Period
to 24 October 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 24 October 2021 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
24 Oct 2021
Same period 2020 Same period 2019
Rank 611 504 675
Rank change year-on-year -107 +171 -5
Permanent jobs citing TensorFlow 482 199 443
As % of all permanent jobs advertised in the UK 0.38% 0.41% 0.32%
As % of the Libraries, Frameworks & Software Standards category 0.95% 0.93% 0.86%
Number of salaries quoted 120 160 310
10th Percentile £42,500 £42,500 £42,500
25th Percentile £50,938 £52,500 £50,000
Median annual salary (50th Percentile) £73,750 £66,250 £70,000
Median % change year-on-year +11.32% -5.36% +7.69%
75th Percentile £92,500 £81,250 £90,000
90th Percentile £112,750 £100,125 £97,500
UK excluding London median annual salary £55,000 £55,000 £53,550
% change year-on-year - +2.71% -6.87%

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 50,574 21,510 51,334
As % of all permanent IT jobs advertised in the UK 40.23% 44.02% 37.58%
Number of salaries quoted 32,284 18,483 42,585
10th Percentile £36,250 £35,000 £32,500
25th Percentile £45,000 £42,500 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% +6.80%
75th Percentile £78,750 £75,000 £72,500
90th Percentile £95,000 £93,750 £87,500
UK excluding London median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -

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 24 October 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 24 October 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 -109 448 £75,000 +11.11% 63
London -88 336 £75,000 +1.69% 36
UK excluding London -183 117 £55,000 - 27
Work from Home -239 61 £62,000 -14.48% 13
South West -60 51 £47,500 +11.76% 6
South East -133 34 £57,500 -4.17% 11
East of England -104 13 £71,250 +23.91% 5
North of England -122 9 £52,500 - 5
Scotland - 9 £87,500 -
Yorkshire - 6 - - 2
North West -86 3 £52,500 - 3
Wales -56 1 £60,000 +41.18%

For the 6 months to 24 October 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.

1 436 (90.46%) Python
2 387 (80.29%) Machine Learning
3 292 (60.58%) Data Science
4 286 (59.34%) Artificial Intelligence
5 259 (53.73%) PyTorch
6 198 (41.08%) Computer Science
7 197 (40.87%) Software Engineering
8 191 (39.63%) Deep Learning
9 189 (39.21%) Algorithms
10 162 (33.61%) Keras
11 156 (32.37%) Computer Vision
12 152 (31.54%) scikit-learn
13 145 (30.08%) Analytics
14 144 (29.88%) Mathematics
15 140 (29.05%) AWS
15 140 (29.05%) Social Skills
16 138 (28.63%) PhD
16 138 (28.63%) Natural Language Processing
17 137 (28.42%) Degree
18 136 (28.22%) C++
19 135 (28.01%) SQL
20 120 (24.90%) Kubernetes
20 120 (24.90%) Finance
21 109 (22.61%) Pandas
21 109 (22.61%) Problem-Solving
22 102 (21.16%) Docker
22 102 (21.16%) Apache Spark
23 100 (20.75%) Neural Network
24 93 (19.29%) GCP
25 92 (19.09%) Java

