Period
to 12 December 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 12 December 2017 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 859 1214 -
Rank change year-on-year +355 - -
Permanent jobs citing TensorFlow 327 18 0
As % of all permanent IT jobs advertised in the UK 0.18% 0.010% -
As % of the Libraries, Frameworks & Software Standards category 0.46% 0.025% -
Number of salaries quoted 263 15 0
UK median annual salary £65,000 £80,000 -
Median salary % change year-on-year -18.75% - -
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 71856 72784 81265
As % of all permanent IT jobs advertised in the UK 40.06% 39.08% 37.98%
Number of salaries quoted 59850 63041 69745
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +2.27%
10th Percentile £29,750 £28,750 £27,500
90th Percentile £77,500 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

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 12 December 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 12 December 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 +314 325 £65,000 -18.75% 32
London +156 174 £62,500 -21.88% 17
UK excluding London +182 153 £70,000 - 16
East of England - 59 £75,000 - 5
South East - 51 £70,000 - 6
South West +23 29 £42,500 - 3
North of England - 11 £60,000 - 1
North West - 9 £60,000 - 1
Scotland - 2 £45,000 - 1
West Midlands - 1 £45,000 -
Yorkshire - 1 £32,500 -
Midlands - 1 £45,000 -
North East - 1 - -

For the 6 months to 12 December 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.

1 289 (88.38%) Machine Learning
2 235 (71.87%) Python
3 163 (49.85%) Deep Learning
4 158 (48.32%) Algorithms
5 149 (45.57%) PhD
6 132 (40.37%) Java
7 122 (37.31%) C++
8 100 (30.58%) Artificial Intelligence
8 100 (30.58%) Mathematics
9 97 (29.66%) Natural Language Processing
10 94 (28.75%) Computer Science
11 93 (28.44%) Big Data
12 86 (26.30%) Neural Network
13 80 (24.46%) Degree
14 75 (22.94%) R
15 73 (22.32%) Software Engineering
16 69 (21.10%) Theano
16 69 (21.10%) Statistics
17 66 (20.18%) Agile Software Development
18 62 (18.96%) Apache Spark
18 62 (18.96%) Analytics
19 61 (18.65%) SQL
20 54 (16.51%) C#
20 54 (16.51%) Computer Vision
21 53 (16.21%) Physics
21 53 (16.21%) Hadoop
22 52 (15.90%) Amazon AWS
23 51 (15.60%) Keras
24 48 (14.68%) Bayesian Methods
25 47 (14.37%) scikit-learn

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 62 (18.96%) Apache Spark
2 19 (5.81%) Elasticsearch
3 14 (4.28%) Apache
4 12 (3.67%) Apache Pig
5 10 (3.06%) SAS
6 7 (2.14%) DNN
7 5 (1.53%) Jupyter
8 2 (0.61%) Apache Airflow
9 1 (0.31%) Apache Solr
9 1 (0.31%) Confluence
9 1 (0.31%) IPython
9 1 (0.31%) JBoss
9 1 (0.31%) Tomcat
Applications
1 5 (1.53%) Chatbot
2 3 (0.92%) Microsoft Excel
2 3 (0.92%) SPSS
3 2 (0.61%) GNU Octave
4 1 (0.31%) Spreadsheet
