M-DT-B-1: Are compliance and ethical standards regularly reviewed for external datasets?
No Compliance Checks: Lack of monitoring for compliance, bias, or security.
Unchecked Data Use: Third-party or user-generated data integrated without licensing or consent verification.
Security Risk: High risk of privacy breaches or ethical violations due to unmonitored datasets.
Description
No Compliance Checks: Lack of monitoring for compliance, bias, or security.
Unchecked Data Use: Third-party or user-generated data integrated without licensing or consent verification.
Security Risk: High risk of privacy breaches or ethical violations due to unmonitored datasets.
M-DT-B-2
M-DT-B-2: Is data preparation fully automated, consistently maintained, and continuously improved?
Initial Privacy Checks: Basic privacy and security compliance checks introduced.
Licensing Awareness: Increased awareness and preliminary adherence to licensing and regulatory obligations.
Bias Awareness: Emerging processes to identify obvious bias or harmful content, though inconsistently applied.
Description
Initial Privacy Checks: Basic privacy and security compliance checks introduced.
Licensing Awareness: Increased awareness and preliminary adherence to licensing and regulatory obligations.
Bias Awareness: Emerging processes to identify obvious bias or harmful content, though inconsistently applied.
M-DT-B-3
M-DT-B-3: Is monitoring of datasets for security, licensing, and ethical use systematically implemented and regularly audited?
Systematic Compliance: Routine compliance audits for security, licensing, ethical use, and bias mitigation.
Verified Usage Rights: Comprehensive vetting and documentation for third-party and sensitive data usage.
Robust Security Measures: Secure data handling protocols with regular drift and toxicity monitoring, maintaining regulatory readiness and ethical standards.
Description
Systematic Compliance: Routine compliance audits for security, licensing, ethical use, and bias mitigation.
Verified Usage Rights: Comprehensive vetting and documentation for third-party and sensitive data usage.
Robust Security Measures: Secure data handling protocols with regular drift and toxicity monitoring, maintaining regulatory readiness and ethical standards.