Stop guessing what to prepare.

See the gaps that repeat across your target companies, and the ones specific to each.

Try the report on a sample.

Switch companies and watch common and company-specific gaps recompute. Open any gap to see its evidence.

Job description says

Design and analyze experiments; reason about causal effects when randomization is not possible.

Your resume says

Ran A/B tests for a checkout redesign.

This gap is inferred, not confirmed. A short diagnostic question would ground it.

Sample resume and three sample job descriptions. Nothing is uploaded on this page.

Five kinds of gap, kept apart.

A conceptual gap is not an interview format, and a missing tool is not missing experience.

  • Knowledge

    You cannot yet explain or reason about the concept.

  • Applied skill

    You know it, but cannot yet do it under real conditions.

  • Interview format

    A round type you have not practiced. Coding counts only when the target process includes coding.

  • Experience evidence

    The role expects proof of scope that your resume does not show.

  • Tooling and domain

    Specific tools or domain knowledge a company expects.

Inferred is not the same as confirmed.

Every gap carries a state: needs grounding, likely gap, or covered on your resume. SPHERO does not pretend an inference is a fact.

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