Period
to 17 July 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 17 July 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 664 1029 1241
Rank change year-on-year +365 +212 -
Permanent jobs citing TensorFlow 544 144 14
As % of all permanent IT jobs advertised in England 0.33% 0.086% 0.007%
As % of the Libraries, Frameworks & Software Standards category 0.81% 0.21% 0.019%
Number of salaries quoted 407 116 14
England median annual salary £65,000 £62,500 £72,500
Median salary % change year-on-year +4.00% -13.79% -
10th Percentile £42,500 £45,000 £43,250
90th Percentile £95,000 £90,000 £86,750
UK median annual salary £65,000 £62,500 £72,500
% change year-on-year +4.00% -13.79% -

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 67,048 68,150 75,005
As % of all permanent IT jobs advertised in England 40.82% 40.78% 39.19%
Number of salaries quoted 56,206 57,643 65,640
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,000 £28,750
90th Percentile £81,250 £77,500 £75,000
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +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 17 July 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 17 July 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 +150 248 £70,000 +7.69% 31
South East +150 155 £55,000 +4.76% 14
East of England +87 98 £65,000 -7.14% 7
North of England +20 14 £50,000 +25.00% 2
South West +15 14 £55,000 +37.53% 4
Midlands - 13 £50,000 - 3
West Midlands - 12 £50,000 - 3
North West +21 11 £50,000 +25.00% 1
Yorkshire +22 3 £32,500 -
TensorFlow
UK

For the 6 months to 17 July 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.

1 480 (88.24%) Python
2 453 (83.27%) Machine Learning
3 323 (59.38%) Deep Learning
4 270 (49.63%) Algorithms
5 252 (46.32%) Data Science
6 225 (41.36%) Java
7 218 (40.07%) C++
8 209 (38.42%) PhD
9 208 (38.24%) Artificial Intelligence
10 188 (34.56%) Natural Language Processing
11 178 (32.72%) C
12 158 (29.04%) Hadoop
13 156 (28.68%) Keras
14 143 (26.29%) Analytics
14 143 (26.29%) Software Engineering
15 142 (26.10%) Computer Science
16 141 (25.92%) Big Data
17 133 (24.45%) Apache Spark
18 127 (23.35%) Scala
19 123 (22.61%) Mathematics
20 119 (21.88%) Degree
21 112 (20.59%) Computer Vision
22 101 (18.57%) Neural Network
23 98 (18.01%) Linux
24 97 (17.83%) Apache Hive
25 93 (17.10%) scikit-learn
25 93 (17.10%) Statistics
26 91 (16.73%) SQL
27 88 (16.18%) R
28 87 (15.99%) Bayesian Methods

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
1 133 (24.45%) Apache Spark
2 34 (6.25%) Elasticsearch
3 29 (5.33%) Apache
4 21 (3.86%) SAS
5 12 (2.21%) Jupyter
6 10 (1.84%) Apache Pig
7 9 (1.65%) DNN
8 8 (1.47%) Apache Solr
9 3 (0.55%) Apache Airflow
Applications
1 14 (2.57%) Chatbot
2 4 (0.74%) Weka
3 3 (0.55%) SPSS
4 2 (0.37%) SOLIDWORKS
5 1 (0.18%) AutoCAD
Business Applications
1 1 (0.18%) Actimize
1 1 (0.18%) Oracle AML
Cloud Services
1 76 (13.97%) Amazon AWS
2 28 (5.15%) Microsoft Azure
3 25 (4.60%) Google Cloud Platform
4 19 (3.49%) Cloud Computing
4 19 (3.49%) GitHub
