Data
The Myth of the Clean Dataset
After processing 36,791 SEC filings, 23% contained structural anomalies that would have corrupted any downstream analysis. The myth of the clean dataset persists because most…
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Tag: data-pipelines
Mar 10, 2026
Data
Building a Data Intelligence Pipeline from SEC Filings
How I turned 36,791 SEC filings into a validated enterprise prospect database — and what the 58% false positive rate taught me about data quality.
Jan 27, 2026
Data
Building Event-Driven Data Pipelines
A practical guide to designing event-driven architectures that actually work in production.
Dec 16, 2025