Period
to 27 July 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 27 July 2021 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
27 Jul 2021
Same period 2020 Same period 2019
Rank 611 604 709
Rank change year-on-year -7 +105 -3
Permanent jobs citing TensorFlow 412 208 422
As % of all permanent jobs advertised in the UK 0.37% 0.30% 0.29%
As % of the Libraries, Frameworks & Software Standards category 0.89% 0.73% 0.77%
Number of salaries quoted 128 143 314
10th Percentile £43,375 £41,250 £41,400
25th Percentile £48,750 £53,750 £48,750
Median annual salary (50th Percentile) £65,000 £67,500 £67,500
Median % change year-on-year -3.70% - +3.85%
75th Percentile £85,625 £80,000 £86,250
90th Percentile £97,500 £100,000 £100,000
UK excluding London median annual salary £60,000 £60,000 £56,250
% change year-on-year - +6.67% -2.17%

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 46,294 28,429 54,591
As % of all permanent IT jobs advertised in the UK 41.06% 40.59% 37.59%
Number of salaries quoted 30,644 23,728 45,476
10th Percentile £35,000 £33,750 £31,250
25th Percentile £43,313 £42,500 £38,750
Median annual salary (50th Percentile) £57,500 £55,000 £52,500
Median % change year-on-year +4.55% +4.76% +5.00%
75th Percentile £77,500 £75,000 £71,250
90th Percentile £95,000 £92,500 £86,250
UK excluding London median annual salary £50,000 £48,000 £45,000
% change year-on-year +4.17% +6.67% -

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 27 July 2021.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 12 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 27 July 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 +11 388 £65,250 -6.79% 63
London -16 264 £72,500 +3.57% 32
UK excluding London -57 125 £60,000 - 36
South West -13 60 £51,250 -26.79% 8
Work from Home -221 45 £75,000 +15.38% 4
South East -48 39 £60,000 -4.00% 5
East of England -29 16 £56,500 -3.83% 9
North of England -73 7 £102,500 +70.83% 7
Yorkshire -59 4 - - 2
North West -27 3 £102,500 - 4
Scotland -62 2 £73,750 +9.26% 2
Wales - 1 £60,000 - 2

For the 6 months to 27 July 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.

1 365 (88.59%) Python
2 330 (80.10%) Machine Learning
3 233 (56.55%) Data Science
4 213 (51.70%) Artificial Intelligence
5 207 (50.24%) PyTorch
6 184 (44.66%) Computer Science
7 170 (41.26%) Algorithms
8 168 (40.78%) Deep Learning
9 153 (37.14%) Software Engineering
10 149 (36.17%) Computer Vision
11 142 (34.47%) PhD
12 137 (33.25%) Degree
13 132 (32.04%) Keras
14 131 (31.80%) scikit-learn
15 128 (31.07%) Social Skills
16 124 (30.10%) Natural Language Processing
17 123 (29.85%) Mathematics
18 116 (28.16%) Analytics
19 108 (26.21%) AWS
19 108 (26.21%) Neural Network
20 107 (25.97%) SQL
21 94 (22.82%) C++
22 87 (21.12%) Kubernetes
22 87 (21.12%) Problem-Solving
23 82 (19.90%) Apache Spark
23 82 (19.90%) Docker
23 82 (19.90%) Finance
24 77 (18.69%) Pandas
25 75 (18.20%) NumPy
26 69 (16.75%) MATLAB

