Period
to 21 April 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 21 April 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 735 1098 1262
Rank change year-on-year +363 +164 -
Permanent jobs citing TensorFlow 451 51 5
As % of all permanent IT jobs advertised in England 0.27% 0.032% 0.003%
As % of the Libraries, Frameworks & Software Standards category 0.66% 0.078% 0.007%
Number of salaries quoted 327 44 5
England median annual salary £65,000 £60,000 £72,500
Median salary % change year-on-year +8.33% -17.24% -
10th Percentile £38,750 £45,000 £68,750
90th Percentile £95,000 £98,500 £87,500
UK median annual salary £65,000 £60,000 £72,500
% change year-on-year +8.33% -17.24% -

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 68,425 65,133 74,596
As % of all permanent IT jobs advertised in England 41.17% 40.36% 38.80%
Number of salaries quoted 58,065 56,177 64,929
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,000 £29,000 £28,750
90th Percentile £80,000 £77,500 £75,000
UK median annual salary £50,000 £47,500 £47,000
% change year-on-year +5.26% +1.06% +4.44%

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 21 April 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 21 April 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 +125 189 £70,000 +16.67% 28
East of England +85 111 £65,000 +8.33% 12
South East - 106 £60,000 - 14
South West +19 31 £45,000 -25.00% 3
North of England - 10 £53,750 - 2
North West - 7 £60,000 - 2
Midlands - 4 £50,000 - 2
West Midlands - 3 £50,000 - 2
Yorkshire - 2 £32,500 -
North East - 1 - -
TensorFlow
UK

For the 6 months to 21 April 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.

1 388 (86.03%) Python
2 370 (82.04%) Machine Learning
3 242 (53.66%) Deep Learning
4 231 (51.22%) Algorithms
5 205 (45.45%) Data Science
5 205 (45.45%) Artificial Intelligence
6 194 (43.02%) C++
7 191 (42.35%) PhD
8 170 (37.69%) Java
9 134 (29.71%) C
10 131 (29.05%) Computer Science
11 130 (28.82%) Big Data
12 126 (27.94%) Neural Network
13 121 (26.83%) Natural Language Processing
14 118 (26.16%) Keras
15 117 (25.94%) Degree
16 114 (25.28%) Mathematics
16 114 (25.28%) Hadoop
17 110 (24.39%) Analytics
18 104 (23.06%) Scala
19 103 (22.84%) Apache Spark
20 96 (21.29%) Software Engineering
21 95 (21.06%) Computer Vision
22 88 (19.51%) NumPy
23 87 (19.29%) R
24 84 (18.63%) Statistics
25 78 (17.29%) scikit-learn
26 76 (16.85%) Theano
27 73 (16.19%) Image Processing
28 70 (15.52%) Linux

