Period
to 19 December 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 19 December 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 666 885 1198
Rank change year-on-year +219 +313 -
Permanent jobs citing TensorFlow 512 328 20
As % of all permanent IT jobs advertised in the UK 0.32% 0.18% 0.011%
As % of the Libraries, Frameworks & Software Standards category 0.82% 0.46% 0.028%
Number of salaries quoted 439 263 17
UK median annual salary £67,500 £62,500 £80,000
Median salary % change year-on-year +8.00% -21.88% -
10th Percentile £48,750 £40,000 £62,000
90th Percentile £110,000 £83,750 £116,000
UK excluding London median annual salary £57,500 £70,000 -
% change year-on-year -17.86% - -

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 62,639 71,715 72,625
As % of all permanent IT jobs advertised in the UK 39.48% 40.13% 39.23%
Number of salaries quoted 51,386 59,770 62,872
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,250 £30,000 £28,750
90th Percentile £85,000 £77,500 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 19 December 2018.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 15 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 19 December 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 +200 499 £70,000 +12.00% 66
London +151 293 £75,000 +20.00% 41
UK excluding London +98 209 £57,500 -17.86% 26
South East +75 108 £55,000 -21.43% 11
East of England +32 66 £57,500 -23.33% 8
North of England +40 15 £100,000 +66.67% 2
Yorkshire - 10 £100,000 - 1
South West -9 7 £52,500 +23.53% 3
North East +9 6 £100,000 - 1
Northern Ireland - 6 £42,500 - 1
Midlands +36 3 £28,500 -36.67% 1
West Midlands +29 3 £28,500 -36.67% 1
North West +21 3 £70,250 +17.08%
Scotland +1 3 - -
Wales - 1 £52,500 -

For the 6 months to 19 December 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.

1 446 (87.11%) Python
2 444 (86.72%) Machine Learning
3 342 (66.80%) Deep Learning
4 272 (53.13%) Artificial Intelligence
5 250 (48.83%) Natural Language Processing
6 247 (48.24%) Algorithms
7 213 (41.60%) C++
8 208 (40.63%) Java
9 195 (38.09%) Data Science
10 194 (37.89%) PhD
11 180 (35.16%) Software Engineering
12 172 (33.59%) C
13 133 (25.98%) Mathematics
14 127 (24.80%) C#
15 125 (24.41%) Hadoop
16 121 (23.63%) Apache Spark
17 114 (22.27%) Reinforcement Learning
18 113 (22.07%) Bayesian Methods
19 110 (21.48%) Agile Software Development
19 110 (21.48%) Keras
20 107 (20.90%) Analytics
21 106 (20.70%) scikit-learn
22 105 (20.51%) Big Data
23 103 (20.12%) Probabilistic Modelling
24 100 (19.53%) Computer Vision
25 99 (19.34%) Amazon AWS
26 96 (18.75%) Computer Science
26 96 (18.75%) Multithreading
27 95 (18.55%) Computational Linguistics
28 93 (18.16%) Neural Network

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
1 121 (23.63%) Apache Spark
2 39 (7.62%) Apache
3 36 (7.03%) Elasticsearch
4 16 (3.13%) Jupyter
5 15 (2.93%) Apache Pig
6 9 (1.76%) DNN
7 7 (1.37%) SAS
8 4 (0.78%) Ethereum
8 4 (0.78%) Hyperledger
9 3 (0.59%) Apache Solr
10 1 (0.20%) Apache Airflow
10 1 (0.20%) IPython
Applications
1 25 (4.88%) Chatbot
2 8 (1.56%) SPSS
3 5 (0.98%) Spreadsheet
4 2 (0.39%) Weka
5 1 (0.20%) GNU Octave
Business Applications
1 4 (0.78%) Distributed Ledger
Cloud Services
1 99 (19.34%) Amazon AWS
