Open Data Workspace for Analyzing Hate Crime Trends

Curated on Posted on by Stefaan Verhulst

Press Release: “The Anti-Defamation League (ADL) and data.world today announced the launch of a public, open data workspace to help understand and combat the rise of hate crimes. The new workspace offers instant access to ADL data alongside relevant data from the FBI and other authoritative sources, and provides citizens, journalists and lawmakers with tools to more effectively analyze, visualize and discuss hate crimes across the United States.

The new workspace was unveiled at ADL’s inaugural “Never Is Now” Summit on Anti-Semitism, a daylong event bringing together nearly 1,000 people in New York City to hear from an array of experts on developing innovative new ways to combat anti-Semitism and bigotry….

Hate Crime Reporting Gaps


The color scale depicts total reported hate crime incidents per 100,000 people in each state. States with darker shading have more reported incidents of hate crimes while states with lighter shading have fewer reported incidents. The green circles proportionally represent cities that either Did Not Report hate crime data or affirmatively reported 0 hate crimes for the year 2015. Note the lightly shaded states in which many cities either Do Not Report or affirmatively report 0 hate crimes….(More)”

World leaders must invest in better data on children

Curated on Posted on by Stefaan Verhulst

Press Release: “UNICEF is calling on world leaders to invest in better data on children, warning in a new analysis that sufficient data is available only for half of the child-related Sustainable Development Goals indicators. 

The UNICEF analysis shows that child-related data, including measures on poverty and violence that can be compared, are either too limited or of poor quality, leaving governments without the information they need to accurately address challenges facing millions of children, or to track progress towards achieving the Goals….

Examples of missing data:

• Around one in three countries does not have comparable measures on child poverty.

• Around 120 million girls under the age of 20 have been subjected to forced sexual intercourse or other forced sexual acts. Boys are also at risk, but almost no data is available. 

• There is a shortage of accurate and comparable data on the number of children with disabilities in almost all countries. 

• Universal access to safe drinking water is a fundamental need and human right. We have data about where drinking water comes from, but we often don’t know how safe it is.

• Nine out of 10 children are in primary school, yet crucial data about how many are learning is missing. 

• Every day 830 mothers die as a result of complications related to childbirth. Most of these deaths are preventable, yet there are critical data gaps about the quality of maternal care.

• Stunting denies children a fair chance of survival, growth and development. Yet 105 out of 197 countries do not have recent data on stunting.

• One in two countries around the world lack recent data on overweight children.

…UNICEF is calling for governments to invest in disaggregated, comparable and quality data for children, to adequately address issues including intergenerational cycles of poverty, preventable deaths, and violence against children….(More)”

“Big Data Europe” addresses societal challenges with data technologies

Curated on Posted on by Stefaan Verhulst

Press Release: “Across society, from health to agriculture and transport, from energy to climate change and security, practitioners in every discipline recognise the potential of the enormous amounts of data being created every day. The challenge is to capture, manage and process that information to derive meaningful results and make a difference to people’s lives. The Big Data Europe project has just released the first public version of its open source platform designed to do just that. In 7 pilot studies, it is helping to solve societal challenges by putting cutting edge technology in the hands of experts in fields other than IT.

Although many crucial big data technologies are freely available as open source software, they are often difficult for non-experts to integrate and deploy. Big Data Europe solves that problem by providing a package that can readily be installed locally or at any scale in a cloud infrastructure by a systems administrator, and configured via a simple user interface. Tools like Apache Hadoop, Apache Spark, Apache Flink and many others can be instantiated easily….

The tools included in the platform were selected after a process of requirements-gathering across the seven societal challenges identified by the European Commission (Health, Food, Energy, Transport, Climate, Social Sciences and Security). Tasks like message passing are handled using Kafka and Flume, storage by Hive and Cassandra, or publishing through geotriples. The platform uses the Docker system to make it easy to add new tools and, again, for them to operate at a scale limited only by the computing infrastructure….

The platform can be downloaded from GitHub.
See also the installation instructions, Getting Started and video.”

The risks of relying on robots for fairer staff recruitment

Curated on Posted on by Stefaan Verhulst

Sarah O’Connor at the Financial Times: “Robots are not just taking people’s jobs away, they are beginning to hand them out, too. Go to any recruitment industry event and you will find the air is thick with terms like “machine learning”, “big data” and “predictive analytics”.

