Period
to 22 February 2019

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 22 February 2019 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
22 Feb 2019
Same period 2018 Same period 2017
Rank 649 832 1140
Rank change year-on-year +183 +308 +129
Permanent jobs citing TensorFlow 449 358 33
As % of all permanent IT jobs advertised in England 0.32% 0.22% 0.020%
As % of the Libraries, Frameworks & Software Standards category 0.81% 0.53% 0.050%
Number of salaries quoted 406 280 27
England median annual salary £67,500 £65,000 £65,000
Median salary % change year-on-year +3.85% - -10.34%
10th Percentile £47,500 £42,500 £43,000
90th Percentile £110,000 £85,125 £115,000
UK median annual salary £67,500 £65,000 £65,000
% change year-on-year +3.85% - -10.34%

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 55,667 67,036 65,480
As % of all permanent IT jobs advertised in England 39.62% 40.68% 39.52%
Number of salaries quoted 45,997 57,035 56,793
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +2.15%
10th Percentile £31,250 £30,000 £29,250
90th Percentile £85,000 £80,000 £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 22 February 2019.

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 22 February 2019. 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 +146 276 £75,000 +15.38% 48
South East +55 81 £57,500 -17.86% 10
East of England +39 50 £62,500 -3.85% 18
North of England +62 20 £92,500 +54.17% 5
Yorkshire - 14 £100,000 - 1
South West -3 11 £47,500 +5.56% 1
North East +13 6 £100,000 - 1
Midlands +42 5 £45,500 -9.00% 1
North West +31 4 £62,500 +4.17% 3
West Midlands +34 3 £28,500 -43.00% 1
East Midlands - 2 £62,500 -
TensorFlow
UK

For the 6 months to 22 February 2019, 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.

1 403 (89.76%) Machine Learning
2 369 (82.18%) Python
3 268 (59.69%) Deep Learning
4 212 (47.22%) Artificial Intelligence
5 195 (43.43%) Algorithms
6 194 (43.21%) Data Science
7 183 (40.76%) C++
8 171 (38.08%) Natural Language Processing
9 170 (37.86%) Software Engineering
10 162 (36.08%) Java
11 145 (32.29%) PhD
12 129 (28.73%) C
13 124 (27.62%) Mathematics
14 120 (26.73%) Keras
15 110 (24.50%) Agile Software Development
15 110 (24.50%) scikit-learn
16 93 (20.71%) Computer Science
17 92 (20.49%) Hadoop
17 92 (20.49%) C#
18 89 (19.82%) Degree
19 88 (19.60%) Analytics
20 86 (19.15%) Apache Spark
21 84 (18.71%) Finance
22 83 (18.49%) Big Data
23 82 (18.26%) Caffe
24 80 (17.82%) SQL
25 79 (17.59%) Computer Vision
26 78 (17.37%) Amazon AWS
27 74 (16.48%) Reinforcement Learning
28 71 (15.81%) Neural Network

