Period
to 23 May 2018

The following table provides summary statistics for permanent job vacancies 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 May 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 736 1097 1259
Rank change year-on-year +361 +162 -
Permanent jobs citing TensorFlow 473 69 12
As % of all permanent IT jobs advertised in the UK 0.28% 0.041% 0.006%
As % of the Libraries, Frameworks & Software Standards category 0.67% 0.10% 0.015%
Number of salaries quoted 344 57 12
UK median annual salary £65,000 £60,000 £72,500
Median salary % change year-on-year +8.33% -17.24% -
10th Percentile £38,750 £43,000 £42,750
90th Percentile £95,000 £90,000 £87,250
UK excluding London median annual salary £60,000 £65,000 -
% change year-on-year -7.69% - -

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 with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 70,160 68,655 77,706
As % of all permanent IT jobs advertised in the UK 40.82% 40.58% 38.71%
Number of salaries quoted 58,704 58,357 66,988
UK 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 £28,500
90th Percentile £80,000 £76,250 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +3.66% +2.50%

TensorFlow
Job Vacancy Trend

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

Job vacancy trend for TensorFlow in the UK

TensorFlow
Salary Trend

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

Salary trend for TensorFlow in the UK

TensorFlow
Salary Histogram

The salary distribution of IT jobs citing TensorFlow over the 6 months to 23 May 2018.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing TensorFlow within the UK over the 6 months to 23 May 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
England +362 456 £65,000 +8.33% 67
UK excluding London +209 262 £60,000 -7.69% 40
London +137 198 £70,000 +16.67% 28
South East - 121 £55,000 - 15
East of England +73 94 £67,500 -3.57% 11
South West +5 26 £52,500 -12.50% 8
North of England +8 10 £51,250 +28.13% 1
Midlands - 7 £50,000 - 4
North West +9 6 £52,500 +31.25% 1
West Midlands - 6 £50,000 - 4
Yorkshire - 3 £32,500 -
Wales - 2 £51,250 -
Scotland - 2 £47,500 - 1
North East - 1 - -

For the 6 months to 23 May 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 with a requirement for TensorFlow.

1 424 (89.64%) Python
2 390 (82.45%) Machine Learning
3 270 (57.08%) Deep Learning
4 234 (49.47%) Algorithms
5 219 (46.30%) Data Science
6 195 (41.23%) C++
7 192 (40.59%) PhD
8 191 (40.38%) Artificial Intelligence
9 181 (38.27%) Java
10 144 (30.44%) C
11 141 (29.81%) Natural Language Processing
12 133 (28.12%) Computer Science
13 132 (27.91%) Analytics
14 130 (27.48%) Big Data
15 126 (26.64%) Keras
16 123 (26.00%) Hadoop
17 116 (24.52%) Scala
18 111 (23.47%) Software Engineering
19 110 (23.26%) Neural Network
20 108 (22.83%) Degree
21 103 (21.78%) Apache Spark
22 100 (21.14%) Mathematics
23 90 (19.03%) R
24 86 (18.18%) Computer Vision
25 84 (17.76%) scikit-learn
25 84 (17.76%) NumPy
26 83 (17.55%) Statistics
27 79 (16.70%) Linux
28 78 (16.49%) SQL
29 73 (15.43%) Apache Hive

