Principles for Responsible Algorithmic Systems


Press Release: “The Association for Computing Machinery’s global Technology Policy Council (TPC) has released a new Statement on Principles for Responsible Algorithmic Systems authored jointly by its US (USTPC) and Europe Technology Policy Committees (Europe TPC). Recognizing that algorithmic systems are increasingly used by governments and companies to make or recommend decisions that have far-reaching effects on individuals, organizations, and society, the ACM Statement lays out nine instrumental principles intended to foster fair, accurate, and beneficial algorithmic decision-making.

The statement includes a definition for each principle as well as a brief explanation of how the principle contributes to the larger goal of building responsible algorithmic systems. The nine instrumental principles include: Legitimacy and Competency; Minimizing Harm; Security and Privacy; Transparency; Interpretability and Explainability; Maintainability; Contestability and Auditability; Accountability and Responsibility; and Limiting Environmental Impacts. The new statement complements the ACM Code of Ethics and is intended as a guide for algorithm developers and designers to remain vigilant concerning the potential for bias and unfairness at each stage of the software development process….(More)”.

Climate Action Data Trust to unify carbon credit registry data


Press Release: “The International Emissions Trading Association (IETA) today revealed information on the forthcoming launch of Climate Action Data Trust (CAD Trust), a decentralised metadata system that can link, aggregate and harmonise all major carbon market registry data.

Climate Action Data Trust (CAD Trust) is a joint initiative of the International Emissions Trading Association, The World Bank and the Singapore government, along with a variety of governments and public and private organisations. It will provide an open-source metadata system to share information about carbon credits and projects across digital platforms, easing future integration of multiple registry systems. CAD Trust uses distributed ledger technology to create a decentralised record with the aim to avoid double counting, increase trust in carbon data and enhance climate ambition.

Many countries and companies intend to use carbon markets to deliver their contributions to the Paris Climate Agreement. IETA’s review of the latest updates to Nationally Determined Contributions shows that about 80% are interested in using Article 6 trading provisions to meet their goals. To use Article 6, countries must track and report on use of international credits through a registry system. The CAD Trust system will assist in promoting high-integrity systems and digital linkages. 

The CAD Trust platform will go live in early December, when the public metadata layer will be widely available through https://climateactiondata.org. CAD Trust evolved out of the Climate Warehouse, an initiative launched by the World Bank. For the past three years, the initiative has prototyped a series of simulations of the data system with partner governments, carbon crediting programmes and other organisations. The final prototype ended in August and work is now underway to prepare the data layer to go live…(More)”.

Everything dies, including information


Article by Erik Sherman: “Everything dies: people, machines, civilizations. Perhaps we can find some solace in knowing that all the meaningful things we’ve learned along the way will survive. But even knowledge has a life span. Documents fade. Art goes missing. Entire libraries and collections can face quick and unexpected destruction. 

Surely, we’re at a stage technologically where we might devise ways to make knowledge available and accessible forever. After all, the density of data storage is already incomprehensibly high. In the ever-­growing museum of the internet, one can move smoothly from images from the James Webb Space Telescope through diagrams explaining Pythagoras’s philosophy on the music of the spheres to a YouTube tutorial on blues guitar soloing. What more could you want?

Quite a bit, according to the experts. For one thing, what we think is permanent isn’t. Digital storage systems can become unreadable in as little as three to five years. Librarians and archivists race to copy things over to newer formats. But entropy is always there, waiting in the wings. “Our professions and our people often try to extend the normal life span as far as possible through a variety of techniques, but it’s still holding back the tide,” says Joseph Janes, an associate professor at the University of Washington Information School. 

To complicate matters, archivists are now grappling with an unprecedented deluge of information. In the past, materials were scarce and storage space limited. “Now we have the opposite problem,” Janes says. “Everything is being recorded all the time.”…(More)”.

