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How algorithms are transforming discrimination, part 1 – Rolling Out


Algorithms are everywhere. If we are not careful, algorithms could transition from making our lives easier to amplifying injustice and inequality.

Photo by Antoine Dautry on Unsplash

Algorithms are everywhere. You rely on them every day to make countless important decisions. You hit the search button in Google, and the search engine filters through millions of webpages to find what you want. An algorithm — a set of mathematical rules embedded into the computer — is what makes this possible.

Algorithms have the ability to make your life easier. They help you to request an Uber. They make your Amazon Prime purchase possible. Algorithms determine what you see in your Facebook feed, what movies Hulu recommends to you, and what ads you see in your Gmail account. Algorithms are a huge part of your daily life, whether you realize it or not.

Because of their impact, some people believe decisions made by artificial intelligence will yield more accurate results. But algorithms have proven themselves to not be more accurate than humans. After all, human beings write algorithms, and all human beings have biases. Humans bring their biases into coding, essentially transferring them into the algorithms. This easily transitions algorithms from being a tool that makes our lives easier to a tool that amplifies injustice and inequality.

Historically, discrimination has come in forms that could be immediately felt. Traditional discrimination says “you can’t attend this school because you are Black.”

” However, the “New Jim Code” (a term coined by Ruha Benjamin) allows for exclusion without you even being aware of it.  Essentially, artificial intelligence has the ability to “hide, speed, and even deepen discrimination, while seeming neutral and benevolent when compared to racist practices of previous eras.”

But before we can explain this concept, we must first understand one basic question:

What are algorithms?

Algorithms are sets of instructions that are followed to reach a certain result. When you multiply two times two — that is an algorithm. Similarly, a recipe is also an algorithm because you’re following a certain step-by-step procedure to get a certain outcome.

However, in the world of computer science, an algorithm is a sequence of instructions that tells a computer what to do. According to

“To make a computer do anything, you have to write a computer program. To write a computer program, you have to tell the computer, step by step, exactly what you want it to do. The computer then ‘executes’ the program, following each step mechanically, to accomplish the end goal. When you are telling the computer what to do, you also get to choose how it’s going to do it. That’s where computer algorithms come in.”

Also, algorithms can be designed to learn by themselves, instead of only following step-by-step instructions. This is done by training the computer on large amounts of data. This allows the computer to learn a certain set of characteristics and recognize them over time. Machine learning can be very beneficial, but it also presents risks to multiple constitutional rights.

Stay tuned for more on how algorithms impact our constitutional rights.

Source: How algorithms are transforming discrimination, part 1 – Rolling Out