The argument for using these tools in recruitment is simple. Robo-recruiters can sift through thousands of job candidates far more efficiently than humans. They can also do it more fairly. Since they do not harbour conscious or unconscious human biases, they will recruit a more diverse and meritocratic workforce.

This is a seductive idea but it is also dangerous. Algorithms are not inherently neutral just because they see the world in zeros and ones.

For a start, any machine learning algorithm is only as good as the training data from which it learns. Take the PhD thesis of academic researcher Colin Lee, released to the press this year. He analysed data on the success or failure of 441,769 job applications and built a model that could predict with 70 to 80 per cent accuracy which candidates would be invited to interview. The press release plugged this algorithm as a potential tool to screen a large number of CVs while avoiding “human error and unconscious bias”.

But a model like this would absorb any human biases at work in the original recruitment decisions. For example, the research found that age was the biggest predictor of being invited to interview, with the youngest and the oldest applicants least likely to be successful. You might think it fair enough that inexperienced youngsters do badly, but the routine rejection of older candidates seems like something to investigate rather than codify and perpetuate. Mr Lee acknowledges these problems and suggests it would be better to strip the CVs of attributes such as gender, age and ethnicity before using them….(More)”

White House, Transportation Dept. want help using open data to prevent traffic crashes

Curated on Posted on by Stefaan Verhulst

Samantha Ehlinger in FedScoop: “The Transportation Department is looking for public input on how to better interpret and use data on fatal crashes after 2015 data revealed a startling spike of 7.2 percent more deaths in traffic accidents that year.

Looking for new solutions that could prevent more deaths on the roads, the department released three months earlier than usual the 2015 open dataset about each fatal crash. With it, the department and the White House announced a call to action for people to use the data set as a jumping off point for a dialogue on how to prevent crashes, as well as understand what might be causing the spike.

“What we’re ultimately looking for is getting more people engaged in the data … matching this with other publicly available data, or data that the private sector might be willing to make available, to dive in and to tell these stories,” said Bryan Thomas, communications director for the National Highway Traffic Safety Administration, to FedScoop.

One striking statistic was that “pedestrian and pedalcyclist fatalities increased to a level not seen in 20 years,” according to a DOT press release. …

“We want folks to be engaged directly with our own data scientists, so we can help people through the dataset and help answer their questions as they work their way through, bounce ideas off of us, etc.,” Thomas said. “We really want to be accessible in that way.”

He added that as ideas “come to fruition,” there will be opportunities to present what people have learned.

“It’s a very, very rich data set, there’s a lot of information there,” Thomas said. “Our own ability is, frankly, limited to investigate all of the questions that you might have of it. And so we want to get the public really diving in as well.”…

Here are the questions “worth exploring,” according to the call to action:

  • How might improving economic conditions around the country change how Americans are getting around? What models can we develop to identify communities that might be at a higher risk for fatal crashes?
  • How might climate change increase the risk of fatal crashes in a community?
  • How might we use studies of attitudes toward speeding, distracted driving, and seat belt use to better target marketing and behavioral change campaigns?
  • How might we monitor public health indicators and behavior risk indicators to target communities that might have a high prevalence of behaviors linked with fatal crashes (drinking, drug use/addiction, etc.)? What countermeasures should we create to address these issues?”…(More)”

How Medical Crowdsourcing Empowers Patients & Doctors

Curated on Posted on by Stefaan Verhulst

Rob Stretch at Rendia: “Whether you’re a solo practitioner in a rural area, or a patient who’s bounced from doctor to doctor with adifficult–to-diagnose condition, there are many reasons why you might seek out expert medical advice from a larger group. Fortunately, in 2016, seeking feedback from other physicians or getting a second opinion is as easy as going online.

“Medical crowdsourcing” sites and apps are gathering steam, from provider-only forums likeSERMOsolves and Figure 1, to patient-focused sites like CrowdMed. They share the same mission of empowering doctors and patients, reducing misdiagnosis, and improving medicine. Is crowdsourcing the future of medicine? Read on to find out more.

Fixing misdiagnosis

An estimated 10 percent to 20 percent of medical cases are misdiagnosed, even more than drug errors and surgery on the wrong patient or body part, according to the National Center for Policy Analysis. And diagnostic errors are the leading cause of malpractice litigation. Doctors often report that with many of their patient cases, they would benefit from the support and advice of their peers.

