country,metro,technology,role,developers,public_email_pct,open_to_work_pct
United Kingdom,*,*,*,13095,34,21
United Kingdom,*,*,Software engineering,8397,34,23
United Kingdom,London,*,*,6666,35,21
United Kingdom,*,Python,*,3819,33,19
United Kingdom,*,*,AI product,3254,35,26
United Kingdom,*,*,Infrastructure,2724,36,22
United Kingdom,*,TypeScript,*,2446,33,26
United Kingdom,London,Python,*,2008,34,19
United Kingdom,*,Node.js,*,1976,35,23
United Kingdom,*,*,AI research,1711,34,24
United Kingdom,*,AI Agents,*,1516,34,27
United Kingdom,*,RAG / Retrieval,*,1320,36,26
United Kingdom,*,AWS,*,1286,35,25
United Kingdom,London,TypeScript,*,1264,35,24
United Kingdom,*,LLM Engineering,*,1166,34,26
United Kingdom,London,Node.js,*,1050,34,23
United Kingdom,London,AI Agents,*,847,33,25
United Kingdom,*,Java,*,834,35,19
United Kingdom,*,Kubernetes / DevOps,*,789,36,23
United Kingdom,*,PyTorch / ML,*,730,37,26
United Kingdom,*,C++,*,728,39,20
United Kingdom,London,RAG / Retrieval,*,717,38,25
United Kingdom,*,Go / Golang,*,692,36,22
United Kingdom,London,AWS,*,675,35,24
United Kingdom,London,LLM Engineering,*,628,37,28
United Kingdom,*,Azure,*,617,33,19
United Kingdom,*,Terraform,*,612,32,20
United Kingdom,*,Rust,*,600,38,26
United Kingdom,Manchester,*,*,596,33,18
United Kingdom,*,.NET / C#,*,565,29,20
United Kingdom,*,PHP,*,486,33,34
United Kingdom,London,Kubernetes / DevOps,*,431,36,25
United Kingdom,*,Computer Vision,*,424,37,23
United Kingdom,London,PyTorch / ML,*,416,38,25
United Kingdom,Edinburgh,*,*,408,35,13
United Kingdom,London,Go / Golang,*,375,38,21
United Kingdom,London,Java,*,375,35,21
United Kingdom,London,C++,*,336,40,21
United Kingdom,London,Rust,*,331,36,27
United Kingdom,*,Ruby,*,330,41,20
United Kingdom,*,GenAI Media (Image/Video),*,319,34,24
United Kingdom,Bristol,*,*,302,32,13
United Kingdom,London,Terraform,*,297,34,22
United Kingdom,London,Azure,*,294,33,21
United Kingdom,*,*,Data science,262,36,23
United Kingdom,*,LLM Inference / Serving,*,248,29,27
United Kingdom,*,Kotlin / Android,*,246,35,20
United Kingdom,*,Swift / iOS,*,237,41,27
United Kingdom,London,Computer Vision,*,234,41,24
United Kingdom,London,.NET / C#,*,229,31,17
United Kingdom,London,PHP,*,220,33,35
United Kingdom,Glasgow,*,*,212,36,15
United Kingdom,*,TensorFlow / ML,*,210,37,30
United Kingdom,*,GCP,*,204,37,26
United Kingdom,London,Ruby,*,196,40,22
United Kingdom,London,GenAI Media (Image/Video),*,180,39,27
United Kingdom,*,Angular,*,163,38,12
United Kingdom,Leeds,*,*,162,33,18
United Kingdom,*,*,Data engineering,160,32,21
United Kingdom,Manchester,Python,*,159,38,14
United Kingdom,*,React,*,154,44,15
United Kingdom,Birmingham,*,*,153,35,24
United Kingdom,*,Scala / Spark,*,152,27,19
United Kingdom,Edinburgh,Python,*,144,32,13
United Kingdom,London,Swift / iOS,*,143,41,27
United Kingdom,London,Kotlin / Android,*,140,37,21
United Kingdom,London,TensorFlow / ML,*,137,43,33
United Kingdom,*,JAX,*,136,38,26
United Kingdom,London,GCP,*,128,36,28
United Kingdom,London,LLM Inference / Serving,*,128,30,28
United Kingdom,Bristol,Python,*,119,35,12
United Kingdom,Sheffield,*,*,115,37,15
United Kingdom,Newcastle,*,*,110,44,18
United Kingdom,London,Scala / Spark,*,104,30,20
United Kingdom,*,Hugging Face,*,101,37,30
United Kingdom,Manchester,TypeScript,*,99,34,19
United Kingdom,*,Reinforcement Learning,*,96,45,38
United Kingdom,*,Flutter / Dart,*,94,39,29
United Kingdom,London,JAX,*,88,38,27
United Kingdom,Manchester,Node.js,*,88,32,19
United Kingdom,London,React,*,85,55,16
United Kingdom,Belfast,*,*,79,30,11
United Kingdom,Cardiff,*,*,78,42,32
United Kingdom,*,NLP,*,76,32,32
United Kingdom,London,Angular,*,74,45,18
United Kingdom,Glasgow,Python,*,70,36,17
United Kingdom,London,Reinforcement Learning,*,66,47,44
United Kingdom,Edinburgh,Node.js,*,65,35,12
United Kingdom,London,Hugging Face,*,62,34,26
United Kingdom,Cambridge,*,*,58,40,19
United Kingdom,Edinburgh,TypeScript,*,58,29,14
United Kingdom,Manchester,AWS,*,58,41,17
United Kingdom,Manchester,AI Agents,*,55,35,18
United Kingdom,London,Flutter / Dart,*,54,39,24
United Kingdom,Nottingham,*,*,54,39,17
United Kingdom,London,NLP,*,51,39,35