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

Google TensorFlow
UK
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 672 923 1235
Rank change year-on-year +251 +312 -
Permanent jobs citing TensorFlow 530 267 17
As % of all permanent IT jobs advertised in the UK 0.32% 0.15% 0.009%
As % of the Libraries, Frameworks & Software Standards category 0.81% 0.38% 0.023%
Number of salaries quoted 432 218 15
UK median annual salary £65,000 £65,000 £70,000
Median salary % change year-on-year - -7.14% -
10th Percentile £46,250 £45,000 £43,500
90th Percentile £97,500 £90,000 £85,000
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 65,720 70,346 74,850
As % of all permanent IT jobs advertised in the UK 39.96% 40.17% 39.01%
Number of salaries quoted 54,337 58,196 64,845
UK median annual salary £50,500 £50,000 £47,500
Median salary % change year-on-year +1.00% +5.26% +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £82,500 £77,500 £76,250
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 17 October 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 17 October 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 +253 513 £65,000 - 72
London +128 266 £72,500 +16.00% 32
UK excluding London +175 247 £57,500 -17.86% 42
South East +91 130 £55,000 -21.43% 19
East of England +80 73 £65,000 -13.33% 10
North of England +30 16 £82,500 +37.50% 7
Midlands +37 11 £50,000 +11.11% 1
West Midlands +34 11 £50,000 +11.11% 1
South West +10 11 £55,000 +29.43% 3
North West +7 8 £50,000 -16.67% 1
Yorkshire +27 7 £100,000 +207.69% 5
Scotland +6 5 - - 1
North East - 3 £100,000 - 1
Wales -6 1 £52,500 -12.50% 1

For the 6 months to 17 October 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.

1 460 (86.79%) Python
2 458 (86.42%) Machine Learning
3 361 (68.11%) Deep Learning
4 263 (49.62%) Artificial Intelligence
5 253 (47.74%) Natural Language Processing
6 249 (46.98%) Algorithms
7 231 (43.58%) Java
8 207 (39.06%) PhD
9 201 (37.92%) C++
9 201 (37.92%) Data Science
10 183 (34.53%) Software Engineering
11 161 (30.38%) C
12 142 (26.79%) Hadoop
13 133 (25.09%) Keras
14 126 (23.77%) Apache Spark
14 126 (23.77%) Analytics
15 124 (23.40%) Big Data
16 122 (23.02%) C#
17 121 (22.83%) Bayesian Methods
18 119 (22.45%) Reinforcement Learning
19 112 (21.13%) Probabilistic Modelling
20 108 (20.38%) Computational Linguistics
21 106 (20.00%) Multithreading
22 104 (19.62%) Mathematics
23 103 (19.43%) Biology
23 103 (19.43%) Distributed Algorithms
24 102 (19.25%) Computational Biology
24 102 (19.25%) MPhil
25 101 (19.06%) Agile Software Development
26 95 (17.92%) Computer Science

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
1 126 (23.77%) Apache Spark
2 38 (7.17%) Elasticsearch
3 22 (4.15%) Apache
4 20 (3.77%) Jupyter
5 17 (3.21%) SAS
6 12 (2.26%) Apache Pig
7 6 (1.13%) Documentum
7 6 (1.13%) FileNet
7 6 (1.13%) SharePoint
8 4 (0.75%) DNN
9 2 (0.38%) Amazon Alexa
10 1 (0.19%) Apache Solr
10 1 (0.19%) IPython
Applications
1 21 (3.96%) Chatbot
2 5 (0.94%) Spreadsheet
2 5 (0.94%) SPSS
3 2 (0.38%) SOLIDWORKS
Cloud Services
1 86 (16.23%) Amazon AWS
2 47 (8.87%) Microsoft Azure