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 82 (19.90%) Apache Spark
2 15 (3.64%) Elasticsearch
3 14 (3.40%) Apache
3 14 (3.40%) Jupyter
4 8 (1.94%) SAS
5 5 (1.21%) Apache Airflow
6 1 (0.24%) Confluence
6 1 (0.24%) Gunicorn
Applications
1 44 (10.68%) Simulink
2 34 (8.25%) Stateflow
3 7 (1.70%) Spreadsheet
4 6 (1.46%) Chatbot
5 1 (0.24%) Figma
Business Applications
1 10 (2.43%) Primavera
2 3 (0.73%) Oracle Procure-to-Pay
2 3 (0.73%) SAP R/3
Cloud Services
1 108 (26.21%) AWS
2 69 (16.75%) GCP
3 53 (12.86%) Azure
4 42 (10.19%) Power Platform
5 32 (7.77%) Amazon SageMaker
6 21 (5.10%) Amazon S3
6 21 (5.10%) Serverless
7 18 (4.37%) Twilio
8 17 (4.13%) Amazon Cognito
9 15 (3.64%) Amazon EC2
9 15 (3.64%) npm
10 13 (3.16%) AWS Lambda
10 13 (3.16%) Cloud Computing
11 12 (2.91%) SaaS
12 10 (2.43%) Amazon EMR
13 9 (2.18%) Snowflake
14 4 (0.97%) GitHub
15 2 (0.49%) Amazon CloudWatch
15 2 (0.49%) AWS CloudFormation
15 2 (0.49%) Virtual Private Cloud
Communications & Networking
1 6 (1.46%) Internet
2 2 (0.49%) 3G
2 2 (0.49%) 4G
2 2 (0.49%) Bluetooth
2 2 (0.49%) Wi-Fi
2 2 (0.49%) Wireless
3 1 (0.24%) Software-Defined Radio
Database & Business Intelligence
1 44 (10.68%) Data Mining
2 36 (8.74%) Tableau
3 34 (8.25%) Power BI
4 32 (7.77%) NoSQL
5 27 (6.55%) Big Data
6 23 (5.58%) Hadoop
7 21 (5.10%) PostgreSQL
8 18 (4.37%) Looker
9 17 (4.13%) Metadata
9 17 (4.13%) MongoDB
10 15 (3.64%) Data Lake
11 12 (2.91%) BigQuery
11 12 (2.91%) Neo4j
12 11 (2.67%) Electronic Patient Records
12 11 (2.67%) Relational Database
13 10 (2.43%) RDBMS
14 9 (2.18%) SQL Server
15 8 (1.94%) Spotfire
16 7 (1.70%) Geospatial Data
17 5 (1.21%) Amazon Athena
Development Applications
1 47 (11.41%) Git (software)
2 20 (4.85%) JIRA
3 16 (3.88%) Babel
4 15 (3.64%) CircleCI
4 15 (3.64%) webpack
5 14 (3.40%) Cypress.io
6 13 (3.16%) Jenkins
7 8 (1.94%) Atlassian Bamboo
7 8 (1.94%) Vagrant
8 3 (0.73%) Bitbucket
8 3 (0.73%) GitLab
9 1 (0.24%) Gradle
9 1 (0.24%) PyCharm
9 1 (0.24%) Team Foundation Server
General
1 128 (31.07%) Social Skills
2 82 (19.90%) Finance
3 54 (13.11%) Games
4 46 (11.17%) Analytical Skills
4 46 (11.17%) Presentation Skills
5 28 (6.80%) Telecoms
6 22 (5.34%) Marketing
7 21 (5.10%) Retail
8 17 (4.13%) Banking
9 15 (3.64%) Wearables
10 14 (3.40%) Manufacturing
11 13 (3.16%) Front Office
12 12 (2.91%) Public Sector
13 5 (1.21%) Advertising
13 5 (1.21%) Law
14 4 (0.97%) Back Office
14 4 (0.97%) Financial Institution
14 4 (0.97%) Prime Brokerage
15 3 (0.73%) Electronics
15 3 (0.73%) Polish Language
Job Titles
1 118 (28.64%) Data Scientist
2 47 (11.41%) Machine Learning Engineer
3 40 (9.71%) Software Engineer
4 36 (8.74%) Developer
5 32 (7.77%) Python Engineer
6 30 (7.28%) Computer Engineer
6 30 (7.28%) Computer Vision Engineer
7 27 (6.55%) Senior Data Scientist
8 22 (5.34%) Systems Engineer
9 21 (5.10%) Programmer
10 18 (4.37%) Machine Learning Scientist
11 17 (4.13%) React Developer
12 16 (3.88%) Architect
12 16 (3.88%) Data Engineer
12 16 (3.88%) Senior Software Engineer
13 15 (3.64%) JavaScript Developer
13 15 (3.64%) Senior Developer
14 13 (3.16%) Python Programmer
15 12 (2.91%) Solutions Architect
16 11 (2.67%) Consultant
Libraries, Frameworks & Software Standards
1 207 (50.24%) PyTorch
2 132 (32.04%) Keras