2 43 (8.40%) Microsoft Azure
3 39 (7.62%) Google Cloud Platform
4 19 (3.71%) Amazon SageMaker
5 14 (2.73%) GitHub
6 11 (2.15%) Cloud Computing
7 8 (1.56%) Firebase
7 8 (1.56%) Serverless
8 7 (1.37%) Amazon S3
8 7 (1.37%) IBM Cloud
9 6 (1.17%) Amazon EC2
9 6 (1.17%) IaaS
9 6 (1.17%) SaaS
10 5 (0.98%) Amazon ELB
11 4 (0.78%) Cortana Intelligence Suite
11 4 (0.78%) PaaS
11 4 (0.78%) Wit.ai
12 3 (0.59%) Amazon EMR
12 3 (0.59%) Amazon Kinesis
13 2 (0.39%) AWS Lambda
Communications & Networking
1 10 (1.95%) HTTP
1 10 (1.95%) Peer-to-Peer Networking
2 5 (0.98%) DAB
3 2 (0.39%) Firewall
3 2 (0.39%) MQTT
3 2 (0.39%) Wireless
Database & Business Intelligence
1 125 (24.41%) Hadoop
2 105 (20.51%) Big Data
3 56 (10.94%) NoSQL
4 53 (10.35%) Apache Hive
5 39 (7.62%) Data Mining
5 39 (7.62%) PostgreSQL
6 27 (5.27%) MongoDB
7 25 (4.88%) Text Mining
8 23 (4.49%) HBase
9 22 (4.30%) Neo4j
10 17 (3.32%) Apache Cassandra
11 16 (3.13%) QlikView
12 15 (2.93%) Blockchain
13 14 (2.73%) Amazon Redshift
13 14 (2.73%) Data Warehouse
14 12 (2.34%) Impala
15 11 (2.15%) Data Lake
15 11 (2.15%) MySQL
15 11 (2.15%) Sqoop
16 8 (1.56%) SQL Server
Development Applications
1 50 (9.77%) Git (software)
2 37 (7.23%) Jenkins
3 18 (3.52%) Atlassian Bamboo
4 16 (3.13%) Vagrant
5 15 (2.93%) TeamCity
6 9 (1.76%) Maven
7 6 (1.17%) Subversion
8 5 (0.98%) Eclipse
8 5 (0.98%) Octopus Deploy
8 5 (0.98%) Visual Studio Team System
9 4 (0.78%) JUnit
9 4 (0.78%) Visual Studio
10 3 (0.59%) Clang
11 2 (0.39%) Bitbucket
11 2 (0.39%) ER Studio
11 2 (0.39%) FindBugs
11 2 (0.39%) IntelliJ
11 2 (0.39%) Mocha
11 2 (0.39%) Robot Framework
11 2 (0.39%) Sinon.JS
General
1 85 (16.60%) Finance
2 39 (7.62%) Publishing
3 35 (6.84%) Games
4 34 (6.64%) Retail
5 30 (5.86%) Banking
6 29 (5.66%) Electronics
7 13 (2.54%) Manufacturing
7 13 (2.54%) Pharmaceutical
8 12 (2.34%) Marketing
9 9 (1.76%) Automotive
10 6 (1.17%) Advertising
10 6 (1.17%) Law
11 4 (0.78%) Telecoms
12 3 (0.59%) Investment Banking
12 3 (0.59%) Military
13 2 (0.39%) Aerospace
14 1 (0.20%) Financial Institution
14 1 (0.20%) French Language
14 1 (0.20%) Front Office
14 1 (0.20%) Legal
Job Titles
1 131 (25.59%) Developer
2 130 (25.39%) Data Scientist
3 89 (17.38%) Software Engineer
4 79 (15.43%) Machine Learning Engineer
5 58 (11.33%) Python Engineer
6 55 (10.74%) Software Developer
7 54 (10.55%) Developer/Software Engineer
8 52 (10.16%) Senior Data Scientist
9 40 (7.81%) Python Developer
10 36 (7.03%) Architect
11 35 (6.84%) Data Engineer
12 29 (5.66%) Machine Learning Scientist
13 28 (5.47%) Machine Learning Developer
14 22 (4.30%) C++ Developer
14 22 (4.30%) Machine Learning Researcher
14 22 (4.30%) Python Software Engineer
15 21 (4.10%) C++ Software Engineer
16 20 (3.91%) C++ Software Developer
17 17 (3.32%) Research Engineer
18 16 (3.13%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 250 (48.83%) Natural Language Processing
2 110 (21.48%) Keras
3 106 (20.70%) scikit-learn
4 76 (14.84%) NumPy
4 76 (14.84%) Pandas
5 66 (12.89%) Caffe
6 54 (10.55%) SciPy
6 54 (10.55%) Theano
7 41 (8.01%) MXNet
8 37 (7.23%) MLlib
9 35 (6.84%) Node.js
10 29 (5.66%) Kafka
11 28 (5.47%) React
12 26 (5.08%) AngularJS
13 24 (4.69%) Torch
14 18 (3.52%) PySpark
15 16 (3.13%) CNTK
15 16 (3.13%) Spark Streaming
16 14 (2.73%) .NET
16 14 (2.73%) Web Services
