Period
to 15 January 2021

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 15 January 2021 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
15 Jan 2021
Same period 2020 Same period 2019
Rank 506 644 689
Rank change year-on-year +138 +45 +189
Permanent jobs citing TensorFlow 248 412 467
As % of all permanent jobs advertised in the UK 0.40% 0.33% 0.31%
As % of the Libraries, Frameworks & Software Standards category 0.93% 0.84% 0.78%
Number of salaries quoted 220 309 413
Median annual salary £65,000 £70,000 £67,500
Median salary % change year-on-year -7.14% +3.70% +3.85%
10th Percentile £42,500 £43,750 £48,750
90th Percentile £100,000 £97,500 £110,000
UK excluding London median annual salary £50,000 £53,550 £57,500
% change year-on-year -6.63% -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 26,772 49,106 59,901
As % of all permanent IT jobs advertised in the UK 42.85% 38.85% 39.63%
Number of salaries quoted 22,701 40,684 49,658
Median annual salary £57,000 £55,000 £52,500
Median salary % change year-on-year +3.64% +4.76% +5.00%
10th Percentile £35,000 £32,500 £31,250
90th Percentile £90,000 £90,000 £85,000
UK excluding London median annual salary £50,000 £46,000 £45,000
% change year-on-year +8.70% +2.22% +5.88%

TensorFlow
Job Vacancy Trend

Job postings citing TensorFlow as a proportion of all IT jobs advertised.

Job vacancy trend for TensorFlow in the UK

TensorFlow
Salary Trend

3-month moving average salary quoted in jobs citing TensorFlow.

Salary trend for TensorFlow in the UK

TensorFlow
Salary Histogram

Salary distribution for jobs citing TensorFlow over the 6 months to 15 January 2021.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 10 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 15 January 2021. 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 +152 243 £67,500 -3.57% 54
London +100 176 £72,500 -3.33% 30
UK excluding London +155 69 £50,000 -6.63% 24
South West +83 33 £45,000 -14.29% 2
Work from Home -30 26 £72,500 +3.57% 12
South East +159 16 £60,000 +4.35% 10
East of England +101 14 £55,000 -22.81% 9
Wales +49 4 £45,000 -43.75%
North of England +81 2 £52,500 +5.00% 2
North West +74 2 £52,500 -16.00% 2

For the 6 months to 15 January 2021, 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.

1 206 (83.06%) Python
2 199 (80.24%) Machine Learning
3 141 (56.85%) Artificial Intelligence
4 129 (52.02%) Deep Learning
5 125 (50.40%) PyTorch
6 120 (48.39%) Data Science
7 93 (37.50%) Algorithms
8 89 (35.89%) PhD
9 84 (33.87%) AWS
10 81 (32.66%) Degree
10 81 (32.66%) Computer Vision
11 70 (28.23%) scikit-learn
12 69 (27.82%) Mathematics
13 67 (27.02%) SQL
14 62 (25.00%) Computer Science
15 60 (24.19%) GCP
16 57 (22.98%) Java
17 56 (22.58%) Keras
18 55 (22.18%) Neural Network
18 55 (22.18%) Natural Language Processing
19 53 (21.37%) Software Engineering
19 53 (21.37%) Apache Spark
20 52 (20.97%) Analytics
20 52 (20.97%) Azure
21 47 (18.95%) Docker
21 47 (18.95%) Agile Software Development
22 46 (18.55%) C++
23 41 (16.53%) Big Data
24 39 (15.73%) R
25 36 (14.52%) Node.js

