Safe & Smart Tech.
Companies that develop technology responsibly, protecting privacy and safety.
This dimension evaluates how technology companies handle the power they wield. We analyze data breach incidents, privacy violation fines (GDPR, CCPA), antitrust investigations, content moderation failures documented by researchers, and NGO reports on surveillance technology exports. AI ethics violations, algorithmic discrimination cases, and children's privacy breaches are weighted heavily.
What we measure
Data breach frequency, scale, and response effectiveness
AI ethics governance maturity and oversight mechanisms
Cybersecurity investment as percentage of revenue
Privacy certifications and regulatory compliance (GDPR, CCPA)
AI and algorithm audit practices for bias and fairness
User data control and privacy-by-design integration
Vulnerability management and bug bounty responsiveness
Digital rights advocacy and algorithmic harm remediation
Why it matters
Tech companies face an accelerating wave of regulation worldwide. GDPR fines alone have exceeded billions of euros. Companies that collect data recklessly, deploy biased algorithms, or sell surveillance tools face growing legal and regulatory exposure. Self-reported AI ethics principles mean nothing if the company is simultaneously being sued for algorithmic discrimination.
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Rankings based on AI-generated analysis of publicly available data. Not financial advice. See our Risk Disclosure for full details.