Bias Prevention in AI
Fair & Equitable AI
We work to ensure our AI provides equitable support for all students, regardless of background. Bias prevention is an ongoing effort that requires continuous attention and improvement.
Our Approach
Professional Review Requirement
All AI recommendations require review by qualified professionals who can apply their expertise and context to catch potential biases.
Feedback Mechanisms
Educators can provide feedback on AI suggestions, helping us identify and address potential issues.
Transparency
We explain how our AI generates recommendations so professionals can evaluate them critically.
Focus on Observable Behaviors
Our AI focuses on observable, documented behaviors rather than making inferences about student characteristics.
Protected Characteristics
Our AI is designed to avoid making distinctions based on:
- Race or ethnicity
- Gender or gender identity
- Socioeconomic status
- Disability status
- Language or nationality
- Religion or beliefs
Report Bias Concerns
If you observe potential bias in our AI recommendations, please report it:
Email: support@classroompulse.io
We review all bias reports and work to address identified issues.