5 9 (1.65%) Amazon SageMaker
6 6 (1.10%) Amazon EC2
6 6 (1.10%) Fastly
6 6 (1.10%) Stackdriver
7 5 (0.92%) Amazon S3
8 4 (0.74%) Amazon ELB
8 4 (0.74%) Amazon Kinesis
8 4 (0.74%) Serverless
8 4 (0.74%) Slack
9 3 (0.55%) AWS Lambda
9 3 (0.55%) Cortana Intelligence Suite
10 2 (0.37%) Amazon EMR
10 2 (0.37%) AWS Fargate
11 1 (0.18%) Google Analytics
11 1 (0.18%) SaaS
Communications & Networking
1 19 (3.49%) HTTP
2 12 (2.21%) Peer-to-Peer Networking
3 3 (0.55%) Internet
4 1 (0.18%) DAB
4 1 (0.18%) Skype
Database & Business Intelligence
1 158 (29.04%) Hadoop
2 141 (25.92%) Big Data
3 97 (17.83%) Apache Hive
4 50 (9.19%) Impala
5 47 (8.64%) NoSQL
6 44 (8.09%) HBase
6 44 (8.09%) PostgreSQL
7 43 (7.90%) Data Warehouse
8 40 (7.35%) Sqoop
9 35 (6.43%) Data Mining
10 33 (6.07%) MongoDB
11 31 (5.70%) Text Mining
12 28 (5.15%) QlikView
13 27 (4.96%) Apache Cassandra
14 18 (3.31%) MySQL
15 15 (2.76%) Redis
15 15 (2.76%) Relational Database
16 13 (2.39%) Blockchain
17 12 (2.21%) Neo4j
18 11 (2.02%) BigQuery
Development Applications
1 70 (12.87%) Git (software)
2 61 (11.21%) Jenkins
3 44 (8.09%) TeamCity
4 14 (2.57%) JUnit
5 8 (1.47%) Atlassian Bamboo
5 8 (1.47%) Vagrant
6 7 (1.29%) Octopus Deploy
7 5 (0.92%) Gradle
7 5 (0.92%) Subversion
8 4 (0.74%) Artifactory
8 4 (0.74%) Maven
9 3 (0.55%) Eclipse
10 2 (0.37%) LabVIEW
10 2 (0.37%) Visual Studio
10 2 (0.37%) Visual Studio Team System
11 1 (0.18%) CA Release Automation
11 1 (0.18%) Robot Framework
11 1 (0.18%) RStudio
General
1 51 (9.38%) Finance
2 32 (5.88%) Retail
3 30 (5.51%) Games
4 24 (4.41%) Electronics
5 20 (3.68%) Marketing
6 14 (2.57%) Banking
7 8 (1.47%) Manufacturing
8 7 (1.29%) Aerospace
8 7 (1.29%) Automotive
9 5 (0.92%) Investment Banking
10 4 (0.74%) Advertising
11 3 (0.55%) Front Office
12 2 (0.37%) Financial Institution
12 2 (0.37%) Law
12 2 (0.37%) Pharmaceutical
12 2 (0.37%) Telecoms
13 1 (0.18%) International Banking
Job Titles
1 119 (21.88%) Data Scientist
2 88 (16.18%) Developer
3 70 (12.87%) Machine Learning Engineer
4 67 (12.32%) Software Engineer
5 63 (11.58%) Data Engineer
6 45 (8.27%) Big Data Engineer
7 44 (8.09%) Python Engineer
8 43 (7.90%) Computer Engineer
9 42 (7.72%) Computer Vision Engineer
10 39 (7.17%) Hadoop Engineer
10 39 (7.17%) Machine Learning Scientist
11 37 (6.80%) Research Engineer
12 36 (6.62%) Python Developer
12 36 (6.62%) Senior Data Scientist
13 28 (5.15%) C++ Software Engineer
13 28 (5.15%) Software Developer
14 27 (4.96%) Senior Data Engineer
15 25 (4.60%) Developer/Software Engineer
16 24 (4.41%) Architect
16 24 (4.41%) Senior Developer
Libraries, Frameworks & Software Standards
1 188 (34.56%) Natural Language Processing
2 156 (28.68%) Keras
3 93 (17.10%) scikit-learn
4 86 (15.81%) NumPy
5 76 (13.97%) Pandas
6 68 (12.50%) MLlib
7 66 (12.13%) Theano
8 57 (10.48%) Kafka
8 57 (10.48%) SciPy
9 29 (5.33%) OpenGL
10 25 (4.60%) React
11 24 (4.41%) MXNet
11 24 (4.41%) PySpark
12 23 (4.23%) Torch
13 18 (3.31%) Node.js
14 16 (2.94%) Django
15 15 (2.76%) D3.js
15 15 (2.76%) OpenCL
