Period
to 24 January 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 24 January 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK > England
6 months to
24 Jan 2018
Same period 2017 Same period 2016
Rank 828 1139 1259
Rank change year-on-year +311 +120 -
Permanent jobs citing TensorFlow 328 26 1
As % of all permanent IT jobs advertised in England 0.20% 0.016% 0.001%
As % of the Libraries, Frameworks & Software Standards category 0.49% 0.039% 0.001%
Number of salaries quoted 263 20 1
England median annual salary £65,000 £75,000 £72,500
Median salary % change year-on-year -13.33% +3.45% -
10th Percentile £41,500 £46,750 £68,750
90th Percentile £83,750 £115,250 £76,250
UK median annual salary £65,000 £75,000 £72,500
% change year-on-year -13.33% +3.45% -

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 advertised in England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 66,526 65,944 74,451
As % of all permanent IT jobs advertised in England 40.79% 39.43% 38.49%
Number of salaries quoted 56,313 57,378 64,483
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £29,000 £28,250
90th Percentile £78,750 £77,500 £75,000
UK median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

TensorFlow
Job Vacancy Trend in England

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

Job vacancy trend for TensorFlow in England

TensorFlow
Salary Trend in England

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

Salary trend for TensorFlow in England

TensorFlow
Salary Histogram in England

The salary distribution of IT jobs citing TensorFlow in England over the 6 months to 24 January 2018.

Salary histogram for TensorFlow in England

TensorFlow
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing TensorFlow within the England region over the 6 months to 24 January 2018. 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
London +126 157 £62,500 -16.67% 34
South East - 62 £70,000 - 7
East of England - 61 £75,000 - 5
South West +44 38 £45,000 - 2
North of England - 10 £60,000 - 1
North West - 9 £60,000 - 1
North East - 1 - -
TensorFlow
UK

For the 6 months to 24 January 2018, 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 across the England region with a requirement for TensorFlow.

1 289 (88.11%) Machine Learning
2 260 (79.27%) Python
3 174 (53.05%) Deep Learning
4 167 (50.91%) PhD
5 160 (48.78%) Algorithms
6 131 (39.94%) Java
7 129 (39.33%) C++
8 107 (32.62%) Computer Science
9 100 (30.49%) Big Data
9 100 (30.49%) Neural Network
10 97 (29.57%) Artificial Intelligence
11 96 (29.27%) Natural Language Processing
12 87 (26.52%) Mathematics
13 81 (24.70%) R
14 77 (23.48%) Statistics
15 73 (22.26%) Degree
16 71 (21.65%) Analytics
17 66 (20.12%) Software Engineering
18 63 (19.21%) Agile Software Development
18 63 (19.21%) Theano
19 59 (17.99%) Apache Spark
19 59 (17.99%) SQL
20 57 (17.38%) Scala
21 56 (17.07%) C#
22 55 (16.77%) Computer Vision
23 53 (16.16%) Keras
23 53 (16.16%) Hadoop
24 52 (15.85%) Image Processing
24 52 (15.85%) Bayesian Methods
25 49 (14.94%) C

