Period
to 21 July 2019

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 21 July 2019 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
21 Jul 2019
Same period 2018 Same period 2017
Rank 704 676 1072
Rank change year-on-year -28 +396 +216
Permanent jobs citing TensorFlow 406 563 153
As % of all permanent IT jobs advertised in the UK 0.28% 0.32% 0.086%
As % of the Libraries, Frameworks & Software Standards category 0.74% 0.80% 0.21%
Number of salaries quoted 304 416 124
UK median annual salary £69,500 £65,000 £62,500
Median salary % change year-on-year +6.92% +4.00% -13.79%
10th Percentile £41,400 £42,500 £45,000
90th Percentile £100,000 £95,000 £90,000
UK excluding London median annual salary £57,500 £57,500 £52,500
% change year-on-year - +9.52% -

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 54,722 70,496 72,439
As % of all permanent IT jobs advertised in the UK 37.77% 40.29% 40.54%
Number of salaries quoted 45,099 58,731 60,727
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,250 £31,250 £28,750
90th Percentile £86,250 £80,250 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

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 21 July 2019.

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 21 July 2019. 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 -38 379 £70,000 +7.69% 72
London +84 253 £75,000 +7.14% 43
UK excluding London -76 147 £57,500 - 36
South East -78 50 £57,500 +4.55% 9
North of England +52 35 £61,250 +22.50% 3
North West +26 29 £62,500 +25.00% 2
Wales +32 18 £50,000 -2.44% 1
Midlands +52 13 £56,250 +12.50%
South West +21 12 £52,500 -4.55% 10
West Midlands +32 10 £55,000 +10.00%
East of England -3 10 £61,250 -7.55% 7
Scotland +10 8 £66,250 - 4
Yorkshire +7 6 £55,000 +69.23% 1
East Midlands - 3 £62,500 -
Northern Ireland - 1 £95,000 - 2

For the 6 months to 21 July 2019, 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.

1 363 (89.41%) Machine Learning
2 330 (81.28%) Python
3 210 (51.72%) Data Science
4 203 (50.00%) Artificial Intelligence
5 196 (48.28%) Deep Learning
6 148 (36.45%) scikit-learn
7 144 (35.47%) Algorithms
8 136 (33.50%) Keras
9 127 (31.28%) Software Engineering
10 125 (30.79%) Java
11 116 (28.57%) C++
11 116 (28.57%) PhD
12 115 (28.33%) SQL
13 109 (26.85%) Mathematics
14 107 (26.35%) Apache Spark
15 100 (24.63%) Computer Science
16 90 (22.17%) Degree
17 88 (21.67%) Natural Language Processing
18 84 (20.69%) Analytics
19 82 (20.20%) Amazon AWS
20 80 (19.70%) Caffe
21 79 (19.46%) Problem-Solving
21 79 (19.46%) Hadoop
22 78 (19.21%) Computer Vision
23 74 (18.23%) R
23 74 (18.23%) Pandas
24 71 (17.49%) Big Data
24 71 (17.49%) Agile Software Development
25 67 (16.50%) C
26 63 (15.52%) Google Cloud Platform

