Algorithmic bias can originate from three sources (at least): In the first case, data can be skewed or imbalanced due to several reasons: algorithms #bias #socialcomputing
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People make decisions that are far from optimal. Concerning their personal health, economics, and the wellbeing of others, whether people or planet. Algorithms nudge people toward making better or worse decisions. Currently, many algorithms nudge people toward worse decisions, including social media addiction, impulsive shopping behaviors, overspending, and unsustainable consumption. It is a great collective […]
’Accountability’. There’s a lot of discussion about it, but it seems elusive in many real world situations. In fact, there is an alarming trend of people using automation in systems as an excuse to justify unfair treatment of others. Example: ”Oh, we can’t do anything, it’s in the system”. Or, ”I don’t have the authority […]
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Algorithmic Scapegoating
Algorithm scapegoating = blaming an ”algorithm” for a social problem instead of attributing the blame appropriately to humans. This is often done with some vague and incorrect notion of ”algorithm”, not specifying what algorithm and how exactly the algorithm was at fault at carrying out its task. This misattribution is often associated with not properly […]
Just spent 1.5hrs talking to a journalist about algorithms. Sharing my notes, containing many ”unpopular opinions” that I nonetheless believe should be part of the public discussion about these topics. TL;DR: It’s easy to blame algorithms, hard to take individual responsibility. Here’s what’s wrong with the debate on algorithms: (1) algorithms are used as scapegoats […]
Short argument: when talking about automation, it’s important to define what level we mean. There are at least three levels: automation within a professional task = this level deals with understanding how automation impacts people’s work, e.g., replacing them or boosting their productivity (both the good and the bad) automation within an organization = this […]
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Random notes from automation workshop
Notes from a CHI2018 workshop: creativity is not an excuse for ignorance software doing part of your work might be more work errors from the developers are cascading in the system never trust the marketing aspect of automation frictions in the promise of automation automation surprises automation was expected to have better consistent behavior automation […]
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On Social Media Sampling
In social media sampling, there are many issues. Two of them are: 1) the silent majority problem and 2) the grouping problem. The former refers to the imbalance between participants and spectators: can we trust that the vocal few represent the views of all? The latter means that people of similar opinions tend to flock […]
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Web 3.0: The dark side of social media
Web 2.0 was about all the pretty, shiny things about social media, like user-generated content, blogs, customer participation, ”everyone has a voice,” etc. Now, Web 3.0 is all about the dark side: algorithmic bias, filter bubbles, group polarization, flame wars, cyberbullying, etc. We discovered that maybe everyone should not have a voice, after all. Or at […]
Did you ever want to climb Mount Everest? If you did, you would have to split such a goal into many tasks: You would first need to find out what resources are needed for it, who could help you, how to prepare mentally and physically, etc. You would come up with a list of tasks […]
Algoritmien valta - Neutraalius ja puolueellisuus koneellisessa päätöksenteossa 