From policing to news, how algorithms are changing our lives


Carl Miller at The National: “First, write out the numbers one to 100 in 10 rows. Cross out the one. Then circle the two, and cross out all of the multiples of two. Circle the three, and do likewise. Follow those instructions, and you’ve just completed the first three steps of an algorithm, and an incredibly ancient one. Twenty-three centuries ago, Eratosthenes was sat in the great library of Alexandria, using this process (it is called Eratosthenes’ Sieve) to find and separate prime numbers. Algorithms are nothing new, indeed even the word itself is old. Fifteen centuries after Eratosthenes, Algoritmi de numero Indorum appeared on the bookshelves of European monks, and with it, the word to describe something very simple in essence: follow a series of fixed steps, in order, to achieve a given answer to a given problem. That’s it, that’s an algorithm. Simple.

 Apart from, of course, the story of algorithms is not so simple, nor so humble. In the shocked wake of Donald Trump’s victory in the United States presidential election, a culprit needed to be found to explain what had happened. What had, against the odds, and in the face of thousands of polls, caused this tectonic shift in US political opinion? Soon the finger was pointed. On social media, and especially on Facebook, it was alleged that pro-Trump stories, based on inaccurate information, had spread like wildfire, often eclipsing real news and honestly-checked facts.
But no human editor was thrust into the spotlight. What took centre stage was an algorithm; Facebook’s news algorithm. It was this, critics said, that was responsible for allowing the “fake news” to circulate. This algorithm wasn’t humbly finding prime numbers; it was responsible for the news that you saw (and of course didn’t see) on the largest source of news in the world. This algorithm had somehow risen to become more powerful than any newspaper editor in the world, powerful enough to possibly throw an election.
So why all the fuss? Something is now happening in society that is throwing algorithms into the spotlight. They have taken on a new significance, even an allure and mystique. Algorithms are simply tools but a web of new technologies are vastly increasing the power that these tools have over our lives. The startling leaps forward in artificial intelligence have meant that algorithms have learned how to learn, and to become capable of accomplishing tasks and tackling problems that they were never been able to achieve before. Their learning is fuelled with more data than ever before, collected, stored and connected with the constellations of sensors, data farms and services that have ushered in the age of big data.

Algorithms are also doing more things; whether welding, driving or cooking, thanks to robotics. Wherever there is some kind of exciting innovation happening, algorithms are rarely far away. They are being used in more fields, for more things, than ever before and are incomparably, incomprehensibly more capable than the algorithms recognisable to Eratosthenes….(More)”

Making the Case for Evidence-Based Decision-Making


Jennifer Brooks in Stanford Social Innovation Review: “After 15 years of building linkages between evidence, policy, and practice in social programs for children and families, I have one thing to say about our efforts to promote evidence-based decision-making: We have failed to capture the hearts and minds of the majority of decision-makers in the United States.

I’ve worked with state and federal leadership, as well as program administrators in the public and nonprofit spheres. Most of them just aren’t with us. They aren’t convinced that the payoffs of evidence-based practice (the method that uses rigorous tests to assess the efficacy of a given intervention) are worth the extra difficulty or expense of implementing those practices.

Why haven’t we gotten more traction for evidence-based decision-making? Three key reasons: 1) we have wasted time debating whether randomized control trials are the optimal approach, rather than building demand for more data-based decision-making; 2) we oversold the availability of evidence-based practices and underestimated what it takes to scale them; and 3) we did all this without ever asking what problems decision-makers are trying to solve.

If we want to gain momentum for evidence-based practice, we need to focus more on figuring out how to implement such approaches on a larger scale, in a way that uses data to improve programs on an ongoing basis….

We must start by understanding and analyzing the problem the decision-maker wants to solve. We need to offer more than lists of evidence-based strategies or interventions. What outcomes do the decision-makers want to achieve? And what do data tell us about why we aren’t getting those outcomes with current methods?…

None of the following ideas is rocket science, nor am I the first person to say them, but they do suggest ways that we can move beyond our current approaches in promoting evidence-based practice.

1. We need better data.

As Michele Jolin pointed out recently, few federal programs have sufficient resources to build or use evidence. There are limited resources for evaluation and other evidence-building activities, which too often are seen as “extras.” Moreover, many programs at the local, state, and national level have minimal information to use for program management and even fewer staff with the skills required to use it effectively…

 

2. We should attend equally to practices and to the systems in which they sit.

Systems improvements without changes in practice won’t get outcomes, but without systems reforms, evidence-based practices will have difficulty scaling up. …

3. You get what you pay for.

One fear I have is that we don’t actually know whether we can get better outcomes in our public systems without spending more money. And yet cost-savings seem to be what we promise when we sell the idea of evidence-based practice to legislatures and budget directors….

