Period
to

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 17 August 2022 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
17 Aug 2022
Same period 2021 Same period 2020
Rank 641 614 564
Rank change year-on-year -27 -50 +166
Permanent jobs citing TensorFlow 740 432 204
As % of all permanent jobs advertised in the UK 0.44% 0.37% 0.33%
As % of the Libraries, Frameworks & Software Standards category 1.14% 0.92% 0.81%
Number of salaries quoted 213 124 143
10th Percentile £48,750 £43,250 £41,500
25th Percentile £59,500 £51,250 £53,250
Median annual salary (50th Percentile) £75,000 £67,500 £67,500
Median % change year-on-year +11.11% - -3.57%
75th Percentile £95,000 £87,500 £80,625
90th Percentile £132,500 £103,625 £100,000
UK excluding London median annual salary £62,000 £60,000 £60,000
% change year-on-year +3.33% - +9.09%

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 64,846 46,796 25,133
As % of all permanent IT jobs advertised in the UK 38.95% 40.51% 40.87%
Number of salaries quoted 28,911 30,603 20,994
10th Percentile £38,750 £35,875 £33,750
25th Percentile £47,500 £43,750 £42,500
Median annual salary (50th Percentile) £65,000 £57,500 £55,000
Median % change year-on-year +13.04% +4.55% +4.76%
75th Percentile £83,750 £77,500 £75,000
90th Percentile £100,000 £95,000 £91,250
UK excluding London median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +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 17 August 2022.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 17 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 17 August 2022. 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
Jobs
England -42 599 £77,500 +14.81% 55
London -46 454 £80,000 +6.67% 27
Work from Home -69 279 £77,500 -3.13% 22
UK excluding London -55 153 £62,000 +3.33% 29
East of England -35 40 £77,500 +37.17% 10
South East -58 32 £52,500 -12.50% 10
Midlands - 21 £65,000 - 1
North of England -45 19 £70,000 -31.71% 6
South West -51 19 £55,000 - 1
West Midlands - 19 £65,000 - 1
Wales -2 17 £62,000 +3.33%
North West -44 14 £70,000 -31.71% 4
Yorkshire -27 4 £62,500 - 2
Scotland -32 4 £58,750 -20.34% 1
East Midlands - 2 - -
Northern Ireland - 1 - -
North East - 1 £90,000 -

For the 6 months to 17 August 2022, 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.

1 681 (92.03%) Python
2 593 (80.14%) Machine Learning
3 476 (64.32%) Data Science
4 365 (49.32%) scikit-learn
5 332 (44.86%) PyTorch
6 305 (41.22%) Analytics
6 305 (41.22%) Artificial Intelligence
7 298 (40.27%) Algorithms
8 297 (40.14%) AWS
9 286 (38.65%) SQL
10 267 (36.08%) Computer Science
11 258 (34.86%) Keras
12 250 (33.78%) Docker
13 248 (33.51%) Apache Spark
14 244 (32.97%) Pandas
15 223 (30.14%) Java
16 221 (29.86%) Agile
17 218 (29.46%) Deep Learning
18 208 (28.11%) GCP
19 198 (26.76%) Natural Language Processing
20 192 (25.95%) Software Engineering
21 182 (24.59%) Mathematics
22 181 (24.46%) Kubernetes
23 177 (23.92%) Finance
24 176 (23.78%) Social Skills
25 170 (22.97%) NumPy
26 167 (22.57%) Linux
27 162 (21.89%) Degree
28 152 (20.54%) PhD
29 137 (18.51%) Azure