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
1 107 (26.35%) Apache Spark
2 27 (6.65%) Elasticsearch
3 24 (5.91%) Apache
4 18 (4.43%) Tomcat
4 18 (4.43%) WebSphere
5 13 (3.20%) Tornado
6 8 (1.97%) Jupyter
7 6 (1.48%) Apache Solr
7 6 (1.48%) SAS
8 5 (1.23%) WebSphere Application Server
9 2 (0.49%) Apache Airflow
9 2 (0.49%) DNN
9 2 (0.49%) nginx
10 1 (0.25%) Apache Pig
10 1 (0.25%) CMS
10 1 (0.25%) Drupal
10 1 (0.25%) Ethereum
10 1 (0.25%) Hyperledger
Applications
1 3 (0.74%) Weka
2 2 (0.49%) Pipeline Pilot
3 1 (0.25%) Chatbot
Business Applications
1 1 (0.25%) Quorum
1 1 (0.25%) R3 Corda
Cloud Services
1 82 (20.20%) Amazon AWS
2 63 (15.52%) Google Cloud Platform
3 43 (10.59%) Microsoft Azure
4 21 (5.17%) GitHub
5 14 (3.45%) Amazon SageMaker
6 13 (3.20%) Serverless
7 7 (1.72%) Amazon EC2
7 7 (1.72%) OpenShift
8 6 (1.48%) Amazon S3
8 6 (1.48%) AWS Lambda
8 6 (1.48%) PaaS
9 5 (1.23%) IaaS
9 5 (1.23%) SaaS
10 3 (0.74%) Cloud Computing
11 2 (0.49%) Amazon CloudWatch
11 2 (0.49%) Amazon ELB
11 2 (0.49%) Firebase
11 2 (0.49%) Power Platform
12 1 (0.25%) Dialogflow
12 1 (0.25%) Dropbox
Communications & Networking
1 18 (4.43%) Wireless
2 4 (0.99%) HTTPS
2 4 (0.99%) Internet
2 4 (0.99%) MQTT
3 2 (0.49%) SSL
4 1 (0.25%) IPFS
4 1 (0.25%) NFC
Database & Business Intelligence
1 79 (19.46%) Hadoop
2 71 (17.49%) Big Data
3 44 (10.84%) PostgreSQL
4 33 (8.13%) NoSQL
5 32 (7.88%) SQL Server
6 28 (6.90%) Neo4j
7 27 (6.65%) Relational Database
8 21 (5.17%) Data Mining
9 19 (4.68%) Redis
10 18 (4.43%) Informix
11 14 (3.45%) Amazon Redshift
12 13 (3.20%) DB2
13 12 (2.96%) Flink
14 11 (2.71%) Apache Cassandra
15 9 (2.22%) Pentaho
16 8 (1.97%) Apache Hive
17 7 (1.72%) MongoDB
17 7 (1.72%) RDBMS
18 6 (1.48%) QlikView
19 5 (1.23%) BusinessObjects
Development Applications
1 50 (12.32%) Git (software)
2 46 (11.33%) Jenkins
3 13 (3.20%) Atlassian Bamboo
4 12 (2.96%) GitLab
5 9 (2.22%) Travis CI
5 9 (2.22%) Vagrant
6 7 (1.72%) Maven
7 5 (1.23%) Artifactory
7 5 (1.23%) Bitbucket
8 1 (0.25%) Code Climate
8 1 (0.25%) Eclipse
8 1 (0.25%) JIRA
8 1 (0.25%) LabVIEW
8 1 (0.25%) PHPUnit
8 1 (0.25%) Selenium
8 1 (0.25%) Subversion
General
1 49 (12.07%) Finance
2 29 (7.14%) Banking
3 25 (6.16%) Marketing
4 20 (4.93%) Retail
5 19 (4.68%) Electronics
6 12 (2.96%) Law
7 11 (2.71%) Billing
8 7 (1.72%) Advertising
8 7 (1.72%) Financial Institution
8 7 (1.72%) Manufacturing
8 7 (1.72%) Pharmaceutical
9 6 (1.48%) Automotive
9 6 (1.48%) Telecoms
10 4 (0.99%) Aerospace
11 3 (0.74%) Legal
12 2 (0.49%) Publishing
13 1 (0.25%) Games
13 1 (0.25%) Greek Language
Job Titles
1 123 (30.30%) Data Scientist
2 72 (17.73%) Machine Learning Engineer
3 63 (15.52%) Developer
4 62 (15.27%) Software Engineer
5 49 (12.07%) Senior Data Scientist
6 26 (6.40%) Python Developer
7 25 (6.16%) Python Engineer
8 21 (5.17%) Data Engineer
9 17 (4.19%) Java Developer
10 15 (3.69%) Senior Developer
11 14 (3.45%) Machine Learning Developer
11 14 (3.45%) Machine Learning Researcher
12 13 (3.20%) Artificial Intelligence Engineer
12 13 (3.20%) Machine Learning Scientist
13 12 (2.96%) Architect
14 11 (2.71%) Solutions Architect
15 10 (2.46%) Systems Engineer
16 9 (2.22%) Embedded Engineer
16 9 (2.22%) Python Software Engineer
17 8 (1.97%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 148 (36.45%) scikit-learn
