Period
to 19 November 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 19 November 2019 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
19 Nov 2019
Same period 2018 Same period 2017
Rank 655 681 904
Rank change year-on-year +26 +223 +319
Permanent jobs citing TensorFlow 450 539 314
As % of all permanent IT jobs advertised in the UK 0.33% 0.33% 0.18%
As % of the Libraries, Frameworks & Software Standards category 0.87% 0.83% 0.44%
Number of salaries quoted 319 458 255
UK median annual salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.85% -13.33%
10th Percentile £42,500 £47,500 £45,000
90th Percentile £97,500 £105,750 £85,000
UK excluding London median annual salary £53,550 £57,500 £70,000
% change year-on-year -6.87% -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 51,980 64,574 71,647
As % of all permanent IT jobs advertised in the UK 38.02% 39.83% 40.16%
Number of salaries quoted 42,924 53,348 59,498
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £32,500 £31,250 £29,750
90th Percentile £87,500 £83,750 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +1.19%

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 November 2019.

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 19 November 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 +16 417 £70,000 +3.70% 59
London +73 281 £75,000 - 33
UK excluding London -10 153 £53,550 -6.87% 29
South East -46 35 £51,250 -6.82% 5
North of England +42 28 £61,250 -35.70% 1
East of England +15 25 £75,000 +15.38% 9
South West +15 25 £51,250 -6.82% 7
North West +49 23 £65,000 +30.00% 1
Scotland +37 18 £53,550 - 1
Midlands +35 11 £47,750 +0.53% 4
Wales +16 11 - -
West Midlands +34 7 £42,750 -10.00% 4
Yorkshire +15 5 £40,000 -60.00%
East Midlands - 4 £61,250 -

For the 6 months to 19 November 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.

1 398 (88.44%) Python
2 391 (86.89%) Machine Learning
3 256 (56.89%) Data Science
4 241 (53.56%) Artificial Intelligence
5 222 (49.33%) Deep Learning
6 182 (40.44%) Algorithms
7 162 (36.00%) scikit-learn
8 152 (33.78%) Keras
9 143 (31.78%) SQL
10 135 (30.00%) Apache Spark
11 133 (29.56%) Analytics
12 131 (29.11%) AWS
13 127 (28.22%) Computer Science
14 120 (26.67%) PhD
15 117 (26.00%) Mathematics
16 116 (25.78%) Natural Language Processing
17 114 (25.33%) Azure
18 112 (24.89%) Software Engineering
19 109 (24.22%) Pandas
20 108 (24.00%) C++
21 106 (23.56%) PyTorch
22 99 (22.00%) Statistics
23 97 (21.56%) Hadoop
23 97 (21.56%) Java
24 96 (21.33%) Degree
25 94 (20.89%) Big Data
26 93 (20.67%) Analytical Skills
27 91 (20.22%) Kubernetes
28 90 (20.00%) Docker
29 80 (17.78%) NumPy