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 53 (21.37%) Apache Spark
2 16 (6.45%) Apache
3 15 (6.05%) Elasticsearch
4 11 (4.44%) SAS
5 8 (3.23%) nginx
6 6 (2.42%) Jupyter
7 4 (1.61%) IBM Domino
8 3 (1.21%) CMS
8 3 (1.21%) Headless CMS
8 3 (1.21%) WordPress
9 1 (0.40%) Apache Pig
9 1 (0.40%) Confluence
Applications
1 10 (4.03%) Simulink
1 10 (4.03%) Stateflow
2 3 (1.21%) Adobe XD
2 3 (1.21%) Maya
3 2 (0.81%) Adobe Illustrator
3 2 (0.81%) Blender
3 2 (0.81%) Chatbot
3 2 (0.81%) Photoshop
4 1 (0.40%) GNU Octave
4 1 (0.40%) Microsoft PowerPoint
Cloud Services
1 84 (33.87%) AWS
2 60 (24.19%) GCP
3 52 (20.97%) Azure
4 21 (8.47%) Amazon SageMaker
5 14 (5.65%) Cloud Computing
6 13 (5.24%) Power Platform
7 5 (2.02%) Amazon EMR
8 4 (1.61%) IBM Cloud
8 4 (1.61%) SaaS
8 4 (1.61%) Serverless
9 3 (1.21%) Firebase
10 2 (0.81%) Amazon EC2
10 2 (0.81%) AWS Lambda
10 2 (0.81%) Azure Machine Learning
10 2 (0.81%) IaaS
10 2 (0.81%) PaaS
11 1 (0.40%) Amazon S3
11 1 (0.40%) Heroku
11 1 (0.40%) Route 53
11 1 (0.40%) Virtual Private Cloud
Communications & Networking
1 8 (3.23%) NAS
2 5 (2.02%) Parlay
3 2 (0.81%) Internet
Database & Business Intelligence
1 41 (16.53%) Big Data
2 30 (12.10%) Hadoop
2 30 (12.10%) Tableau
3 24 (9.68%) NoSQL
4 16 (6.45%) MySQL
5 14 (5.65%) Amazon Redshift
6 13 (5.24%) Blockchain
6 13 (5.24%) Power BI
7 11 (4.44%) Apache Hive
8 9 (3.63%) PostgreSQL
9 8 (3.23%) Data Mining
9 8 (3.23%) QlikView
10 6 (2.42%) MongoDB
10 6 (2.42%) SQL Server
11 5 (2.02%) Amazon Athena
11 5 (2.02%) Geospatial Data
11 5 (2.02%) Neo4j
12 4 (1.61%) Data Warehouse
12 4 (1.61%) Relational Database
13 3 (1.21%) Apache Cassandra
Development Applications
1 29 (11.69%) Git (software)
2 8 (3.23%) Jenkins
3 4 (1.61%) Atlassian Bamboo
3 4 (1.61%) Vagrant
3 4 (1.61%) webpack
4 3 (1.21%) JIRA
5 2 (0.81%) Octopus Deploy
5 2 (0.81%) TeamCity
6 1 (0.40%) Babel
6 1 (0.40%) Bitbucket
6 1 (0.40%) ER Studio
6 1 (0.40%) ERwin
6 1 (0.40%) Maven
6 1 (0.40%) PostCSS
6 1 (0.40%) Subversion
6 1 (0.40%) Visual Studio Team System
General
1 33 (13.31%) Finance
2 26 (10.48%) Marketing
3 19 (7.66%) Retail
4 17 (6.85%) Banking
5 16 (6.45%) Games
6 14 (5.65%) Publishing
7 12 (4.84%) Manufacturing
8 11 (4.44%) Electronics
9 7 (2.82%) Public Sector
10 6 (2.42%) Advertising
11 5 (2.02%) Law
12 4 (1.61%) Pharmaceutical
13 3 (1.21%) Telecoms
14 1 (0.40%) Automotive
14 1 (0.40%) Front Office
14 1 (0.40%) Investment Banking
14 1 (0.40%) Norwegian Language
Job Titles
1 69 (27.82%) Data Scientist
2 51 (20.56%) Machine Learning Engineer
3 19 (7.66%) Developer
4 18 (7.26%) Senior Data Scientist
5 16 (6.45%) Software Engineer
6 12 (4.84%) Data Engineer
7 11 (4.44%) Computer Engineer
7 11 (4.44%) Computer Vision Engineer
8 8 (3.23%) Data Manager
8 8 (3.23%) Data Science Manager
8 8 (3.23%) Machine Learning Scientist
9 7 (2.82%) Python Developer
10 6 (2.42%) Artificial Intelligence Engineer
10 6 (2.42%) Python Engineer
10 6 (2.42%) Senior Manager
11 5 (2.02%) Computer Scientist
11 5 (2.02%) Computer Vision Scientist
11 5 (2.02%) Data Science Director
11 5 (2.02%) Head of Development
11 5 (2.02%) Research Scientist