3 37 (6.98%) Google Cloud Platform
4 25 (4.72%) GitHub
5 17 (3.21%) Amazon SageMaker
6 16 (3.02%) Cloud Computing
7 9 (1.70%) Serverless
8 8 (1.51%) Firebase
9 6 (1.13%) Amazon S3
9 6 (1.13%) Fastly
9 6 (1.13%) Stackdriver
10 5 (0.94%) Amazon Kinesis
11 4 (0.75%) Amazon ELB
11 4 (0.75%) AWS Lambda
11 4 (0.75%) Cortana Intelligence Suite
11 4 (0.75%) IaaS
11 4 (0.75%) SaaS
11 4 (0.75%) Slack
12 3 (0.57%) Amazon EMR
12 3 (0.57%) IBM Cloud
Communications & Networking
1 21 (3.96%) HTTP
2 19 (3.58%) Peer-to-Peer Networking
3 5 (0.94%) DAB
4 2 (0.38%) Wireless
5 1 (0.19%) Internet
5 1 (0.19%) Skype
Database & Business Intelligence
1 142 (26.79%) Hadoop
2 124 (23.40%) Big Data
3 72 (13.58%) Apache Hive
4 58 (10.94%) NoSQL
5 44 (8.30%) PostgreSQL
6 33 (6.23%) Data Warehouse
6 33 (6.23%) MongoDB
6 33 (6.23%) Text Mining
7 29 (5.47%) HBase
8 28 (5.28%) Data Mining
9 26 (4.91%) Impala
10 24 (4.53%) QlikView
11 23 (4.34%) Apache Cassandra
12 22 (4.15%) Sqoop
13 21 (3.96%) Blockchain
14 20 (3.77%) Neo4j
15 11 (2.08%) MySQL
15 11 (2.08%) Redis
16 10 (1.89%) Amazon Redshift
16 10 (1.89%) Data Lake
Development Applications
1 70 (13.21%) Git (software)
2 55 (10.38%) Jenkins
3 32 (6.04%) TeamCity
4 17 (3.21%) Atlassian Bamboo
5 15 (2.83%) Vagrant
6 9 (1.70%) Octopus Deploy
7 8 (1.51%) JUnit
8 7 (1.32%) Maven
9 6 (1.13%) Subversion
10 5 (0.94%) Clang
10 5 (0.94%) Eclipse
11 4 (0.75%) Artifactory
11 4 (0.75%) Gradle
12 3 (0.57%) Visual Studio
12 3 (0.57%) Visual Studio Team System
13 2 (0.38%) Bitbucket
13 2 (0.38%) IntelliJ
13 2 (0.38%) JIRA
13 2 (0.38%) JSUnit
13 2 (0.38%) LabVIEW
General
1 65 (12.26%) Finance
2 40 (7.55%) Retail
3 38 (7.17%) Games
4 32 (6.04%) Electronics
5 22 (4.15%) Publishing
6 14 (2.64%) Automotive
6 14 (2.64%) Banking
7 13 (2.45%) Manufacturing
7 13 (2.45%) Marketing
8 7 (1.32%) Aerospace
9 6 (1.13%) Advertising
10 5 (0.94%) Investment Banking
11 4 (0.75%) Telecoms
12 3 (0.57%) Law
13 2 (0.38%) Front Office
14 1 (0.19%) Financial Institution
Job Titles
1 130 (24.53%) Developer
2 117 (22.08%) Data Scientist
3 78 (14.72%) Machine Learning Engineer
4 77 (14.53%) Software Engineer
5 54 (10.19%) Python Engineer
6 53 (10.00%) Software Developer
7 49 (9.25%) Data Engineer
7 49 (9.25%) Developer/Software Engineer
8 47 (8.87%) Senior Data Scientist
9 43 (8.11%) Python Developer
10 35 (6.60%) Architect
11 31 (5.85%) Machine Learning Scientist
12 28 (5.28%) Machine Learning Developer
13 27 (5.09%) Big Data Engineer
13 27 (5.09%) Machine Learning Researcher
14 22 (4.15%) Computer Engineer
14 22 (4.15%) Computer Vision Engineer
14 22 (4.15%) Hadoop Engineer
15 20 (3.77%) Blockchain Developer
15 20 (3.77%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 253 (47.74%) Natural Language Processing
2 133 (25.09%) Keras
3 83 (15.66%) scikit-learn
4 78 (14.72%) NumPy
5 72 (13.58%) Pandas
6 58 (10.94%) MLlib
6 58 (10.94%) Theano
7 56 (10.57%) Caffe
8 47 (8.87%) SciPy
9 40 (7.55%) Kafka
10 37 (6.98%) MXNet
11 35 (6.60%) React
12 34 (6.42%) Node.js
13 26 (4.91%) PySpark
14 25 (4.72%) AngularJS
15 23 (4.34%) Torch
16 21 (3.96%) WebSockets
17 15 (2.83%) CNTK
17 15 (2.83%) Spark Streaming
18 14 (2.64%) D3.js
