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First-party data from building an autofill tool

Research

Field notes and measurements from private testing — field counts, parser behavior, and where application forms actually break. Honest about small samples.

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Job Application Field Notes: What We Measured Building an Autofill Tool

First-party field notes from private testing with 6 users and 40 applications: field counts, outcomes, repetition, and where the resolver still fails. Honest about a small sample.

10 minute read