Libraries, Frameworks & Software Standards
1 125 (50.40%) PyTorch
2 70 (28.23%) scikit-learn
3 56 (22.58%) Keras
4 55 (22.18%) Natural Language Processing
5 36 (14.52%) Node.js
6 33 (13.31%) OpenCV
7 32 (12.90%) NumPy
8 31 (12.50%) Pandas
9 22 (8.87%) React
10 21 (8.47%) SciPy
11 17 (6.85%) Torch
12 15 (6.05%) Flask
12 15 (6.05%) Theano
13 13 (5.24%) Matplotlib
14 10 (4.03%) Caffe
14 10 (4.03%) SpaCy
15 9 (3.63%) AngularJS
15 9 (3.63%) MXNet
16 8 (3.23%) React Native
16 8 (3.23%) Vue.js
Miscellaneous
1 93 (37.50%) Algorithms
2 16 (6.45%) Mobile App
3 10 (4.03%) Acoustics
3 10 (4.03%) Analytical Skills
3 10 (4.03%) Greenfield Project
4 9 (3.63%) FMCG
5 8 (3.23%) Management Information System
5 8 (3.23%) Robotics
6 7 (2.82%) Animation
6 7 (2.82%) Social Media
7 6 (2.42%) Blog
8 5 (2.02%) GPGPU
8 5 (2.02%) Life Science
9 4 (1.61%) Cybercrime
9 4 (1.61%) Renewable Energy
10 3 (1.21%) Analytical Mindset
10 3 (1.21%) Clustering
10 3 (1.21%) Digital Media
10 3 (1.21%) Video\Live Streaming
11 2 (0.81%) Internet of Things
Operating Systems
1 15 (6.05%) Android
2 13 (5.24%) Apple iOS
3 12 (4.84%) Linux
4 4 (1.61%) Unix
5 1 (0.40%) Robot Operating System
Processes & Methodologies
1 199 (80.24%) Machine Learning
2 141 (56.85%) Artificial Intelligence
3 129 (52.02%) Deep Learning
4 120 (48.39%) Data Science
5 81 (32.66%) Computer Vision
6 69 (27.82%) Mathematics
7 62 (25.00%) Computer Science
8 55 (22.18%) Neural Network
9 53 (21.37%) Software Engineering
10 52 (20.97%) Analytics
11 47 (18.95%) Agile Software Development
12 36 (14.52%) Visualisation
13 35 (14.11%) Reinforcement Learning
13 35 (14.11%) Statistics
14 30 (12.10%) Physics
15 25 (10.08%) Statistical Analysis
16 24 (9.68%) Data Visualisation
16 24 (9.68%) Kalman Filter
17 23 (9.27%) Image Processing
18 20 (8.06%) Signal Processing
Programming Languages
1 206 (83.06%) Python
2 67 (27.02%) SQL
3 57 (22.98%) Java
4 46 (18.55%) C++
5 39 (15.73%) R
6 27 (10.89%) JavaScript
7 23 (9.27%) MATLAB
8 19 (7.66%) C
9 16 (6.45%) Scala
10 14 (5.65%) Go
11 12 (4.84%) TypeScript
12 8 (3.23%) Kotlin
13 6 (2.42%) PowerShell
14 5 (2.02%) Apple Swift
14 5 (2.02%) Julia
14 5 (2.02%) PHP
15 3 (1.21%) Bash Shell
15 3 (1.21%) C#
15 3 (1.21%) GLSL
15 3 (1.21%) HLSL
Qualifications
1 89 (35.89%) PhD
2 81 (32.66%) Degree
3 30 (12.10%) Master's Degree
4 12 (4.84%) Computer Science Degree
4 12 (4.84%) Numerate Degree
5 9 (3.63%) Postgraduate
6 8 (3.23%) MPhil
7 1 (0.40%) HND
7 1 (0.40%) SC Cleared
7 1 (0.40%) Security Cleared
Quality Assurance & Compliance
1 2 (0.81%) DICOM
1 2 (0.81%) QA
2 1 (0.40%) Data Quality
System Software
1 47 (18.95%) Docker
2 4 (1.61%) VirtualBox
3 1 (0.40%) Active Directory
3 1 (0.40%) HDFS
Systems Management
1 32 (12.90%) Kubernetes
2 20 (8.06%) Terraform
3 17 (6.85%) Ansible
4 4 (1.61%) Docker Swarm
5 1 (0.40%) Kibana
5 1 (0.40%) Prometheus
Vendors
1 18 (7.26%) Google
2 14 (5.65%) Databricks
3 10 (4.03%) Cloudera
4 7 (2.82%) Microsoft
5 5 (2.02%) IBM
5 5 (2.02%) Twitter
6 4 (1.61%) Dataiku
6 4 (1.61%) Hortonworks
7 2 (0.81%) Facebook
7 2 (0.81%) SAP
8 1 (0.40%) Alteryx
8 1 (0.40%) Instagram