TensorFlow
Co-occurring IT Skills 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 (21.78%) Apache Spark
2 26 (5.50%) Apache
3 25 (5.29%) Elasticsearch
3 25 (5.29%) SAS
4 8 (1.69%) DNN
4 8 (1.69%) Documentum
4 8 (1.69%) FileNet
4 8 (1.69%) SharePoint
5 7 (1.48%) Apache Solr
6 4 (0.85%) Apache Pig
6 4 (0.85%) Jupyter
7 3 (0.63%) Apache Airflow
Applications
1 8 (1.69%) Chatbot
2 4 (0.85%) Weka
3 2 (0.42%) SOLIDWORKS
4 1 (0.21%) AutoCAD
4 1 (0.21%) GNU Octave
4 1 (0.21%) SPSS
Business Applications
1 1 (0.21%) Actimize
1 1 (0.21%) Oracle AML
Cloud Services
1 51 (10.78%) Amazon AWS
2 19 (4.02%) Microsoft Azure
3 18 (3.81%) Google Cloud Platform
4 16 (3.38%) Cloud Computing
5 10 (2.11%) GitHub
6 6 (1.27%) Amazon SageMaker
7 5 (1.06%) Amazon EC2
8 2 (0.42%) Azure Machine Learning
8 2 (0.42%) Fastly
8 2 (0.42%) Stackdriver
9 1 (0.21%) Amazon ELB
9 1 (0.21%) Amazon Kinesis
9 1 (0.21%) Amazon S3
9 1 (0.21%) AWS Fargate
9 1 (0.21%) AWS Lambda
9 1 (0.21%) Cortana Intelligence Suite
9 1 (0.21%) Serverless
9 1 (0.21%) Slack
Communications & Networking
1 13 (2.75%) HTTP
2 7 (1.48%) Peer-to-Peer Networking
3 2 (0.42%) Internet
Database & Business Intelligence
1 130 (27.48%) Big Data
2 123 (26.00%) Hadoop
3 73 (15.43%) Apache Hive
4 43 (9.09%) Data Warehouse
5 40 (8.46%) Impala
6 37 (7.82%) NoSQL
7 35 (7.40%) HBase
8 34 (7.19%) Data Mining
9 32 (6.77%) PostgreSQL
10 31 (6.55%) Sqoop
11 23 (4.86%) Text Mining
12 21 (4.44%) MongoDB
12 21 (4.44%) QlikView
13 19 (4.02%) Flink
14 17 (3.59%) Relational Database
15 16 (3.38%) Apache Cassandra
16 15 (3.17%) MySQL
17 10 (2.11%) Redis
18 7 (1.48%) BigQuery
18 7 (1.48%) Neo4j
Development Applications
1 50 (10.57%) Git (software)
2 43 (9.09%) Jenkins
3 35 (7.40%) TeamCity
4 12 (2.54%) JUnit
5 6 (1.27%) Atlassian Bamboo
5 6 (1.27%) Octopus Deploy
5 6 (1.27%) Vagrant
6 4 (0.85%) Gradle
7 3 (0.63%) Artifactory
7 3 (0.63%) Subversion
8 2 (0.42%) LabVIEW
9 1 (0.21%) RStudio
9 1 (0.21%) Visual Studio
General
1 31 (6.55%) Finance
2 22 (4.65%) Retail
3 21 (4.44%) Games
4 19 (4.02%) Marketing
5 16 (3.38%) Electronics
6 13 (2.75%) Pharmaceutical
7 10 (2.11%) Banking
8 5 (1.06%) Manufacturing
8 5 (1.06%) Telecoms
9 3 (0.63%) Advertising
9 3 (0.63%) Aerospace
9 3 (0.63%) Investment Banking
10 2 (0.42%) Automotive
10 2 (0.42%) Financial Institution
10 2 (0.42%) Front Office
11 1 (0.21%) International Banking
11 1 (0.21%) Law
Job Titles
1 96 (20.30%) Data Scientist
2 78 (16.49%) Machine Learning Engineer
3 52 (10.99%) Developer
4 50 (10.57%) Data Engineer
5 49 (10.36%) Software Engineer
6 38 (8.03%) Machine Learning Scientist
7 34 (7.19%) Computer Engineer
8 33 (6.98%) Computer Vision Engineer
9 32 (6.77%) Big Data Engineer
10 29 (6.13%) Hadoop Engineer
11 28 (5.92%) Python Engineer
12 23 (4.86%) C++ Software Engineer
12 23 (4.86%) Research Engineer
13 22 (4.65%) Machine Learning Researcher
14 21 (4.44%) Python Developer
14 21 (4.44%) Research Scientist
14 21 (4.44%) Senior Data Scientist
15 20 (4.23%) Architect
15 20 (4.23%) Senior Data Engineer
15 20 (4.23%) Senior Developer
Libraries, Frameworks & Software Standards
1 141 (29.81%) Natural Language Processing
2 126 (26.64%) Keras
3 84 (17.76%) NumPy
3 84 (17.76%) scikit-learn
4 68 (14.38%) Pandas
5 65 (13.74%) Theano
6 55 (11.63%) SciPy
