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 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 778 928 -
Rank change year-on-year +150 -  
Permanent jobs citing TensorFlow 96 7 0
As % of all permanent IT jobs advertised in the UK 0.11% 0.007% -
As % of the Libraries, Frameworks & Software Standards category 0.27% 0.018% -
Number of salaries quoted 74 7 0
Median salary £65,000 £50,000 -
Median salary % change year-on-year +30.00% -  
UK excluding London median salary £55,000 - -

TensorFlow is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
UK
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 36222 38335 41749
As % of all permanent IT job vacancies advertised in the UK 40.73% 38.96% 38.13%
Number of salaries quoted 30416 33328 35717
Median salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.55% -  
90% offered a salary of more than £32,500 £31,000 £30,000
10% offered a salary of more than £70,000 £65,000 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

TensorFlow
Job Vacancy Trend

The job posting trend of jobs advertised citing TensorFlow as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

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 3 months to 28 June 2017.

Salary histogram for TensorFlow in the UK

TensorFlow
Top 26 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 3 months to 28 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +134 92 £65,000 +30.00% 14
London +99 74 £65,000 +30.00% 7
East of England - 12 £70,000 - 2
City of London +33 9 £65,000 - 1
Cambridge - 7 £70,000 - 1
Cambridgeshire - 7 £70,000 - 1
Westminster - 6 £90,000 -
Luton - 5 - - 1
Bedfordshire - 5 - - 1
Wales - 2 £60,000 -
Scotland - 2 £38,750 - 1
Milton Keynes - 2 £52,500 -
Manchester - 2 £40,000 - 1
Buckinghamshire - 2 £52,500 -
Cardiff - 2 £60,000 -
South Wales - 2 £60,000 -
North West - 2 £40,000 - 1
South East - 2 £52,500 -
Edinburgh - 1 £42,500 - 1
Glasgow - 1 £35,000 -
Yorkshire - 1 £32,500 - 1
South West - 1 £39,991 - 2
Leeds - 1 £32,500 - 1
West Yorkshire - 1 £32,500 - 1
Bristol - 1 £39,991 - 2
West End of London - 1 £67,500 - 2

For the 6 months to 28 June 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.

