usage and engagement, is a concern.
In this chapter, we introduce the OD usage trends, focusing on the role played by (open) data literacy amongst either users or producers: citizens, professionals, and researchers. Indeed, we attempted to cover the problem of OD through a holistic approach including two areas of research and practice: open government data (OGD) and open research data (ORD). After uncovering several factors blocking OD consumption, we point out that more OD is being published (albeit with low usage), and we overview the research on data literacy. While the intentions of stakeholders are driven by many motivations, the abilities that put them in the condition to enhance OD might require further attention. In the end, we focus on several lifelong learning activities supporting open data literacy, uncovering the challenges ahead to unleash the power of OD in society…(More)”.
Health data justice: building new norms for health data governance
Paper by James Shaw & Sharifah Sekalala: “The retention and use of health-related data by government, corporate, and health professional actors risk exacerbating the harms of colonial systems of inequality in which health care and public health are situated, regardless of the intentions about how those data are used. In this context, a data justice perspective presents opportunities to develop new norms of health-related data governance that hold health justice as the primary objective. In this perspective, we define the concept of health data justice, outline urgent issues informed by this approach, and propose five calls to action from a health data justice perspective…(More)”.
Mapping and Comparing Data Governance Frameworks: A benchmarking exercise to inform global data governance deliberations
Paper by Sara Marcucci, Natalia Gonzalez Alarcon, Stefaan G. Verhulst, Elena Wullhorst: “Data has become a critical resource for organizations and society. Yet, it is not always as valuable as it could be since there is no well-defined approach to managing and using it. This article explores the increasing importance of global data governance due to the rapid growth of data and the need for responsible data use and protection. While historically associated with private organizational governance, data governance has evolved to include governmental and institutional bodies. However, the lack of a global consensus and fragmentation in policies and practices pose challenges to the development of a common framework. The purpose of this report is to compare approaches and identify patterns in the emergent and fragmented data governance ecosystem within sectors close to the international development field, ultimately presenting key takeaways and reflections on when and why a global data governance framework may be needed. Overall, the report highlights the need for a more holistic, coordinated transnational approach to data governance to manage the global flow of data responsibly and for the public interest. The article begins by giving an overview of the current fragmented data governance ecology, to then proceed to illustrate the methodology used. Subsequently, the paper illustrates the most relevant findings stemming from the research. These are organized according to six key elements: (a) purpose, (b) principles, (c) anchoring documents, (d) data description and lifecycle, (e) processes, and (f) practices. Finally, the article closes with a series of key takeaways and final reflections…(More)”.