Helping investment managers make smarter, faster decisions by building robust data pipelines and applying 20+ years of expertise in data sciencethedatablacksmith.substack.com FranceJoined June 2025
Business leaders and executives should realize that rushing toward complex AI solutions to impress shareholders often wastes money and delivers worse results than simpler approaches would.
Your backtest is lying if your timestamps don’t line up.
Mismatched data kills performance and trust, fast.
- Audit all data feed time zones
- Convert timestamps at ingestion
- Store everything in UTC, no exceptions
- Sync system clocks hourly
- Monitor for latency drift
Bad data doesn't just break dashboards — it breaks trust. Trust in the systems. Trust in the team. Trust in the decisions that follow. Once that trust erodes, it doesn’t matter how good your models are. The story's already over before the first query runs.
#DataScience
Data quality isn’t a "nice-to-have." It’s the difference between "We caught this before deployment" and "Why did the board meeting turn into a courtroom drama?"
#dataengineering
Everyone wants “real-time data” until they see the cost, the infra complexity, and the chaos it introduces.
Batch is a feature, not a bug.
#DataEngineering#Streaming#E
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