Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for TensorFlow skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited TensorFlow over the 6 months to 20 November 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 640 860 1198
Rank change year-on-year +220 +338 -
Permanent jobs citing TensorFlow 527 314 13
As % of all permanent IT jobs advertised in England 0.35% 0.19% 0.007%
As % of the Libraries, Frameworks & Software Standards category 0.87% 0.46% 0.019%
Number of salaries quoted 453 256 10
England median annual salary £67,500 £65,000 £75,000
Median salary % change year-on-year +3.85% -13.33% -
10th Percentile £47,500 £45,000 £57,250
90th Percentile £107,000 £85,000 £101,750
UK median annual salary £67,500 £65,000 £75,000
% change year-on-year +3.85% -13.33% -

TensorFlow is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 60,641 67,961 69,128
As % of all permanent IT jobs advertised in England 39.94% 40.30% 39.16%
Number of salaries quoted 50,466 56,938 60,443
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,250 £30,000 £28,750
90th Percentile £85,000 £77,500 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

TensorFlow
Job Vacancy Trend in England

Job postings citing TensorFlow as a percentage of all IT jobs advertised in England.

Job vacancy trend for TensorFlow in England

TensorFlow
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing TensorFlow in England.

Salary trend for TensorFlow in England

TensorFlow
Salary Histogram in England

The salary distribution of IT jobs citing TensorFlow in England over the 6 months to 20 November 2018.

Salary histogram for TensorFlow in England

TensorFlow
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing TensorFlow within the England region over the 6 months to 20 November 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +141 290 £75,000 +20.00% 59
South East +97 121 £55,000 -21.43% 6
East of England +48 73 £65,000 -13.33% 11
North of England +26 18 £95,250 +58.75% 3
South West -1 11 £55,000 +22.22% 2
Yorkshire +38 10 £100,000 +207.69% 1
Midlands +41 8 £47,500 +5.56% 1
West Midlands +41 8 £47,500 +5.56% 1
North West +10 6 £50,000 -16.67%
North East - 6 £100,000 - 2
TensorFlow
UK

For the 6 months to 20 November 2018, IT jobs citing TensorFlow also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for TensorFlow.

1 462 (87.67%) Python
2 458 (86.91%) Machine Learning
3 357 (67.74%) Deep Learning
4 269 (51.04%) Artificial Intelligence
5 259 (49.15%) Natural Language Processing
6 254 (48.20%) Algorithms
7 219 (41.56%) Java
8 207 (39.28%) C++
9 205 (38.90%) Data Science
10 203 (38.52%) PhD
11 176 (33.40%) Software Engineering
12 168 (31.88%) C
13 138 (26.19%) Hadoop
14 136 (25.81%) C#
15 125 (23.72%) Apache Spark
15 125 (23.72%) Bayesian Methods
15 125 (23.72%) Mathematics
15 125 (23.72%) Keras
16 124 (23.53%) Reinforcement Learning
17 117 (22.20%) Analytics
18 113 (21.44%) Probabilistic Modelling
19 111 (21.06%) Big Data
20 107 (20.30%) Computational Linguistics
21 106 (20.11%) Multithreading
22 103 (19.54%) Biology
22 103 (19.54%) Distributed Algorithms
23 102 (19.35%) Computational Biology
23 102 (19.35%) MPhil
24 101 (19.17%) Agile Software Development
25 98 (18.60%) Amazon AWS