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
1 135 (30.00%) Apache Spark
2 27 (6.00%) Apache
3 20 (4.44%) Elasticsearch
4 18 (4.00%) Jupyter
5 17 (3.78%) SAS
6 13 (2.89%) Tornado
7 11 (2.44%) Tomcat
7 11 (2.44%) WebSphere
8 5 (1.11%) Ethereum
8 5 (1.11%) Hyperledger
9 3 (0.67%) DNN
9 3 (0.67%) OpenStack
10 2 (0.44%) Apache Solr
11 1 (0.22%) CMS
Applications
1 6 (1.33%) Simulink
1 6 (1.33%) Stateflow
2 5 (1.11%) Pipeline Pilot
3 3 (0.67%) Chatbot
4 2 (0.44%) Microsoft PowerPoint
4 2 (0.44%) Weka
5 1 (0.22%) Microsoft Excel
5 1 (0.22%) MS Visio
Business Applications
1 5 (1.11%) Quorum
1 5 (1.11%) R3 Corda
Cloud Services
1 131 (29.11%) AWS
2 114 (25.33%) Azure
3 69 (15.33%) GCP
4 24 (5.33%) Amazon SageMaker
5 22 (4.89%) Azure Machine Learning
6 14 (3.11%) Power Platform
6 14 (3.11%) Serverless
7 12 (2.67%) Amazon EMR
8 11 (2.44%) Cloud Computing
8 11 (2.44%) GitHub
8 11 (2.44%) IBM Cloud
8 11 (2.44%) SaaS
9 9 (2.00%) PaaS
10 7 (1.56%) Amazon EC2
11 3 (0.67%) AWS Lambda
11 3 (0.67%) Google Analytics
12 2 (0.44%) Dialogflow
13 1 (0.22%) Amazon Cognito
13 1 (0.22%) AWS Fargate
13 1 (0.22%) WhatsApp
Communications & Networking
1 13 (2.89%) Wireless
2 10 (2.22%) Internet
3 6 (1.33%) HTTPS
3 6 (1.33%) MQTT
4 5 (1.11%) IPFS
4 5 (1.11%) NFC
5 3 (0.67%) Ethernet
5 3 (0.67%) FlexRay
6 2 (0.44%) SSL
7 1 (0.22%) DNS
7 1 (0.22%) Firewall
Database & Business Intelligence
1 97 (21.56%) Hadoop
2 94 (20.89%) Big Data
3 63 (14.00%) NoSQL
4 42 (9.33%) PostgreSQL
5 40 (8.89%) Neo4j
6 35 (7.78%) Relational Database
7 25 (5.56%) SQL Server
8 14 (3.11%) Amazon Redshift
8 14 (3.11%) Power BI
8 14 (3.11%) Redis
9 12 (2.67%) Amazon Athena
9 12 (2.67%) RDBMS
10 11 (2.44%) Apache Cassandra
10 11 (2.44%) DB2
10 11 (2.44%) Informix
11 10 (2.22%) BusinessObjects Business Intelligence
12 9 (2.00%) Data Mining
13 8 (1.78%) Electronic Patient Records
14 7 (1.56%) Apache Hive
14 7 (1.56%) Flink
Development Applications
1 41 (9.11%) Jenkins
2 29 (6.44%) Git (software)
3 27 (6.00%) Atlassian Bamboo
3 27 (6.00%) Vagrant
4 8 (1.78%) GitLab
5 6 (1.33%) LabVIEW
6 2 (0.44%) Artifactory
6 2 (0.44%) Bitbucket
6 2 (0.44%) JIRA
6 2 (0.44%) Maven
6 2 (0.44%) Travis CI
7 1 (0.22%) Code Climate
7 1 (0.22%) Cucumber
7 1 (0.22%) GoogleTest
General
1 43 (9.56%) Finance
2 36 (8.00%) Retail
3 35 (7.78%) Marketing
4 26 (5.78%) Manufacturing
5 22 (4.89%) Automotive
6 21 (4.67%) Electronics
7 15 (3.33%) Banking
8 14 (3.11%) Telecoms
9 13 (2.89%) Billing
9 13 (2.89%) Public Sector
10 12 (2.67%) Pharmaceutical
11 11 (2.44%) Law
12 8 (1.78%) Legal
12 8 (1.78%) Publishing
13 5 (1.11%) Aerospace
13 5 (1.11%) Financial Institution
14 4 (0.89%) Front Office
15 3 (0.67%) German Language
16 2 (0.44%) Advertising
17 1 (0.22%) Games
Job Titles
1 114 (25.33%) Data Scientist
2 84 (18.67%) Machine Learning Engineer
3 57 (12.67%) Developer
4 51 (11.33%) Data Engineer
5 45 (10.00%) Senior Data Scientist
6 31 (6.89%) Software Engineer
7 28 (6.22%) Architect
7 28 (6.22%) Python Engineer
8 22 (4.89%) Python Developer
9 18 (4.00%) Consultant
9 18 (4.00%) Research Engineer
10 17 (3.78%) Data Architect
11 15 (3.33%) Artificial Intelligence Engineer
11 15 (3.33%) Senior Data Engineer
11 15 (3.33%) Senior Developer
12 14 (3.11%) Solutions Architect
13 10 (2.22%) Applications Consultant
13 10 (2.22%) Data Analytics Architect
13 10 (2.22%) Machine Learning Scientist
13 10 (2.22%) Principal Engineer
