Period
to 23 September 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 23 September 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 643 943 1197
Rank change year-on-year +300 +254 -
Permanent jobs citing TensorFlow 515 222 13
As % of all permanent IT jobs advertised in England 0.33% 0.13% 0.007%
As % of the Libraries, Frameworks & Software Standards category 0.82% 0.33% 0.018%
Number of salaries quoted 411 178 13
England median annual salary £65,000 £62,500 £70,000
Median salary % change year-on-year +4.00% -10.71% -
10th Percentile £42,500 £45,000 £43,000
90th Percentile £97,500 £90,000 £85,000
UK median annual salary £65,000 £62,500 £70,000
% change year-on-year +4.00% -10.71% -

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 62,442 66,724 71,859
As % of all permanent IT jobs advertised in England 40.50% 40.44% 39.24%
Number of salaries quoted 52,071 55,601 62,928
England median annual salary £52,000 £50,000 £47,500
Median salary % change year-on-year +4.00% +5.26% +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £83,750 £78,750 £76,250
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +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 23 September 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 23 September 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 +154 262 £72,500 +16.00% 30
South East +103 131 £55,000 -21.43% 11
East of England +81 85 £65,000 -10.34% 18
North of England +38 11 £50,000 - 1
South West -4 11 £55,000 +37.53% 2
Midlands +34 9 £52,500 +16.67% 5
West Midlands +32 9 £52,500 +16.67% 4
North West +26 9 £50,000 -16.67%
Yorkshire +37 2 £80,000 +146.15%
TensorFlow
UK

For the 6 months to 23 September 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.

1 458 (88.93%) Python
2 447 (86.80%) Machine Learning
3 346 (67.18%) Deep Learning
4 256 (49.71%) Algorithms
5 241 (46.80%) Natural Language Processing
6 239 (46.41%) Artificial Intelligence
7 224 (43.50%) Java
8 214 (41.55%) Data Science
9 196 (38.06%) C++
10 193 (37.48%) PhD
11 175 (33.98%) C
12 169 (32.82%) Software Engineering
13 145 (28.16%) Hadoop
14 137 (26.60%) Keras
15 126 (24.47%) Apache Spark
16 116 (22.52%) Bayesian Methods
17 114 (22.14%) Big Data
18 112 (21.75%) Analytics
19 111 (21.55%) C#
20 110 (21.36%) Reinforcement Learning
21 108 (20.97%) Mathematics
22 107 (20.78%) Computer Science
23 100 (19.42%) Computational Linguistics
23 100 (19.42%) Probabilistic Modelling
24 99 (19.22%) Computer Vision
25 96 (18.64%) Multithreading
26 95 (18.45%) Biology
26 95 (18.45%) Distributed Algorithms
27 94 (18.25%) Computational Biology
28 90 (17.48%) scikit-learn

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
1 126 (24.47%) Apache Spark
2 32 (6.21%) Elasticsearch
3 20 (3.88%) Apache
4 19 (3.69%) Jupyter
5 12 (2.33%) Apache Pig
6 10 (1.94%) SAS
7 6 (1.17%) DNN
8 2 (0.39%) Amazon Alexa
8 2 (0.39%) Apache Solr
9 1 (0.19%) IPython
Applications
1 19 (3.69%) Chatbot
2 4 (0.78%) SPSS
3 3 (0.58%) Spreadsheet
4 2 (0.39%) SOLIDWORKS
Business Applications
1 1 (0.19%) Actimize
1 1 (0.19%) Oracle AML
Cloud Services
1 79 (15.34%) Amazon AWS
