Period
to 17 October 2017

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 October 2017 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
17 Oct 2017
Same period 2016 Same period 2015
Rank 911 1224 -
Rank change year-on-year +313 - -
Permanent jobs citing TensorFlow 267 17 0
As % of all permanent IT jobs advertised in the UK 0.15% 0.009% -
As % of the Libraries, Frameworks & Software Standards category 0.38% 0.023% -
Number of salaries quoted 218 15 0
UK median annual salary £65,000 £70,000 -
Median salary % change year-on-year -7.14% - -
UK excluding London median annual salary £70,000 - -

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 70198 74608 82586
As % of all permanent IT jobs advertised in the UK 40.13% 38.88% 37.92%
Number of salaries quoted 58096 64678 70633
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +0.84%
10th Percentile £29,750 £28,750 £27,500
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

TensorFlow
Job Vacancy Trend

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

Job vacancy trend for TensorFlow in the UK

TensorFlow
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing TensorFlow.

Salary trend for TensorFlow in the UK

TensorFlow
Salary Histogram

The salary distribution of IT jobs citing TensorFlow over the 6 months to 17 October 2017.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 13 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 October 2017. 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 +307 263 £65,000 -7.14% 34
London +184 176 £62,500 -10.71% 17
UK excluding London +141 91 £70,000 - 17
South East - 33 £70,000 - 4
East of England - 30 £75,000 - 7
South West +25 14 £42,496 - 4
North of England - 9 £60,000 - 2
North West - 8 £60,000 - 1
Wales - 2 £60,000 -
Scotland - 2 £38,750 -
Yorkshire - 1 £32,500 - 1
Midlands - 1 £45,000 -
West Midlands - 1 £45,000 -

For the 6 months to 17 October 2017, IT jobs citing TensorFlow also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for TensorFlow.

