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Roles at frontier labs · Research specialties

Interpretability Researcher

5 recorded postings · Partial update · October 8, 2026

Recorded postings, not a live vacancy count. Partial update: some sources retain earlier observations; each listing has its own check date.

Interpretability teams look inside models to explain what they compute: features, circuits and probes, and tools that let other researchers do the same.

What the postings ask for
  1. Interpretability 100%
  2. Python 80%
  3. How language models work 60%
  4. Pretraining and scaling laws 40%
  5. Multimodal models 40%
  6. Math for ML 40%

taught here course coming not taught

The numbers

Recorded postings at 2 labs
5
Median base pay middle half $425k to $440k, 5 U.S. bands
$438k
No degree requirement stated 0% require a PhD outright
60%
Years asked, median of the 4 that state a minimum
3.5
Explore opportunities

The recorded snapshot

Postings from 2 labs

In the labs' own words

In the labs' own words

“Some familiarity with our work and mechanistic interpretability”
Anthropic · [Expression of Interest] Research Manager, Interpretability ↗

Your way in

Three doors to this role

  1. Door 1

    Finishing a degree

    Prof Rod Avatar

    40% mention publications

    The way in is a program: 32 recorded in the snapshot

  2. Door 2

    A software engineer

    Prof Rod Avatar

    60% have no degree requirement stated

    What to add

  3. Door 3

    A PhD

    Prof Rod Avatar

    20% ask for PyTorch

    Engineering at scale

Asked often

The short answers

How much does a interpretability researcher at a frontier lab make?

The median U.S. base salary across 5 recorded interpretability researcher postings that publish a band is $438k; the middle half runs from $425k to $440k. Equity and bonus are not included.

Do you need a PhD to be a interpretability researcher?

60% of the 5 recorded postings do not state a degree requirement, 40% mention a PhD or master's, and 0% require a PhD outright.

What skills do interpretability researcher postings ask for?

Most often: interpretability (100%), python (80%), how language models work (60%), pretraining and scaling laws (40%), multimodal models (40%).

Which labs posted interpretability researcher roles in this recorded board?

Recorded board: Anthropic (3), OpenAI (2).

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The board

Recorded postings, newest first

Each title opens the lab's own posting. By family: research scientists and engineers

  1. [Expression of Interest] Research Manager, Interpretability ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $500k base

  2. Research Engineer, Interpretability ↗

    Anthropic · Research scientists and engineers · No degree stated · $315k to $560k base

  3. Research Scientist, Interpretability ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  4. Researcher, Alignment Interpretability ↗

    OpenAI · Research scientists and engineers · PhD or equivalent experience · $295k to $500k base

  5. Researcher, Interpretability ↗

    OpenAI · Research scientists and engineers · PhD or equivalent experience · $380k to $500k base