2 40 (7.77%) Microsoft Azure
3 36 (6.99%) Google Cloud Platform
4 22 (4.27%) GitHub
5 17 (3.30%) Amazon SageMaker
6 12 (2.33%) Cloud Computing
7 7 (1.36%) Serverless
8 6 (1.17%) Amazon S3
8 6 (1.17%) Fastly
8 6 (1.17%) Stackdriver
9 5 (0.97%) Amazon Kinesis
9 5 (0.97%) Firebase
10 4 (0.78%) Amazon ELB
10 4 (0.78%) AWS Lambda
10 4 (0.78%) SaaS
10 4 (0.78%) Slack
11 3 (0.58%) Cortana Intelligence Suite
12 2 (0.39%) AWS Fargate
12 2 (0.39%) Dialogflow
12 2 (0.39%) Wit.ai
Communications & Networking
1 19 (3.69%) HTTP
2 16 (3.11%) Peer-to-Peer Networking
3 3 (0.58%) DAB
4 2 (0.39%) Wireless
5 1 (0.19%) Internet
5 1 (0.19%) Skype
Database & Business Intelligence
1 145 (28.16%) Hadoop
2 114 (22.14%) Big Data
3 74 (14.37%) Apache Hive
4 53 (10.29%) NoSQL
5 44 (8.54%) PostgreSQL
6 33 (6.41%) Text Mining
7 32 (6.21%) MongoDB
8 29 (5.63%) Data Warehouse
8 29 (5.63%) Impala
9 28 (5.44%) HBase
10 27 (5.24%) Sqoop
11 26 (5.05%) QlikView
12 25 (4.85%) Data Mining
13 20 (3.88%) Neo4j
14 18 (3.50%) Blockchain
15 17 (3.30%) Apache Cassandra
16 15 (2.91%) MySQL
17 11 (2.14%) Power BI
17 11 (2.14%) Redis
18 10 (1.94%) Amazon Redshift
Development Applications
1 69 (13.40%) Git (software)
2 58 (11.26%) Jenkins
3 33 (6.41%) TeamCity
4 17 (3.30%) Atlassian Bamboo
5 15 (2.91%) Vagrant
6 8 (1.55%) JUnit
7 7 (1.36%) Octopus Deploy
8 6 (1.17%) Subversion
9 5 (0.97%) Maven
10 4 (0.78%) Artifactory
10 4 (0.78%) Gradle
11 3 (0.58%) Eclipse
11 3 (0.58%) Visual Studio
11 3 (0.58%) Visual Studio Team System
12 2 (0.39%) Bitbucket
12 2 (0.39%) JIRA
12 2 (0.39%) LabVIEW
12 2 (0.39%) Robot Framework
12 2 (0.39%) RStudio
13 1 (0.19%) CA Release Automation
General
1 58 (11.26%) Finance
2 37 (7.18%) Retail
3 31 (6.02%) Games
4 26 (5.05%) Electronics
5 16 (3.11%) Marketing
6 13 (2.52%) Manufacturing
6 13 (2.52%) Publishing
7 12 (2.33%) Banking
8 8 (1.55%) Automotive
9 7 (1.36%) Aerospace
10 5 (0.97%) Advertising
10 5 (0.97%) Investment Banking
11 3 (0.58%) Telecoms
12 2 (0.39%) Financial Institution
12 2 (0.39%) Front Office
12 2 (0.39%) Law
13 1 (0.19%) International Banking
Job Titles
1 120 (23.30%) Data Scientist
2 115 (22.33%) Developer
3 77 (14.95%) Software Engineer
4 68 (13.20%) Machine Learning Engineer
5 53 (10.29%) Data Engineer
6 52 (10.10%) Python Engineer
7 47 (9.13%) Software Developer
8 46 (8.93%) Python Developer
9 43 (8.35%) Senior Data Scientist
10 42 (8.16%) Developer/Software Engineer
11 33 (6.41%) Architect
12 32 (6.21%) Big Data Engineer
12 32 (6.21%) Machine Learning Scientist
13 31 (6.02%) Computer Engineer
14 30 (5.83%) Computer Vision Engineer
14 30 (5.83%) Machine Learning Researcher
15 27 (5.24%) Hadoop Engineer
16 26 (5.05%) C++ Software Engineer
17 22 (4.27%) Research Engineer
18 21 (4.08%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 241 (46.80%) Natural Language Processing
2 137 (26.60%) Keras
3 90 (17.48%) scikit-learn
4 82 (15.92%) NumPy
5 78 (15.15%) Pandas
6 63 (12.23%) MLlib
6 63 (12.23%) Theano
7 47 (9.13%) SciPy
8 37 (7.18%) MXNet
9 36 (6.99%) Kafka
10 28 (5.44%) React
11 26 (5.05%) Node.js
11 26 (5.05%) PySpark
12 19 (3.69%) Torch
13 18 (3.50%) WebSockets
