Personalized ranking systems that predict which items a user will engage with — historically classical ML, increasingly LLM-augmented with semantic reranking and conversational interfaces.
Primary AI lifecycle stage: application.
As of today, 844 active AI roles across 98 companies in our index reference Recommender systems. Hiring concentrates at the application (49%) and agents (35%) stages. Most common sectors: Big Tech, Consumer, Enterprise.
Personalized ranking systems that predict which items a user will engage with — historically classical ML, increasingly LLM-augmented with semantic reranking and conversational interfaces. Primary AI lifecycle stage: application.
844 active AI roles across 98 companies in our index reference Recommender systems as of today.
The companies with the most active Recommender systems listings are: Amazon (221 roles), Google (52 roles), Walmart (49 roles), Apple (33 roles), JPMorgan Chase (28 roles).
Recommender systems primarily belongs to the application stage of the AI lifecycle. In current hiring, Recommender systems roles concentrate at: application (49%), agents (35%).
The sectors with the most active Recommender systems hiring are: Big Tech, Consumer, Enterprise.
65 AI roles tagged recommender_systems.
| Company | Title | Sector | AI score | Other tags |
|---|---|---|---|---|
| JPMorgan Chase | Applied Machine Learning Scientist - Vice President | Banking | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Fine-tuning · Model serving · Multimodal · Agent research · RL post-training |
| Capital One | Applied Researcher II (AI Foundations, LLM Core and Agentic AI) | Banking | 9 | Pretraining · Fine-tuning · RL post-training · Frontier research · Agent research · Agent orchestration · Vector DB · Model serving · Multimodal |
| JPMorgan Chase | AI Agents Applied Engineer - Senior Associate | Banking | 9 | Agent orchestration · Tool use · Fine-tuning · Model serving · Inference infra · Guardrails · LLM observability · Search & ranking · RL post-training |
| JPMorgan Chase | AI Agents Applied Research/Engineering Lead - Vice President | Banking | 9 | Agent orchestration · Tool use · Guardrails · Fine-tuning · Model serving · Inference infra · Search & ranking · RL post-training |
| JPMorgan Chase | Machine Learning Scientist - Vice President | Banking | 9 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · RAG · Fine-tuning · Model serving · RL post-training · Multimodal |
| Capital One | Manager, Data Scientist - Recommendation & Personalization Systems | Banking | 8 | |
| JPMorgan Chase | Executive Director - Data Scientist | Banking | 8 | Model serving · Inference infra · RAG · Evals · Guardrails · LLM observability |
| JPMorgan Chase | Associate Client Advanced Analytics | Banking | 8 | RAG · Agent orchestration · Tool use · LLM observability · Fine-tuning · Model serving |
| JPMorgan Chase | Machine Learning Scientist - Natural Language Processing (NLP) - Senior Associate - Machine Learning Center of Excellence | Banking | 8 | Fine-tuning · Evals · Search & ranking · LLM observability |
| JPMorgan Chase | Sr. Lead Architect-Applied AI/ML | Banking | 8 | Model serving · Inference infra · RAG · Agent orchestration · Agent research |
| JPMorgan Chase | Sr Lead Software Engineer - Cloud / ML / GenAI | Banking | 8 | Agent orchestration · Tool use · Evals · Guardrails · LLM observability · Fine-tuning · Model serving |
| JPMorgan Chase | Applied AI/ML - Vice President | Banking | 8 | LLM observability · RAG · Fine-tuning · Model serving · Agent orchestration · Evals |
| JPMorgan Chase | Applied AIML -Executive Director | Banking | 8 | Search & ranking · RAG · Model serving · Inference infra · Evals · Guardrails |
| Capital One | Manager, Data Scientist - Recommendation & Personalization Systems | Banking | 8 | |
| JPMorgan Chase | Applied AI ML-Vice President | Banking | 8 | |
| JPMorgan Chase | Applied AI ML-Executive Director | Banking | 8 | Agent orchestration · LLM observability · RAG · Vector DB · Fine-tuning · Model serving · Search & ranking |
| JPMorgan Chase | Applied AI ML-Vice President | Banking | 8 | Search & ranking · Agent orchestration |
| JPMorgan Chase | Applied AI ML-Senior Associate | Banking | 8 | LLM observability · RAG · Search & ranking · Agent orchestration |
| Capital One | Sr. Distinguished Machine Learning Engineer (Remote-Eligible) | Banking | 8 | Inference infra · Model serving · Guardrails · Vector DB · RAG |
| JPMorgan Chase | Applied AI/ML - Vice President | Banking | 8 | LLM observability · RAG · Agent orchestration |
| JPMorgan Chase | Applied AI ML Lead | Banking | 8 | Agent orchestration · LLM observability · RAG · Vector DB · Fine-tuning · Inference infra · Model serving · Evals |
| Capital One | Applied Researcher I | Banking | 8 | Fine-tuning · Frontier research · Interpretability · RLHF · Vector DB · Model serving |
| JPMorgan Chase | Data Scientist Lead- NLP & LLM | Banking | 8 | RAG · LLM observability · Fine-tuning · Model serving · Search & ranking |
| JPMorgan Chase | Applied AI ML Lead -Digital | Banking | 8 | Search & ranking |
| JPMorgan Chase | Asset Management - Quantitative Analyst - Artificial Intelligence & Machine Learning Focus | Banking | 8 | LLM observability · RAG · Agent orchestration · Fine-tuning · Model serving · Search & ranking · Evals |
| Capital One | Applied Researcher II | Banking | 8 | Fine-tuning · RL post-training · Interpretability · Vector DB |
| Capital One | Applied Researcher II | Banking | 8 | Fine-tuning · RL post-training · Interpretability · Vector DB · Model serving |
| JPMorgan Chase | Applied AIML & Gen AI Executive Director - Machine Learning Center of Excellence | Banking | 8 | Model serving |
| JPMorgan Chase | Lead Machine Learning Engineer-MLOps | Banking | 8 | Model serving · Inference infra · LLM observability · Vector DB |
| JPMorgan Chase | Applied AI ML Director Machine Learning Center of Excellence | Banking | 8 |