4. We need to hold people accountable for program results and promote ongoing improvement.

There is an inherent tension between using data for accountability and using it for program improvement….(More)”

Using open government for climate action


Elizabeth Moses at Eco-Business: “Countries made many national climate commitments as part of the Paris Agreement on climate change, which entered into force earlier this month. Now comes the hard part of implementing those commitments. The public can serve an invaluable watchdog role, holding governments accountable for following through on their targets and making sure climate action happens in a way that’s fair and inclusive.

But first, the climate and open government communities will need to join forces….

Here are four areas where these communities can lean in together to ensure governments follow through on effective climate action:

1) Expand access to climate data and information.

Open government and climate NGOs and local communities can expand the use of traditional transparency tools and processes such as Freedom of Information (FOI) laws, transparent budgeting, open data policies and public procurement to enhance open information on climate mitigation, adaptation and finance.

For example, Transparencia Mexicana used Mexico’s Freedom of Information Law to collect data to map climate finance actors and the flow of finance in the country. This allows them to make specific recommendations on how to safeguard climate funds against corruption and ensure the money translates into real action on the ground….

2) Promote inclusive and participatory climate policy development.

Civil society and community groups already play a crucial role in advocating for climate action and improving climate governance at the national and local levels, especially when it comes to safeguarding poor and vulnerable people, who often lack political voice….

3) Take legal action for stronger accountability.

Accountability at a national level can only be achieved if grievance mechanisms are in place to address a lack of transparency or public participation, or address the impact of projects and policies on individuals and communities.

Civil society groups and individuals can use legal actions like climate litigation, petitions, administrative policy challenges and court cases at the national, regional or international levels to hold governments and businesses accountable for failing to effectively act on climate change….

4) Create new spaces for advocacy.

Bringing the climate and open government movements together allows civil society to tap new forums for securing momentum around climate policy implementation. For example, many civil society NGOs are highlighting the important connections between a strong Governance Goal 16 under the 2030 Agenda for Sustainable Development, and strong water quality and climate change policies….(More)”

The “Open Government Reform” Movement


Paper by Suzanne J. Piotrowski on “The Case of the Open Government Partnership and U.S. Transparency Policies”: “Open government initiatives, which include not only transparency but also participation and collaboration policies, have become a major administrative reform. As such, these initiatives are gaining cohesiveness in literature. President Obama supported open government through a range of policies including the Open Government Partnership (OGP), a multinational initiative. The OGP requires member organizations to develop open government national action plans, which are used as the basis for my analysis. To frame this paper, I use and expand upon David Heald’s directions and varieties of transparency framework. A content analysis of the 62 commitments in the US Second Open Government National Action Plan was conducted. The analysis provides two findings of note: First, the traditional view of transparency was indeed the most prevalent in the policies proposed. In that respect, not much has changed, even with the OGP’s emphasis on a range moof approaches. Second, openness among and between agencies played a larger than expected role. While the OGP pushed an array of administrative reforms, the initiative had limited impact on the type of policies that were proposed and enacted. In sum, the OGP is an administrative reform that was launched with great fanfare, but limited influence in the US context. More research needs to be conducted to determine is the “open government reform” movement as a whole suffers from such problems in implementation….(More)”

New Data Portal to analyze governance in Africa


Africa’s health won’t improve without reliable data and collaboration


 and  at the Conversation: “…Africa has a data problem. This is true in many sectors. When it comes to health there’s both a lack of basic population data about disease and an absence of information about what impact, if any, interventions involving social determinants of health – housing, nutrition and the like – are having.

Simply put, researchers often don’t know who is sick or what people are being exposed to that, if addressed, could prevent disease and improve health. They cannot say if poor sanitation is the biggest culprit, or if substandard housing in a particular region is to blame. They don’t have the data that explains which populations are most vulnerable.

These data are required to inform development of innovative interventions that apply a “Health in All Policies” approach to address social determinants of health and improve health equity.

To address this, health data need to be integrated with social determinant data about areas like food, housing, and physical activity or mobility. Even where population data are available, they are not always reliable. There’s often an issue of compatability: different sectors collect different kinds of information using varying methodologies.

Different sectors also use different indicators to collect information on the same social determinant of health. This makes data integration challenging.

