country,metro,technology,role,developers,public_email_pct,open_to_work_pct
United Kingdom,*,*,*,13739,34,21
United Kingdom,*,*,Software engineering,8708,34,24
United Kingdom,London,*,*,7009,35,21
United Kingdom,*,Python,*,3984,33,20
United Kingdom,*,*,AI product,3368,35,26
United Kingdom,*,*,Infrastructure,2915,35,23
United Kingdom,*,TypeScript,*,2536,34,26
United Kingdom,London,Python,*,2094,34,19
United Kingdom,*,Node.js,*,2025,35,23
United Kingdom,*,*,AI research,1889,34,24
United Kingdom,*,AI Agents,*,1576,34,27
United Kingdom,*,RAG / Retrieval,*,1368,36,26
United Kingdom,*,AWS,*,1320,35,25
United Kingdom,London,TypeScript,*,1292,35,24
United Kingdom,*,LLM Engineering,*,1227,34,26
United Kingdom,London,Node.js,*,1061,34,23
United Kingdom,London,AI Agents,*,873,33,25
United Kingdom,*,Java,*,864,34,19
United Kingdom,*,Kubernetes / DevOps,*,839,36,23
United Kingdom,*,PyTorch / ML,*,782,37,26
United Kingdom,*,C++,*,754,38,20
United Kingdom,*,Go / Golang,*,733,36,22
United Kingdom,London,RAG / Retrieval,*,730,38,25
United Kingdom,*,React,*,717,36,26
United Kingdom,London,AWS,*,697,35,24
United Kingdom,London,LLM Engineering,*,655,37,28
United Kingdom,*,Azure,*,639,33,20
United Kingdom,*,Rust,*,635,37,25
United Kingdom,*,Terraform,*,634,32,20
United Kingdom,Manchester,*,*,607,33,19
United Kingdom,*,.NET / C#,*,572,29,20
United Kingdom,*,PHP,*,490,33,33
United Kingdom,London,Kubernetes / DevOps,*,459,35,24
United Kingdom,*,Computer Vision,*,456,36,25
United Kingdom,London,PyTorch / ML,*,444,39,25
United Kingdom,Edinburgh,*,*,421,35,14
United Kingdom,London,Go / Golang,*,395,38,21
United Kingdom,London,Java,*,394,36,21
United Kingdom,London,React,*,357,41,24
United Kingdom,London,C++,*,350,40,21
United Kingdom,London,Rust,*,344,36,26
United Kingdom,*,GenAI Media (Image/Video),*,337,32,25
United Kingdom,*,Ruby,*,337,41,20
United Kingdom,London,Terraform,*,311,33,22
United Kingdom,Bristol,*,*,308,31,13
United Kingdom,London,Azure,*,303,34,21
United Kingdom,*,*,Data engineering,283,32,21
United Kingdom,*,*,Data science,275,37,23
United Kingdom,*,LLM Inference / Serving,*,264,29,26
United Kingdom,London,Computer Vision,*,249,39,25
United Kingdom,*,Kotlin / Android,*,248,34,20
United Kingdom,*,Swift / iOS,*,240,41,27
United Kingdom,*,Docker,*,237,32,26
United Kingdom,London,.NET / C#,*,233,31,17
United Kingdom,*,TensorFlow / ML,*,221,38,29
United Kingdom,London,PHP,*,221,33,34
United Kingdom,Glasgow,*,*,216,36,16
United Kingdom,*,GCP,*,215,38,26
United Kingdom,*,Angular,*,212,34,16
United Kingdom,London,Ruby,*,200,40,22
United Kingdom,*,JAX,*,193,37,23
United Kingdom,London,GenAI Media (Image/Video),*,190,37,28
United Kingdom,Leeds,*,*,165,34,18
United Kingdom,Manchester,Python,*,163,39,15
United Kingdom,*,Scala / Spark,*,154,27,19
United Kingdom,Birmingham,*,*,154,34,24
United Kingdom,Edinburgh,Python,*,148,32,14
United Kingdom,London,TensorFlow / ML,*,147,45,33
United Kingdom,London,Swift / iOS,*,146,41,27
United Kingdom,London,Kotlin / Android,*,141,37,21
United Kingdom,*,Reinforcement Learning,*,140,40,29
United Kingdom,London,JAX,*,136,36,23
United Kingdom,London,LLM Inference / Serving,*,136,31,27
United Kingdom,London,GCP,*,134,36,27
United Kingdom,*,NLP,*,133,33,29
United Kingdom,*,Flutter / Dart,*,132,39,31
United Kingdom,*,Hugging Face,*,123,34,31
United Kingdom,Bristol,Python,*,119,35,12
United Kingdom,Sheffield,*,*,118,37,14
United Kingdom,Newcastle,*,*,114,44,18
United Kingdom,*,React Native,*,111,40,30
United Kingdom,London,Docker,*,109,34,19
United Kingdom,London,Reinforcement Learning,*,105,41,31
United Kingdom,London,Scala / Spark,*,105,30,20
United Kingdom,*,PostgreSQL,*,100,39,29
United Kingdom,Manchester,TypeScript,*,100,34,19
United Kingdom,London,Angular,*,94,40,17
United Kingdom,Manchester,Node.js,*,89,31,20
United Kingdom,*,Web3,*,86,42,36
United Kingdom,London,NLP,*,85,39,28
United Kingdom,Belfast,*,*,82,32,12
United Kingdom,Cardiff,*,*,80,41,31
United Kingdom,London,Hugging Face,*,76,30,25
United Kingdom,*,MongoDB,*,74,32,23
United Kingdom,Glasgow,Python,*,71,35,17
United Kingdom,London,Flutter / Dart,*,70,40,24
United Kingdom,Edinburgh,Node.js,*,67,37,12
United Kingdom,*,Haskell,*,66,41,17
United Kingdom,*,Vue.js,*,66,45,35
United Kingdom,London,React Native,*,66,50,30
United Kingdom,*,Kafka,*,65,42,15
United Kingdom,*,Prometheus,*,63,33,25
United Kingdom,Manchester,React,*,62,26,16
United Kingdom,Cambridge,*,*,59,41,19
United Kingdom,Manchester,AWS,*,59,42,17
United Kingdom,Edinburgh,TypeScript,*,58,29,14
United Kingdom,Manchester,AI Agents,*,57,37,18
United Kingdom,*,GraphQL,*,56,46,27
United Kingdom,London,PostgreSQL,*,56,43,29
United Kingdom,Nottingham,*,*,54,39,17
United Kingdom,*,Ansible,*,52,35,19
United Kingdom,*,Clojure,*,52,46,21