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Something new at Thumbtack

Settle what counts as a first reply while teams count different things

You’re the data engineer. Your team is in the room. Printed Oct 21, 2026.

The first response can explain a lost lead, but the marketplace records it in more than one place.

A broad definition preserves coverage, while a strict definition preserves whether the pro actually engaged the homeowner.

Who you’d be doing this for

“I saw the lead after lunch, and by then the homeowner had already hired someone else.”

Larissa Teixeira · Home Service Business Owner

Runs a small plumbing business and decides each week how much lead budget the available crew can absorb.

What is at stake

Paid leads can look like weak matches when the pro simply responded too late. You must weigh broad event coverage against a definition that reflects real homeowner engagement.

Why it isn’t already fixed

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

  • coverage across paid leads vs. semantic precision
  • real-time signals vs. durable warehouse models
  • lead-quality diagnosis vs. pro follow-up accountability
  • current evidence vs. new instrumentation

Why Thumbtack

Paid leads, messaging, and matching all shape how local service businesses judge the value of demand generation.

Written with these in mind

Data product builderMarketplace data engineerAnalytics infrastructure 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.