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TIME LINE

July 8-Aug. 3.

Futures and Options 6th Annual Certificate Program. Chicago Mercantile Exchange and DePaul University. Chicago Mercantile Exchange/DePaul University. 312-930-3198.

July 10.

The Securities Business and Internet Applications seminar. Financial Information Forum. World Trade Center. New York City. 212-422-8568.

July 18-19.

Pricing, Hedging and Risk Management Course. Oxford Financial Education and Training. Chase Development Center. New York City. 44 (0) 1865 288170.

July 22-23.

Complia

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M&As, MCPs and why clean data is essential

The Waters Wrap: Financial firms are racing to adopt AI—but the payoff depends on having the right foundations, particularly clean, normalized data, writes Wei‑Shen.

How governance-first architecture stabilizes complex systems

Chetan Patil argues that many transformation projects fail not because of the technology but because of weak data governance. Adopting a governance-first discipline early (and building speed, resiliency, and credibility over time) is best.

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