Big Data Use and Licensing Agreements: Key Provisions, Privacy-Enhancing Technologies, Risk Mitigation Strategies
A live 90-minute CLE video webinar with interactive Q&A
This CLE course will guide corporate and technology counsel in using and licensing big data. The panel will discuss practical considerations when using big data, including anonymization, due diligence, and privacy‑enhancing technologies such as differential privacy and tokenization. The panel will also explain critical contractual provisions in big data licenses, including warranties, indemnification, limitation of liability, privacy and data security, confidentiality, and audit rights.
Outline
- Introduction: big data in today's landscape
- Definitions and key data types
- Legal and regulatory developments
- GDPR, CCPA/CPRA, and other U.S. state laws
- Data subject rights, consent management, cross-border, and localization
- Privacy-enhancing technologies
- Differential privacy, tokenization, synthetic data
- De-identification vs. pseudonymization
- Key contractual provisions in big data licenses
- License and use restrictions (e.g., AI training)
- Warranties, representations, and disclaimers
- Indemnification and limitations of liability
- Confidentiality, data ownership, and sub-licensing rights
- Big data in AI/ML: new risks and responsibilities
- Licensing for training datasets vs. outputs
- Legal concerns around bias, explainability, and model misuse
- Compliance, oversight, and enforcement
- Audit rights and monitoring obligations
- Documentation, due diligence, and vendor management
- Enforcement trends and litigation
Benefits
The panel will review these and other relevant issues:
- Key legal and contractual risks in obtaining and using big data
- Drafting license agreements for use in AI/ML models
- Regulatory impacts from GDPR, CCPA/CPRA, and state laws
- Strategies for anonymization, pseudonymization, and other privacy enhancements
- Contract downstream liability issues
- Audit, indemnity, and data security provisions to reduce exposure
Faculty

Melissa Krasnow
Partner
VLP Law Group
Ms. Krasnow practices in the areas of domestic and cross-border privacy and data security, technology transactions, and... | Read More
Ms. Krasnow practices in the areas of domestic and cross-border privacy and data security, technology transactions, and M&A. Her clients are based in the U.S., Canada and Europe. In the technology transactions area, Ms. Krasnow works together with companies on negotiating and documenting technology and commercial transactions, including MSAs, NDAs, data security addenda (DSAs), BAAs, data license agreements (DLAs)/big data initiatives, EU General Data Protection Regulation (GDPR) data processor agreements and California Consumer Privacy Act (CCPA) agreements.
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Michael R. Overly
Partner
Foley & Lardner
Mr. Overly focuses his practice on drafting and negotiating technology related agreements, software licenses, hardware... | Read More
Mr. Overly focuses his practice on drafting and negotiating technology related agreements, software licenses, hardware acquisition, development, disaster recovery, outsourcing agreements, information security agreements, e-commerce agreements, and technology use policies. He counsels clients in the areas of technology acquisition, information security, electronic commerce, and on-line law. He is the co-author of A Guide to IT Contracting: Checklists, Tools and Techniques (CRC Press, 2012).
CloseEarly Discount (through 09/12/25)