4 1 (0.31%) Weka
Cloud Services
1 52 (15.90%) Amazon AWS
2 27 (8.26%) Cloud Computing
3 22 (6.73%) Microsoft Azure
4 14 (4.28%) Google Cloud Platform
5 9 (2.75%) Amazon Kinesis
6 7 (2.14%) Amazon EMR
7 6 (1.83%) Amazon S3
7 6 (1.83%) Azure Machine Learning
8 5 (1.53%) Amazon EC2
8 5 (1.53%) Route 53
9 3 (0.92%) AWS Lambda
9 3 (0.92%) GitHub
9 3 (0.92%) SaaS
10 2 (0.61%) Data Lake Analytics
10 2 (0.61%) Serverless
11 1 (0.31%) Amazon CloudWatch
11 1 (0.31%) Amazon SQS
11 1 (0.31%) CloudFront
11 1 (0.31%) TestFlight
Communications & Networking
1 7 (2.14%) HTTP
2 1 (0.31%) Internet
Database & Business Intelligence
1 93 (28.44%) Big Data
2 53 (16.21%) Hadoop
3 30 (9.17%) Apache Hive
4 24 (7.34%) PostgreSQL
5 14 (4.28%) NoSQL
6 12 (3.67%) Impala
7 11 (3.36%) MySQL
8 10 (3.06%) Data Mining
9 8 (2.45%) Apache Cassandra
9 8 (2.45%) Redis
9 8 (2.45%) Text Mining
10 7 (2.14%) Amazon DynamoDB
10 7 (2.14%) Amazon Redshift
10 7 (2.14%) Flink
10 7 (2.14%) GIS
10 7 (2.14%) MongoDB
11 5 (1.53%) BigQuery
12 4 (1.22%) Couchbase
12 4 (1.22%) QlikView
12 4 (1.22%) SQL Server
Development Applications
1 10 (3.06%) Git (software)
2 8 (2.45%) Gradle
2 8 (2.45%) JUnit
2 8 (2.45%) Mockito
2 8 (2.45%) Robolectric
3 3 (0.92%) Selenium
3 3 (0.92%) webpack
4 2 (0.61%) Jenkins
4 2 (0.61%) Subversion
5 1 (0.31%) Atlassian Bamboo
5 1 (0.31%) Team Foundation Server
5 1 (0.31%) TestFairy
5 1 (0.31%) Travis CI
5 1 (0.31%) Visual Studio
General
1 31 (9.48%) Finance
2 26 (7.95%) Marketing
3 25 (7.65%) Games
4 20 (6.12%) Banking
5 15 (4.59%) Retail
6 11 (3.36%) Advertising
7 10 (3.06%) Electronics
8 6 (1.83%) Financial Institution
9 5 (1.53%) Pharmaceutical
9 5 (1.53%) Telecoms
10 3 (0.92%) Law
11 2 (0.61%) Automotive
12 1 (0.31%) Aerospace
12 1 (0.31%) Front Office
12 1 (0.31%) Investment Banking
12 1 (0.31%) Manufacturing
12 1 (0.31%) Publishing
12 1 (0.31%) Retail Banking
Job Titles
1 71 (21.71%) Data Scientist
2 70 (21.41%) Machine Learning Engineer
3 42 (12.84%) Machine Learning Scientist
4 41 (12.54%) Developer
5 37 (11.31%) Software Engineer
6 27 (8.26%) Machine Learning Researcher
7 17 (5.20%) Machine Learning Developer
8 16 (4.89%) Python Developer
9 14 (4.28%) Data Engineer
10 12 (3.67%) Computer Engineer
10 12 (3.67%) Computer Vision Engineer
10 12 (3.67%) Machine Learning Specialist
11 11 (3.36%) Software Developer
12 10 (3.06%) Android Developer
13 8 (2.45%) Graduate
13 8 (2.45%) Research Engineer
14 7 (2.14%) AWS Engineer
14 7 (2.14%) Data Manager
14 7 (2.14%) Research Scientist
15 6 (1.83%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 97 (29.66%) Natural Language Processing
2 69 (21.10%) Theano
3 51 (15.60%) Keras
4 47 (14.37%) scikit-learn
5 40 (12.23%) Torch
6 26 (7.95%) NumPy
7 20 (6.12%) OpenCV
8 14 (4.28%) Kafka