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
1 103 (22.84%) Apache Spark
2 31 (6.87%) Apache
3 23 (5.10%) Elasticsearch
4 17 (3.77%) SAS
5 8 (1.77%) Apache Pig
5 8 (1.77%) DNN
6 7 (1.55%) Apache Solr
7 3 (0.67%) Apache Airflow
8 2 (0.44%) Jupyter
Applications
1 12 (2.66%) Chatbot
2 4 (0.89%) Weka
3 2 (0.44%) GNU Octave
4 1 (0.22%) AutoCAD
4 1 (0.22%) SOLIDWORKS
Business Applications
1 1 (0.22%) Actimize
1 1 (0.22%) Oracle AML
Cloud Services
1 53 (11.75%) Amazon AWS
2 20 (4.43%) Microsoft Azure
3 16 (3.55%) Cloud Computing
4 13 (2.88%) Google Cloud Platform
5 5 (1.11%) Amazon EC2
5 5 (1.11%) Azure Machine Learning
6 4 (0.89%) Amazon SageMaker
7 2 (0.44%) GitHub
8 1 (0.22%) SaaS
8 1 (0.22%) Serverless
Communications & Networking
1 9 (2.00%) HTTP
2 2 (0.44%) Internet
3 1 (0.22%) Peer-to-Peer Networking
Database & Business Intelligence
1 130 (28.82%) Big Data
2 114 (25.28%) Hadoop
3 67 (14.86%) Apache Hive
4 34 (7.54%) Impala
5 33 (7.32%) HBase
6 28 (6.21%) Data Warehouse
6 28 (6.21%) NoSQL
7 27 (5.99%) Data Mining
8 25 (5.54%) Sqoop
9 24 (5.32%) PostgreSQL
10 18 (3.99%) Relational Database
10 18 (3.99%) Text Mining
11 17 (3.77%) QlikView
12 16 (3.55%) MongoDB
13 14 (3.10%) MySQL
14 13 (2.88%) Apache Cassandra
15 12 (2.66%) Flink
16 4 (0.89%) BigQuery
16 4 (0.89%) Neo4j
16 4 (0.89%) Redis
Development Applications
1 38 (8.43%) Git (software)
2 29 (6.43%) Jenkins
3 25 (5.54%) TeamCity
4 12 (2.66%) JUnit
5 4 (0.89%) Atlassian Bamboo
5 4 (0.89%) Gradle
5 4 (0.89%) Vagrant
6 3 (0.67%) Mockito
6 3 (0.67%) Octopus Deploy
6 3 (0.67%) Robolectric
6 3 (0.67%) Subversion
7 1 (0.22%) LabVIEW
7 1 (0.22%) RStudio
7 1 (0.22%) Team Foundation Server
7 1 (0.22%) Visual Studio
General
1 33 (7.32%) Finance
2 19 (4.21%) Electronics
3 17 (3.77%) Games
3 17 (3.77%) Marketing
4 13 (2.88%) Banking
4 13 (2.88%) Pharmaceutical
4 13 (2.88%) Retail
5 6 (1.33%) Telecoms
6 4 (0.89%) Advertising
6 4 (0.89%) Financial Institution
7 3 (0.67%) Manufacturing
8 2 (0.44%) Front Office
9 1 (0.22%) Aerospace
9 1 (0.22%) International Banking
9 1 (0.22%) Investment Banking
9 1 (0.22%) Law
Job Titles
1 90 (19.96%) Data Scientist
2 73 (16.19%) Machine Learning Engineer
3 51 (11.31%) Developer
4 49 (10.86%) Machine Learning Scientist
5 45 (9.98%) Software Engineer
6 43 (9.53%) Data Engineer
7 32 (7.10%) Computer Engineer
8 31 (6.87%) Computer Vision Engineer
9 25 (5.54%) Big Data Engineer
10 24 (5.32%) Machine Learning Researcher
11 22 (4.88%) C++ Software Engineer
11 22 (4.88%) Hadoop Engineer
11 22 (4.88%) Python Developer
11 22 (4.88%) Research Engineer
12 21 (4.66%) Python Engineer
13 20 (4.43%) Machine Learning Developer
13 20 (4.43%) Research Scientist
14 19 (4.21%) Embedded Engineer
14 19 (4.21%) Graduate
15 17 (3.77%) Senior Developer
Libraries, Frameworks & Software Standards
1 121 (26.83%) Natural Language Processing
2 118 (26.16%) Keras
3 88 (19.51%) NumPy
4 78 (17.29%) scikit-learn
5 76 (16.85%) Theano
6 64 (14.19%) Pandas
7 52 (11.53%) SciPy
8 40 (8.87%) MLlib
8 40 (8.87%) Torch
9 35 (7.76%) Kafka
10 26 (5.76%) OpenGL