TensorFlow
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 125 (23.72%) Apache Spark
2 34 (6.45%) Elasticsearch
3 28 (5.31%) Apache
4 20 (3.80%) Jupyter
5 11 (2.09%) Apache Pig
6 9 (1.71%) SAS
7 8 (1.52%) DNN
8 2 (0.38%) Apache Solr
8 2 (0.38%) Ethereum
8 2 (0.38%) Hyperledger
9 1 (0.19%) Apache Airflow
9 1 (0.19%) IPython
Applications
1 27 (5.12%) Chatbot
2 5 (0.95%) Spreadsheet
2 5 (0.95%) SPSS
3 1 (0.19%) GNU Octave
Business Applications
1 2 (0.38%) Distributed Ledger
Cloud Services
1 98 (18.60%) Amazon AWS
2 47 (8.92%) Microsoft Azure
3 37 (7.02%) Google Cloud Platform
4 20 (3.80%) GitHub
5 18 (3.42%) Amazon SageMaker
6 15 (2.85%) Cloud Computing
7 9 (1.71%) Serverless
8 8 (1.52%) Amazon S3
8 8 (1.52%) Firebase
9 6 (1.14%) Amazon ELB
10 5 (0.95%) IBM Cloud
11 4 (0.76%) Amazon EC2
11 4 (0.76%) Amazon Kinesis
11 4 (0.76%) Cortana Intelligence Suite
11 4 (0.76%) Fastly
11 4 (0.76%) IaaS
11 4 (0.76%) SaaS
11 4 (0.76%) Slack
11 4 (0.76%) Stackdriver
11 4 (0.76%) Wit.ai
Communications & Networking
1 15 (2.85%) HTTP
2 14 (2.66%) Peer-to-Peer Networking
3 5 (0.95%) DAB
4 2 (0.38%) Wireless
5 1 (0.19%) Internet
5 1 (0.19%) Skype
Database & Business Intelligence
1 138 (26.19%) Hadoop
2 111 (21.06%) Big Data
3 61 (11.57%) NoSQL
4 59 (11.20%) Apache Hive
5 41 (7.78%) PostgreSQL
6 32 (6.07%) MongoDB
7 31 (5.88%) Data Mining
8 27 (5.12%) Text Mining
9 25 (4.74%) HBase
10 21 (3.98%) Apache Cassandra
10 21 (3.98%) Neo4j
11 20 (3.80%) Data Warehouse
11 20 (3.80%) QlikView
12 18 (3.42%) Blockchain
12 18 (3.42%) Impala
13 14 (2.66%) Sqoop
14 10 (1.90%) Amazon Redshift
14 10 (1.90%) MySQL
15 9 (1.71%) Data Lake
16 8 (1.52%) Relational Database
Development Applications
1 64 (12.14%) Git (software)
2 44 (8.35%) Jenkins
3 21 (3.98%) TeamCity
4 18 (3.42%) Atlassian Bamboo
5 16 (3.04%) Vagrant
6 7 (1.33%) Maven
7 6 (1.14%) Octopus Deploy
7 6 (1.14%) Subversion
8 5 (0.95%) Eclipse
8 5 (0.95%) JUnit
9 4 (0.76%) Visual Studio
10 3 (0.57%) Visual Studio Team System
11 2 (0.38%) Bitbucket
11 2 (0.38%) FindBugs
11 2 (0.38%) IntelliJ
11 2 (0.38%) JIRA
11 2 (0.38%) JSUnit
11 2 (0.38%) Mocha
11 2 (0.38%) Robot Framework
11 2 (0.38%) Sinon.JS
General
1 79 (14.99%) Finance
2 38 (7.21%) Games
2 38 (7.21%) Retail
3 33 (6.26%) Publishing
4 28 (5.31%) Banking
4 28 (5.31%) Electronics
5 12 (2.28%) Manufacturing
6 10 (1.90%) Marketing
7 9 (1.71%) Automotive
8 6 (1.14%) Advertising
8 6 (1.14%) Aerospace
9 4 (0.76%) Investment Banking
9 4 (0.76%) Telecoms
10 3 (0.57%) Law
10 3 (0.57%) Pharmaceutical
11 1 (0.19%) Financial Institution
11 1 (0.19%) French Language
11 1 (0.19%) Front Office
11 1 (0.19%) German Language
11 1 (0.19%) Legal
Job Titles
1 136 (25.81%) Developer
2 129 (24.48%) Data Scientist
3 82 (15.56%) Software Engineer
4 79 (14.99%) Machine Learning Engineer
5 58 (11.01%) Python Engineer
6 57 (10.82%) Software Developer
7 56 (10.63%) Senior Data Scientist
8 53 (10.06%) Developer/Software Engineer
9 42 (7.97%) Python Developer
10 41 (7.78%) Data Engineer
11 36 (6.83%) Architect
12 31 (5.88%) Machine Learning Developer
12 31 (5.88%) Machine Learning Scientist
13 26 (4.93%) Machine Learning Researcher
14 22 (4.17%) Research Engineer
15 21 (3.98%) C++ Developer
16 20 (3.80%) Big Data Engineer
16 20 (3.80%) C++ Software Developer
16 20 (3.80%) C++ Software Engineer
16 20 (3.80%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 259 (49.15%) Natural Language Processing
