Period
to 20 August 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 20 August 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 657 1012 1268
Rank change year-on-year +355 +256 -
Permanent jobs citing TensorFlow 572 189 16
As % of all permanent IT jobs advertised in the UK 0.34% 0.11% 0.008%
As % of the Libraries, Frameworks & Software Standards category 0.84% 0.26% 0.021%
Number of salaries quoted 435 146 16
UK median annual salary £65,000 £62,500 £72,500
Median salary % change year-on-year +4.00% -13.79% -
10th Percentile £42,500 £42,500 £43,750
90th Percentile £97,500 £90,000 £86,250
UK excluding London median annual salary £57,500 £60,000 -
% change year-on-year -4.17% - -

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 68,352 71,442 76,839
As % of all permanent IT jobs advertised in the UK 40.44% 40.61% 38.97%
Number of salaries quoted 56,698 59,446 66,664
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 £28,750
90th Percentile £82,500 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +2.41% +3.75%

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 20 August 2018.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 13 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 20 August 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 +342 548 £65,000 +4.00% 53
UK excluding London +262 290 £57,500 -4.17% 29
London +159 262 £72,500 +16.00% 25
South East +151 158 £55,000 -21.43% 15
East of England +82 86 £65,000 -7.14% 7
North of England +27 15 £50,000 +25.00% 1
Midlands +43 12 £51,250 +13.89%
South West +4 12 £56,250 +40.66% 5
West Midlands +32 11 £50,000 +11.11%
North West +25 11 £50,000 -
Scotland -6 6 - - 1
Yorkshire +31 4 £53,750 +65.38% 1
Wales +4 1 £47,500 -20.83%

For the 6 months to 20 August 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.

1 504 (88.11%) Python
2 475 (83.04%) Machine Learning
3 353 (61.71%) Deep Learning
4 274 (47.90%) Algorithms
5 242 (42.31%) Artificial Intelligence
6 241 (42.13%) Java
7 235 (41.08%) Data Science
8 231 (40.38%) Natural Language Processing
9 228 (39.86%) C++
10 207 (36.19%) PhD
11 193 (33.74%) C
12 171 (29.90%) Software Engineering
13 159 (27.80%) Hadoop
14 149 (26.05%) Keras
15 143 (25.00%) Analytics
16 138 (24.13%) Big Data
17 136 (23.78%) Apache Spark
18 131 (22.90%) Computer Science
19 123 (21.50%) Mathematics
20 122 (21.33%) Scala
21 121 (21.15%) Computer Vision
22 107 (18.71%) Bayesian Methods
23 106 (18.53%) R
23 106 (18.53%) Degree
24 100 (17.48%) C#
25 99 (17.31%) Reinforcement Learning
26 97 (16.96%) Neural Network
27 93 (16.26%) scikit-learn
28 92 (16.08%) SQL
28 92 (16.08%) Linux