Libraries, Frameworks & Software Standards
1 162 (36.00%) scikit-learn
2 152 (33.78%) Keras
3 116 (25.78%) Natural Language Processing
4 109 (24.22%) Pandas
5 106 (23.56%) PyTorch
6 80 (17.78%) NumPy
7 49 (10.89%) Caffe
8 35 (7.78%) Flask
8 35 (7.78%) MXNet
9 33 (7.33%) Theano
10 30 (6.67%) Spark Streaming
11 25 (5.56%) Torch
12 20 (4.44%) GraphQL
12 20 (4.44%) React
12 20 (4.44%) SciPy
13 17 (3.78%) OpenCV
14 16 (3.56%) Web Services
15 14 (3.11%) REST
16 13 (2.89%) SpaCy
17 12 (2.67%) CSS
Miscellaneous
1 182 (40.44%) Algorithms
2 93 (20.67%) Analytical Skills
3 33 (7.33%) Data Structures
4 31 (6.89%) CUDA
5 26 (5.78%) Blog
6 23 (5.11%) Linux Command Line
7 22 (4.89%) Robotics
8 21 (4.67%) Acoustics
8 21 (4.67%) Enterprise Software
9 14 (3.11%) Virtual Team
10 13 (2.89%) Internet of Things
10 13 (2.89%) Smartphone
11 12 (2.67%) Embedded Systems
12 11 (2.44%) Hybrid Cloud
12 11 (2.44%) User Experience
13 9 (2.00%) Field-Programmable Gate Array
13 9 (2.00%) Social Media
14 6 (1.33%) Driving Licence
14 6 (1.33%) Industrial Internet of Things
15 4 (0.89%) Cloud Native
Operating Systems
1 35 (7.78%) Linux
2 31 (6.89%) Unix
3 14 (3.11%) Android
4 1 (0.22%) Apple iOS
Processes & Methodologies
1 391 (86.89%) Machine Learning
2 256 (56.89%) Data Science
3 241 (53.56%) Artificial Intelligence
4 222 (49.33%) Deep Learning
5 133 (29.56%) Analytics
6 127 (28.22%) Computer Science
7 117 (26.00%) Mathematics
8 112 (24.89%) Software Engineering
9 99 (22.00%) Statistics
10 79 (17.56%) Agile Software Development
10 79 (17.56%) Problem-Solving
11 78 (17.33%) Computer Vision
12 69 (15.33%) Data Analytics
13 68 (15.11%) Neural Network
14 63 (14.00%) Visualisation
15 54 (12.00%) DevOps
16 50 (11.11%) Image Processing
17 37 (8.22%) Unit Testing
18 34 (7.56%) Data Analysis
19 33 (7.33%) Physics
Programming Languages
1 398 (88.44%) Python
2 143 (31.78%) SQL
3 108 (24.00%) C++
4 97 (21.56%) Java
5 63 (14.00%) R
6 55 (12.22%) Scala
7 54 (12.00%) C
8 49 (10.89%) JavaScript
9 27 (6.00%) C#
10 22 (4.89%) MATLAB
11 21 (4.67%) TypeScript
12 11 (2.44%) Groovy
13 9 (2.00%) Go
14 3 (0.67%) Erlang
14 3 (0.67%) Lua
15 2 (0.44%) Bash Shell
15 2 (0.44%) Java 8
15 2 (0.44%) Julia
15 2 (0.44%) SPARQL
16 1 (0.22%) OCaml
Qualifications
1 120 (26.67%) PhD
2 96 (21.33%) Degree
3 31 (6.89%) Computer Science Degree
4 26 (5.78%) Master's Degree
5 16 (3.56%) Security Cleared
6 11 (2.44%) SC Cleared
7 7 (1.56%) Numerate Degree
8 1 (0.22%) DV Cleared
8 1 (0.22%) Six Sigma Black Belt
Quality Assurance & Compliance
1 11 (2.44%) QA
2 4 (0.89%) SLA
3 3 (0.67%) ISO 26262
3 3 (0.67%) MISRA
4 1 (0.22%) PMO
System Software
1 90 (20.00%) Docker
2 27 (6.00%) VirtualBox
3 1 (0.22%) Apache ZooKeeper
3 1 (0.22%) HDFS
Systems Management
1 91 (20.22%) Kubernetes
2 56 (12.44%) Terraform
3 34 (7.56%) Docker Swarm
4 32 (7.11%) Ansible
5 19 (4.22%) Consul
6 5 (1.11%) Istio
6 5 (1.11%) linkerd
7 4 (0.89%) Hadoop YARN
8 1 (0.22%) Kibana
8 1 (0.22%) Kubeflow
8 1 (0.22%) Oozie
Vendors
1 66 (14.67%) Google
2 32 (7.11%) Cloudera
3 29 (6.44%) Hortonworks
4 24 (5.33%) Databricks
4 24 (5.33%) IBM
5 19 (4.22%) Dataiku
6 15 (3.33%) Oracle
7 14 (3.11%) Microsoft
8 13 (2.89%) SAP
9 12 (2.67%) Informatica
9 12 (2.67%) Tableau
10 11 (2.44%) Talend
11 10 (2.22%) MicroStrategy
12 5 (1.11%) NVIDIA
13 2 (0.44%) MapR
13 2 (0.44%) Pega
13 2 (0.44%) Sage
13 2 (0.44%) Salesforce.com
14 1 (0.22%) Ab Initio
14 1 (0.22%) MathWorks