Miscellaneous
1 249 (46.98%) Algorithms
2 95 (17.92%) Computer Science
3 44 (8.30%) Robotics
4 35 (6.60%) Analytical Skills
5 28 (5.28%) Smart City
5 28 (5.28%) User Experience
6 24 (4.53%) Data Structures
7 20 (3.77%) Client/Server
8 17 (3.21%) Fintech
9 16 (3.02%) Greenfield Project
9 16 (3.02%) Self-Motivation
10 13 (2.45%) CUDA
11 10 (1.89%) Enterprise Software
12 9 (1.70%) Hedge funds
13 7 (1.32%) Acoustics
13 7 (1.32%) Blog
13 7 (1.32%) Clustering
13 7 (1.32%) Mobile App
14 6 (1.13%) GPGPU
14 6 (1.13%) Social Media
Operating Systems
1 74 (13.96%) Linux
2 22 (4.15%) Unix
3 10 (1.89%) Android
4 6 (1.13%) Embedded Linux
4 6 (1.13%) Robot Operating System
4 6 (1.13%) Windows
5 4 (0.75%) Ubuntu
6 2 (0.38%) Apple iOS
6 2 (0.38%) CoreOS
Processes & Methodologies
1 458 (86.42%) Machine Learning
2 361 (68.11%) Deep Learning
3 263 (49.62%) Artificial Intelligence
4 201 (37.92%) Data Science
5 183 (34.53%) Software Engineering
6 126 (23.77%) Analytics
7 121 (22.83%) Bayesian Methods
8 119 (22.45%) Reinforcement Learning
9 112 (21.13%) Probabilistic Modelling
10 108 (20.38%) Computational Linguistics
11 106 (20.00%) Multithreading
12 104 (19.62%) Mathematics
13 103 (19.43%) Biology
13 103 (19.43%) Distributed Algorithms
14 102 (19.25%) Computational Biology
15 101 (19.06%) Agile Software Development
16 95 (17.92%) Computer Vision
17 82 (15.47%) Neural Network
18 67 (12.64%) Visualisation
19 61 (11.51%) Continuous Integration
Programming Languages
1 460 (86.79%) Python
2 231 (43.58%) Java
3 201 (37.92%) C++
4 161 (30.38%) C
5 122 (23.02%) C#
6 95 (17.92%) SQL
7 90 (16.98%) R
8 81 (15.28%) Scala
9 48 (9.06%) JavaScript
10 36 (6.79%) Go
11 30 (5.66%) MATLAB
12 23 (4.34%) Shell Script
13 14 (2.64%) ES6
14 13 (2.45%) PHP
15 10 (1.89%) Java 8
15 10 (1.89%) Ruby
16 9 (1.70%) Cython
17 8 (1.51%) Kotlin
18 7 (1.32%) Ada 95
18 7 (1.32%) PHP 5
Qualifications
1 207 (39.06%) PhD
2 102 (19.25%) MPhil
3 84 (15.85%) Degree
4 24 (4.53%) Master's Degree
5 13 (2.45%) Computer Science Degree
6 9 (1.70%) Security Cleared
7 6 (1.13%) Numerate Degree
8 1 (0.19%) SC Cleared
Quality Assurance & Compliance
1 12 (2.26%) QA
2 8 (1.51%) GDPR
3 7 (1.32%) Data Quality
4 5 (0.94%) IEC 61508
4 5 (0.94%) ISO 26262
4 5 (0.94%) MISRA
4 5 (0.94%) MISRA C
System Software
1 65 (12.26%) Docker
2 35 (6.60%) HDFS
3 27 (5.09%) Apache Flume
4 20 (3.77%) VMware Infrastructure
5 15 (2.83%) VirtualBox
Systems Management
1 37 (6.98%) Kubernetes
2 34 (6.42%) Ansible
3 25 (4.72%) Hadoop YARN
4 22 (4.15%) Terraform
5 20 (3.77%) Kibana
6 19 (3.58%) Opscode Chef
6 19 (3.58%) Puppet
7 15 (2.83%) Docker Swarm
8 11 (2.08%) logstash
9 4 (0.75%) Prometheus
10 2 (0.38%) Mesos
10 2 (0.38%) Oozie
Vendors
1 53 (10.00%) Google
2 40 (7.55%) Cloudera
2 40 (7.55%) Hortonworks
3 34 (6.42%) Tableau
4 20 (3.77%) VMware
5 16 (3.02%) Microsoft
6 14 (2.64%) Databricks
6 14 (2.64%) Dataiku
6 14 (2.64%) RapidMiner
7 11 (2.08%) IBM
8 10 (1.89%) Informatica
9 5 (0.94%) Renesas
10 4 (0.75%) Cognizant
10 4 (0.75%) MicroStrategy
10 4 (0.75%) Talend
11 3 (0.57%) Alteryx
11 3 (0.57%) MapR
11 3 (0.57%) NVIDIA
11 3 (0.57%) SAP
11 3 (0.57%) Twitter