Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 1 October 2020

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 1 October 2020 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
1 Oct 2020		 Same period 2019 Same period 2018
Rank 489 682 686
Rank change year-on-year +193 +4 +280
Permanent jobs citing TensorFlow 204 423 539
As % of all permanent jobs advertised in the UK 0.42% 0.30% 0.33%
As % of the Libraries, Frameworks & Software Standards category 0.97% 0.81% 0.81%
Number of salaries quoted 181 299 444
Median annual salary £65,000 £67,500 £65,000
Median salary % change year-on-year -3.70% +3.85% +4.00%
10th Percentile £42,500 £42,500 £42,500
90th Percentile £100,000 £97,500 £97,500
UK excluding London median annual salary £57,500 £53,550 £57,500
% change year-on-year +7.38% -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 21,051 52,335 66,271
As % of all permanent IT jobs advertised in the UK 43.83% 37.31% 40.03%
Number of salaries quoted 17,811 42,877 54,905
Median annual salary £57,500 £52,500 £50,000
Median salary % change year-on-year +9.52% +5.00% -
10th Percentile £35,000 £32,500 £31,250
90th Percentile £95,000 £87,500 £82,500
UK excluding London median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +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 1 October 2020.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 15 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 1 October 2020. 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 +219 195 £65,000 -7.14% 36
London +174 147 £75,000 - 21
UK excluding London +228 49 £57,500 +7.38% 16
Work from Home +66 23 £65,000 -10.34% 5
South East +211 16 £60,000 +9.09% 7
South West +131 12 £45,000 -12.20% 3
East of England +141 11 £57,500 -23.33% 5
North of England +162 3 £52,500 -6.67%
Wales +35 3 £45,000 -10.00%
Northern Ireland - 3 £42,000 -
Midlands +129 2 £57,500 +9.52%
North West +101 2 £52,500 -12.50%
Yorkshire +149 1 £60,000 +50.00%
West Midlands +96 1 £57,500 +4.55%
East Midlands +92 1 £37,500 -25.00%

For the 6 months to 1 October 2020, 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.

1 168 (82.35%) Python
2 158 (77.45%) Machine Learning
3 112 (54.90%) Artificial Intelligence
4 110 (53.92%) Data Science
5 95 (46.57%) PyTorch
6 94 (46.08%) Deep Learning
7 78 (38.24%) Algorithms
7 78 (38.24%) AWS
8 66 (32.35%) Keras
9 61 (29.90%) Analytics
10 57 (27.94%) Degree
11 56 (27.45%) PhD
11 56 (27.45%) Java
12 55 (26.96%) scikit-learn
13 54 (26.47%) GCP
14 50 (24.51%) C++
14 50 (24.51%) Agile Software Development
14 50 (24.51%) Computer Science
15 49 (24.02%) Big Data
15 49 (24.02%) SQL
15 49 (24.02%) Apache Spark
16 48 (23.53%) Natural Language Processing
16 48 (23.53%) Mathematics
17 45 (22.06%) Azure
18 44 (21.57%) Computer Vision
19 40 (19.61%) Pandas
20 39 (19.12%) NumPy
21 37 (18.14%) R
22 36 (17.65%) Visualisation
22 36 (17.65%) Neural Network

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 49 (24.02%) Apache Spark
2 11 (5.39%) SAS
3 9 (4.41%) Elasticsearch
3 9 (4.41%) IBM Domino
