Causal-Semantic Bias Analysis Framework for Fairness | FairLens Analytics

A laptop with an open screen displaying dashboard analytics featuring charts, graphs, and numerical data related to sales and subscriptions. The interface is predominantly dark-themed with sections highlighting key performance metrics. The device shown is a MacBook Pro, indicated by the keyboard layout and branding.

A laptop with an open screen displaying dashboard analytics featuring charts, graphs, and numerical data related to sales and subscriptions. The interface is predominantly dark-themed with sections highlighting key performance metrics. The device shown is a MacBook Pro, indicated by the keyboard layout and branding.

Bias analysis framework

Bias Analysis

Framework for decomposing bias and enhancing fairness in algorithms.

An antique balance scale rests on a stone surface. One side holds a small round weight and the other a large, empty basin. The scale has a rustic appearance with visible rust and an inscription on its base. In the background, wooden planks provide a rustic backdrop.

An antique balance scale rests on a stone surface. One side holds a small round weight and the other a large, empty basin. The scale has a rustic appearance with visible rust and an inscription on its base. In the background, wooden planks provide a rustic backdrop.

A white lowercase letter 'b' is prominently displayed against a dark background. The scene includes some blurred leaves in the foreground, possibly indicating an indoor setting with natural elements.

A white lowercase letter 'b' is prominently displayed against a dark background. The scene includes some blurred leaves in the foreground, possibly indicating an indoor setting with natural elements.

A man and woman are smiling together, framed by a large border with the text, 'Prejudice is ugly. People are beautiful.' They stand in a park setting, with trees and grass visible. Various tents and people in casual clothing are in the background, suggesting an outdoor event or festival.

A man and woman are smiling together, framed by a large border with the text, 'Prejudice is ugly. People are beautiful.' They stand in a park setting, with trees and grass visible. Various tents and people in casual clothing are in the background, suggesting an outdoor event or festival.

A vertical line divides the image into two contrasting halves with a gradient effect. The left half displays shades of light teal, while the right half features darker green tones. The gradients blend softly towards the vertical line, creating a sense of depth and symmetry.

A vertical line divides the image into two contrasting halves with a gradient effect. The left half displays shades of light teal, while the right half features darker green tones. The gradients blend softly towards the vertical line, creating a sense of depth and symmetry.

Contact Fairlens Analytics Team

Reach out for bias analysis and algorithm development inquiries.

A person is leaning slightly forward against a light-colored backdrop, wearing a short-sleeved shirt with vertical black and beige stripes. The expression is neutral, and the sky is clear.

A person is leaning slightly forward against a light-colored backdrop, wearing a short-sleeved shirt with vertical black and beige stripes. The expression is neutral, and the sky is clear.