TensorFlow
Co-occurring IT Skills in England 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 59 (17.99%) Apache Spark
2 20 (6.10%) Apache
3 16 (4.88%) Elasticsearch
4 13 (3.96%) SAS
5 11 (3.35%) Apache Pig
6 8 (2.44%) DNN
7 4 (1.22%) Apache Solr
8 3 (0.91%) Jupyter
9 2 (0.61%) Apache Airflow
Applications
1 5 (1.52%) Chatbot
2 2 (0.61%) GNU Octave
2 2 (0.61%) Weka
3 1 (0.30%) Spreadsheet
Cloud Services
1 46 (14.02%) Amazon AWS
2 22 (6.71%) Microsoft Azure
3 20 (6.10%) Cloud Computing
4 9 (2.74%) Google Cloud Platform
5 7 (2.13%) Azure Machine Learning
6 5 (1.52%) Amazon EC2
7 4 (1.22%) Amazon S3
7 4 (1.22%) Route 53
8 3 (0.91%) SaaS
9 2 (0.61%) Amazon Kinesis
9 2 (0.61%) AWS Lambda
9 2 (0.61%) Data Lake Analytics
9 2 (0.61%) GitHub
10 1 (0.30%) Serverless
Communications & Networking
1 6 (1.83%) HTTP
2 1 (0.30%) Internet
Database & Business Intelligence
1 100 (30.49%) Big Data
2 53 (16.16%) Hadoop
3 30 (9.15%) Apache Hive
4 20 (6.10%) PostgreSQL
5 16 (4.88%) Data Mining
6 12 (3.66%) Impala
7 11 (3.35%) NoSQL
8 10 (3.05%) Apache Cassandra
9 8 (2.44%) Flink
10 7 (2.13%) HBase
10 7 (2.13%) MongoDB
11 6 (1.83%) Relational Database
12 5 (1.52%) Amazon DynamoDB
12 5 (1.52%) Data Warehouse
12 5 (1.52%) QlikView
12 5 (1.52%) Sqoop
12 5 (1.52%) Text Mining
13 4 (1.22%) GIS
13 4 (1.22%) MySQL
13 4 (1.22%) SQL Server
Development Applications
1 15 (4.57%) Git (software)
2 10 (3.05%) JUnit
3 8 (2.44%) Gradle
3 8 (2.44%) Mockito
3 8 (2.44%) Robolectric
4 5 (1.52%) Jenkins
5 4 (1.22%) TeamCity
6 3 (0.91%) Subversion
7 2 (0.61%) Selenium
7 2 (0.61%) webpack
8 1 (0.30%) Team Foundation Server
8 1 (0.30%) Visual Studio
General
1 34 (10.37%) Finance
2 21 (6.40%) Games
3 20 (6.10%) Banking
3 20 (6.10%) Marketing
4 12 (3.66%) Pharmaceutical
5 10 (3.05%) Electronics
5 10 (3.05%) Retail
6 8 (2.44%) Advertising
7 7 (2.13%) Financial Institution
8 5 (1.52%) Telecoms
9 2 (0.61%) Manufacturing
10 1 (0.30%) Aerospace
10 1 (0.30%) Front Office
10 1 (0.30%) Investment Banking
10 1 (0.30%) Publishing
10 1 (0.30%) Retail Banking
Job Titles
1 75 (22.87%) Data Scientist
2 68 (20.73%) Machine Learning Engineer
3 48 (14.63%) Machine Learning Scientist
4 40 (12.20%) Developer
5 30 (9.15%) Machine Learning Researcher
6 27 (8.23%) Software Engineer
7 17 (5.18%) Data Engineer
7 17 (5.18%) Machine Learning Developer
8 15 (4.57%) Python Developer
9 13 (3.96%) Research Scientist
10 11 (3.35%) Computer Engineer
10 11 (3.35%) Computer Vision Engineer
10 11 (3.35%) Software Developer
11 10 (3.05%) Android Developer
11 10 (3.05%) Machine Learning Specialist
12 8 (2.44%) Graduate
12 8 (2.44%) Research Engineer
13 7 (2.13%) Senior Data Scientist
13 7 (2.13%) Senior Developer
14 6 (1.83%) Android Engineer
Libraries, Frameworks & Software Standards
1 96 (29.27%) Natural Language Processing
2 63 (19.21%) Theano
3 53 (16.16%) Keras
4 38 (11.59%) NumPy