Without clear, focused, reliable data it’s difficult to understand what a society’s problems are and what specific solutions – which may lie outside the health sector – might be suitable for that unique context.

Scaling up innovations

Some remarkable work is being done to tackle Africa’s health problems. This ranges from technological innovations to harnessing indigenous knowledge for change. Both approaches are vital. But it’s hard for these to be scaled up either in terms of numbers or reach.

This boils down to a lack of funding or a lack of access to funding. Too many potentially excellent projects remain stuck at the pilot phase, which has limited value for ordinary people…..

Governments need to develop health equity surveillance systems to overcome the current lack of data. It’s also crucial that governments integrate and monitor health and social determinants of health indicators in one central system. This would provide a better understanding of health inequity in a given context.

For this to happen, governments must work with public and private sector stakeholders and nongovernmental organisations – not just in health, but beyond it so that social determinants of health can be better measured and captured.

The data that already exists at sub-national, national, regional and continental level mustn’t just be brushed aside. It should be archived and digitised so that it isn’t lost.

Researchers have a role to play here. They have to harmonise and be innovative in the methodologies they use for data collection. If researchers can work together across the breadth of sectors and disciplines that influence health, important information won’t slip through the cracks.

When it comes to scaling up innovation, governments need to step up to the plate. It’s crucial that they support successful health innovations, whether these are rooted in indigenous knowledge or are new technologies. And since – as we’ve already shown – health issues aren’t the exclusive preserve of the health sector, governments should look to different sectors and innovative partnerships to generate support and funding….(More)”

The ethical impact of data science


Theme issue of Phil. Trans. R. Soc. A compiled and edited by Mariarosaria Taddeo and Luciano Floridi: “This theme issue has the founding ambition of landscaping data ethics as a new branch of ethics that studies and evaluates moral problems related to data (including generation, recording, curation, processing, dissemination, sharing and use), algorithms (including artificial intelligence, artificial agents, machine learning and robots) and corresponding practices (including responsible innovation, programming, hacking and professional codes), in order to formulate and support morally good solutions (e.g. right conducts or right values). Data ethics builds on the foundation provided by computer and information ethics but, at the same time, it refines the approach endorsed so far in this research field, by shifting the level of abstraction of ethical enquiries, from being information-centric to being data-centric. This shift brings into focus the different moral dimensions of all kinds of data, even data that never translate directly into information but can be used to support actions or generate behaviours, for example. It highlights the need for ethical analyses to concentrate on the content and nature of computational operations—the interactions among hardware, software and data—rather than on the variety of digital technologies that enable them. And it emphasizes the complexity of the ethical challenges posed by data science. Because of such complexity, data ethics should be developed from the start as a macroethics, that is, as an overall framework that avoids narrow, ad hoc approaches and addresses the ethical impact and implications of data science and its applications within a consistent, holistic and inclusive framework. Only as a macroethics will data ethics provide solutions that can maximize the value of data science for our societies, for all of us and for our environments….(More)”

Table of Contents:

  • The dynamics of big data and human rights: the case of scientific research; Effy Vayena, John Tasioulas
  • Facilitating the ethical use of health data for the benefit of society: electronic health records, consent and the duty of easy rescue; Sebastian Porsdam Mann, Julian Savulescu, Barbara J. Sahakian
  • Faultless responsibility: on the nature and allocation of moral responsibility for distributed moral actions; Luciano Floridi
  • Compelling truth: legal protection of the infosphere against big data spills; Burkhard Schafer
  • Locating ethics in data science: responsibility and accountability in global and distributed knowledge production systems; Sabina Leonelli
  • Privacy is an essentially contested concept: a multi-dimensional analytic for mapping privacy; Deirdre K. Mulligan, Colin Koopman, Nick Doty
  • Beyond privacy and exposure: ethical issues within citizen-facing analytics; Peter Grindrod
  • The ethics of smart cities and urban science; Rob Kitchin
  • The ethics of big data as a public good: which public? Whose good? Linnet Taylor
  • Data philanthropy and the design of the infraethics for information societies; Mariarosaria Taddeo
  • The opportunities and ethics of big data: practical priorities for a national Council of Data Ethics; Olivia Varley-Winter, Hetan Shah
  • Data science ethics in government; Cat Drew
  • The ethics of data and of data science: an economist’s perspective; Jonathan Cave
  • What’s the good of a science platform? John Gallacher

 

Between Governance of the Past and Technology of the Future


Think Piece by Heather Grabbe for ESPAS 2016 conference: ” In many parts of everyday life, voters are used to a consumer experience where they get instant feedback and personal participation; but party membership, ballot boxes and stump speeches do not offer the same speed, control or personal engagement. The institutions of representative democracy at national and EU level — political parties, elected members, law-making — do not offer the same quality of experience for their ultimate consumers.