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
1 136 (23.78%) Apache Spark
2 36 (6.29%) Elasticsearch
3 24 (4.20%) SAS
4 23 (4.02%) Apache
5 19 (3.32%) Jupyter
6 11 (1.92%) Apache Pig
7 10 (1.75%) Documentum
7 10 (1.75%) FileNet
7 10 (1.75%) SharePoint
8 9 (1.57%) DNN
9 3 (0.52%) Apache Solr
10 2 (0.35%) Amazon Alexa
11 1 (0.17%) Apache Airflow
11 1 (0.17%) IPython
Applications
1 19 (3.32%) Chatbot
2 4 (0.70%) SPSS
3 2 (0.35%) SOLIDWORKS
4 1 (0.17%) AutoCAD
Business Applications
1 1 (0.17%) Actimize
1 1 (0.17%) Oracle AML
Cloud Services
1 84 (14.69%) Amazon AWS
2 39 (6.82%) Microsoft Azure
3 33 (5.77%) Google Cloud Platform
4 23 (4.02%) GitHub
5 16 (2.80%) Amazon SageMaker
6 14 (2.45%) Cloud Computing
7 7 (1.22%) Serverless
8 6 (1.05%) Amazon S3
8 6 (1.05%) Fastly
8 6 (1.05%) Stackdriver
9 5 (0.87%) Amazon Kinesis
10 4 (0.70%) Amazon ELB
10 4 (0.70%) AWS Lambda
10 4 (0.70%) Slack
11 3 (0.52%) Amazon EC2
11 3 (0.52%) Cortana Intelligence Suite
12 2 (0.35%) AWS Fargate
12 2 (0.35%) Dialogflow
12 2 (0.35%) Firebase
12 2 (0.35%) Wit.ai
Communications & Networking
1 21 (3.67%) HTTP
2 16 (2.80%) Peer-to-Peer Networking
3 3 (0.52%) DAB
4 2 (0.35%) Internet
5 1 (0.17%) Skype
5 1 (0.17%) Wireless
Database & Business Intelligence
1 159 (27.80%) Hadoop
2 138 (24.13%) Big Data
3 85 (14.86%) Apache Hive
4 57 (9.97%) NoSQL
5 49 (8.57%) PostgreSQL
6 48 (8.39%) Data Warehouse
7 39 (6.82%) Impala
8 35 (6.12%) Sqoop
9 34 (5.94%) HBase
9 34 (5.94%) MongoDB
10 31 (5.42%) Text Mining
11 29 (5.07%) Data Mining
12 27 (4.72%) QlikView
13 21 (3.67%) Apache Cassandra
14 19 (3.32%) MySQL
14 19 (3.32%) Neo4j
15 18 (3.15%) Blockchain
16 17 (2.97%) Flink
17 14 (2.45%) Redis
18 11 (1.92%) Power BI
Development Applications
1 76 (13.29%) Git (software)
2 66 (11.54%) Jenkins
3 39 (6.82%) TeamCity
4 15 (2.62%) Atlassian Bamboo
5 14 (2.45%) Vagrant
6 11 (1.92%) JUnit
7 6 (1.05%) Subversion
8 5 (0.87%) Clang
8 5 (0.87%) Gradle
8 5 (0.87%) Maven
8 5 (0.87%) Octopus Deploy
9 4 (0.70%) Artifactory
10 3 (0.52%) Eclipse
10 3 (0.52%) Visual Studio
10 3 (0.52%) Visual Studio Team System
11 2 (0.35%) LabVIEW
11 2 (0.35%) Robot Framework
12 1 (0.17%) Bitbucket
12 1 (0.17%) CA Release Automation
12 1 (0.17%) JIRA
General
1 56 (9.79%) Finance
2 38 (6.64%) Retail
3 37 (6.47%) Electronics
3 37 (6.47%) Games
4 17 (2.97%) Marketing
5 14 (2.45%) Banking
6 13 (2.27%) Automotive
7 12 (2.10%) Manufacturing
8 7 (1.22%) Aerospace
9 6 (1.05%) Investment Banking
9 6 (1.05%) Publishing
10 4 (0.70%) Advertising
11 3 (0.52%) Law
11 3 (0.52%) Telecoms
12 2 (0.35%) Financial Institution
12 2 (0.35%) Front Office
13 1 (0.17%) International Banking
Job Titles
1 124 (21.68%) Data Scientist
2 110 (19.23%) Developer
3 79 (13.81%) Software Engineer
4 68 (11.89%) Machine Learning Engineer
5 62 (10.84%) Data Engineer
6 48 (8.39%) Python Engineer
7 44 (7.69%) Python Developer
8 43 (7.52%) Computer Engineer
9 42 (7.34%) Big Data Engineer
9 42 (7.34%) Computer Vision Engineer
9 42 (7.34%) Senior Data Scientist
9 42 (7.34%) Software Developer
10 38 (6.64%) Developer/Software Engineer
11 35 (6.12%) Hadoop Engineer
11 35 (6.12%) Machine Learning Scientist
12 33 (5.77%) Architect
13 32 (5.59%) C++ Software Engineer
14 27 (4.72%) Research Engineer
14 27 (4.72%) Senior Data Engineer
15 25 (4.37%) Machine Learning Researcher
Libraries, Frameworks & Software Standards
1 231 (40.38%) Natural Language Processing
2 149 (26.05%) Keras
3 93 (16.26%) scikit-learn
4 83 (14.51%) NumPy