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
1 248 (33.51%) Apache Spark
2 66 (8.92%) Apache
3 30 (4.05%) Apache Airflow
3 30 (4.05%) Jupyter
4 21 (2.84%) Gunicorn
5 11 (1.49%) Apache Synapse
6 8 (1.08%) Apache Pig
7 4 (0.54%) SAS
8 3 (0.41%) IBM Domino
8 3 (0.41%) SharePoint
9 1 (0.14%) Ethereum
9 1 (0.14%) Hyperledger
9 1 (0.14%) Luigi
9 1 (0.14%) nginx
9 1 (0.14%) Tornado
Applications
1 20 (2.70%) Simulink
2 7 (0.95%) Maya
3 6 (0.81%) Stateflow
4 5 (0.68%) GNU Octave
4 5 (0.68%) MotionBuilder
5 4 (0.54%) SPSS
6 2 (0.27%) Blender
7 1 (0.14%) Autodesk Flame
7 1 (0.14%) Microsoft Office
Business Applications
1 3 (0.41%) Dynamics CRM
2 1 (0.14%) Distributed Ledger
Cloud Services
1 297 (40.14%) AWS
2 208 (28.11%) GCP
3 137 (18.51%) Azure
4 95 (12.84%) Amazon SageMaker
5 86 (11.62%) Amazon S3
6 79 (10.68%) Power Platform
7 51 (6.89%) Cloud Computing
7 51 (6.89%) GitHub
8 49 (6.62%) Amazon EC2
9 42 (5.68%) Azure Machine Learning
10 40 (5.41%) Snowflake
11 36 (4.86%) Amazon ECS
12 33 (4.46%) Amazon CloudWatch
13 31 (4.19%) Akamai
13 31 (4.19%) Fastly
13 31 (4.19%) Serverless
13 31 (4.19%) Virtual Private Cloud
14 27 (3.65%) AWS Lambda
15 23 (3.11%) SaaS
16 20 (2.70%) Azure Synapse Analytics
Communications & Networking
1 11 (1.49%) VPN
2 10 (1.35%) HTTP
2 10 (1.35%) Internet
3 4 (0.54%) Firewall
4 3 (0.41%) NAS
5 2 (0.27%) HTTPS
5 2 (0.27%) MQTT
6 1 (0.14%) Reverse Proxy
Database & Business Intelligence
1 101 (13.65%) Big Data
2 79 (10.68%) PostgreSQL
2 79 (10.68%) Power BI
2 79 (10.68%) Tableau
3 76 (10.27%) BigQuery
4 68 (9.19%) Hadoop
5 60 (8.11%) MongoDB
6 48 (6.49%) MySQL
7 45 (6.08%) Redis
8 41 (5.54%) NoSQL
9 39 (5.27%) Amazon Redshift
9 39 (5.27%) Data Lake
9 39 (5.27%) Data Mining
10 37 (5.00%) Elasticsearch
11 36 (4.86%) Data Warehouse
12 33 (4.46%) Amazon Athena
12 33 (4.46%) Relational Database
13 27 (3.65%) Apache Hive
14 25 (3.38%) SQL Server
15 23 (3.11%) Flink
Development Applications
1 102 (13.78%) Git (software)
2 49 (6.62%) Bitbucket
3 34 (4.59%) webpack
4 24 (3.24%) Jenkins
4 24 (3.24%) MLflow
5 19 (2.57%) Atlassian Bamboo
6 18 (2.43%) Mercurial
6 18 (2.43%) SonarQube
6 18 (2.43%) TeamCity
7 17 (2.30%) Visual Studio Code
8 14 (1.89%) Rational DOORS
8 14 (1.89%) Rational Rhapsody
9 10 (1.35%) PostCSS
10 9 (1.22%) GitLab
10 9 (1.22%) JIRA
11 4 (0.54%) Android Studio
11 4 (0.54%) Babel
11 4 (0.54%) Eclipse
11 4 (0.54%) Selenium
12 2 (0.27%) Mocha
General
1 177 (23.92%) Finance
2 176 (23.78%) Social Skills
3 118 (15.95%) Analytical Skills
4 70 (9.46%) Retail
5 65 (8.78%) Inclusion and Diversity
6 56 (7.57%) Law
7 52 (7.03%) Games
8 42 (5.68%) Marketing
9 34 (4.59%) Public Sector
10 27 (3.65%) Legal
11 25 (3.38%) Advertising
12 24 (3.24%) Publishing
13 22 (2.97%) Banking
14 21 (2.84%) Front Office
14 21 (2.84%) Influencing Skills
15 14 (1.89%) Automotive
16 13 (1.76%) Back Office
16 13 (1.76%) Prime Brokerage
16 13 (1.76%) Telecoms
17 11 (1.49%) Public Speaking
Job Titles
1 219 (29.59%) Data Scientist
2 139 (18.78%) Senior Data Scientist
3 85 (11.49%) Developer
4 67 (9.05%) Data Engineer
5 51 (6.89%) Software Engineer
6 48 (6.49%) Machine Learning Engineer
7 45 (6.08%) Machine Learning Scientist
8 32 (4.32%) Senior Developer
9 31 (4.19%) Architect
9 31 (4.19%) Python Developer
10 25 (3.38%) Technical Leader
11 24 (3.24%) Computer Scientist
11 24 (3.24%) Computer Vision Scientist
12 22 (2.97%) Senior Data Engineer
13 19 (2.57%) Front End Developer (Client-Side Developer)
13 19 (2.57%) Programmer
13 19 (2.57%) Python Programmer
14 18 (2.43%) Security Engineer
15 16 (2.16%) Data Architect
15 16 (2.16%) Research Scientist
Libraries, Frameworks & Software Standards