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
1 102 (21.16%) Apache Spark
2 20 (4.15%) Elasticsearch
3 19 (3.94%) Apache
4 16 (3.32%) Jupyter
5 6 (1.24%) SAS
6 5 (1.04%) Apache Solr
7 3 (0.62%) Apache Airflow
Applications
1 35 (7.26%) Simulink
2 21 (4.36%) Stateflow
3 7 (1.45%) Spreadsheet
4 3 (0.62%) Chatbot
5 2 (0.41%) Figma
6 1 (0.21%) Microsoft Office
Business Applications
1 8 (1.66%) Primavera
2 3 (0.62%) Oracle Procure-to-Pay
2 3 (0.62%) SAP R/3
Cloud Services
1 140 (29.05%) AWS
2 93 (19.29%) GCP
3 67 (13.90%) Azure
4 47 (9.75%) Power Platform
5 31 (6.43%) Amazon SageMaker
6 26 (5.39%) Serverless
7 23 (4.77%) Amazon S3
8 21 (4.36%) Cloud Computing
8 21 (4.36%) npm
9 17 (3.53%) Amazon EC2
10 16 (3.32%) Amazon Cognito
10 16 (3.32%) SaaS
11 15 (3.11%) Twilio
12 10 (2.07%) AWS Lambda
13 7 (1.45%) Datadog
13 7 (1.45%) GitHub
13 7 (1.45%) Snowflake
14 6 (1.24%) Azure Machine Learning
15 5 (1.04%) Amazon EMR
16 3 (0.62%) Amazon CloudWatch
Communications & Networking
1 19 (3.94%) Internet
2 4 (0.83%) 3G
2 4 (0.83%) 4G
2 4 (0.83%) Bluetooth
2 4 (0.83%) Broadband
2 4 (0.83%) Wi-Fi
2 4 (0.83%) Wireless
3 2 (0.41%) SSH
4 1 (0.21%) NAS
4 1 (0.21%) Software-Defined Radio
Database & Business Intelligence
1 43 (8.92%) Power BI
2 40 (8.30%) Tableau
3 39 (8.09%) Data Mining
4 33 (6.85%) Big Data
5 32 (6.64%) NoSQL
6 30 (6.22%) PostgreSQL
7 26 (5.39%) Hadoop
8 22 (4.56%) MongoDB
9 20 (4.15%) Looker
10 16 (3.32%) Data Lake
10 16 (3.32%) Metadata
10 16 (3.32%) Neo4j
11 13 (2.70%) BigQuery
12 12 (2.49%) Electronic Patient Records
13 10 (2.07%) Apache Hive
14 9 (1.87%) Amazon RDS
14 9 (1.87%) Relational Database
14 9 (1.87%) SQL Server
15 8 (1.66%) RDBMS
16 7 (1.45%) Couchbase
Development Applications
1 46 (9.54%) Git (software)
2 18 (3.73%) JIRA
3 15 (3.11%) CircleCI
4 14 (2.90%) Babel
4 14 (2.90%) Cypress.io
4 14 (2.90%) webpack
5 10 (2.07%) Jenkins
6 7 (1.45%) Atlassian Bamboo
6 7 (1.45%) Vagrant
7 4 (0.83%) Bitbucket
7 4 (0.83%) PostCSS
8 2 (0.41%) CMake
8 2 (0.41%) PyCharm
9 1 (0.21%) Android Studio
9 1 (0.21%) GitLab
9 1 (0.21%) Gradle
9 1 (0.21%) MLflow
9 1 (0.21%) Team Foundation Server
9 1 (0.21%) Xcode
General
1 140 (29.05%) Social Skills
2 120 (24.90%) Finance
3 52 (10.79%) Games
4 47 (9.75%) Analytical Skills
5 44 (9.13%) Presentation Skills
6 35 (7.26%) Telecoms
7 31 (6.43%) Marketing
8 29 (6.02%) Retail
9 26 (5.39%) Public Sector
10 20 (4.15%) Banking
11 17 (3.53%) Pharmaceutical
12 15 (3.11%) Front Office
12 15 (3.11%) Inclusion and Diversity
13 14 (2.90%) Back Office
13 14 (2.90%) Prime Brokerage
13 14 (2.90%) Wearables
14 12 (2.49%) Manufacturing
15 9 (1.87%) Automotive
15 9 (1.87%) Law
16 6 (1.24%) Legal
Job Titles
1 130 (26.97%) Data Scientist
2 75 (15.56%) Machine Learning Engineer
3 53 (11.00%) Developer
4 47 (9.75%) Software Engineer
5 31 (6.43%) Senior Data Scientist
6 29 (6.02%) Senior Developer
7 28 (5.81%) Programmer
8 27 (5.60%) Python Engineer
9 24 (4.98%) Python Programmer
10 23 (4.77%) Machine Learning Scientist
11 22 (4.56%) Computer Engineer
11 22 (4.56%) Computer Vision Engineer
12 21 (4.36%) Systems Engineer
13 20 (4.15%) Architect
13 20 (4.15%) React Developer
14 17 (3.53%) Senior Software Engineer
15 16 (3.32%) Python Developer
16 14 (2.90%) JavaScript Developer
16 14 (2.90%) Senior Programmer
16 14 (2.90%) Senior Python Programmer