1 114 (91.94%) Machine Learning
2 86 (69.35%) Python
3 81 (65.32%) Deep Learning
4 52 (41.94%) PhD
4 52 (41.94%) C++
4 52 (41.94%) Java
5 44 (35.48%) Software Engineering
6 39 (31.45%) Natural Language Processing
7 37 (29.84%) Mathematics
7 37 (29.84%) Computer Science
8 34 (27.42%) Physics
8 34 (27.42%) Algorithms
9 29 (23.39%) Statistics
9 29 (23.39%) Degree
9 29 (23.39%) SQL
10 28 (22.58%) Artificial Intelligence
10 28 (22.58%) R
10 28 (22.58%) Theano
11 25 (20.16%) Field-Programmable Gate Array
12 23 (18.55%) Apache Spark
12 23 (18.55%) Hybrid Cloud
12 23 (18.55%) Public Cloud
13 22 (17.74%) Keras
13 22 (17.74%) Analytics
13 22 (17.74%) Scala
14 21 (16.94%) Hadoop
14 21 (16.94%) scikit-learn
15 20 (16.13%) Google
15 20 (16.13%) Neural Network
15 20 (16.13%) 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 23 (18.55%) Apache Spark
2 7 (5.65%) Confluence
3 6 (4.84%) Elasticsearch
3 6 (4.84%) JBoss
3 6 (4.84%) Tomcat
4 3 (2.42%) SAS
5 2 (1.61%) Apache
5 2 (1.61%) Apache Solr
5 2 (1.61%) Jupyter
6 1 (0.81%) Apache Pig
6 1 (0.81%) IPython
Applications
1 4 (3.23%) Weka
2 2 (1.61%) Microsoft Excel
2 2 (1.61%) SPSS
Cloud Services
1 15 (12.10%) Amazon AWS
1 15 (12.10%) Google Cloud Platform
2 10 (8.06%) Cloud Computing
3 7 (5.65%) Amazon EMR
3 7 (5.65%) GitHub
4 6 (4.84%) Amazon Kinesis
5 3 (2.42%) Microsoft Azure
6 2 (1.61%) Amazon EC2
6 2 (1.61%) Amazon S3
6 2 (1.61%) Route 53
7 1 (0.81%) Amazon SQS
7 1 (0.81%) AWS Lambda
7 1 (0.81%) CloudBees
7 1 (0.81%) Cortana Intelligence Suite
7 1 (0.81%) SaaS
Communications & Networking
1 1 (0.81%) Internet
Database & Business Intelligence
1 21 (16.94%) Hadoop
2 19 (15.32%) Big Data
3 15 (12.10%) PostgreSQL
4 14 (11.29%) NoSQL
5 7 (5.65%) Amazon Redshift
5 7 (5.65%) Apache Cassandra
5 7 (5.65%) Apache Hive
5 7 (5.65%) Data Mining
5 7 (5.65%) Redis
6 6 (4.84%) Impala
6 6 (4.84%) MySQL
7 5 (4.03%) BigQuery
8 4 (3.23%) Text Mining
9 2 (1.61%) Flink
9 2 (1.61%) GIS
9 2 (1.61%) MongoDB
10 1 (0.81%) Blockchain
10 1 (0.81%) Couchbase
10 1 (0.81%) DocumentDB
10 1 (0.81%) Geospatial Data
Development Applications
1 7 (5.65%) Jenkins
2 6 (4.84%) Atlassian Bamboo
2 6 (4.84%) Travis CI
3 2 (1.61%) Git (software)
3 2 (1.61%) Selenium
4 1 (0.81%) JIRA
4 1 (0.81%) JUnit
4 1 (0.81%) SonarQube
4 1 (0.81%) Talend Open Studio
General
1 12 (9.68%) Finance
1 12 (9.68%) Marketing
2 6 (4.84%) Financial Institution
3 3 (2.42%) Advertising
3 3 (2.42%) Games
3 3 (2.42%) Law
4 2 (1.61%) Automotive
4 2 (1.61%) Banking
5 1 (0.81%) Electronics
5 1 (0.81%) Legal
5 1 (0.81%) Manufacturing
5 1 (0.81%) Retail
Job Titles
1 47 (37.90%) Machine Learning Engineer
2 37 (29.84%) Software Engineer
3 23 (18.55%) Data Scientist
4 15 (12.10%) Machine Learning Scientist
5 6 (4.84%) Senior Data Scientist
6 5 (4.03%) Analytics Manager
6 5 (4.03%) Data Analytics Manager
6 5 (4.03%) Data Engineer
6 5 (4.03%) Data Manager
6 5 (4.03%) Developer
6 5 (4.03%) Portfolio Manager
6 5 (4.03%) Project Manager
6 5 (4.03%) Research Engineer