1 365 (49.32%) scikit-learn
2 332 (44.86%) PyTorch
3 258 (34.86%) Keras
4 244 (32.97%) Pandas
5 170 (22.97%) NumPy
6 86 (11.62%) SciPy
7 81 (10.95%) React
8 79 (10.68%) Kafka
9 77 (10.41%) Matplotlib
10 70 (9.46%) CSS
10 70 (9.46%) HTML
11 55 (7.43%) AngularJS
12 53 (7.16%) .NET
13 46 (6.22%) Spark Streaming
14 45 (6.08%) Akka
14 45 (6.08%) D3.js
14 45 (6.08%) Elastic Stack
14 45 (6.08%) Torch
15 44 (5.95%) Node.js
16 37 (5.00%) Flask
Miscellaneous
1 298 (40.27%) Algorithms
2 50 (6.76%) Digital Media
3 42 (5.68%) Cyberattack
4 37 (5.00%) User Experience
5 36 (4.86%) Self-Motivation
6 31 (4.19%) Cybercrime
7 28 (3.78%) IoT
8 26 (3.51%) Equities
8 26 (3.51%) Hedge funds
9 24 (3.24%) Acoustics
9 24 (3.24%) Blockchain
9 24 (3.24%) Cyber Defence
10 20 (2.70%) Credit Risk
10 20 (2.70%) Renewable Energy
11 19 (2.57%) Cloud Native
12 17 (2.30%) Fixed Income
13 15 (2.03%) Linux Command Line
14 14 (1.89%) Lidar
15 13 (1.76%) Blog
15 13 (1.76%) Market Risk
Operating Systems
1 167 (22.57%) Linux
2 21 (2.84%) Unix
3 18 (2.43%) Windows
4 13 (1.76%) Debian
5 11 (1.49%) Android
5 11 (1.49%) VMS
6 8 (1.08%) Red Hat Enterprise Linux
7 6 (0.81%) Embedded Linux
Processes & Methodologies
1 593 (80.14%) Machine Learning
2 476 (64.32%) Data Science
3 305 (41.22%) Analytics
3 305 (41.22%) Artificial Intelligence
4 267 (36.08%) Computer Science
5 221 (29.86%) Agile
6 218 (29.46%) Deep Learning
7 198 (26.76%) Natural Language Processing
8 192 (25.95%) Software Engineering
9 182 (24.59%) Mathematics
10 137 (18.51%) Computer Vision
11 123 (16.62%) Data Engineering
12 122 (16.49%) Visualisation
13 121 (16.35%) Statistics
14 116 (15.68%) Neural Network
15 112 (15.14%) CI/CD
16 105 (14.19%) Data Analysis
17 99 (13.38%) Physics
18 97 (13.11%) Problem-Solving
19 91 (12.30%) Containerisation
Programming Languages
1 681 (92.03%) Python
2 286 (38.65%) SQL
3 223 (30.14%) Java
4 136 (18.38%) C++
5 134 (18.11%) JavaScript
6 123 (16.62%) MATLAB
7 105 (14.19%) Scala
8 86 (11.62%) Bash
9 84 (11.35%) R
10 46 (6.22%) Ruby
11 42 (5.68%) Go
12 39 (5.27%) TypeScript
13 34 (4.59%) C
14 21 (2.84%) Shell Script
15 19 (2.57%) C#
16 18 (2.43%) Perl
17 17 (2.30%) Kotlin
18 15 (2.03%) ES6
19 13 (1.76%) Julia
19 13 (1.76%) PHP
Qualifications
1 162 (21.89%) Degree
2 152 (20.54%) PhD
3 62 (8.38%) Computer Science Degree
4 37 (5.00%) Master's Degree
5 24 (3.24%) Security Cleared
6 19 (2.57%) Numerate Degree
7 11 (1.49%) AWS Certification
8 9 (1.22%) Postgraduate
9 6 (0.81%) SC Cleared
10 4 (0.54%) DV Cleared
11 3 (0.41%) AWS Certified Solutions Architect
12 1 (0.14%) BPSS Clearance
Quality Assurance & Compliance
1 45 (6.08%) Data Quality
2 25 (3.38%) QA
3 13 (1.76%) IFRS
3 13 (1.76%) IFRS 9
4 5 (0.68%) GDPR
5 4 (0.54%) ISO 13485
5 4 (0.54%) ISO/IEC 27001
6 2 (0.27%) HIPAA
7 1 (0.14%) Accessibility
System Software
1 250 (33.78%) Docker
2 9 (1.22%) LXC
3 6 (0.81%) zsh
4 4 (0.54%) iptables
5 2 (0.27%) HDFS
6 1 (0.14%) VirtualBox
Systems Management
1 181 (24.46%) Kubernetes
2 103 (13.92%) Terraform
3 79 (10.68%) Ansible
4 41 (5.54%) Prometheus
5 18 (2.43%) Opscode Chef
6 16 (2.16%) Puppet
7 14 (1.89%) Consul
7 14 (1.89%) Docker Swarm
7 14 (1.89%) Kubeflow
8 9 (1.22%) Cisco IPCC
9 3 (0.41%) Grafana
10 1 (0.14%) logstash
Vendors
1 109 (14.73%) Google
2 72 (9.73%) Databricks
3 50 (6.76%) Microsoft
4 31 (4.19%) AppDynamics
4 31 (4.19%) BT
4 31 (4.19%) Splunk
5 20 (2.70%) Apple
6 18 (2.43%) Perforce
7 15 (2.03%) Oracle
8 14 (1.89%) Hitachi
8 14 (1.89%) IBM
9 10 (1.35%) Sun
10 9 (1.22%) Instagram
10 9 (1.22%) TikTok
11 8 (1.08%) Samsung
12 6 (0.81%) ATG
12 6 (0.81%) Huawei
12 6 (0.81%) OpenAI
12 6 (0.81%) SAP
12 6 (0.81%) Sony