Miscellaneous
1 247 (48.24%) Algorithms
2 46 (8.98%) Robotics
3 27 (5.27%) Analytical Skills
4 20 (3.91%) Data Structures
5 18 (3.52%) Smart City
6 17 (3.32%) User Experience
7 14 (2.73%) Self-Motivation
8 12 (2.34%) Social Media
8 12 (2.34%) Virtual Team
9 11 (2.15%) CUDA
9 11 (2.15%) Fintech
10 10 (1.95%) Client/Server
11 9 (1.76%) Greenfield Project
12 8 (1.56%) Acoustics
12 8 (1.56%) Blog
12 8 (1.56%) Clustering
12 8 (1.56%) Hedge funds
13 6 (1.17%) Cloud Native
13 6 (1.17%) Enterprise Software
13 6 (1.17%) Mobile App
Operating Systems
1 79 (15.43%) Linux
2 15 (2.93%) Unix
3 10 (1.95%) Windows
4 8 (1.56%) Android
5 7 (1.37%) Embedded Linux
6 2 (0.39%) Apple iOS
6 2 (0.39%) CoreOS
6 2 (0.39%) Robot Operating System
7 1 (0.20%) Ubuntu
Processes & Methodologies
1 444 (86.72%) Machine Learning
2 342 (66.80%) Deep Learning
3 272 (53.13%) Artificial Intelligence
4 195 (38.09%) Data Science
5 180 (35.16%) Software Engineering
6 133 (25.98%) Mathematics
7 114 (22.27%) Reinforcement Learning
8 113 (22.07%) Bayesian Methods
9 110 (21.48%) Agile Software Development
10 107 (20.90%) Analytics
11 103 (20.12%) Probabilistic Modelling
12 100 (19.53%) Computer Vision
13 96 (18.75%) Computer Science
13 96 (18.75%) Multithreading
14 95 (18.55%) Computational Linguistics
15 93 (18.16%) Distributed Algorithms
15 93 (18.16%) Neural Network
16 92 (17.97%) Biology
16 92 (17.97%) Computational Biology
17 70 (13.67%) Visualisation
Programming Languages
1 446 (87.11%) Python
2 213 (41.60%) C++
3 208 (40.63%) Java
4 172 (33.59%) C
5 127 (24.80%) C#
6 88 (17.19%) SQL
7 76 (14.84%) R
8 65 (12.70%) JavaScript
9 59 (11.52%) Scala
10 26 (5.08%) Go
11 24 (4.69%) MATLAB
12 15 (2.93%) Cython
12 15 (2.93%) Haskell
13 13 (2.54%) Ada
13 13 (2.54%) Ada 95
14 12 (2.34%) Shell Script
15 9 (1.76%) Kotlin
16 8 (1.56%) Ruby
17 7 (1.37%) Bash Shell
17 7 (1.37%) PHP
Qualifications
1 194 (37.89%) PhD
2 92 (17.97%) MPhil
3 84 (16.41%) Degree
4 23 (4.49%) Master's Degree
5 8 (1.56%) Computer Science Degree
5 8 (1.56%) Security Cleared
6 6 (1.17%) Numerate Degree
7 2 (0.39%) CEH
7 2 (0.39%) PMI Certification
7 2 (0.39%) TOGAF Certification
8 1 (0.20%) SC Cleared
Quality Assurance & Compliance
1 9 (1.76%) QA
2 3 (0.59%) Data Quality
2 3 (0.59%) IEC 61508
2 3 (0.59%) ISO 26262
2 3 (0.59%) MISRA
2 3 (0.59%) MISRA C
3 1 (0.20%) GDPR
System Software
1 50 (9.77%) Docker
2 25 (4.88%) HDFS
3 16 (3.13%) VirtualBox
4 14 (2.73%) Apache Flume
5 10 (1.95%) VMware Infrastructure
6 2 (0.39%) Active Directory
6 2 (0.39%) Apache ZooKeeper
Systems Management
1 34 (6.64%) Kubernetes
2 28 (5.47%) Ansible
3 18 (3.52%) Terraform
4 16 (3.13%) Docker Swarm
5 14 (2.73%) Hadoop YARN
5 14 (2.73%) Kibana
6 12 (2.34%) logstash
6 12 (2.34%) Opscode Chef
6 12 (2.34%) Puppet
7 2 (0.39%) Ambari
7 2 (0.39%) Mesos
7 2 (0.39%) Salt
8 1 (0.20%) Oozie
Vendors
1 40 (7.81%) Google
2 27 (5.27%) Cloudera
2 27 (5.27%) Hortonworks
3 23 (4.49%) Tableau
4 18 (3.52%) Microsoft
5 17 (3.32%) Databricks
6 15 (2.93%) Dataiku
7 10 (1.95%) IBM
7 10 (1.95%) VMware
8 8 (1.56%) RapidMiner
9 6 (1.17%) Informatica
10 5 (0.98%) Alteryx
11 4 (0.78%) Talend
11 4 (0.78%) TIBCO
12 3 (0.59%) Renesas
12 3 (0.59%) SAP
13 2 (0.39%) Jitterbit
13 2 (0.39%) MuleSoft
13 2 (0.39%) Signiant
13 2 (0.39%) SnapLogic