4 8 (3.92%) Jupyter
5 5 (2.45%) Apache
6 3 (1.47%) IIS
7 2 (0.98%) Apache Airflow
7 2 (0.98%) nginx
8 1 (0.49%) Apache Pig
8 1 (0.49%) Confluence
8 1 (0.49%) Resin
Applications
1 4 (1.96%) Chatbot
2 3 (1.47%) Maya
3 2 (0.98%) Blender
4 1 (0.49%) Microsoft PowerPoint
4 1 (0.49%) Simulink
4 1 (0.49%) Stateflow
Cloud Services
1 78 (38.24%) AWS
2 54 (26.47%) GCP
3 45 (22.06%) Azure
4 13 (6.37%) Power Platform
5 10 (4.90%) Amazon SageMaker
6 6 (2.94%) Cloud Computing
6 6 (2.94%) SaaS
6 6 (2.94%) Serverless
7 4 (1.96%) Amazon EC2
7 4 (1.96%) Amazon EMR
7 4 (1.96%) Google App Engine
8 3 (1.47%) Amazon Kinesis
8 3 (1.47%) Amazon S3
8 3 (1.47%) G Suite
9 2 (0.98%) Amazon ECS
9 2 (0.98%) AWS Data Pipeline
9 2 (0.98%) AWS Lambda
9 2 (0.98%) IaaS
9 2 (0.98%) IBM Cloud
9 2 (0.98%) PaaS
Communications & Networking
1 3 (1.47%) Parlay
1 3 (1.47%) SSL
2 2 (0.98%) NAS
3 1 (0.49%) Internet
3 1 (0.49%) Unified Communications
Database & Business Intelligence
1 49 (24.02%) Big Data
2 34 (16.67%) Hadoop
3 18 (8.82%) Apache Hive
4 17 (8.33%) Amazon Redshift
5 16 (7.84%) Blockchain
6 15 (7.35%) QlikView
7 13 (6.37%) Power BI
8 12 (5.88%) NoSQL
9 10 (4.90%) SQL Server
10 8 (3.92%) BigQuery
10 8 (3.92%) MySQL
11 6 (2.94%) Geospatial Data
11 6 (2.94%) PostgreSQL
12 5 (2.45%) Data Mining
13 4 (1.96%) GIS
14 3 (1.47%) Flink
14 3 (1.47%) Neo4j
15 2 (0.98%) Amazon Athena
15 2 (0.98%) Qlik Sense
15 2 (0.98%) Relational Database
Development Applications
1 23 (11.27%) Git (software)
2 6 (2.94%) Jenkins
3 2 (0.98%) Atlassian Bamboo
3 2 (0.98%) JIRA
3 2 (0.98%) MLflow
3 2 (0.98%) Subversion
3 2 (0.98%) Vagrant
4 1 (0.49%) ER Studio
4 1 (0.49%) ERwin
4 1 (0.49%) Mercurial
4 1 (0.49%) Visual Studio Team System
General
1 31 (15.20%) Finance
2 19 (9.31%) Banking
3 13 (6.37%) Marketing
4 7 (3.43%) Games
4 7 (3.43%) Retail
5 6 (2.94%) Publishing
6 5 (2.45%) Manufacturing
6 5 (2.45%) Pharmaceutical
6 5 (2.45%) Spanish Language
7 4 (1.96%) Advertising
8 3 (1.47%) Telecoms
9 2 (0.98%) Electronics
10 1 (0.49%) Automotive
10 1 (0.49%) Front Office
10 1 (0.49%) Law
10 1 (0.49%) Norwegian Language
10 1 (0.49%) Public Sector
Job Titles
1 76 (37.25%) Data Scientist
2 35 (17.16%) Senior Data Scientist
3 33 (16.18%) Machine Learning Engineer
4 12 (5.88%) Developer
5 10 (4.90%) Data Engineer
5 10 (4.90%) Software Engineer
6 8 (3.92%) Computer Engineer
6 8 (3.92%) Computer Vision Engineer
7 6 (2.94%) Architect
7 6 (2.94%) Data Manager
7 6 (2.94%) Python Developer
7 6 (2.94%) Senior Manager
8 5 (2.45%) Consultant
8 5 (2.45%) Data Science Manager
8 5 (2.45%) Research Scientist
9 4 (1.96%) Artificial Intelligence Engineer
9 4 (1.96%) Data Science Director
9 4 (1.96%) Full Stack Developer
9 4 (1.96%) Machine Learning Scientist
9 4 (1.96%) Python Engineer
Libraries, Frameworks & Software Standards
1 95 (46.57%) PyTorch
2 66 (32.35%) Keras
3 55 (26.96%) scikit-learn
4 48 (23.53%) Natural Language Processing
5 40 (19.61%) Pandas
6 39 (19.12%) NumPy
7 26 (12.75%) OpenCV
8 24 (11.76%) SciPy
9 18 (8.82%) Node.js
10 14 (6.86%) Matplotlib
10 14 (6.86%) React