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 86 (19.15%) Apache Spark
2 23 (5.12%) Elasticsearch
3 22 (4.90%) Apache
4 12 (2.67%) Jupyter
5 10 (2.23%) Apache Pig
6 9 (2.00%) DNN
7 4 (0.89%) Apache Airflow
7 4 (0.89%) Ethereum
7 4 (0.89%) Hyperledger
7 4 (0.89%) SAS
8 3 (0.67%) Apache Solr
8 3 (0.67%) nginx
9 2 (0.45%) Drupal
10 1 (0.22%) Confluence
10 1 (0.22%) Luigi
10 1 (0.22%) Tornado
Applications
1 20 (4.45%) Chatbot
2 5 (1.11%) Spreadsheet
2 5 (1.11%) SPSS
3 2 (0.45%) CPLEX
3 2 (0.45%) Weka
4 1 (0.22%) GNU Octave
Business Applications
1 4 (0.89%) Distributed Ledger
Cloud Services
1 78 (17.37%) Amazon AWS
2 36 (8.02%) Google Cloud Platform
3 30 (6.68%) Microsoft Azure
4 13 (2.90%) Amazon SageMaker
5 10 (2.23%) Cloud Computing
6 8 (1.78%) GitHub
7 7 (1.56%) Amazon S3
7 7 (1.56%) Firebase
7 7 (1.56%) IaaS
8 6 (1.34%) IBM Cloud
8 6 (1.34%) SaaS
8 6 (1.34%) Serverless
9 5 (1.11%) OpenShift
9 5 (1.11%) PaaS
10 4 (0.89%) Amazon EC2
10 4 (0.89%) Amazon ELB
10 4 (0.89%) Azure Machine Learning
11 2 (0.45%) Boomi
11 2 (0.45%) Data Lake Analytics
11 2 (0.45%) Wit.ai
Communications & Networking
1 4 (0.89%) HTTP
1 4 (0.89%) MQTT
1 4 (0.89%) Peer-to-Peer Networking
2 2 (0.45%) DAB
2 2 (0.45%) Firewall
3 1 (0.22%) Wireless
Database & Business Intelligence
1 92 (20.49%) Hadoop
2 83 (18.49%) Big Data
3 47 (10.47%) Data Mining
4 40 (8.91%) NoSQL
5 31 (6.90%) PostgreSQL
6 24 (5.35%) Apache Hive
7 21 (4.68%) Text Mining
8 18 (4.01%) Neo4j
9 17 (3.79%) Apache Cassandra
9 17 (3.79%) MongoDB
10 13 (2.90%) HBase
11 9 (2.00%) BigQuery
11 9 (2.00%) Data Warehouse
12 8 (1.78%) Blockchain
12 8 (1.78%) Data Lake
12 8 (1.78%) Flink
12 8 (1.78%) MySQL
12 8 (1.78%) Relational Database
13 7 (1.56%) QlikView
13 7 (1.56%) Redis
Development Applications
1 32 (7.13%) Git (software)
2 18 (4.01%) Jenkins
3 11 (2.45%) Atlassian Bamboo
4 10 (2.23%) Vagrant
5 7 (1.56%) TeamCity
6 5 (1.11%) Maven
6 5 (1.11%) Octopus Deploy
7 4 (0.89%) Travis CI
8 3 (0.67%) Eclipse
8 3 (0.67%) ERwin
8 3 (0.67%) Selenium
9 2 (0.45%) ER Studio
9 2 (0.45%) FindBugs
9 2 (0.45%) IntelliJ
9 2 (0.45%) JIRA
9 2 (0.45%) JSUnit
9 2 (0.45%) JUnit
9 2 (0.45%) Mocha
9 2 (0.45%) PHPUnit
9 2 (0.45%) Visual Studio Team System
General
1 84 (18.71%) Finance
2 51 (11.36%) Banking
3 35 (7.80%) Publishing
4 25 (5.57%) Games
5 23 (5.12%) Retail
6 17 (3.79%) Electronics
7 9 (2.00%) Law
7 9 (2.00%) Marketing
7 9 (2.00%) Pharmaceutical
8 8 (1.78%) Manufacturing
9 7 (1.56%) Military
10 5 (1.11%) Advertising
11 2 (0.45%) Automotive
11 2 (0.45%) Legal
11 2 (0.45%) Telecoms
12 1 (0.22%) French Language
12 1 (0.22%) German Language
Job Titles
1 133 (29.62%) Data Scientist
2 90 (20.04%) Developer
3 89 (19.82%) Machine Learning Engineer
4 88 (19.60%) Software Engineer
5 46 (10.24%) Python Engineer
6 40 (8.91%) Senior Data Scientist
7 27 (6.01%) Architect
7 27 (6.01%) Developer/Software Engineer
7 27 (6.01%) Software Developer
8 23 (5.12%) Python Developer
9 20 (4.45%) Data Engineer
9 20 (4.45%) Machine Learning Developer
9 20 (4.45%) Machine Learning Scientist
10 19 (4.23%) Senior Developer
11 17 (3.79%) Machine Learning Researcher
11 17 (3.79%) Quantitative Developer
12 16 (3.56%) Research Engineer
13 12 (2.67%) C++ Software Engineer
13 12 (2.67%) Senior Quantitative Developer
14 11 (2.45%) C++ Developer
Libraries, Frameworks & Software Standards
1 171 (38.08%) Natural Language Processing
2 120 (26.73%) Keras
3 110 (24.50%) scikit-learn
4 82 (18.26%) Caffe
5 63 (14.03%) NumPy