The photo-sharing app for health professionals, Figure 1, is filling that need. Since we reported on it last year, the app has reached 1 million users and added a direct-messaging feature. The app is geared towards verified medical professionals, and goes to great lengths to protect patient privacy in keeping with HIPAAlaws. According to co-founder and CEO Gregory Levey, an average of 10,000 unique users check in toFigure 1 every hour, and medical professionals and students in 190 countries currently use the app.

Using Figure 1 to crowdsource advice from the medical community has saved at least one life. EmilyNayar, a physician assistant in rural Oklahoma and a self-proclaimed “Figure 1 addict,” told Wired magazine that because of photos she’d seen on the app, she was able to correctly diagnose a patient with shingles meningitis. Another doctor had misdiagnosed him previously, and the wrong medication could have killed him.

Collective knowledge at zero cost

In addition to serving as “virtual colleagues” for isolated medical providers, crowdsourcing forums can pool knowledge from an unprecedented number of doctors in different specialties and even countries,and can do so very quickly.

When we first reported on SERMO, the company billed itself as a “virtual doctors’ lounge.” Now, the global social network with 600,000 verified, credentialed physician members has pivoted to medical crowdsourcing with SERMOsolves, one of its most popular features, according to CEO Peter Kirk.

“Crowdsourcing patient cases through SERMOsolves is an ideal way for physicians to gain valuable information from the collective knowledge of hundreds of physicians instantly,” he said in a press release.According to SERMO, 3,500 challenging patient cases were posted in 2014, viewed 700,000 times, and received 50,000 comments. Most posted cases received responses within 1.5 hours and were resolved within a day. “We have physicians from more than 96 specialties and subspecialties posting on the platform, working together to share their valuable insights at zero cost to the healthcare system.”

While one early user of SERMO wrote on KevinMD.com that he felt the site’s potential was overshadowed by the anonymous rants and complaining, other users have noted that the medical crowdsourcing site has,like Figure 1, directly benefitted patients.

In an article on PhysiciansPractice.com, Richard Armstrong, M.D., cites the example of a family physician in Canada who posted a case of a young girl with an E. coli infection. “Physicians from around the world immediately began to comment and the recommendations resulted in a positive outcome for the patient.This instance offered cross-border learning experiences for the participating doctors, not only regarding the specific medical issue but also about how things are managed in different health systems,” wrote Dr.Armstrong.

Patients get proactive

While patients have long turned to social media to (questionably) crowdsource their medical queries, there are now more reputable sources than Facebook.

Tech entrepreneur Jared Heyman launched the health startup CrowdMed in 2013 after his sister endured a “terrible, undiagnosed medical condition that could have killed her,” he told the Wall Street Journal. She saw about 20 doctors over three years, racking up six-figure medical bills. The NIH Undiagnosed DiseaseProgram finally gave her a diagnosis: fragile X-associated primary ovarian insufficiency, a rare disease that affects just 1 in 15,000 women. A hormone patch resolved her debilitating symptoms….(More)”

Nudging for Success

Curated on Posted on by Stefaan Verhulst

Press Release: “A groundbreaking report published today by ideas42 reveals several innovations that college administrators and policymakers can leverage to significantly improve college graduation rates at a time where completion is more out of reach than ever for millions of students.

The student path through college to graduation day is strewn with subtle, often invisible barriers that, over time, hinder students’ progress and cause some of them to drop out entirely. In Nudging for Success: Using Behavioral Science to Improve the Postsecondary Student Journey, ideas42 focuses on simple, low-cost ways to combat these unintentional obstacles and support student persistence and success at every stage in the college experience, from pre-admission to post-graduation. Teams worked with students, faculty and administrators at colleges around the country.

Even for students whose tuition is covered by financial aid, whose academic preparation is exemplary, and who are able to commit themselves full-time to their education, the subtle logistical and psychological sticking points can have a huge impact on their ability to persist and fully reap the benefits of a higher education.

Less than 60% of full-time students graduate from four-year colleges within six years, and less than 30% graduate from community colleges within three years. There are a myriad of factors often cited as deterrents to finishing school, such as the cost of tuition or the need to juggle family and work obligations, but behavioral science and the results of this report demonstrate that lesser-known dynamics like self-perception are also at play.