11 23 (5.10%) .NET
12 18 (3.99%) .NET Framework
12 18 (3.99%) MXNet
13 17 (3.77%) OpenCV
13 17 (3.77%) PySpark
14 12 (2.66%) OpenCL
15 11 (2.44%) D3.js
16 10 (2.22%) Lasagne
17 9 (2.00%) React
Miscellaneous
1 231 (51.22%) Algorithms
2 131 (29.05%) Computer Science
3 64 (14.19%) CUDA
4 34 (7.54%) Analytical Skills
5 24 (5.32%) User Experience
6 19 (4.21%) Fintech
6 19 (4.21%) Smart City
7 16 (3.55%) Greenfield Project
7 16 (3.55%) Robotics
8 13 (2.88%) Data Structures
9 10 (2.22%) 3D Graphics
10 8 (1.77%) Blog
10 8 (1.77%) Enterprise Software
11 7 (1.55%) Augmented Reality
12 6 (1.33%) Field-Programmable Gate Array
13 4 (0.89%) Data Centre
13 4 (0.89%) GPGPU
13 4 (0.89%) Hybrid Cloud
13 4 (0.89%) Public Cloud
14 3 (0.67%) Social Media
Operating Systems
1 70 (15.52%) Linux
2 15 (3.33%) Android
3 7 (1.55%) Windows
4 6 (1.33%) Embedded Linux
4 6 (1.33%) Unix
Processes & Methodologies
1 370 (82.04%) Machine Learning
2 242 (53.66%) Deep Learning
3 205 (45.45%) Artificial Intelligence
3 205 (45.45%) Data Science
4 126 (27.94%) Neural Network
5 114 (25.28%) Mathematics
6 110 (24.39%) Analytics
7 96 (21.29%) Software Engineering
8 95 (21.06%) Computer Vision
9 84 (18.63%) Statistics
10 73 (16.19%) Image Processing
11 69 (15.30%) Agile Software Development
12 50 (11.09%) Bayesian Methods
13 47 (10.42%) MapReduce
13 47 (10.42%) Signal Processing
14 45 (9.98%) Reinforcement Learning
15 41 (9.09%) Biology
16 40 (8.87%) Data Analysis
17 39 (8.65%) Probabilistic Modelling
18 38 (8.43%) Visualisation
Programming Languages
1 388 (86.03%) Python
2 194 (43.02%) C++
3 170 (37.69%) Java
4 134 (29.71%) C
5 104 (23.06%) Scala
6 87 (19.29%) R
7 67 (14.86%) SQL
8 63 (13.97%) MATLAB
9 56 (12.42%) C#
10 28 (6.21%) Go
11 24 (5.32%) Shell Script
12 21 (4.66%) Embedded C
12 21 (4.66%) Embedded C++
13 18 (3.99%) Julia
14 15 (3.33%) JavaScript
15 9 (2.00%) Fortran
16 5 (1.11%) PHP
17 4 (0.89%) Assembly Language
17 4 (0.89%) Bash Shell
17 4 (0.89%) Clojure
Qualifications
1 191 (42.35%) PhD
2 117 (25.94%) Degree
3 43 (9.53%) Computer Science Degree
4 20 (4.43%) Master's Degree
5 11 (2.44%) Security Cleared
6 3 (0.67%) Numerate Degree
6 3 (0.67%) Postgraduate
6 3 (0.67%) SC Cleared
7 2 (0.44%) EMC Certification
Quality Assurance & Compliance
1 4 (0.89%) GDPR
2 2 (0.44%) QA
3 1 (0.22%) Data Quality
System Software
1 30 (6.65%) Apache Flume
1 30 (6.65%) HDFS
2 26 (5.76%) Docker
3 5 (1.11%) LXC
4 4 (0.89%) VirtualBox
5 1 (0.22%) VMware Infrastructure
Systems Management
1 26 (5.76%) Hadoop YARN
2 15 (3.33%) Kubernetes
3 10 (2.22%) Terraform
4 5 (1.11%) Ansible
5 4 (0.89%) Docker Swarm
6 3 (0.67%) Kibana
7 1 (0.22%) Opscode Chef
7 1 (0.22%) Puppet
Vendors
1 36 (7.98%) Cloudera
1 36 (7.98%) Hortonworks
2 31 (6.87%) Google
3 20 (4.43%) Tableau
4 19 (4.21%) Microsoft
4 19 (4.21%) NVIDIA
5 14 (3.10%) Capita
6 12 (2.66%) Twitter
7 8 (1.77%) MapR
8 4 (0.89%) Databricks
8 4 (0.89%) Dataiku
9 3 (0.67%) Perforce
9 3 (0.67%) RapidMiner
10 2 (0.44%) EMC
10 2 (0.44%) Facebook
10 2 (0.44%) IBM
10 2 (0.44%) Intel
11 1 (0.22%) Oracle
11 1 (0.22%) VMware