Observing Many Researchers Using the Same Data and Hypothesis Reveals a Hidden Universe of Uncertainty


Paper by Nate Breznau et al: “This study explores how researchers’ analytical choices affect the reliability of scientific findings. Most discussions of reliability problems in science focus on systematic biases. We broaden the lens to include conscious and unconscious decisions that researchers make during data analysis and that may lead to diverging results. We coordinated 161 researchers in 73 research teams and observed their research decisions as they used the same data to independently test the same prominent social science hypothesis: that greater immigration reduces support for social policies among the public. In this typical case of research based on secondary data, we find that research teams reported widely diverging numerical findings and substantive conclusions despite identical start conditions. Researchers’ expertise, prior beliefs, and expectations barely predicted the wide variation in research outcomes. More than 90% of the total variance in numerical results remained unexplained even after accounting for research decisions identified via qualitative coding of each team’s workflow. This reveals a universe of uncertainty that is hidden when considering a single study in isolation. The idiosyncratic nature of how researchers’ results and conclusions varied is a new explanation for why many scientific hypotheses remain contested. It calls for greater humility and clarity in reporting scientific findings..(More)”.

How citizen science can help realize the full potential of data


Blog by Haishan Fu, Craig Hammer, and Edward Anderson: “Citizen science, a critical pillar of Open Science, advocates for greater citizen involvement in knowledge generation, research goals, and outcomes. By engaging citizens directly in data collection, drone imaging, and crowdsourcing into project design, we provide policymakers and citizens with valuable data and information they need to make informed and effective decisions.   

Furthermore, abiding by the principles of citizen science, we can help communities establish a new social contract around data stewardship, grounded in the principles of value, trust, and equity, as proposed by the World Development Report 2021: Data for Better Lives. The report puts forward a vision of data governance that is multistakeholder and collaborative. It explicitly builds data production, protection, exchange, and use into planning and decision-making, and integrates participants from civil society, private sectors, and importantly, the public into the data life cycle and into the governance structures of the system. 

As the experience of the Resilience Academy shows, increasing our commitment to citizen science by inviting public engagement before, during, and after development projects can help engage a wider swath of the public with the Bank’s Open Data Initiative.   

The Tanzania-based project empowers students to adapt low-cost, low-complexity tools and open methods to collect and manage data from their changing environments. Resilience Academy students also participate in solving real-world challenges in their community, such as mapping flood- and rockfall-prone zones, surveying tourism and infrastructure needs, and other areas currently lacking critical data. 

This “learning by doing” approach equips young people with the long-term tools, knowledge, and skills they need to address the world’s most pressing urban challenges and ensure resilient urban development. This project is demonstrating the many co-benefits that come from hands-on learning, job creation, and data management-related skills. 

Incorporating citizen science into open data agendas and project design, however, will necessitate some changes to how the World Bank and other multilateral development agencies approach development projects….(More)”.

Digitization, Surveillance, Colonialism


Essay by Carissa Veliz: “As I write these words, articles are mushrooming in newspapers and magazines about how privacy is more important than ever after the Supreme Court ruling that has overturned the constitutionality of the right to have an abortion in the United States. In anti-abortion states, browsing histories, text messages, location data, payment data, and information from period-tracking apps can all be used to prosecute both women seeking an abortion and anyone aiding them. The National Right to Life Committee recently published policy recommendations for anti-abortion states that include criminal penalties for people who provide information about self-managed abortions, whether over the phone or online. Women considering an abortion are often in distress, and now they cannot even reach out to friends or family without endangering themselves and others. 

So far, Texas, Oklahoma, and Idaho have passed citizen-enforced abortion bans, according to which anyone can file a civil lawsuit to report an abortion and have the chance of winning at least ten thousand dollars. This is an incredible incentive to use personal data towards for-profit witch-hunting. Anyone can buy personal data from data brokers and fish for suspicious behavior. The surveillance machinery that we have built in the past two decades can now be put to use by authorities and vigilantes to criminalize pregnant women and their doctors, nurses, pharmacists, friends, and family. How productive.

It is not true, however, that the overturning of Roe v. Wade has made privacy more important than ever. Rather, it has provided yet another illustration of why privacy has always been and always will be important. That it is happening in the United States is helpful, because human beings are prone to thinking that whatever happens “over there” — say, in China now, or in East Germany during the Cold War  to those “other people,” doesn’t happen to us — until it does. 

