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Align contact counts before daily marketplace decisions drift

You’re the data engineer. Your team is in the room. Printed Oct 19, 2026.

The contact measure has drifted from the homeowner action it is meant to represent.

Raw event history must remain intact while the trusted project model needs one consistent meaning for the attribute.

Who you’d be doing this for

“I sent the message, then spent the afternoon wondering if anyone actually got it.”

Felipe Almeida · Homeowner

She used the app to contact a local plumber after an unexpected leak.

What is at stake

Completed homeowner contacts are being undercounted because one mobile attribute arrives in two forms. You must weigh a durable normalization against preserving raw event history and existing metric definitions.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • raw event fidelity vs consistent metric meaning
  • mobile release stability vs immediate reporting accuracy
  • permissive ingestion vs early contract detection

Why Thumbtack

The homeowner project flow depends on trusted request and project datasets to show whether homeowners reach local professionals.

Written with these in mind

data reliability builderanalytics infrastructure engineerevent-modeling specialist

Not your kind of problem? 72 more at Thumbtack, or browse every organization.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.