14 17 (3.30%) OpenGL
15 15 (2.91%) CNTK
15 15 (2.91%) Spark Streaming
16 14 (2.72%) AngularJS
16 14 (2.72%) Django
Miscellaneous
1 256 (49.71%) Algorithms
2 107 (20.78%) Computer Science
3 35 (6.80%) Robotics
4 32 (6.21%) Analytical Skills
5 29 (5.63%) User Experience
6 27 (5.24%) Data Structures
6 27 (5.24%) Smart City
7 26 (5.05%) CUDA
8 19 (3.69%) Greenfield Project
9 17 (3.30%) Client/Server
9 17 (3.30%) Fintech
10 11 (2.14%) Self-Motivation
11 10 (1.94%) Hedge funds
12 9 (1.75%) Blog
13 8 (1.55%) Enterprise Software
14 7 (1.36%) Acoustics
14 7 (1.36%) Mobile App
14 7 (1.36%) Social Media
15 6 (1.17%) Digital Media
16 5 (0.97%) Augmented Reality
Operating Systems
1 79 (15.34%) Linux
2 17 (3.30%) Unix
3 11 (2.14%) Android
4 10 (1.94%) Embedded Linux
5 5 (0.97%) Robot Operating System
6 4 (0.78%) Ubuntu
6 4 (0.78%) Windows
7 2 (0.39%) Apple iOS
7 2 (0.39%) CoreOS
Processes & Methodologies
1 447 (86.80%) Machine Learning
2 346 (67.18%) Deep Learning
3 239 (46.41%) Artificial Intelligence
4 214 (41.55%) Data Science
5 169 (32.82%) Software Engineering
6 116 (22.52%) Bayesian Methods
7 112 (21.75%) Analytics
8 110 (21.36%) Reinforcement Learning
9 108 (20.97%) Mathematics
10 100 (19.42%) Computational Linguistics
10 100 (19.42%) Probabilistic Modelling
11 99 (19.22%) Computer Vision
12 96 (18.64%) Multithreading
13 95 (18.45%) Biology
13 95 (18.45%) Distributed Algorithms
14 94 (18.25%) Computational Biology
15 84 (16.31%) Neural Network
16 80 (15.53%) Agile Software Development
17 59 (11.46%) Statistics
17 59 (11.46%) Visualisation
Programming Languages
1 458 (88.93%) Python
2 224 (43.50%) Java
3 196 (38.06%) C++
4 175 (33.98%) C
5 111 (21.55%) C#
6 85 (16.50%) SQL
7 83 (16.12%) R
8 82 (15.92%) Scala
9 47 (9.13%) MATLAB
10 41 (7.96%) JavaScript
11 38 (7.38%) Go
12 26 (5.05%) Shell Script
13 14 (2.72%) ES6
14 13 (2.52%) PHP
15 12 (2.33%) Embedded C
15 12 (2.33%) Embedded C++
16 10 (1.94%) Java 8
16 10 (1.94%) Ruby
17 7 (1.36%) PHP 5
18 6 (1.17%) Cython
Qualifications
1 193 (37.48%) PhD
2 82 (15.92%) Degree
3 17 (3.30%) Computer Science Degree
3 17 (3.30%) Master's Degree
4 10 (1.94%) Security Cleared
5 6 (1.17%) Numerate Degree
6 2 (0.39%) SC Cleared
Quality Assurance & Compliance
1 10 (1.94%) QA
2 3 (0.58%) GDPR
System Software
1 63 (12.23%) Docker
2 35 (6.80%) HDFS
3 31 (6.02%) Apache Flume
4 17 (3.30%) VMware Infrastructure
5 15 (2.91%) VirtualBox
Systems Management
1 34 (6.60%) Kubernetes
2 31 (6.02%) Ansible
3 27 (5.24%) Hadoop YARN
4 22 (4.27%) Terraform
5 16 (3.11%) Opscode Chef
5 16 (3.11%) Puppet
6 15 (2.91%) Docker Swarm
7 11 (2.14%) Kibana
8 9 (1.75%) logstash
9 4 (0.78%) Prometheus
10 2 (0.39%) Mesos
10 2 (0.39%) Oozie
Vendors
1 56 (10.87%) Google
2 42 (8.16%) Cloudera
2 42 (8.16%) Hortonworks
3 36 (6.99%) Tableau
4 17 (3.30%) VMware
5 14 (2.72%) Databricks
5 14 (2.72%) Dataiku
6 13 (2.52%) Microsoft
7 7 (1.36%) RapidMiner
8 6 (1.17%) Twitter
9 4 (0.78%) MicroStrategy
9 4 (0.78%) Talend
10 3 (0.58%) Alteryx
10 3 (0.58%) IBM
10 3 (0.58%) Informatica
10 3 (0.58%) NVIDIA
10 3 (0.58%) Oracle
11 2 (0.39%) Apple
11 2 (0.39%) Sybase
11 2 (0.39%) TIBCO