10 14 (6.86%) SpaCy
11 11 (5.39%) Theano
12 10 (4.90%) Caffe
12 10 (4.90%) PySpark
13 9 (4.41%) Torch
14 8 (3.92%) AngularJS
15 7 (3.43%) Kafka
15 7 (3.43%) OpenGL
16 6 (2.94%) REST
Miscellaneous
1 78 (38.24%) Algorithms
2 18 (8.82%) Analytical Skills
3 15 (7.35%) Management Information System
4 11 (5.39%) Mobile App
5 8 (3.92%) User Experience
6 6 (2.94%) CUDA
6 6 (2.94%) Life Science
7 5 (2.45%) Blog
7 5 (2.45%) FMCG
7 5 (2.45%) Social Media
8 4 (1.96%) Acoustics
8 4 (1.96%) GPGPU
9 3 (1.47%) Analytical Mindset
9 3 (1.47%) Animation
9 3 (1.47%) Clustering
9 3 (1.47%) Digital Media
9 3 (1.47%) Greenfield Project
9 3 (1.47%) N-Tier
9 3 (1.47%) Renewable Energy
9 3 (1.47%) Robotics
Operating Systems
1 15 (7.35%) Linux
2 12 (5.88%) Android
3 10 (4.90%) Apple iOS
4 3 (1.47%) Windows
4 3 (1.47%) Windows Server
4 3 (1.47%) Windows Server 2012
5 2 (0.98%) Unix
Processes & Methodologies
1 158 (77.45%) Machine Learning
2 112 (54.90%) Artificial Intelligence
3 110 (53.92%) Data Science
4 94 (46.08%) Deep Learning
5 61 (29.90%) Analytics
6 50 (24.51%) Agile Software Development
6 50 (24.51%) Computer Science
7 48 (23.53%) Mathematics
8 44 (21.57%) Computer Vision
9 36 (17.65%) Neural Network
9 36 (17.65%) Visualisation
10 34 (16.67%) Software Engineering
11 31 (15.20%) DevOps
12 27 (13.24%) Statistics
13 26 (12.75%) Reinforcement Learning
14 25 (12.25%) Data Visualisation
15 22 (10.78%) Predictive Analytics
15 22 (10.78%) Statistical Analysis
16 19 (9.31%) Business Intelligence
17 18 (8.82%) Use Case
Programming Languages
1 168 (82.35%) Python
2 56 (27.45%) Java
3 50 (24.51%) C++
4 49 (24.02%) SQL
5 37 (18.14%) R
6 25 (12.25%) Scala
7 19 (9.31%) JavaScript
8 17 (8.33%) C
9 13 (6.37%) Go
9 13 (6.37%) MATLAB
10 11 (5.39%) C#
10 11 (5.39%) Julia
11 7 (3.43%) TypeScript
12 6 (2.94%) PowerShell
13 4 (1.96%) Apple Swift
13 4 (1.96%) Kotlin
13 4 (1.96%) PHP
13 4 (1.96%) Rust
14 3 (1.47%) VB.NET
14 3 (1.47%) VBA
Qualifications
1 57 (27.94%) Degree
2 56 (27.45%) PhD
3 21 (10.29%) Master's Degree
4 14 (6.86%) Computer Science Degree
5 5 (2.45%) Numerate Degree
6 4 (1.96%) Postgraduate
7 2 (0.98%) AWS Certification
8 1 (0.49%) HND
8 1 (0.49%) SC Cleared
8 1 (0.49%) Security Cleared
Quality Assurance & Compliance
1 4 (1.96%) QA
2 3 (1.47%) GDPR
3 2 (0.98%) Data Quality
4 1 (0.49%) ISO 13485
4 1 (0.49%) ISO/IEC 27001
4 1 (0.49%) SLA
System Software
1 24 (11.76%) Docker
2 2 (0.98%) HDFS
2 2 (0.98%) VirtualBox
3 1 (0.49%) Active Directory
Systems Management
1 24 (11.76%) Kubernetes
2 13 (6.37%) Terraform
3 10 (4.90%) Ansible
4 3 (1.47%) Kibana
5 2 (0.98%) Docker Swarm
6 1 (0.49%) Prometheus
Vendors
1 32 (15.69%) Tableau
2 26 (12.75%) Google
3 8 (3.92%) Cloudera
3 8 (3.92%) Databricks
4 6 (2.94%) NVIDIA
5 5 (2.45%) Facebook
6 4 (1.96%) Microsoft
7 3 (1.47%) Ab Initio
7 3 (1.47%) Automation Anywhere
7 3 (1.47%) Blue Prism
7 3 (1.47%) IBM
7 3 (1.47%) Talend
7 3 (1.47%) UiPath
8 2 (0.98%) Hortonworks
9 1 (0.49%) Alteryx
9 1 (0.49%) ESRI
9 1 (0.49%) Instagram
9 1 (0.49%) MapR
9 1 (0.49%) Oracle
9 1 (0.49%) Twitter