9 12 (3.67%) .NET
9 12 (3.67%) Pandas
10 10 (3.06%) .NET Framework
11 9 (2.75%) MXNet
11 9 (2.75%) SciPy
12 8 (2.45%) Google Maps API
12 8 (2.45%) Web Services
13 7 (2.14%) CNTK
13 7 (2.14%) D3.js
14 6 (1.83%) ActiveMQ
14 6 (1.83%) Django
14 6 (1.83%) REST
Miscellaneous
1 158 (48.32%) Algorithms
2 94 (28.75%) Computer Science
3 27 (8.26%) Analytical Skills
4 25 (7.65%) CUDA
5 23 (7.03%) Field-Programmable Gate Array
6 22 (6.73%) Hybrid Cloud
6 22 (6.73%) Public Cloud
7 20 (6.12%) Data Centre
8 17 (5.20%) Smart City
9 15 (4.59%) Robotics
10 13 (3.98%) 3D Graphics
11 8 (2.45%) Augmented Reality
11 8 (2.45%) Blog
12 7 (2.14%) Clustering
12 7 (2.14%) Fintech
13 6 (1.83%) Foreign Exchange (FX)
14 5 (1.53%) GPGPU
15 4 (1.22%) Equities
15 4 (1.22%) Greenfield Project
15 4 (1.22%) Management Information System
Operating Systems
1 24 (7.34%) Linux
2 16 (4.89%) Android
3 9 (2.75%) Windows
4 2 (0.61%) Apple iOS
5 1 (0.31%) Unix
Processes & Methodologies
1 289 (88.38%) Machine Learning
2 163 (49.85%) Deep Learning
3 100 (30.58%) Artificial Intelligence
3 100 (30.58%) Mathematics
4 86 (26.30%) Neural Network
5 73 (22.32%) Software Engineering
6 69 (21.10%) Statistics
7 66 (20.18%) Agile Software Development
8 62 (18.96%) Analytics
9 54 (16.51%) Computer Vision
10 53 (16.21%) Physics
11 48 (14.68%) Bayesian Methods
12 45 (13.76%) Image Processing
13 30 (9.17%) Probabilistic Modelling
14 28 (8.56%) Reinforcement Learning
15 27 (8.26%) Data Analysis
15 27 (8.26%) Signal Processing
16 26 (7.95%) Open Source
17 25 (7.65%) Cybersecurity
18 23 (7.03%) Statistical Modelling
Programming Languages
1 235 (71.87%) Python
2 132 (40.37%) Java
3 122 (37.31%) C++
4 75 (22.94%) R
5 61 (18.65%) SQL
6 54 (16.51%) C#
7 47 (14.37%) MATLAB
8 43 (13.15%) Scala
9 40 (12.23%) C
10 25 (7.65%) Julia
11 12 (3.67%) JavaScript
12 9 (2.75%) Perl
13 5 (1.53%) Assembly Language
14 3 (0.92%) ES6
15 2 (0.61%) Fortran
15 2 (0.61%) Go
15 2 (0.61%) Haskell
15 2 (0.61%) Kotlin
15 2 (0.61%) Ruby
16 1 (0.31%) Lua
Qualifications
1 149 (45.57%) PhD
2 80 (24.46%) Degree
3 21 (6.42%) Computer Science Degree
4 12 (3.67%) Postgraduate
5 11 (3.36%) Master's Degree
6 2 (0.61%) SC Cleared
6 2 (0.61%) Security Cleared
7 1 (0.31%) MBA
7 1 (0.31%) Numerate Degree
Quality Assurance & Compliance
1 6 (1.83%) Data Quality
2 1 (0.31%) QA
System Software
1 26 (7.95%) Docker
2 4 (1.22%) HDFS
3 1 (0.31%) Virtual Machines
Systems Management
1 11 (3.36%) Kubernetes
2 9 (2.75%) Ansible
3 7 (2.14%) Graylog
3 7 (2.14%) Packer
3 7 (2.14%) Terraform
4 2 (0.61%) Hadoop YARN
Vendors
1 40 (12.23%) Google
2 20 (6.12%) Tableau
3 19 (5.81%) Microsoft
4 10 (3.06%) NVIDIA
5 6 (1.83%) Cloudera
6 5 (1.53%) Twitter
7 2 (0.61%) Adthena
7 2 (0.61%) Perforce
8 1 (0.31%) Capita
8 1 (0.31%) Hitachi
8 1 (0.31%) MicroStrategy