2 125 (23.72%) Keras
3 94 (17.84%) scikit-learn
4 76 (14.42%) NumPy
5 72 (13.66%) Pandas
6 64 (12.14%) Caffe
7 57 (10.82%) Theano
8 50 (9.49%) SciPy
9 46 (8.73%) MLlib
10 37 (7.02%) MXNet
11 36 (6.83%) Node.js
12 34 (6.45%) Kafka
12 34 (6.45%) React
13 29 (5.50%) AngularJS
14 22 (4.17%) PySpark
15 18 (3.42%) Torch
16 16 (3.04%) Spark Streaming
16 16 (3.04%) WebSockets
17 14 (2.66%) OpenCV
18 13 (2.47%) CNTK
Miscellaneous
1 254 (48.20%) Algorithms
2 94 (17.84%) Computer Science
3 51 (9.68%) Robotics
4 33 (6.26%) Analytical Skills
5 25 (4.74%) Smart City
6 23 (4.36%) User Experience
7 19 (3.61%) Data Structures
8 15 (2.85%) Client/Server
8 15 (2.85%) Fintech
9 13 (2.47%) Greenfield Project
10 11 (2.09%) CUDA
10 11 (2.09%) Self-Motivation
10 11 (2.09%) Social Media
11 9 (1.71%) Mobile App
12 8 (1.52%) Acoustics
12 8 (1.52%) Blog
13 7 (1.33%) Clustering
13 7 (1.33%) Hedge funds
14 6 (1.14%) Cloud Native
14 6 (1.14%) Digital Media
Operating Systems
1 83 (15.75%) Linux
2 19 (3.61%) Unix
3 9 (1.71%) Android
3 9 (1.71%) Windows
4 7 (1.33%) Embedded Linux
5 4 (0.76%) Robot Operating System
5 4 (0.76%) Ubuntu
6 2 (0.38%) Apple iOS
6 2 (0.38%) CoreOS
Processes & Methodologies
1 458 (86.91%) Machine Learning
2 357 (67.74%) Deep Learning
3 269 (51.04%) Artificial Intelligence
4 205 (38.90%) Data Science
5 176 (33.40%) Software Engineering
6 125 (23.72%) Bayesian Methods
6 125 (23.72%) Mathematics
7 124 (23.53%) Reinforcement Learning
8 117 (22.20%) Analytics
9 113 (21.44%) Probabilistic Modelling
10 107 (20.30%) Computational Linguistics
11 106 (20.11%) Multithreading
12 103 (19.54%) Biology
12 103 (19.54%) Distributed Algorithms
13 102 (19.35%) Computational Biology
14 101 (19.17%) Agile Software Development
15 98 (18.60%) Computer Vision
16 87 (16.51%) Neural Network
17 66 (12.52%) Visualisation
18 62 (11.76%) Continuous Integration
Programming Languages
1 462 (87.67%) Python
2 219 (41.56%) Java
3 207 (39.28%) C++
4 168 (31.88%) C
5 136 (25.81%) C#
6 89 (16.89%) SQL
7 70 (13.28%) R
8 68 (12.90%) Scala
9 58 (11.01%) JavaScript
10 31 (5.88%) Go
11 21 (3.98%) MATLAB
12 15 (2.85%) Shell Script
13 12 (2.28%) Cython
13 12 (2.28%) Haskell
14 10 (1.90%) Ada
14 10 (1.90%) Ada 95
14 10 (1.90%) PHP
15 9 (1.71%) Ruby
16 8 (1.52%) ES6
16 8 (1.52%) Kotlin
Qualifications
1 203 (38.52%) PhD
2 102 (19.35%) MPhil
3 84 (15.94%) Degree
4 23 (4.36%) Master's Degree
5 11 (2.09%) Computer Science Degree
6 9 (1.71%) Security Cleared
7 4 (0.76%) Numerate Degree
8 1 (0.19%) SC Cleared
Quality Assurance & Compliance
1 11 (2.09%) QA
2 1 (0.19%) Data Quality
System Software
1 59 (11.20%) Docker
2 28 (5.31%) HDFS
3 18 (3.42%) Apache Flume
4 16 (3.04%) VirtualBox
5 15 (2.85%) VMware Infrastructure
Systems Management
1 35 (6.64%) Kubernetes
2 30 (5.69%) Ansible
3 22 (4.17%) Terraform
4 19 (3.61%) Hadoop YARN
5 16 (3.04%) Docker Swarm
6 14 (2.66%) Kibana
6 14 (2.66%) Opscode Chef
6 14 (2.66%) Puppet
7 12 (2.28%) logstash
8 2 (0.38%) Mesos
9 1 (0.19%) Oozie
9 1 (0.19%) Prometheus
Vendors
1 46 (8.73%) Google
2 33 (6.26%) Cloudera
2 33 (6.26%) Hortonworks
3 27 (5.12%) Tableau
4 18 (3.42%) Microsoft
5 15 (2.85%) Databricks
5 15 (2.85%) Dataiku
5 15 (2.85%) VMware
6 8 (1.52%) IBM
6 8 (1.52%) RapidMiner
7 4 (0.76%) Informatica
7 4 (0.76%) Talend
8 3 (0.57%) Alteryx
8 3 (0.57%) Cognizant
8 3 (0.57%) MapR
8 3 (0.57%) SAP
8 3 (0.57%) Twitter
9 2 (0.38%) MicroStrategy
9 2 (0.38%) Oracle
9 2 (0.38%) Sybase