6 56 (12.47%) Pandas
7 54 (12.03%) Torch
8 52 (11.58%) MXNet
9 49 (10.91%) SciPy
10 39 (8.69%) CNTK
11 36 (8.02%) Deeplearning4j
11 36 (8.02%) J2EE
12 33 (7.35%) Theano
13 31 (6.90%) Node.js
14 29 (6.46%) React
15 28 (6.24%) Kafka
16 23 (5.12%) OpenCV
17 19 (4.23%) AngularJS
17 19 (4.23%) Web Services
18 14 (3.12%) PySpark
Miscellaneous
1 195 (43.43%) Algorithms
2 35 (7.80%) Robotics
3 23 (5.12%) Analytical Skills
4 15 (3.34%) Data Structures
4 15 (3.34%) User Experience
5 13 (2.90%) Smart City
6 11 (2.45%) Fintech
6 11 (2.45%) Social Media
6 11 (2.45%) Virtual Team
7 8 (1.78%) CUDA
8 7 (1.56%) Cloud Native
8 7 (1.56%) Public Cloud
9 6 (1.34%) Clustering
10 5 (1.11%) Greenfield Project
10 5 (1.11%) NHS
11 4 (0.89%) Acoustics
11 4 (0.89%) Client/Server
11 4 (0.89%) Embedded Systems
11 4 (0.89%) Hedge funds
11 4 (0.89%) Raspberry Pi
Operating Systems
1 63 (14.03%) Linux
2 9 (2.00%) Unix
3 8 (1.78%) Windows
4 5 (1.11%) Android
4 5 (1.11%) Embedded Linux
5 3 (0.67%) Robot Operating System
6 2 (0.45%) CoreOS
Processes & Methodologies
1 403 (89.76%) Machine Learning
2 268 (59.69%) Deep Learning
3 212 (47.22%) Artificial Intelligence
4 194 (43.21%) Data Science
5 170 (37.86%) Software Engineering
6 124 (27.62%) Mathematics
7 110 (24.50%) Agile Software Development
8 93 (20.71%) Computer Science
9 88 (19.60%) Analytics
10 79 (17.59%) Computer Vision
11 74 (16.48%) Reinforcement Learning
12 71 (15.81%) Bayesian Methods
12 71 (15.81%) Neural Network
13 61 (13.59%) Visualisation
14 59 (13.14%) Probabilistic Modelling
15 55 (12.25%) Statistics
16 52 (11.58%) Multithreading
17 51 (11.36%) Computational Linguistics
18 50 (11.14%) Computational Biology
18 50 (11.14%) Distributed Algorithms
Programming Languages
1 369 (82.18%) Python
2 183 (40.76%) C++
3 162 (36.08%) Java
4 129 (28.73%) C
5 92 (20.49%) C#
6 80 (17.82%) SQL
7 56 (12.47%) JavaScript
8 43 (9.58%) R
9 36 (8.02%) Ada
9 36 (8.02%) Ada 95
10 35 (7.80%) Scala
11 23 (5.12%) Haskell
12 17 (3.79%) Go
13 13 (2.90%) Cython
14 12 (2.67%) MATLAB
15 8 (1.78%) Bash Shell
16 7 (1.56%) Kotlin
17 6 (1.34%) PHP
18 5 (1.11%) ES6
18 5 (1.11%) Lua
Qualifications
1 145 (32.29%) PhD
2 89 (19.82%) Degree
3 52 (11.58%) MPhil
4 23 (5.12%) Master's Degree
5 21 (4.68%) Computer Science Degree
6 6 (1.34%) Numerate Degree
6 6 (1.34%) Security Cleared
7 2 (0.45%) CEH
7 2 (0.45%) PMI Certification
7 2 (0.45%) Postgraduate
7 2 (0.45%) TOGAF Certification
8 1 (0.22%) SC Cleared
Quality Assurance & Compliance
1 7 (1.56%) QA
2 6 (1.34%) Data Quality
3 2 (0.45%) ISO 9001
4 1 (0.22%) GDPR
System Software
1 40 (8.91%) Docker
2 14 (3.12%) HDFS
3 10 (2.23%) VirtualBox
4 4 (0.89%) Apache Flume
4 4 (0.89%) Apache ZooKeeper
4 4 (0.89%) VMware Infrastructure
5 2 (0.45%) Active Directory
Systems Management
1 33 (7.35%) Kubernetes
2 16 (3.56%) Ansible
3 15 (3.34%) Terraform
4 10 (2.23%) Docker Swarm
5 7 (1.56%) Hadoop YARN
6 6 (1.34%) Opscode Chef
6 6 (1.34%) Puppet
7 4 (0.89%) Kibana
8 3 (0.67%) logstash
9 2 (0.45%) Ambari
9 2 (0.45%) Mesos
9 2 (0.45%) Salt
Vendors
1 35 (7.80%) Google
2 13 (2.90%) Cloudera
2 13 (2.90%) Hortonworks
3 12 (2.67%) Databricks
3 12 (2.67%) Dataiku
4 11 (2.45%) Microsoft
4 11 (2.45%) Tableau
5 9 (2.00%) IBM
6 5 (1.11%) Intel
7 4 (0.89%) Cognizant
7 4 (0.89%) Informatica
7 4 (0.89%) VMware
8 3 (0.67%) Twitter
9 2 (0.45%) Alteryx
9 2 (0.45%) Jitterbit
9 2 (0.45%) MapR
9 2 (0.45%) MuleSoft
9 2 (0.45%) New Relic
9 2 (0.45%) SaltStack
9 2 (0.45%) SnapLogic