From increasing financial aid filing to fostering positive friend groups and a sense of belonging on campus, the 16 behavioral solutions outlined in Nudging for Success represent the potential for significant impact on the student experience and persistence. At Arizona State University, sending behaviorally-designed email reminders to students and parents about the Free Application for Federal Student Aid (FAFSA) priority deadline increased submissions by 72% and led to an increase in grant awards. Freshman retention among low-income, first generation, under-represented or other students most at risk of dropping out increased by 10% at San Francisco State University with the use of a testimonial video, self-affirming exercises, and monthly messaging aimed at first-time students.

“This evidence demonstrates how behavioral science can be the key to uplifting millions of Americans through education,” said Alissa Fishbane, Managing Director at ideas42. “By approaching the completion crisis from the whole experience of students themselves, administrators and policymakers have the opportunity to reduce the number of students who start, but do not finish, college—students who take on the financial burden of tuition but miss out on the substantial benefits of earning a degree.”

The results of this work drive home the importance of examining the college experience from the student perspective and through the lens of human behavior. College administrators and policymakers can replicate these gains at institutions across the country to make it simpler for students to complete the degree they started in ways that are often easier and less expensive to implement than existing alternatives—paving the way to stronger economic futures for millions of Americans….(More)”

The Digital Equilibrium Project

Curated on Posted on by Stefaan Verhulst

Press Release by The Digital Equilibrium Project: “Cybersecurity, government and privacy experts are banding together as part of The ‘Digital Equilibrium Project’ to foster a new, productive dialogue on balancing security and privacy in the connected world. The project aims to address the underlying issues fueling acrimonious debates like the contentious court order between Apple and the U.S. Government.

  • The diverse group includes current and former leaders of some of the world’s largest cybersecurity firms and organizations, former officials in the NSA and national law enforcement, and leaders of some of the nation’s most influential privacy organizations. These individuals believe new thinking and collaboration is needed to avert potential catastrophes as the digital and physical worlds become more interdependent.
  • The group will release its foundational paper ‘Balancing Security and Privacy in the Connected World’ on Tuesday, March 1st at the RSA Conference – the world’s largest cybersecurity conference.
  • This project and related paper, months in the making, seek to end the kinds of standoffs we are seeing between Apple and the U.S. Government, addressing the underlying lack of social norms and legal constructs for the digital world.
  • They will convene a mid-year summit to craft a framework or ‘constitution’ for the digital world. The intent of this constitution is to help guide policy creation, broker compromise and serve as the foundation for decision making around cybersecurity issues. Senior executives from the Justice Department, Apple and other technology firms will be invited to participate…..

Next week the group will publish its foundational paper, crafted over extensive meetings, interviews and working sessions. The paper is meant to foster a new, collaborative discussion on the most pressing questions that could determine the future safety and social value of the Internet and the digital technologies that depend on it. In addition to releasing the paper at the RSA Conference, members of the group will discuss the paper and related issues during a main-stage panel session moderated by Art Coviello, former Executive Chairman of RSA Security, and James Kaplan, a McKinsey partner, on Thursday, March 3rd. Panel members will include: Michael Chertoff, Executive Chairman of The Chertoff Group and former Secretary of Homeland Security; Trevor Hughes, President and CEO of the International Association of Privacy Professionals; Mike McConnell, former Director of the NSA and Director, National Intelligence; and Nuala O’Connor, President and CEO, Center for Democracy & Technology.

The paper urges governments, corporations and privacy advocates to put aside the polarizing arguments that have cast security and privacy as opposing forces, and calls for a mid-year summit meeting between these parties to formulate a new structure for advancement of these pressing issues. It poses four fundamental questions that must be addressed to ensure the digital world can evolve in ways that ensure individual privacy while enabling the productivity and commercial gains that can improve quality of life around the globe. The four questions are:

  • What practices should organizations adopt to achieve their goals while protecting the privacy of their customers and other stakeholders?
  • How can organizations continue to improve the protection of their digital infrastructures and adopt privacy management practices that protect their employees?
  • What privacy management practices should governments adopt to maintain civil liberties and expectations of privacy, while ensuring the safety and security of their citizens, organizations, and critical infrastructure?
  • What norms should countries adopt to protect their sovereignty while enabling global commerce and collaboration against criminal and terrorist threats?

The Digital Equilibrium Project’s foundational paper will available for download on March 1st at www.digitalequilibriumproject.com”

Big Data: A Tool for Inclusion or Exclusion? Understanding the Issues

Curated on Posted on by Stefaan Verhulst

Press Release: “A new report from the Federal Trade Commission outlines a number of questions for businesses to consider to help ensure that their use of big data analytics, while producing many benefits for consumers, avoids outcomes that may be exclusionary or discriminatory.

