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◆STEM and Coding

AI jobs for software engineers and STEM experts

Frontier AI labs pay engineers, data scientists and security researchers to grade model-written code, build the repositories and test harnesses models are measured against, and audit the benchmark tasks that train them.

Open roles
110

listings, updated continuously

Median rate
$80/hr

from 98 published bands

Publish an hourly rate
89%

the sample every median here uses

See all 110 STEM and coding rolesExplore STEM and coding rates

What each STEM and coding specialty pays

Every listing we track, grouped by specialty. Rates are read from the platform's own posting — the median is of published hourly bands, and the range runs from the lowest published floor to the highest published ceiling. Per-task listings are counted but not priced.

SpecialtyRolesMedianPublished rangeDistribution
Machine Learning, AI & Data Science14 roles$110n=13$50–280
Security & Red Teaming9 roles$95n=8$50–250
General Software, IT & AI Evaluation6 roles$83n=6$30–160
Software Engineering37 roles$80n=33$25–280
Cloud, DevOps, Networking & IT12 roles$80n=12$45–165
Data Engineering & Analytics9 roles$80n=9$30–120
GPU & Kernel Engineering5 roles$80n=5$60–170
STEM PhD Coding5 roles$70n=5$70–70
Application Users — Developer Tools5 roles$60n=5$55–70
Nuclear, Civil & Physical Engineering8 rolesToo few to price—

Open STEM and coding roles

The listings behind the figures above, richest published ceiling first.

Senior Software Engineer
Micro1·STEM AND CODING·Listed 19d ago·Location not stated
Rate as listed
$245–280/hr
View →
Data Scientist
Micro1·STEM AND CODING·Listed 19d ago·Location not stated
Rate as listed
$245–280/hr
View →
Cybersecurity Research Expert – Offensive Security & Vulnerability Research
Mercor·STEM AND CODING·Listed 4 Aug·Location not stated
Rate as listed
$200–250/hr
View →
Expert Senior SWE
Mercor·STEM AND CODING·Listed 19 Jul·Location not stated
Rate as listed
$150–210/hr
View →
AI Data Science Domain Expert
Micro1·STEM AND CODING·Listed 4 Aug·Location not stated
Rate as listed
$100–200/hr
View →
Bioinformatics Machine Learning Expert
AfterQuery·STEM AND CODING·Listed 16 Apr·Location not stated
Rate as listed
$150–200/hr
View →
AI Software Engineering Domain Expert
Micro1·STEM AND CODING·Listed 4 Aug·Location not stated
Rate as listed
$100–200/hr
View →
Legacy Codebase Migration Expert
Mercor·STEM AND CODING·Listed 24d ago·Location not stated
Rate as listed
$200/hr
View →
All 110 STEM and coding roles

What engineers do in AI

  • Grade model-written code

    Review AI-generated patches, pull requests and coding-session traces for correctness and sound workflow, and write rubric-anchored feedback a lab can act on.

  • Build the environment a model is tested in

    Turn a real repository into a task: a pinned commit, a Dockerised environment, a failing-to-passing test signal and a golden solution you sharpen.

  • Audit benchmark tasks before they ship

    Check reference patches, test harnesses and grading scripts for correctness, reproducibility and leakage, then deliver a written verdict on whether the task enters the set.

  • Write the problems models still fail

    Author executable scientific-computing, kernel or security challenges that frontier models get wrong more often than right, with the criteria that define a correct answer.

  • Work directly with an AI lab

    Some listings are full-time roles embedded with a lab's research team writing instruction specs and benchmarks — W-2, and sometimes hybrid on-site in a specific city.

Who this work is for

Backgrounds in demand

  • Software engineers, full-stack & backend37roles
  • ML engineers, data scientists & AI researchers14roles
  • Cloud, DevOps, SRE & network engineers12roles
  • Security researchers & red teamers9roles
  • Data & analytics engineers, BI analysts9roles
  • GPU, CUDA & accelerator-kernel engineers5roles
  • Nuclear, civil & process-safety engineers8roles

Commonly asked for

  • Code review & patch grading
  • Reproducible test harnesses
  • Docker-based task environments
  • Benchmark auditing & leakage checks
  • Reference solutions & rubrics
  • Python, Java, Go, C, C#, Rust
  • CUDA, Triton & accelerator kernels
  • Infrastructure as code
  • Vulnerability research
  • Statistics & experiment design
  • Rubric-based evaluation
  • Written technical verdicts

Drawn from the listings themselves and not counted — the skills field on a listing is free text, and no ranking of it would mean anything.

Platforms hiring engineers and STEM experts

  • micro1Roles34Median$85Published range$30–280
  • EthosRoles6Median$85Published range$80–150
  • MercorRoles38Median$80Published range$25–250
  • AfterQueryRoles20Median$80Published range$30–200

Figures are calculated over the STEM and coding listings each platform currently has open, on the same basis as the rate report.

Also join these expert networks

  • PROFILE ENTRYEthos

    One profile with Ethos, matched to paid opportunities across fields as they open — not an application to a single listing.

    Create profile on Ethos →
  • PROFILE ENTRYHandshake AI

    One profile with Handshake AI, matched to paid opportunities across fields as they open — not an application to a single listing.

    Create profile on Handshake AI →

How AI expert work actually works

  • 4 min read

    How Coding and STEM AI Evaluation Works

    Check specifications, reproduce results and distinguish a convincing explanation from code or reasoning that actually works.

  • 4 min read

    How to Evaluate AI Agents and Multi-Step Tasks

    Inspect the result, the tool-use record and the constraints an agent had to respect. A confident final message is only one piece of evidence.

  • 5 min read

    How to Pass an AI Evaluation Interview or Assessment

    Prepare to demonstrate your reasoning, follow the assessment rules and explain your experience without scripts or invented credentials.

  • 6 min read

    Mercor vs micro1: How to Compare AI Evaluation Platforms

    Compare the application route, project requirements and engagement terms. Choose a specific opportunity rather than a platform-wide promise.

Questions, answered plainly

Mostly four things: grade model-written code and coding-session traces against a rubric; build the repositories, containers and test suites a model is measured in; audit benchmark tasks for correctness and leakage before they enter a training or evaluation set; and write the hard problems models still fail, with the criteria that define a correct answer. Engineering judgement is what is being bought.

The median across the listings we track is at the top of this page, and each specialty's median and published range is in the table above it — every one with the number of listings behind it. Not every listing here is hourly: some are paid per accepted task, and those are counted in the total but enter no median. Rates are read from the platform's own posting; where a platform publishes nothing, we show nothing.

Not for most of the board. Much of it asks for working software engineers — backend, full-stack, QA — and grades on engineering judgement, not on ML. The ML and data-science rows are the exception and say so in the title. Each role page separates what a listing requires from what it prefers.

Most listings here are project-based contract work paid by the hour and described as remote. A run of Mercor listings is paid per accepted task instead — codebase tasks, dual-use red-team prompts — and some are full-time W-2 roles, sometimes hybrid on-site in a specific city. Some are restricted to the United States. Each role page repeats what its listing says; we publish no remote percentage, because a listing that says nothing about location is not the same as one that says “anywhere”.

Other fields

  • LANGUAGES169
  • GENERALIST161
  • SCIENCES102
  • FINANCE99

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