Libraries, Frameworks & Software Standards
1 259 (53.73%) PyTorch
2 162 (33.61%) Keras
3 152 (31.54%) scikit-learn
4 109 (22.61%) Pandas
5 86 (17.84%) NumPy
6 65 (13.49%) React
7 56 (11.62%) OpenCV
8 49 (10.17%) SciPy
9 43 (8.92%) AngularJS
9 43 (8.92%) REST
10 37 (7.68%) Node.js
11 26 (5.39%) Torch
12 23 (4.77%) Flask
12 23 (4.77%) GraphQL
13 22 (4.56%) Theano
14 18 (3.73%) Kafka
14 18 (3.73%) SpaCy
15 15 (3.11%) Chainer
15 15 (3.11%) MXNet
15 15 (3.11%) React Native
Miscellaneous
1 189 (39.21%) Algorithms
2 44 (9.13%) Robotics
3 29 (6.02%) Hedge funds
4 27 (5.60%) CUDA
5 20 (4.15%) Augmented Reality
6 19 (3.94%) User Experience
7 16 (3.32%) Data Centre
7 16 (3.32%) Linux Command Line
8 15 (3.11%) Enterprise Software
8 15 (3.11%) Pricing Data
9 14 (2.90%) 3D Graphics
9 14 (2.90%) Equities
10 12 (2.49%) Greenfield Project
11 11 (2.28%) Social Media
12 10 (2.07%) Data Structures
12 10 (2.07%) Life Science
13 8 (1.66%) Industrial Internet of Things
14 7 (1.45%) Cloud Native
14 7 (1.45%) Wiki
15 6 (1.24%) Virtual Team
Operating Systems
1 80 (16.60%) Linux
2 36 (7.47%) Android
3 34 (7.05%) Apple iOS
4 9 (1.87%) Embedded Linux
5 8 (1.66%) Unix
Processes & Methodologies
1 387 (80.29%) Machine Learning
2 292 (60.58%) Data Science
3 286 (59.34%) Artificial Intelligence
4 198 (41.08%) Computer Science
5 197 (40.87%) Software Engineering
6 191 (39.63%) Deep Learning
7 156 (32.37%) Computer Vision
8 145 (30.08%) Analytics
9 144 (29.88%) Mathematics
10 138 (28.63%) Natural Language Processing
11 109 (22.61%) Problem-Solving
12 100 (20.75%) Neural Network
13 79 (16.39%) Agile Software Development
14 76 (15.77%) Statistics
15 66 (13.69%) Visualisation
16 59 (12.24%) Validation
17 55 (11.41%) Bayesian Methods
17 55 (11.41%) Data Pipeline
17 55 (11.41%) Physics
18 53 (11.00%) Full Stack Development
Programming Languages
1 436 (90.46%) Python
2 136 (28.22%) C++
3 135 (28.01%) SQL
4 92 (19.09%) Java
5 75 (15.56%) MATLAB
6 69 (14.32%) R
7 49 (10.17%) C
8 47 (9.75%) JavaScript
9 33 (6.85%) Go
10 27 (5.60%) Shell Script
11 24 (4.98%) TypeScript
12 23 (4.77%) Ruby
13 10 (2.07%) Scala
14 9 (1.87%) Elixir
14 9 (1.87%) Erlang
14 9 (1.87%) ML
15 8 (1.66%) C#
15 8 (1.66%) Julia
16 7 (1.45%) Rust
17 5 (1.04%) Kotlin
Qualifications
1 138 (28.63%) PhD
2 137 (28.42%) Degree
3 36 (7.47%) Master's Degree
4 30 (6.22%) Computer Science Degree
5 12 (2.49%) Security Cleared
6 4 (0.83%) Numerate Degree
6 4 (0.83%) SC Cleared
7 1 (0.21%) AWS Certification
7 1 (0.21%) BPSS Clearance
7 1 (0.21%) DV Cleared
Quality Assurance & Compliance
1 18 (3.73%) QA
2 11 (2.28%) SLA
3 10 (2.07%) Data Quality
4 1 (0.21%) DICOM
System Software
1 102 (21.16%) Docker
2 18 (3.73%) Firmware
3 7 (1.45%) VirtualBox
4 3 (0.62%) HDFS
Systems Management
1 120 (24.90%) Kubernetes
2 42 (8.71%) Terraform
3 19 (3.94%) Ansible
4 18 (3.73%) Opscode Chef
5 15 (3.11%) Docker Swarm
6 13 (2.70%) Kubeflow
7 11 (2.28%) Puppet
8 7 (1.45%) Consul
Vendors
1 46 (9.54%) Google
2 26 (5.39%) Databricks
3 21 (4.36%) OpenAI
4 16 (3.32%) Microsoft
5 9 (1.87%) Dataiku
6 8 (1.66%) Autodesk
7 7 (1.45%) Cloudera
7 7 (1.45%) Dell
7 7 (1.45%) Hortonworks
8 6 (1.24%) Huawei
9 5 (1.04%) Oracle
9 5 (1.04%) SAP
10 4 (0.83%) Sun
11 3 (0.62%) PeopleSoft
11 3 (0.62%) UiPath
12 2 (0.41%) Foundry
12 2 (0.41%) Palantir
12 2 (0.41%) Salesforce.com
13 1 (0.21%) Alteryx
13 1 (0.21%) MathWorks