Machine Learning Ethics & Safety Intermediate 1 min read

What is implicit bias?

A type of unconscious bias that affects how people make decisions and judgments

implicit bias explained in plain English

Implicit bias refers to the automatic and unintentional stereotypes or prejudices that people hold, which can influence their behavior and decision-making without them even realizing it

Analogy

Implicit bias is like having a pre-programmed filter in your brain that affects how you see and interpret the world, similar to how a camera lens can distort or enhance an image without you consciously adjusting it

Example

For example, a study found that job applicants with traditionally African American-sounding names were less likely to get called for an interview compared to applicants with traditionally white-sounding names, even when their resumes were identical

How is implicit bias used?

Implicit bias can be used to understand and address issues of discrimination and inequality in various fields, such as employment, education, and law enforcement

Common misconceptions about implicit bias

One common misconception is that implicit bias only affects people who are overtly prejudiced, when in fact it can affect anyone, regardless of their conscious beliefs or values

History

The concept of implicit bias was first introduced in the 1990s by psychologists Anthony Greenwald and Mahzarin Banaji, who developed the Implicit Association Test (IAT) to measure unconscious biases

Also known as

unconscious bias implicit prejudice automatic bias