Privacy is important because it protects us from possible abuses of power. As long as human beings are human beings and organizations are organizations, abuses of power will be a constant temptation and threat. That is why it is supremely reckless to build a surveillance architecture. You never know when that data might be used against you — but you can be fairly confident that sooner or later it will be used against you. Collecting personal data might be convenient, but it is also a ticking bomb; it amounts to sensitive material waiting for the chance to turn into an instance of public shaming, extortion, persecution, discrimination, or identity theft. Do you think you have nothing to hide? So did many American women on June 24, only to realize that week that their period was late. You have plenty to hide — you just don’t know what it is yet and whom you should hide it from.

In the digital age, the challenge of protecting privacy is more formidable than most people imagine — but it is nowhere near impossible, and every bit worth putting up a fight for, if you care about democracy or freedom. The challenge is this: the dogma of our time is to turn analog into digital, and as things stand today, digitization is tantamount to surveillance…(More)”.

The Sounds of Life: How Digital Technology Is Bringing Us Closer to the Worlds of Animals and Plants


Book by Karen Bakker: “The natural world teems with remarkable conversations, many beyond human hearing range. Scientists are using groundbreaking digital technologies to uncover these astonishing sounds, revealing vibrant communication among our fellow creatures across the Tree of Life.

At once meditative and scientific, The Sounds of Life shares fascinating and surprising stories of nonhuman sound, interweaving insights from technological innovation and traditional knowledge. We meet scientists using sound to protect and regenerate endangered species from the Great Barrier Reef to the Arctic and the Amazon. We discover the shocking impacts of noise pollution on both animals and plants. We learn how artificial intelligence can decode nonhuman sounds, and meet the researchers building dictionaries in East African Elephant and Sperm Whalish. At the frontiers of innovation, we explore digitally mediated dialogues with bats and honeybees. Technology often distracts us from nature, but what if it could reconnect us instead?

The Sounds of Life offers hope for environmental conservation and affirms humanity’s relationship with nature in the digital age. After learning about the unsuspected wonders of nature’s sounds, we will never see walks outdoors in the same way again…(More)”.

Responsible AI licenses: a practical tool for implementing the OECD Principles for Trustworthy AI


Article by Carlos Muñoz Ferrandis: “Recent socio-ethical concerns on the development, use, and commercialization of AI-related products and services have led to the emergence of new types of licenses devoted to promoting the responsible use of AI systems: Responsible AI Licenses, or RAILs.

RAILs are AI-specific licenses that include restrictions on how the licensee can use the AI feature due to the licensor’s concerns about the technical capabilities and limitations of the AI feature. This approach concerns the two existing types of these licenses. The RAIL license can be used for ML models, source code, applications and services, and data. When these licenses allow free access and flexible downstream distribution of the licensed AI feature, they are OpenRAIL

Author: Danish Contractor, co-author of the BigScience OpenRAIL-M and chair of the RAIL Initiative

The RAIL Initiative was created in 2019 to encourage the industry to adopt use restrictions in licenses as a way to mitigate the risks of misuse and potential harm caused by AI systems…(More)”.

The Law As a Conversation among Equals


Book by Roberto Gargarella: “In a time of disenchantment with democracy, massive social protests and the ‘erosion’ of the system of checks and balances, this book proposes to reflect upon the main problems of our constitutional democracies from a particular regulative ideal: that of the conversation among equals. It examines the structural character of the current democratic crisis, and the way in which, from its origins, constitutions were built around a ‘discomfort with democracy’. In this sense, the book critically explores the creation of different restraints upon majority rule and collective debate: constitutional rights that are presented as limits to (and not, fundamentally, as a product of) democratic debate; an elitist system of judicial review; a checks and balances scheme that discourages, rather than promotes, dialogue between the different branches of power; etc. Finally, the book proposes a dignified constitutional democracy aimed at enabling fraternal conversation within the framework of a community of equals…(More)”.