This matters because it is causing voters to switch off. Broad participation by most of the population in the practice of democracy is vital for societies to remain open because it ensures pluralism and prevents takeover of power by narrow interests. But in some countries and some elections, turnout is regularly below a third of registered voters, especially in European Parliament elections.

The internet is driving the major trends that create this disconnection and disruption. Here are four vital areas in which politics should adapt, including at EU level:

  • Expectation. Voters have a growing sense that political parties and law-making are out of touch, but not that politics is irrelevant. …
  • Affiliation. … people are interested in new forms of affiliation, especially through social media and alternative networks. …
  • Location. Digital technology allows people to find myriad new ways to express their political views publicly, outside of formal political spaces. …
  • Information. The internet has made vast amounts of data and a huge range of information sources across an enormous spectrum of issues available to every human with an internet connection. How is this information overload affecting engagement with politics? ….(More)”

Government for a Digital Economy


Chapter by Zoe Baird in America’s National Security Architecture: Rebuilding the Foundation: “The private sector is transforming at record speed for the digital economy. As recently as 2008, when America elected President Obama, most large companies had separate IT departments, which were seen as just that—departments—separate from the heart of the business. Now, as wireless networks connect the planet, and entire companies exist in the cloud, digital technology is no longer viewed as another arrow in the corporate quiver, but rather the very foundation upon which all functions are built. This, then, is the mark of the digital era: in order to remain successful, modern enterprises must both leverage digital technology and develop a culture that values its significance within the organization.

For the federal government to help all Americans thrive in this new economy, and for the government to be an engine of growth, it too must enter the digital era. On a basic level, we need to improve the government’s digital infrastructure and use technology to deliver government services better. But a government for the digital economy needs to take bold steps to embed these actions as part of a large and comprehensive transformation in how it goes about the business of governing. We should not only call on the “IT department” to provide tools, we must completely change the way we think about how a digital age government learns about the world, makes policy, and operates against its objectives.

Government today does not reflect the fundamental attributes of the digital age. It moves slowly at a time when information travels around the globe at literally the speed of light. It takes many years to develop and implement comprehensive policy in a world characterized increasingly by experimentation and iterative midcourse adjustments. It remains departmentally balkanized and hierarchical in an era of networks and collaborative problem solving. It assumes that it possesses the expertise necessary to make decisions while most of the knowledge resides at the edges. It is bogged down in legacy structures and policy regimes that do not take advantage of digital tools, and worse, create unnecessary barriers that hold progress back. Moreover, it is viewed by its citizens as opaque and complex in an era when openness and access are attributes of legitimacy….(More)”

Make Democracy Great Again: Let’s Try Some ‘Design Thinking’


Ken Carbone in the Huffington Post: “Allow me to begin with the truth. I’ve never studied political science, run for public office nor held a position in government. For the last forty years I’ve led a design agency working with enduring brands across the globe. As with any experienced person in my profession, I have used research, deductive reasoning, logic and “design thinking“ to solve complex problems and create opportunities. Great brands that are showing their age turn to our agency to get back on course. In this light, I believe American democracy is a prime target for some retooling….

The present campaign cycle has left many voters wondering how such divisiveness and national embarrassment could be happening in the land of the free and home of the brave. This could be viewed as symptomatic of deeper structural problems in our tradition bound 240 year-old democracy. Great brands operate on a “innovate or die” model to insure success. The continual improvement of how a business operates and adapts to market conditions is a sound and critical practice.

Although the current election frenzy will soon be over, I want to examine three challenges to our election process and propose possible solutions for consideration. I’ll use the same diagnostic thinking I use with major corporations:

Term Limits…

Voting and Voter registration…

Political Campaigns…

In June of this year I attended the annual leadership conference of AIGA, the professional association for design, in Raleigh NC. A provocative question posed to a select group of designers was “What would you do if you were Secretary of Design.” The responses addressed issues concerning positive social change, education and Veteran Affairs. The audience was full of several hundred trained professionals whose everyday problem solving methods encourage divergent thinking to explore many solutions (possible or impossible) and then use convergent thinking to select and realize the best resolution. This is the very definition of “design thinking.” That leads to progress….(More)”.