3 131 (31.80%) scikit-learn
4 77 (18.69%) Pandas
5 75 (18.20%) NumPy
6 49 (11.89%) SciPy
7 42 (10.19%) OpenCV
8 40 (9.71%) React
9 31 (7.52%) Node.js
10 30 (7.28%) AngularJS
11 26 (6.31%) REST
12 19 (4.61%) Kafka
12 19 (4.61%) NLTK
12 19 (4.61%) Torch
13 18 (4.37%) SpaCy
13 18 (4.37%) Theano
14 17 (4.13%) RESTful
15 16 (3.88%) React Native
16 15 (3.64%) D3.js
17 14 (3.40%) Jest
Miscellaneous
1 170 (41.26%) Algorithms
2 45 (10.92%) Robotics
3 18 (4.37%) User Experience
4 17 (4.13%) Enterprise Software
5 16 (3.88%) Augmented Reality
6 15 (3.64%) 3D Graphics
6 15 (3.64%) Data Centre
6 15 (3.64%) Linux Command Line
6 15 (3.64%) Pricing Data
7 14 (3.40%) Hedge funds
8 12 (2.91%) CUDA
9 10 (2.43%) Data Structures
9 10 (2.43%) Industrial Internet of Things
10 9 (2.18%) Greenfield Project
11 7 (1.70%) Cloud Native
11 7 (1.70%) Wiki
12 6 (1.46%) Social Media
13 4 (0.97%) Clustering
13 4 (0.97%) Equities
14 3 (0.73%) Credit Risk
Operating Systems
1 56 (13.59%) Linux
2 31 (7.52%) Android
3 30 (7.28%) Apple iOS
4 6 (1.46%) Embedded Linux
5 4 (0.97%) Unix
6 1 (0.24%) Robot Operating System
Processes & Methodologies
1 330 (80.10%) Machine Learning
2 233 (56.55%) Data Science
3 213 (51.70%) Artificial Intelligence
4 184 (44.66%) Computer Science
5 168 (40.78%) Deep Learning
6 153 (37.14%) Software Engineering
7 149 (36.17%) Computer Vision
8 124 (30.10%) Natural Language Processing
9 123 (29.85%) Mathematics
10 116 (28.16%) Analytics
11 108 (26.21%) Neural Network
12 87 (21.12%) Problem-Solving
13 67 (16.26%) Physics
14 64 (15.53%) Agile Software Development
15 61 (14.81%) Validation
16 57 (13.83%) Statistics
17 56 (13.59%) Visualisation
18 53 (12.86%) Kalman Filter
19 52 (12.62%) Bayesian Methods
19 52 (12.62%) Support Vector Machines
Programming Languages
1 365 (88.59%) Python
2 107 (25.97%) SQL
3 94 (22.82%) C++
4 69 (16.75%) MATLAB
5 66 (16.02%) R
6 65 (15.78%) Java
7 39 (9.47%) JavaScript
8 31 (7.52%) Go
9 29 (7.04%) C
10 22 (5.34%) Shell Script
10 22 (5.34%) TypeScript
11 21 (5.10%) Ruby
12 15 (3.64%) Scala
13 7 (1.70%) Rust
14 6 (1.46%) Kotlin
15 5 (1.21%) Elixir
15 5 (1.21%) Erlang
15 5 (1.21%) Julia
15 5 (1.21%) ML
16 4 (0.97%) C#
Qualifications
1 142 (34.47%) PhD
2 137 (33.25%) Degree
3 35 (8.50%) Master's Degree
4 24 (5.83%) Computer Science Degree
5 11 (2.67%) Security Cleared
6 3 (0.73%) DV Cleared
6 3 (0.73%) Numerate Degree
7 2 (0.49%) SC Cleared
8 1 (0.24%) MPhil
Quality Assurance & Compliance
1 11 (2.67%) SLA
2 10 (2.43%) Data Quality
3 8 (1.94%) QA
4 1 (0.24%) GDPR
4 1 (0.24%) GRC
System Software
1 82 (19.90%) Docker
2 17 (4.13%) Firmware
3 8 (1.94%) VirtualBox
4 1 (0.24%) HDFS
Systems Management
1 87 (21.12%) Kubernetes
2 34 (8.25%) Terraform
3 18 (4.37%) Docker Swarm
4 16 (3.88%) Ansible
5 10 (2.43%) Kubeflow
6 9 (2.18%) Puppet
7 8 (1.94%) Opscode Chef
Vendors
1 41 (9.95%) Google
2 34 (8.25%) Databricks
3 22 (5.34%) OpenAI
4 14 (3.40%) Microsoft
5 13 (3.16%) Instagram
6 10 (2.43%) Autodesk
7 9 (2.18%) Dataiku
8 8 (1.94%) Cloudera
8 8 (1.94%) Hortonworks
9 7 (1.70%) Dell
10 6 (1.46%) Huawei
11 5 (1.21%) ESRI
12 3 (0.73%) Oracle
12 3 (0.73%) PeopleSoft
12 3 (0.73%) SAP
12 3 (0.73%) UiPath
13 2 (0.49%) IBM
13 2 (0.49%) Salesforce.com
14 1 (0.24%) Cisco
14 1 (0.24%) Sage