Fairlens Analytics: Bias Analysis and Fairness Solutions | FairLens Analytics

A digital body composition analyzer featuring a square platform with four circular metal sensors and an attached console with a display and various buttons. Both components are white with a sleek, modern design, placed on a wooden floor.

A digital body composition analyzer featuring a square platform with four circular metal sensors and an attached console with a display and various buttons. Both components are white with a sleek, modern design, placed on a wooden floor.

Bias analysis framework

A person with long dark hair stands against a plain background. Their expression is neutral, and they are wearing a dark top. The image is in black and white, highlighting the person's facial features and creating a stark contrast with the background.

A person with long dark hair stands against a plain background. Their expression is neutral, and they are wearing a dark top. The image is in black and white, highlighting the person's facial features and creating a stark contrast with the background.

Bias

Exploring frameworks for analyzing and mitigating algorithmic biases effectively.

A red poster with white text is pasted on a weathered concrete pole. The background features a pedestrian crossing, suggesting an urban setting. The text on the poster promotes values of decency, equality, and social justice.

A red poster with white text is pasted on a weathered concrete pole. The background features a pedestrian crossing, suggesting an urban setting. The text on the poster promotes values of decency, equality, and social justice.

A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'

A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'

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A group of people at a protest hold signs advocating for justice and criticizing law enforcement practices. The visible signs have messages calling for a people's verdict and addressing racial issues. The background includes lush green trees and a traffic light.

A group of people at a protest hold signs advocating for justice and criticizing law enforcement practices. The visible signs have messages calling for a people's verdict and addressing racial issues. The background includes lush green trees and a traffic light.