5 78 (13.64%) Pandas
6 68 (11.89%) MLlib
7 67 (11.71%) Theano
8 51 (8.92%) SciPy
9 46 (8.04%) Kafka
10 34 (5.94%) MXNet
11 28 (4.90%) OpenGL
11 28 (4.90%) React
12 26 (4.55%) Node.js
13 24 (4.20%) PySpark
14 23 (4.02%) D3.js
15 18 (3.15%) OpenCL
15 18 (3.15%) WebSockets
16 16 (2.80%) Django
16 16 (2.80%) Torch
17 15 (2.62%) Leaflet
Miscellaneous
1 274 (47.90%) Algorithms
2 131 (22.90%) Computer Science
3 40 (6.99%) User Experience
4 39 (6.82%) CUDA
5 37 (6.47%) Analytical Skills
6 35 (6.12%) Robotics
7 27 (4.72%) Smart City
8 25 (4.37%) Data Structures
9 22 (3.85%) Greenfield Project
10 20 (3.50%) Fintech
11 17 (2.97%) Client/Server
12 15 (2.62%) Self-Motivation
13 14 (2.45%) Enterprise Software
14 10 (1.75%) Hedge funds
15 9 (1.57%) Augmented Reality
16 7 (1.22%) Mobile App
16 7 (1.22%) Social Media
17 6 (1.05%) Blog
17 6 (1.05%) GPGPU
18 5 (0.87%) Clustering
Operating Systems
1 92 (16.08%) Linux
2 17 (2.97%) Unix
3 15 (2.62%) Android
4 7 (1.22%) Embedded Linux
5 5 (0.87%) Robot Operating System
6 4 (0.70%) Ubuntu
6 4 (0.70%) Windows
7 2 (0.35%) Apple iOS
Processes & Methodologies
1 475 (83.04%) Machine Learning
2 353 (61.71%) Deep Learning
3 242 (42.31%) Artificial Intelligence
4 235 (41.08%) Data Science
5 171 (29.90%) Software Engineering
6 143 (25.00%) Analytics
7 123 (21.50%) Mathematics
8 121 (21.15%) Computer Vision
9 107 (18.71%) Bayesian Methods
10 99 (17.31%) Reinforcement Learning
11 97 (16.96%) Neural Network
12 89 (15.56%) Computational Linguistics
13 86 (15.03%) Probabilistic Modelling
14 85 (14.86%) Multithreading
15 84 (14.69%) Biology
15 84 (14.69%) Distributed Algorithms
16 83 (14.51%) Agile Software Development
16 83 (14.51%) Computational Biology
17 75 (13.11%) Visualisation
18 68 (11.89%) Statistics
Programming Languages
1 504 (88.11%) Python
2 241 (42.13%) Java
3 228 (39.86%) C++
4 193 (33.74%) C
5 122 (21.33%) Scala
6 106 (18.53%) R
7 100 (17.48%) C#
8 92 (16.08%) SQL
9 62 (10.84%) MATLAB
10 48 (8.39%) Go
11 46 (8.04%) JavaScript
12 34 (5.94%) Shell Script
13 19 (3.32%) Embedded C
13 19 (3.32%) Embedded C++
14 16 (2.80%) PHP
15 14 (2.45%) ES6
16 12 (2.10%) Java 8
17 9 (1.57%) PHP 5
17 9 (1.57%) Ruby
18 7 (1.22%) Fortran
Qualifications
1 207 (36.19%) PhD
2 106 (18.53%) Degree
3 28 (4.90%) Computer Science Degree
4 16 (2.80%) Master's Degree
5 11 (1.92%) Security Cleared
6 5 (0.87%) Numerate Degree
7 2 (0.35%) SC Cleared
8 1 (0.17%) EMC Certification
Quality Assurance & Compliance
1 16 (2.80%) GDPR
2 11 (1.92%) QA
3 10 (1.75%) Data Quality
4 5 (0.87%) GCP
4 5 (0.87%) IEC 61508
4 5 (0.87%) ISO 26262
4 5 (0.87%) MISRA
4 5 (0.87%) MISRA C
System Software
1 65 (11.36%) Docker
2 40 (6.99%) Apache Flume
3 38 (6.64%) HDFS
4 17 (2.97%) VMware Infrastructure
5 14 (2.45%) VirtualBox
6 1 (0.17%) LXC
Systems Management
1 35 (6.12%) Hadoop YARN
2 32 (5.59%) Kubernetes
3 30 (5.24%) Ansible
4 24 (4.20%) Kibana
5 22 (3.85%) Terraform
6 16 (2.80%) Opscode Chef
6 16 (2.80%) Puppet
7 14 (2.45%) Docker Swarm
8 9 (1.57%) logstash
9 4 (0.70%) Prometheus
10 2 (0.35%) Oozie
Vendors
1 57 (9.97%) Google
2 51 (8.92%) Cloudera
2 51 (8.92%) Hortonworks
3 38 (6.64%) Tableau
4 20 (3.50%) RapidMiner
5 17 (2.97%) VMware
6 15 (2.62%) IBM
7 13 (2.27%) Databricks
7 13 (2.27%) Dataiku
7 13 (2.27%) Informatica
8 10 (1.75%) Microsoft
9 8 (1.40%) Capita
10 5 (0.87%) Renesas
10 5 (0.87%) Twitter
11 4 (0.70%) MicroStrategy
11 4 (0.70%) Talend
12 3 (0.52%) Alteryx
12 3 (0.52%) MapR
12 3 (0.52%) Oracle
13 2 (0.35%) Sybase