7 50 (10.57%) MLlib
8 43 (9.09%) Kafka
9 28 (5.92%) Torch
10 26 (5.50%) OpenGL
11 23 (4.86%) MXNet
12 20 (4.23%) .NET
12 20 (4.23%) D3.js
13 17 (3.59%) PySpark
14 16 (3.38%) .NET Framework
14 16 (3.38%) React
15 12 (2.54%) OpenCL
16 11 (2.33%) CNTK
16 11 (2.33%) Leaflet
Miscellaneous
1 234 (49.47%) Algorithms
2 133 (28.12%) Computer Science
3 56 (11.84%) CUDA
4 29 (6.13%) Analytical Skills
4 29 (6.13%) User Experience
5 22 (4.65%) Smart City
6 20 (4.23%) Fintech
7 19 (4.02%) Data Structures
8 16 (3.38%) Robotics
9 15 (3.17%) Greenfield Project
10 13 (2.75%) Enterprise Software
11 7 (1.48%) Client/Server
12 6 (1.27%) Hedge funds
13 5 (1.06%) Augmented Reality
13 5 (1.06%) Blog
14 3 (0.63%) 3D Graphics
14 3 (0.63%) Clustering
14 3 (0.63%) Field-Programmable Gate Array
14 3 (0.63%) Grid Computing
14 3 (0.63%) Social Media
Operating Systems
1 79 (16.70%) Linux
2 12 (2.54%) Unix
3 11 (2.33%) Android
4 6 (1.27%) Embedded Linux
4 6 (1.27%) Windows
5 3 (0.63%) Robot Operating System
6 1 (0.21%) Ubuntu
Processes & Methodologies
1 390 (82.45%) Machine Learning
2 270 (57.08%) Deep Learning
3 219 (46.30%) Data Science
4 191 (40.38%) Artificial Intelligence
5 132 (27.91%) Analytics
6 111 (23.47%) Software Engineering
7 110 (23.26%) Neural Network
8 100 (21.14%) Mathematics
9 86 (18.18%) Computer Vision
10 83 (17.55%) Statistics
11 68 (14.38%) Agile Software Development
12 60 (12.68%) Bayesian Methods
13 56 (11.84%) Reinforcement Learning
14 55 (11.63%) Biology
15 53 (11.21%) Image Processing
16 52 (10.99%) Visualisation
17 47 (9.94%) MapReduce
18 42 (8.88%) Computational Linguistics
18 42 (8.88%) Probabilistic Modelling
19 41 (8.67%) Data Engineering
Programming Languages
1 424 (89.64%) Python
2 195 (41.23%) C++
3 181 (38.27%) Java
4 144 (30.44%) C
5 116 (24.52%) Scala
6 90 (19.03%) R
7 78 (16.49%) SQL
8 67 (14.16%) C#
9 60 (12.68%) MATLAB
10 39 (8.25%) Go
11 31 (6.55%) Shell Script
12 25 (5.29%) JavaScript
13 21 (4.44%) Embedded C
13 21 (4.44%) Embedded C++
14 14 (2.96%) Julia
15 9 (1.90%) PHP
16 8 (1.69%) Fortran
17 7 (1.48%) ES6
18 6 (1.27%) Java 8
18 6 (1.27%) PHP 5
Qualifications
1 192 (40.59%) PhD
2 108 (22.83%) Degree
3 43 (9.09%) Computer Science Degree
4 21 (4.44%) Master's Degree
5 10 (2.11%) Security Cleared
6 4 (0.85%) Numerate Degree
7 2 (0.42%) EMC Certification
7 2 (0.42%) SC Cleared
Quality Assurance & Compliance
1 14 (2.96%) GDPR
2 9 (1.90%) Data Quality
3 6 (1.27%) QA
System Software
1 38 (8.03%) Apache Flume
2 37 (7.82%) Docker
3 32 (6.77%) HDFS
4 7 (1.48%) VMware Infrastructure
5 6 (1.27%) VirtualBox
6 5 (1.06%) LXC
Systems Management
1 32 (6.77%) Hadoop YARN
2 18 (3.81%) Kubernetes
3 14 (2.96%) Terraform
4 13 (2.75%) Ansible
5 11 (2.33%) Kibana
6 7 (1.48%) Opscode Chef
6 7 (1.48%) Puppet
7 6 (1.27%) Docker Swarm
8 3 (0.63%) Prometheus
9 1 (0.21%) Oozie
Vendors
1 45 (9.51%) Cloudera
1 45 (9.51%) Hortonworks
2 38 (8.03%) Google
3 26 (5.50%) Tableau
4 17 (3.59%) NVIDIA
5 16 (3.38%) Microsoft
6 14 (2.96%) Capita
7 11 (2.33%) RapidMiner
8 10 (2.11%) IBM
9 9 (1.90%) Twitter
10 8 (1.69%) Informatica
10 8 (1.69%) MapR
11 7 (1.48%) VMware
12 6 (1.27%) Databricks
12 6 (1.27%) Dataiku
13 3 (0.63%) Perforce
14 2 (0.42%) EMC
14 2 (0.42%) Facebook
14 2 (0.42%) Intel
14 2 (0.42%) MicroStrategy