16 14 (2.57%) WebSockets
17 13 (2.39%) CNTK
Miscellaneous
1 270 (49.63%) Algorithms
2 142 (26.10%) Computer Science
3 45 (8.27%) CUDA
4 42 (7.72%) User Experience
5 38 (6.99%) Analytical Skills
6 24 (4.41%) Greenfield Project
6 24 (4.41%) Smart City
7 23 (4.23%) Data Structures
7 23 (4.23%) Robotics
8 20 (3.68%) Fintech
9 13 (2.39%) Client/Server
10 9 (1.65%) Enterprise Software
11 8 (1.47%) Augmented Reality
11 8 (1.47%) Hedge funds
12 7 (1.29%) Social Media
13 6 (1.10%) Blog
13 6 (1.10%) Self-Motivation
14 5 (0.92%) Mobile App
15 4 (0.74%) Digital Media
16 3 (0.55%) 3D Graphics
Operating Systems
1 98 (18.01%) Linux
2 17 (3.13%) Unix
3 15 (2.76%) Android
4 7 (1.29%) Windows
5 6 (1.10%) Embedded Linux
6 5 (0.92%) Robot Operating System
7 4 (0.74%) Ubuntu
Processes & Methodologies
1 453 (83.27%) Machine Learning
2 323 (59.38%) Deep Learning
3 252 (46.32%) Data Science
4 208 (38.24%) Artificial Intelligence
5 143 (26.29%) Analytics
5 143 (26.29%) Software Engineering
6 123 (22.61%) Mathematics
7 112 (20.59%) Computer Vision
8 101 (18.57%) Neural Network
9 93 (17.10%) Statistics
10 87 (15.99%) Bayesian Methods
11 76 (13.97%) Reinforcement Learning
12 75 (13.79%) Agile Software Development
13 71 (13.05%) Computational Linguistics
14 68 (12.50%) Biology
15 67 (12.32%) Probabilistic Modelling
16 66 (12.13%) Distributed Algorithms
16 66 (12.13%) Multithreading
17 65 (11.95%) Computational Biology
18 63 (11.58%) Visualisation
Programming Languages
1 480 (88.24%) Python
2 225 (41.36%) Java
3 218 (40.07%) C++
4 178 (32.72%) C
5 127 (23.35%) Scala
6 91 (16.73%) SQL
7 88 (16.18%) R
8 80 (14.71%) C#
9 63 (11.58%) MATLAB
10 50 (9.19%) Go
11 39 (7.17%) Shell Script
12 26 (4.78%) JavaScript
13 21 (3.86%) Embedded C
13 21 (3.86%) Embedded C++
14 16 (2.94%) PHP
15 14 (2.57%) ES6
16 13 (2.39%) Java 8
17 10 (1.84%) PHP 5
18 8 (1.47%) Julia
18 8 (1.47%) Ruby
Qualifications
1 209 (38.42%) PhD
2 119 (21.88%) Degree
3 38 (6.99%) Computer Science Degree
4 24 (4.41%) Master's Degree
5 12 (2.21%) Security Cleared
6 5 (0.92%) Numerate Degree
7 2 (0.37%) EMC Certification
7 2 (0.37%) SC Cleared
Quality Assurance & Compliance
1 11 (2.02%) QA
2 6 (1.10%) GDPR
3 2 (0.37%) GCP
System Software
1 58 (10.66%) Docker
2 49 (9.01%) Apache Flume
3 42 (7.72%) HDFS
4 13 (2.39%) VMware Infrastructure
5 8 (1.47%) VirtualBox
6 5 (0.92%) LXC
Systems Management
1 40 (7.35%) Hadoop YARN
2 25 (4.60%) Kubernetes
3 21 (3.86%) Terraform
4 20 (3.68%) Ansible
5 12 (2.21%) Opscode Chef
5 12 (2.21%) Puppet
6 8 (1.47%) Docker Swarm
6 8 (1.47%) Kibana
7 4 (0.74%) Prometheus
8 3 (0.55%) logstash
9 2 (0.37%) Oozie
Vendors
1 56 (10.29%) Cloudera
1 56 (10.29%) Hortonworks
2 50 (9.19%) Google
3 35 (6.43%) Tableau
4 13 (2.39%) Capita
4 13 (2.39%) VMware
5 9 (1.65%) MapR
5 9 (1.65%) Twitter
6 8 (1.47%) Microsoft
7 7 (1.29%) Databricks
7 7 (1.29%) Dataiku
8 6 (1.10%) RapidMiner
9 3 (0.55%) IBM
9 3 (0.55%) MicroStrategy
9 3 (0.55%) NVIDIA
9 3 (0.55%) Talend
10 2 (0.37%) Cognizant
10 2 (0.37%) EMC
10 2 (0.37%) Intel
10 2 (0.37%) Oracle