“Big data’s role is growing in nearly every area of business, affecting millions of consumers in concrete ways,” said FTC Chairwoman Edith Ramirez. “The potential benefits to consumers are significant, but businesses must ensure that their big data use does not lead to harmful exclusion or discrimination.”

The report, Big Data: A Tool for Inclusion or Exclusion? Understanding the Issues, looks specifically at big data at the end of its lifecycle – how it is used after being collected and analyzed, and draws on information from the FTC’s 2014 workshop, “Big Data: A Tool for Inclusion or Exclusion?,” as well as the Commission’s seminar on Alternative Scoring Products. The Commission also considered extensive public comments and additional public research in compiling the report.

The report highlights a number of innovative uses of big data that are providing benefits to underserved populations, including increased educational attainment, access to credit through non-traditional methods, specialized health care for underserved communities, and better access to employment.

In addition, the report looks at possible risks that could result from biases or inaccuracies about certain groups, including more individuals mistakenly denied opportunities based on the actions of others, exposing sensitive information, creating or reinforcing existing disparities, assisting in the targeting of vulnerable consumers for fraud, creating higher prices for goods and services in lower-income communities and weakening the effectiveness of consumer choice.

The report outlines some of the various laws that apply to the use of big data, especially in regards to possible issues of discrimination or exclusion, including the Fair Credit Reporting Act, FTC Act and equal opportunity laws. It also provides a range of questions for businesses to consider when they examine whether their big data programs comply with these laws.

The report also proposes four key policy questions that are drawn from research into the ways big data can both present and prevent harms. The policy questions are designed to help companies determine how best to maximize the benefit of their use of big data while limiting possible harms, by examining both practical questions of accuracy and built-in bias as well as whether the company’s use of big data raises ethical or fairness concerns….(More)”

Daedalus Issue on “The Internet”

Curated on Posted on by Stefaan Verhulst

Press release: “Thirty years ago, the Internet was a network that primarily delivered email among academic and government employees. Today, it is rapidly evolving into a control system for our physical environment through the Internet of Things, as mobile and wearable technology more tightly integrate the Internet into our everyday lives.

How will the future Internet be shaped by the design choices that we are making today? Could the Internet evolve into a fundamentally different platform than the one to which we have grown accustomed? As an alternative to big data, what would it mean to make ubiquitously collected data safely available to individuals as small data? How could we attain both security and privacy in the face of trends that seem to offer neither? And what role do public institutions, such as libraries, have in an environment that becomes more privatized by the day?

These are some of the questions addressed in the Winter 2016 issue of Daedalus on “The Internet.”  As guest editors David D. Clark (Senior Research Scientist at the MIT Computer Science and Artificial Intelligence Laboratory) and Yochai Benkler (Berkman Professor of Entrepreneurial Legal Studies at Harvard Law School and Faculty Co-Director of the Berkman Center for Internet and Society at Harvard University) have observed, the Internet “has become increasingly privately owned, commercial, productive, creative, and dangerous.”

Some of the themes explored in the issue include:

  • The conflicts that emerge among governments, corporate stakeholders, and Internet users through choices that are made in the design of the Internet
  • The challenges—including those of privacy and security—that materialize in the evolution from fixed terminals to ubiquitous computing
  • The role of public institutions in shaping the Internet’s privately owned open spaces
  • The ownership and security of data used for automatic control of connected devices, and
  • Consumer demand for “free” services—developed and supported through the sale of user data to advertisers….

Essays in the Winter 2016 issue of Daedalus include:

  • The Contingent Internet by David D. Clark (MIT)
  • Degrees of Freedom, Dimensions of Power by Yochai Benkler (Harvard Law School)
  • Edge Networks and Devices for the Internet of Things by Peter T. Kirstein (University College London)
  • Reassembling Our Digital Selves by Deborah Estrin (Cornell Tech and Weill Cornell Medical College) and Ari Juels (Cornell Tech)
  • Choices: Privacy and Surveillance in a Once and Future Internet by Susan Landau (Worcester Polytechnic Institute)
  • As Pirates Become CEOs: The Closing of the Open Internet by Zeynep Tufekci (University of North Carolina at Chapel Hill)
  • Design Choices for Libraries in the Digital-Plus Era by John Palfrey (Phillips Academy)…(More)

See also: Introduction