7 4 (3.23%) Computer Engineer
7 4 (3.23%) Computer Vision Engineer
7 4 (3.23%) Machine Learning Specialist
7 4 (3.23%) Research Manager
8 3 (2.42%) C++ Software Engineer
8 3 (2.42%) Machine Learning Researcher
9 2 (1.61%) Technical Architect
Libraries, Frameworks & Software Standards
1 39 (31.45%) Natural Language Processing
2 28 (22.58%) Theano
3 22 (17.74%) Keras
4 21 (16.94%) scikit-learn
5 18 (14.52%) Torch
6 6 (4.84%) Kafka
6 6 (4.84%) Middleware
6 6 (4.84%) NumPy
6 6 (4.84%) Spring
7 5 (4.03%) Pandas
8 4 (3.23%) CNTK
8 4 (3.23%) D3.js
8 4 (3.23%) Web Services
9 3 (2.42%) Akka
9 3 (2.42%) MXNet
10 2 (1.61%) MLlib
10 2 (1.61%) Node.js
10 2 (1.61%) OpenCL
10 2 (1.61%) REST
10 2 (1.61%) ZeroMQ
Miscellaneous
1 37 (29.84%) Computer Science
2 34 (27.42%) Algorithms
3 25 (20.16%) Field-Programmable Gate Array
4 23 (18.55%) Hybrid Cloud
4 23 (18.55%) Public Cloud
5 10 (8.06%) Analytical Skills
6 9 (7.26%) Data Centre
7 7 (5.65%) Fintech
8 5 (4.03%) Clustering
8 5 (4.03%) Foreign Exchange (FX)
8 5 (4.03%) NHS
9 3 (2.42%) Augmented Reality
9 3 (2.42%) CUDA
9 3 (2.42%) Greenfield Project
10 1 (0.81%) Biotechnology
10 1 (0.81%) Blog
10 1 (0.81%) Data Protection Act
10 1 (0.81%) Mobile App
10 1 (0.81%) Online Games
10 1 (0.81%) Social Media
Operating Systems
1 2 (1.61%) Linux
Processes & Methodologies
1 114 (91.94%) Machine Learning
2 81 (65.32%) Deep Learning
3 44 (35.48%) Software Engineering
4 37 (29.84%) Mathematics
5 34 (27.42%) Physics
6 29 (23.39%) Statistics
7 28 (22.58%) Artificial Intelligence
8 22 (17.74%) Analytics
9 20 (16.13%) Neural Network
10 15 (12.10%) Bayesian Methods
11 14 (11.29%) Bioinformatics
12 12 (9.68%) Agile Software Development
12 12 (9.68%) Computer Vision
13 10 (8.06%) Data Analysis
13 10 (8.06%) Predictive Analytics
14 9 (7.26%) Biology
14 9 (7.26%) Business Intelligence
15 8 (6.45%) Change Control
15 8 (6.45%) Monte Carlo Method
16 7 (5.65%) Rapid Prototyping
Programming Languages
1 86 (69.35%) Python
2 52 (41.94%) C++
2 52 (41.94%) Java
3 29 (23.39%) SQL
4 28 (22.58%) R
5 22 (17.74%) Scala
6 20 (16.13%) MATLAB
7 11 (8.87%) C#
8 8 (6.45%) C
8 8 (6.45%) JavaScript
9 7 (5.65%) Julia
10 6 (4.84%) Perl
11 5 (4.03%) Haskell
11 5 (4.03%) Kotlin
11 5 (4.03%) Ruby
12 1 (0.81%) Go
12 1 (0.81%) TypeScript
Qualifications
1 52 (41.94%) PhD
2 29 (23.39%) Degree
3 8 (6.45%) Computer Science Degree
4 7 (5.65%) Postgraduate
5 1 (0.81%) Master's Degree
5 1 (0.81%) MBA
5 1 (0.81%) Numerate Degree
Quality Assurance & Compliance
1 7 (5.65%) Data Quality
2 6 (4.84%) QA
3 1 (0.81%) GCP
System Software
1 9 (7.26%) Docker
Systems Management
1 6 (4.84%) Kubernetes
Vendors
1 20 (16.13%) Google
2 7 (5.65%) Tableau
3 6 (4.84%) Cloudera
4 3 (2.42%) Microsoft
5 1 (0.81%) Alteryx
5 1 (0.81%) Atlassian
5 1 (0.81%) Datameer
5 1 (0.81%) Hitachi
5 1 (0.81%) Hortonworks
5 1 (0.81%) Informatica
5 1 (0.81%) MapR
5 1 (0.81%) Netezza
5 1 (0.81%) Oracle
5 1 (0.81%) Paxata
5 1 (0.81%) Talend
5 1 (0.81%) Teradata
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