Risk Management

8.1 Identified Risks

• Data bias and representation issues

• System manipulation attempts

• Privacy breaches

• Algorithmic bias

• Misinterpretation of recommendations

8.2 Mitigation Strategies

• Regular bias audits

• Multi-stakeholder validation

• Enhanced security protocols

• Transparent decision logs

• Continuous monitoring systems