Algorithms – Law Street https://legacy.lawstreetmedia.com Law and Policy for Our Generation Wed, 13 Nov 2019 21:46:22 +0000 en-US hourly 1 https://wordpress.org/?v=4.9.8 100397344 Algorithms: How Blind Faith in Math and Data Can Exacerbate Social Ills https://legacy.lawstreetmedia.com/blogs/technology-blog/algorithms-math-data-social-ills/ https://legacy.lawstreetmedia.com/blogs/technology-blog/algorithms-math-data-social-ills/#respond Tue, 18 Oct 2016 19:58:52 +0000 http://lawstreetmedia.com/?p=56266

A panel of experts at New America recently discussed this quandary.

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"math" courtesy of [Akash Katakura via Flickr]

People trust math and data. Unlike the ambiguous, subjective nature of political debate or many other fields, math presents an objective truth. But should we trust in math with blind faith? Can a math-based system, a data-collecting mechanism unhinged from human error and discrepancy be fully trusted?

These are just a few of the questions that were addressed and discussed during a recent panel at New America, a think tank in Washington D.C. Algorithms–data processing formulas carried out by computer systems–can have hidden consequences and their potential for solving some of society’s deepest issues merits a closer look.

Why are we talking about algorithms now?

Cathy O’Neil’s new book, “Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy,” was the launchpad for algorithm discussion. O’Neil called math “beautiful, clear, and true,” but added that “there is no such thing as objectivity in algorithms.”

O’Neil said that algorithms require two things, one of which is inherently biased: loads of data points, and a “definition of success.” Whoever builds an algorithm, O’Neil said, brings their own definition of success to that model, and as an extension, the model’s conclusions will carry a result according to the technician’s definition of success. “Algorithms are not inherently fair,” said O’Neil, who earned a Ph.D. in math from Harvard and was an assistant professor at Barnard College. “The person building the model is in charge of the definition of success.”

To illustrate this point, O’Neil took the audience to her home kitchen. Her algorithm for cooking dinner for her children involves data factors such as time, ingredients, etc. Her definition of success: “Having my kids eat vegetables,” she said. But if the same data points were modeled after her son’s definition of success: “eating a lot of Nutella,” the outcome would be quite different.

Our world is awash in algorithms. From teacher evaluations to Amazon’s check-out process, society’s increasing reliance on computer systems to translate data points and solve problems like inequality, criminal justice, and surveillance. And while these systems are based on objective math, the outcome is not always ideal.

How do algorithms  affect our daily lives?

For Rachel Levinson-Waldman, an expert on surveillance technology and national security issues, who was also on the New America panel, mass surveillance relies on algorithms that are deeply opaque, mammoth in scale, and potentially damaging to certain groups of people. In mass surveillance algorithmic models, damage can be done if “you find yourself in a group that is more likely to be targeted with surveillance,” she said, mentioning people of color or Muslims in particular.

Levinson-Waldman echoed a sentiment shared throughout the panel. If one’s definition of success is turning a profit, which she said happens sometimes in the private security field, their algorithm will be based on “skewed incentives.” She said: “If you think the purpose of something is to make money, you’ll do something very different than if the purpose is to help people.”

Not every panelist on hand at New America agreed. Daniel Castro, vice president at the Information Technology and Innovation Foundation, said that assuming an algorithm is to blame for perpetuating a social ill shifts focus from what is actually causing the social ill. Blaming faulty algorithms for societal issues “distracts us from going after real solutions,” Castro said.

What can be done to improve algorithms, to make sure they function more fairly? It might look like “some kind of regulation oversight or audit mechanism that would check whether an algorithm is being used in a discriminatory way,” said K. Sabeel Rahman, a panelist at the event and an assistant professor of law at Brooklyn Law School.

O’Neil insisted her book was meant to start a conversation around algorithms, to raise questions, not offer solutions. And while the panel spent a good deal of time expressing their concerns with algorithms, “I think algorithms are potentially wonderful,” O’Neil said.

Alec Siegel
Alec Siegel is a staff writer at Law Street Media. When he’s not working at Law Street he’s either cooking a mediocre tofu dish or enjoying a run in the woods. His passions include: gooey chocolate chips, black coffee, mountains, the Animal Kingdom in general, and John Lennon. Baklava is his achilles heel. Contact Alec at ASiegel@LawStreetMedia.com.

