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Last Post 06/22/2026 12:42 PM by  datawarehousebuilder
Data engineer looking to understand insurance data problems
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datawarehousebuilder
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06/22/2026 12:42 PM

    Hi all — I’m Gavin Powell. I’m a very experienced data engineer with a background in data warehousing, analytics, automation, and messy real-world datasets.

    I work with property, location, climate, claims, demographic, and geographic data, and I’m especially interested in property insurance, flood, weather, catastrophe response, roof/property condition data, and property-related risk.

    I’m here to learn from people who are closer to the actual insurance work than I am.

    I can build the data side, but I do not want to guess at the insurance side. What I do not have is enough direct field experience to know which problems are genuinely painful versus merely interesting from the outside.

    For example:

    • Underwriting data that is missing, stale, or unreliable

    • Roof/property updates that are hard to verify

    • Permit, inspection, or public-record gaps

    • Flood, hail, wind, wildfire, or catastrophe-response analysis

    • Claims triage or prioritization

    • Broker/agent risk or territory analysis

    • Manual spreadsheet work that should probably be automated

    For those of you working in claims, adjusting, underwriting, brokerage, catastrophe response, or risk management:

    What data problems keep coming up?

    Where is information missing, stale, hard to trust, or too manual?

    I’m not posting an advertisement or pretending I already know the answer. I’m trying to understand where data engineering and analytics could actually be useful to people doing the work.

    Thanks.

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