Personalization is constrained by privacy law, fairness standards, and suitability obligations. Algorithms must not introduce discrimination, opaque profiling, or fiduciary breaches.

Sector Constraints

Sector Regulatory
Limitation
Wealth Fiduciary suitability
Insurance Anti-discrimination rules
Banking Credit fairness requirements

Supervisory scrutiny increases where personalization influences financial outcomes materially.

References: – European Banking Authority, Guidelines on Loan Origination – European Insurance and Occupational Pensions Authority, Fair Treatment Principles