# Embeddings

Skill · Data Science, Analytics and AI/ML

Canonical page: https://career.thegoodapps.co/skills/embeddings

Embeddings are numerical vector representations of data—such as words, sentences, images, or other objects—that capture semantic meaning so that similar items are positioned close together in vector space. They are foundational to modern machine learning and natural language processing, powering applications like search, recommendation systems, and retrieval-augmented generation (RAG) for large language models. Data scientists and ML engineers use models like Word2Vec, BERT, or OpenAI's embedding APIs to generate them.

## Embeddings in the job market

- Open roles: 22
- Employers hiring: 19
- Last checked: September 13, 2026

## Asked for alongside Embeddings

Measured from the 22 open roles that name Embeddings, not from a curated list.

- [Python](https://career.thegoodapps.co/skills/python) — 12 roles (54.5%)
- [Retrieval-Augmented Generation (RAG)](https://career.thegoodapps.co/skills/retrieval-augmented-generation-rag) — 9 roles (40.9%)
- [Machine Learning](https://career.thegoodapps.co/skills/machine-learning) — 8 roles (36.4%)
- [LLMs (Large Language Models)](https://career.thegoodapps.co/skills/llms-large-language-models) — 6 roles (27.3%)
- [React](https://career.thegoodapps.co/skills/react) — 6 roles (27.3%)
- [TypeScript](https://career.thegoodapps.co/skills/typescript) — 6 roles (27.3%)
- [Amazon Web Services (AWS)](https://career.thegoodapps.co/skills/amazon-web-services-aws) — 5 roles (22.7%)
- [Java](https://career.thegoodapps.co/skills/java) — 5 roles (22.7%)

## Roles that use Embeddings

- [Software Engineer](https://career.thegoodapps.co/occupations/software-engineer) — 11
- [Engineering Manager](https://career.thegoodapps.co/occupations/engineering-manager) — 3
- [Data Scientist](https://career.thegoodapps.co/occupations/data-scientist) — 2
- [Machine Learning Engineer](https://career.thegoodapps.co/occupations/machine-learning-engineer) — 2
- [Machine Learning Scientist](https://career.thegoodapps.co/occupations/machine-learning-scientist) — 1
- [Product Manager](https://career.thegoodapps.co/occupations/product-manager) — 1

## Employers hiring for Embeddings

- [Help Scout](https://career.thegoodapps.co/organizations/help-scout) — 2 open roles
- [Mem0](https://career.thegoodapps.co/organizations/mem0) — 2 open roles
- [Notion](https://career.thegoodapps.co/organizations/notion) — 2 open roles
- [Accenture](https://career.thegoodapps.co/organizations/accenture) — 1 open role
- [Bend Studio](https://career.thegoodapps.co/organizations/bend-studio) — 1 open role
- [Bluefish](https://career.thegoodapps.co/organizations/bluefish) — 1 open role

Related skills: [Vector Databases](https://career.thegoodapps.co/skills/vector-databases), [Pinecone](https://career.thegoodapps.co/skills/pinecone), [Weaviate](https://career.thegoodapps.co/skills/weaviate), [Retrieval-Augmented Generation](https://career.thegoodapps.co/skills/retrieval-augmented-generation), [Chroma](https://career.thegoodapps.co/skills/chroma), [Qdrant](https://career.thegoodapps.co/skills/qdrant), [Natural Language Processing](https://career.thegoodapps.co/skills/natural-language-processing), [Retrieval-Augmented Generation (RAG)](https://career.thegoodapps.co/skills/retrieval-augmented-generation-rag), [BERT](https://career.thegoodapps.co/skills/bert), [Tokenization](https://career.thegoodapps.co/skills/tokenization)

## Open roles requiring Embeddings (22)

- [Senior AI Engineer](https://career.thegoodapps.co/jobs/55cf7dc6-f2e4-4391-9fcf-95794c7530b7/senior-ai-engineer-at-moderna) at [Moderna](https://career.thegoodapps.co/organizations/moderna) — $145,900 – $234,200
- [Sr. Data Scientist (Remote Eligible)](https://career.thegoodapps.co/jobs/217afa6f-d357-4c0f-be60-2fee8f36368f/sr-data-scientist-remote-eligible-at-general-mills) at [General Mills](https://career.thegoodapps.co/organizations/general-mills) — Full-time, Minneapolis, MN · Remote, $110,800 – $184,800
- [AI Native SW Engineering](https://career.thegoodapps.co/jobs/ed00cbd4-25fe-4adc-aef3-c11d85413992/ai-native-sw-engineering-at-accenture) at [Accenture](https://career.thegoodapps.co/organizations/accenture)
- [Engineering Manager, Search](https://career.thegoodapps.co/jobs/902cc93f-5204-4ca9-9fbf-a857d23a9e57/engineering-manager-search-at-menlo-ventures-portfolio) at [Menlo Ventures Portfolio](https://career.thegoodapps.co/organizations/menlo-ventures-portfolio) — Full-time, New York, NY, $320,000 – $405,000
- [Forward Deployed Engineer](https://career.thegoodapps.co/jobs/5991e590-78ed-4a38-8a59-26286c607a5c/forward-deployed-engineer-at-mem0) at [Mem0](https://career.thegoodapps.co/organizations/mem0) — Full-time, San Francisco, CA, $150,000 – $190,000
- [Staff or Sr. Staff Software Engineer (AI Insurance Tech)](https://job-boards.greenhouse.io/evolutioniq/jobs/6122701004) at [Plug n Play Portfolio](https://career.thegoodapps.co/organizations/plug-n-play-portfolio) — New York, NY, $275,000 – $330,000 (listed on Plug n Play Portfolio's own careers site)
- [Research Scientist](https://career.thegoodapps.co/jobs/a8b68c3a-c489-4015-b3b0-300e29b0b927/research-scientist-at-openrouter) at [OpenRouter](https://career.thegoodapps.co/organizations/openrouter) — Remote (US), $250,000 – $285,000
- [Agent Engineer [IC4]](https://career.thegoodapps.co/jobs/259db3cb-539b-49d3-9d5c-32fc3f65e0cf/agent-engineer-ic4-at-sourcegraph) at [Sourcegraph](https://career.thegoodapps.co/organizations/sourcegraph) — Remote, $88,000 – $176,000
- [Staff Product Engineer](https://jobs.ashbyhq.com/helpscout/f000b241-7974-4a2d-a80d-07fb807b2f90/application) at [Help Scout](https://career.thegoodapps.co/organizations/help-scout) — Full-time, United States · Remote, $187,000 – $214,000 (listed on Help Scout's own careers site)
- [Software Engineer, Early Career (AI)](https://jobs.ashbyhq.com/notion/85947779-6b87-466a-98bc-30a640448c28/application) at [Notion](https://career.thegoodapps.co/organizations/notion) — Full-time, San Francisco, CA · Remote, $130,000 – $150,000 (listed on Notion's own careers site)

All 22 open roles: https://career.thegoodapps.co/jobs?skills=871a77ac-8bd9-44ae-be6c-514ec04c14df