2 136 (33.50%) Keras
3 88 (21.67%) Natural Language Processing
4 80 (19.70%) Caffe
5 74 (18.23%) Pandas
6 62 (15.27%) NumPy
7 54 (13.30%) Torch
8 44 (10.84%) J2EE
9 42 (10.34%) MXNet
10 40 (9.85%) OpenCV
11 32 (7.88%) Flask
12 31 (7.64%) Theano
12 31 (7.64%) Web Services
13 29 (7.14%) SciPy
14 27 (6.65%) CNTK
14 27 (6.65%) Spring
15 26 (6.40%) Deeplearning4j
16 23 (5.67%) Kafka
16 23 (5.67%) REST
17 22 (5.42%) React
Miscellaneous
1 144 (35.47%) Algorithms
2 46 (11.33%) Analytical Skills
3 18 (4.43%) Robotics
3 18 (4.43%) Smartphone
4 15 (3.69%) CUDA
5 13 (3.20%) Enterprise Software
5 13 (3.20%) User Experience
6 11 (2.71%) Embedded Systems
7 10 (2.46%) Data Structures
7 10 (2.46%) Self-Motivation
8 9 (2.22%) Linux Command Line
9 7 (1.72%) Blog
9 7 (1.72%) SIMD
10 6 (1.48%) Acoustics
10 6 (1.48%) Raspberry Pi
10 6 (1.48%) Virtual Team
11 5 (1.23%) Internet of Things
11 5 (1.23%) Life Science
11 5 (1.23%) Public Cloud
11 5 (1.23%) Social Network
Operating Systems
1 36 (8.87%) Linux
2 15 (3.69%) Unix
3 14 (3.45%) Android
4 2 (0.49%) Windows
5 1 (0.25%) Embedded Linux
5 1 (0.25%) Robot Operating System
Processes & Methodologies
1 363 (89.41%) Machine Learning
2 210 (51.72%) Data Science
3 203 (50.00%) Artificial Intelligence
4 196 (48.28%) Deep Learning
5 127 (31.28%) Software Engineering
6 109 (26.85%) Mathematics
7 100 (24.63%) Computer Science
8 84 (20.69%) Analytics
9 79 (19.46%) Problem-Solving
10 78 (19.21%) Computer Vision
11 71 (17.49%) Agile Software Development
12 61 (15.02%) Neural Network
13 59 (14.53%) Statistics
14 53 (13.05%) Visualisation
15 42 (10.34%) DevOps
15 42 (10.34%) Open Source
16 33 (8.13%) Data Analysis
17 32 (7.88%) Data Analytics
18 31 (7.64%) Image Processing
19 29 (7.14%) Physics
Programming Languages
1 330 (81.28%) Python
2 125 (30.79%) Java
3 116 (28.57%) C++
4 115 (28.33%) SQL
5 74 (18.23%) R
6 67 (16.50%) C
7 43 (10.59%) Scala
8 38 (9.36%) JavaScript
9 29 (7.14%) C#
9 29 (7.14%) MATLAB
10 26 (6.40%) Ada
10 26 (6.40%) Ada 95
11 18 (4.43%) Groovy
12 10 (2.46%) Go
12 10 (2.46%) Haskell
12 10 (2.46%) Lua
13 7 (1.72%) ES6
14 6 (1.48%) TypeScript
15 4 (0.99%) GLSL
15 4 (0.99%) HLSL
Qualifications
1 116 (28.57%) PhD
2 90 (22.17%) Degree
3 35 (8.62%) Computer Science Degree
4 15 (3.69%) Security Cleared
5 12 (2.96%) Master's Degree
6 10 (2.46%) SC Cleared
7 6 (1.48%) Numerate Degree
8 2 (0.49%) AWS Certification
9 1 (0.25%) BPSS Clearance
Quality Assurance & Compliance
1 8 (1.97%) QA
2 2 (0.49%) Data Quality
2 2 (0.49%) ISO 9001
System Software
1 60 (14.78%) Docker
2 9 (2.22%) VirtualBox
3 1 (0.25%) Apache Flume
3 1 (0.25%) HDFS
Systems Management
1 58 (14.29%) Kubernetes
2 28 (6.90%) Terraform
3 22 (5.42%) Docker Swarm
4 17 (4.19%) Ansible
5 6 (1.48%) Hadoop YARN
6 5 (1.23%) Consul
7 1 (0.25%) Kibana
7 1 (0.25%) Oozie
Vendors
1 44 (10.84%) Google
2 25 (6.16%) Oracle
3 22 (5.42%) Tableau
4 21 (5.17%) IBM
5 20 (4.93%) Cloudera
6 15 (3.69%) Hortonworks
7 13 (3.20%) Dataiku
8 12 (2.96%) Databricks
9 8 (1.97%) Microsoft
10 5 (1.23%) Intel
10 5 (1.23%) MathWorks
11 3 (0.74%) Rackspace
12 2 (0.49%) Facebook
12 2 (0.49%) Twitter
13 1 (0.25%) Informatica
13 1 (0.25%) Netezza
13 1 (0.25%) New Relic
13 1 (0.25%) RapidMiner
13 1 (0.25%) SaltStack
13 1 (0.25%) Teradata