1 238 (89.14%) Machine Learning
2 192 (71.91%) Python
3 145 (54.31%) Deep Learning
4 118 (44.19%) PhD
5 110 (41.20%) Java
6 108 (40.45%) Algorithms
7 91 (34.08%) C++
8 88 (32.96%) Natural Language Processing
9 81 (30.34%) Computer Science
10 80 (29.96%) Mathematics
11 73 (27.34%) Artificial Intelligence
12 72 (26.97%) Software Engineering
13 64 (23.97%) R
14 63 (23.60%) Degree
15 62 (23.22%) Statistics
16 61 (22.85%) Big Data
17 60 (22.47%) Physics
17 60 (22.47%) SQL
17 60 (22.47%) Theano
18 54 (20.22%) Analytics
18 54 (20.22%) Apache Spark
18 54 (20.22%) Agile Software Development
19 51 (19.10%) Neural Network
20 46 (17.23%) Amazon AWS
21 45 (16.85%) Scala
22 44 (16.48%) Bayesian Methods
22 44 (16.48%) scikit-learn
23 43 (16.10%) Google
23 43 (16.10%) Hadoop
24 41 (15.36%) 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 54 (20.22%) Apache Spark
2 17 (6.37%) Elasticsearch
3 8 (3.00%) SAS
4 7 (2.62%) Apache
4 7 (2.62%) Confluence
5 6 (2.25%) Apache Pig
5 6 (2.25%) JBoss
5 6 (2.25%) Tomcat
6 5 (1.87%) DNN
7 4 (1.50%) Jupyter
8 3 (1.12%) Apache Solr
9 2 (0.75%) Apache Airflow
10 1 (0.37%) IPython
Applications
1 4 (1.50%) SPSS
2 3 (1.12%) Microsoft Excel
3 1 (0.37%) Chatbot
3 1 (0.37%) Spreadsheet
3 1 (0.37%) Weka
Cloud Services
1 46 (17.23%) Amazon AWS
2 24 (8.99%) Cloud Computing
3 20 (7.49%) Google Cloud Platform
4 13 (4.87%) Microsoft Azure
5 12 (4.49%) Amazon Kinesis
6 11 (4.12%) Amazon EMR
7 9 (3.37%) GitHub
8 8 (3.00%) Amazon S3
9 7 (2.62%) Amazon EC2
9 7 (2.62%) Route 53
10 4 (1.50%) AWS Lambda
11 3 (1.12%) SaaS
12 2 (0.75%) Azure Machine Learning
12 2 (0.75%) Data Lake Analytics
12 2 (0.75%) Serverless
13 1 (0.37%) Amazon SQS
13 1 (0.37%) CloudBees
13 1 (0.37%) CloudFront
13 1 (0.37%) Cortana Intelligence Suite
13 1 (0.37%) TestFlight
Communications & Networking
1 4 (1.50%) HTTP
2 1 (0.37%) Internet
Database & Business Intelligence
1 61 (22.85%) Big Data
2 43 (16.10%) Hadoop
3 34 (12.73%) PostgreSQL
4 25 (9.36%) Apache Hive
5 16 (5.99%) NoSQL
6 14 (5.24%) Data Mining
7 13 (4.87%) Impala
7 13 (4.87%) MySQL
8 11 (4.12%) Redis
9 10 (3.75%) Amazon Redshift
9 10 (3.75%) Apache Cassandra
9 10 (3.75%) Text Mining
10 8 (3.00%) Amazon DynamoDB
10 8 (3.00%) BigQuery
11 7 (2.62%) GIS
12 6 (2.25%) Flink
13 5 (1.87%) MongoDB
13 5 (1.87%) QlikView
14 4 (1.50%) Couchbase
14 4 (1.50%) Neo4j
Development Applications
1 8 (3.00%) Jenkins
2 6 (2.25%) Atlassian Bamboo
2 6 (2.25%) JUnit
2 6 (2.25%) Travis CI
3 5 (1.87%) Gradle
3 5 (1.87%) Mockito
3 5 (1.87%) Robolectric
3 5 (1.87%) Selenium
4 3 (1.12%) Git (software)
4 3 (1.12%) webpack
5 1 (0.37%) JIRA
5 1 (0.37%) SonarQube
5 1 (0.37%) Talend Open Studio
5 1 (0.37%) TestFairy
General
1 27 (10.11%) Marketing
2 26 (9.74%) Finance
3 19 (7.12%) Games
4 15 (5.62%) Banking
5 10 (3.75%) Advertising
5 10 (3.75%) Financial Institution
6 9 (3.37%) Retail
7 4 (1.50%) Electronics
7 4 (1.50%) Law
8 3 (1.12%) Automotive
9 1 (0.37%) Investment Banking
9 1 (0.37%) Publishing
Job Titles
1 64 (23.97%) Data Scientist
1 64 (23.97%) Machine Learning Engineer
2 45 (16.85%) Software Engineer
3 35 (13.11%) Machine Learning Scientist
4 20 (7.49%) Developer
5 19 (7.12%) Machine Learning Researcher
6 12 (4.49%) Senior Data Scientist
7 11 (4.12%) Data Engineer
8 10 (3.75%) Computer Engineer
8 10 (3.75%) Computer Vision Engineer
9 9 (3.37%) Data Manager
10 8 (3.00%) Analytics Manager
