Exam PA · Data Exploration and Visualization · Free Lesson

Evaluate effective data design with respect to time frame, sampling, and granularity.

Free SOA Exam PA (Predictive Analytics) lesson in Data Exploration and Visualization. 12 min read, ~1,817 words.

Time frame. Every historical dataset forces a trade. Reach further back and you gain rows, which lowers variance and stabilizes estimates. Reach too far and you pull in periods that no longer represent today: a repriced product, a new underwriting rule, a regulatory shift. Those older values bias the model...

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