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EXCLUSIVE: Alan Turing Honored at the PROSE Awards https://legacy.lawstreetmedia.com/blogs/culture-blog/exclusive-alan-turing-honored-at-the-prose-awards/ https://legacy.lawstreetmedia.com/blogs/culture-blog/exclusive-alan-turing-honored-at-the-prose-awards/#comments Thu, 06 Feb 2014 20:48:09 +0000 http://lawstreetmedia.wpengine.com/?p=11703

This afternoon, publisher Elsevier Science won the R.R. Hawkins Award at the American Association of Publishers’ PROSE Awards, winning the top prize in the professional and scholarly publishing industry. Elsevier was honored for its work publishing the recent book, Alan Turing: His Work and Impact. Folks, how many of you even know who Alan Turing is? Probably […]

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This afternoon, publisher Elsevier Science won the R.R. Hawkins Award at the American Association of Publishers’ PROSE Awards, winning the top prize in the professional and scholarly publishing industry. Elsevier was honored for its work publishing the recent book, Alan Turing: His Work and Impact.

Folks, how many of you even know who Alan Turing is? Probably not a lot of you, unless you were serious math and science nerds during college.

So! I’ll catch you up. Born in 1912, Turing grew up in London and was one of those kids who’s just crazy smart. The kind of smart that makes you never want to read again, because OMG you could never measure up. He was such a talented math student that he skipped elementary calculus, and went straight to coming up with Einstein’s same ideas on his own by age 16.

Did you ever see Good Will Hunting? Alan Turing is basically Matt Damon. Yes. That guy.

But, since Turing didn’t endure childhood abuse and neglect like Will Hunting, he didn’t go on to become an under-achiever with anger problems. Instead, he turned out fabulously — he went on to become one of the most important mathematicians in history.

He came up with the idea to feed machines algorithms. He broke the German Enigma codes in World War II. He invented the CAPTCHA test. So, basically — that scene in The Social Network where the Facebook algorithm finds itself on the window of Zuck’s dorm room? That would be thanks to Turing. The Allied Powers defeating Hitler’s Nazi Germany in World War II? You can thank Turing for that, too. The computer you’re reading this post on right now? Also courtesy of Turing.

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Considering none of us can remember how to survive without computers and the Internet, Alan Turing pretty much made our whole lives. So, it’s pretty weird that a guy this important isn’t actually way more famous than he is, right?

Right. But he’s not. Because he was gay.

Back when Turing was alive, homosexuality was a criminal offense in England. So, in 1952, when his home was burgled by an acquaintance of his lover, Turing found himself in some deep shit. During the investigation, he admitted to having a romantic and sexual relationship with his lover, and wound up being charged with a crime himself. Crap like this is why queer folks don’t trust the cops, you guys.

Anyway! Turing wound up being convicted of gross indecency, and in lieu of prison time, he was sentenced to chemical castration. For one year, Turing received injections of oestrogen, a synthetic female hormone. As a result, he became impotent and developed gynaecomastia — a fancy doctor word that means he started growing breasts. Not surprisingly, Turing lost his security access and his job.

Also unsurprisingly, Turing was not a happy guy during this whole ordeal. He was so unhappy, in fact, that he committed suicide just two years later. In 1954, Turing was found dead in his apartment, a half-eaten apple lying beside him. It’s suspected that he laced the apple with cyanide in a dark reenactment of Snow White and the Seven Dwarfs. He was only 41.

In the years since his death, Turing’s legacy has been complicated. While his work lives on forever — providing the basis of all modern-day computer science — his name has been shrouded in shame-induced obscurity. His fame was revived in the early 2000s, when England batted around the idea of granting him a posthumous pardon for his “crimes,” something that didn’t officially happen until 2013.

So, when Elsevier published this book, celebrating Turing’s work and solidifying his place in history, it was a pretty big deal. They sent a message to the world that Alan Turing won’t be forgotten, despite his sexuality.

Before now, Turing was something of a tragic figure. He was a ridiculously great thinker, an indispensable historical figure, a scientific visionary with one tragic flaw. He liked other men. And in this heteronormative, patriarchal, Puritanical, fucked up world, that was reason enough to banish him from the history books. To banish him from life, really. His final years on this planet were tortured ones, and his gross mistreatment at the hands of the law ultimately led to his suicide.

Turing wasn’t alone. Countless queers have been persecuted over the course of history, and we continue to face social and legal adversity today. In the United States, homosexuality was a criminal offense until 2003. That’s insane.

So, here’s the bottom line. It’s awesome that Elsevier published this book, and it’s super fabulous that the company was honored for it. You heard it here first.

But Turing’s not the only gay man who suffered at the hands of the law. He’s not the only queer person whose legacy was forced into obscurity. And he’s not the only queer whose life was cut tragically short.

So, let’s remember Alan Turing. But let’s not forget about the rest of our community—especially those of us who aren’t white, male, able-bodied, middle-class, and cisgender. We’re suffering too.

Featured image courtesy of [Tim Ellis via Flickr]

Hannah R. Winsten
Hannah R. Winsten is a freelance copywriter, marketing consultant, and blogger living in New York’s sixth borough. She hates tweeting but does it anyway. She aspires to be the next Rachel Maddow. Contact Hannah at staff@LawStreetMedia.com.

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