10 8 (3.00%) Machine Learning Specialist
10 8 (3.00%) Portfolio Manager
11 7 (2.62%) Android Developer
11 7 (2.62%) AWS Engineer
11 7 (2.62%) Data Analytics Manager
11 7 (2.62%) Python Developer
11 7 (2.62%) Research Engineer
12 6 (2.25%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 88 (32.96%) Natural Language Processing
2 60 (22.47%) Theano
3 44 (16.48%) scikit-learn
4 41 (15.36%) Keras
5 23 (8.61%) Torch
6 18 (6.74%) Kafka
7 11 (4.12%) NumPy
8 10 (3.75%) Web Services
9 9 (3.37%) CNTK
9 9 (3.37%) OpenCV
10 7 (2.62%) ActiveMQ
10 7 (2.62%) Akka
10 7 (2.62%) D3.js
10 7 (2.62%) Django
11 6 (2.25%) Middleware
11 6 (2.25%) Spring
12 5 (1.87%) Flask
12 5 (1.87%) Google Maps API
12 5 (1.87%) Node.js
12 5 (1.87%) Play Framework
Miscellaneous
1 108 (40.45%) Algorithms
2 81 (30.34%) Computer Science
3 27 (10.11%) Field-Programmable Gate Array
4 25 (9.36%) Hybrid Cloud
4 25 (9.36%) Public Cloud
5 21 (7.87%) Analytical Skills
5 21 (7.87%) Data Centre
6 10 (3.75%) Clustering
6 10 (3.75%) Fintech
7 9 (3.37%) Augmented Reality
7 9 (3.37%) Robotics
7 9 (3.37%) Smart City
8 8 (3.00%) Foreign Exchange (FX)
9 7 (2.62%) CUDA
10 6 (2.25%) 3D Graphics
11 5 (1.87%) NHS
12 4 (1.50%) Blog
12 4 (1.50%) Equities
13 3 (1.12%) Data Protection Act
13 3 (1.12%) Data Structures
Operating Systems
1 18 (6.74%) Linux
2 10 (3.75%) Android
3 8 (3.00%) Windows
4 2 (0.75%) Apple iOS
Processes & Methodologies
1 238 (89.14%) Machine Learning
2 145 (54.31%) Deep Learning
3 80 (29.96%) Mathematics
4 73 (27.34%) Artificial Intelligence
5 72 (26.97%) Software Engineering
6 62 (23.22%) Statistics
7 60 (22.47%) Physics
8 54 (20.22%) Agile Software Development
8 54 (20.22%) Analytics
9 51 (19.10%) Neural Network
10 44 (16.48%) Bayesian Methods
11 33 (12.36%) Computer Vision
12 25 (9.36%) Cybersecurity
13 24 (8.99%) Data Analysis
14 23 (8.61%) Business Intelligence
14 23 (8.61%) Predictive Analytics
15 22 (8.24%) DevOps
15 22 (8.24%) Statistical Modelling
16 21 (7.87%) High-Frequency Trading
17 19 (7.12%) Economics
Programming Languages
1 192 (71.91%) Python
2 110 (41.20%) Java
3 91 (34.08%) C++
4 64 (23.97%) R
5 60 (22.47%) SQL
6 45 (16.85%) Scala
7 41 (15.36%) MATLAB
8 38 (14.23%) C#
9 23 (8.61%) C
9 23 (8.61%) Julia
10 15 (5.62%) JavaScript
11 14 (5.24%) Perl
12 5 (1.87%) Haskell
12 5 (1.87%) Kotlin
12 5 (1.87%) Ruby
13 3 (1.12%) ES6
14 1 (0.37%) Assembly Language
14 1 (0.37%) Go
Qualifications
1 118 (44.19%) PhD
2 63 (23.60%) Degree
3 22 (8.24%) Computer Science Degree
4 14 (5.24%) Postgraduate
5 9 (3.37%) Master's Degree
6 2 (0.75%) Numerate Degree
7 1 (0.37%) MBA
7 1 (0.37%) SC Cleared
7 1 (0.37%) Security Cleared
Quality Assurance & Compliance
1 11 (4.12%) Data Quality
2 6 (2.25%) QA
3 1 (0.37%) GCP
System Software
1 27 (10.11%) Docker
2 1 (0.37%) Virtual Machines
Systems Management
1 12 (4.49%) Kubernetes
2 9 (3.37%) Ansible
3 7 (2.62%) Graylog
3 7 (2.62%) Packer
3 7 (2.62%) Terraform
4 1 (0.37%) Hadoop YARN
Vendors
1 43 (16.10%) Google
2 21 (7.87%) Tableau
3 9 (3.37%) Cloudera
4 8 (3.00%) Microsoft
5 2 (0.75%) Adthena
6 1 (0.37%) Alteryx
6 1 (0.37%) Atlassian
6 1 (0.37%) Datameer
6 1 (0.37%) Hitachi
6 1 (0.37%) Hortonworks
6 1 (0.37%) Informatica
6 1 (0.37%) MapR
6 1 (0.37%) MicroStrategy
6 1 (0.37%) Netezza
6 1 (0.37%) Oracle
6 1 (0.37%) Paxata
6 1 (0.37%) Talend
6 1 (0.37%) Teradata
6 1 (0.37%) Twitter