4 38 (11.59%) Torch
5 37 (11.28%) scikit-learn
6 21 (6.40%) .NET
7 19 (5.79%) OpenCV
7 19 (5.79%) Pandas
8 18 (5.49%) SciPy
9 17 (5.18%) .NET Framework
10 15 (4.57%) Kafka
11 8 (2.44%) Akka
11 8 (2.44%) Google Maps API
11 8 (2.44%) MXNet
11 8 (2.44%) Web Services
12 7 (2.13%) REST
13 6 (1.83%) MLlib
13 6 (1.83%) RESTful
14 5 (1.52%) OpenCL
Miscellaneous
1 160 (48.78%) Algorithms
2 107 (32.62%) Computer Science
3 33 (10.06%) CUDA
4 21 (6.40%) Analytical Skills
5 16 (4.88%) Smart City
6 15 (4.57%) Data Centre
6 15 (4.57%) Field-Programmable Gate Array
6 15 (4.57%) Hybrid Cloud
6 15 (4.57%) Public Cloud
6 15 (4.57%) Robotics
7 12 (3.66%) 3D Graphics
7 12 (3.66%) Fintech
8 7 (2.13%) Augmented Reality
9 6 (1.83%) Greenfield Project
10 5 (1.52%) Blog
10 5 (1.52%) GPGPU
11 4 (1.22%) Equities
11 4 (1.22%) Grid Computing
12 3 (0.91%) Enterprise Software
12 3 (0.91%) Social Media
Operating Systems
1 30 (9.15%) Linux
2 16 (4.88%) Android
3 10 (3.05%) Windows
4 2 (0.61%) Unix
5 1 (0.30%) Apple iOS
Processes & Methodologies
1 289 (88.11%) Machine Learning
2 174 (53.05%) Deep Learning
3 100 (30.49%) Neural Network
4 97 (29.57%) Artificial Intelligence
5 87 (26.52%) Mathematics
6 77 (23.48%) Statistics
7 71 (21.65%) Analytics
8 66 (20.12%) Software Engineering
9 63 (19.21%) Agile Software Development
10 55 (16.77%) Computer Vision
11 52 (15.85%) Bayesian Methods
11 52 (15.85%) Image Processing
12 43 (13.11%) Physics
13 40 (12.20%) Signal Processing
14 35 (10.67%) Probabilistic Modelling
15 34 (10.37%) Reinforcement Learning
16 26 (7.93%) Cybersecurity
16 26 (7.93%) Economics
17 25 (7.62%) Data Analysis
18 24 (7.32%) Open Source
Programming Languages
1 260 (79.27%) Python
2 131 (39.94%) Java
3 129 (39.33%) C++
4 81 (24.70%) R
5 59 (17.99%) SQL
6 57 (17.38%) Scala
7 56 (17.07%) C#
8 49 (14.94%) C
9 47 (14.33%) MATLAB
10 30 (9.15%) Julia
11 9 (2.74%) JavaScript
12 8 (2.44%) Perl
13 5 (1.52%) Assembly Language
13 5 (1.52%) Go
14 4 (1.22%) Shell Script
15 2 (0.61%) ES6
15 2 (0.61%) Fortran
15 2 (0.61%) Lua
15 2 (0.61%) U-SQL
16 1 (0.30%) HiveQL
Qualifications
1 167 (50.91%) PhD
2 73 (22.26%) Degree
3 27 (8.23%) Computer Science Degree
4 15 (4.57%) Master's Degree
5 7 (2.13%) Postgraduate
6 2 (0.61%) SC Cleared
6 2 (0.61%) Security Cleared
7 1 (0.30%) Numerate Degree
Quality Assurance & Compliance
1 5 (1.52%) Data Quality
System Software
1 22 (6.71%) Docker
2 8 (2.44%) Apache Flume
3 7 (2.13%) HDFS
4 1 (0.30%) LXC
4 1 (0.30%) Virtual Machines
Systems Management
1 10 (3.05%) Kubernetes
2 9 (2.74%) Terraform
3 7 (2.13%) Ansible
4 6 (1.83%) Hadoop YARN
5 5 (1.52%) Graylog
5 5 (1.52%) Packer
Vendors
1 33 (10.06%) Google
2 22 (6.71%) Microsoft
3 17 (5.18%) NVIDIA
4 14 (4.27%) Tableau
5 8 (2.44%) Cloudera
5 8 (2.44%) Hortonworks
6 6 (1.83%) Twitter
7 4 (1.22%) MapR
8 3 (0.91%) Perforce
9 2 (0.61%) Adthena
9 2 (0.61%) Capita
10 1 (0.30%) MicroStrategy