Period
to 24 February 2018

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 24 February 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 815 1138 1302
Rank change year-on-year +323 +164 -
Permanent jobs citing TensorFlow 368 34 2
As % of all permanent IT jobs advertised in the UK 0.21% 0.019% 0.001%
As % of the Libraries, Frameworks & Software Standards category 0.52% 0.049% 0.002%
Number of salaries quoted 288 28 2
UK median annual salary £65,000 £62,500 £72,500
Median salary % change year-on-year +4.00% -13.79% -
10th Percentile £42,500 £43,500 £68,750
90th Percentile £86,625 £115,000 £76,250
UK excluding London median annual salary £65,000 £70,000 -
% change year-on-year -7.14% - -

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 71,359 69,455 81,372
As % of all permanent IT jobs advertised in the UK 40.74% 39.54% 38.55%
Number of salaries quoted 60,296 59,787 69,786
UK 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 £28,000
90th Percentile £78,750 £76,250 £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 24 February 2018.

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 24 February 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
England +326 365 £65,000 +4.00% 57
UK excluding London +182 195 £65,000 -7.14% 22
London +144 172 £65,000 +8.33% 37
East of England +82 81 £65,000 +8.33% 6
South East - 72 £70,000 - 9
South West +25 32 £45,000 -40.00% 3
North of England - 6 £60,000 -
North West - 5 £60,000 -
West Midlands - 2 £50,000 - 1
Midlands - 2 £50,000 - 2
North East - 1 - -
Wales - 1 £55,000 - 1
Scotland - 1 £47,500 - 1

For the 6 months to 24 February 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 with a requirement for TensorFlow.

1 318 (86.41%) Machine Learning
2 299 (81.25%) Python
3 182 (49.46%) Deep Learning
4 179 (48.64%) PhD
5 176 (47.83%) Algorithms
6 164 (44.57%) Data Science
7 145 (39.40%) C++
8 137 (37.23%) Java
9 119 (32.34%) Big Data
10 106 (28.80%) Computer Science
11 104 (28.26%) Neural Network
12 97 (26.36%) Mathematics
13 95 (25.82%) Natural Language Processing
14 94 (25.54%) Artificial Intelligence
15 92 (25.00%) Degree
16 89 (24.18%) Statistics
17 86 (23.37%) Analytics
18 75 (20.38%) Software Engineering
19 74 (20.11%) R
20 73 (19.84%) Hadoop
20 73 (19.84%) Apache Spark
20 73 (19.84%) Keras
21 71 (19.29%) Scala
22 70 (19.02%) C
23 66 (17.93%) SQL
24 64 (17.39%) Theano
25 63 (17.12%) Agile Software Development
26 60 (16.30%) NumPy
27 57 (15.49%) scikit-learn
28 55 (14.95%) Image Processing

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 73 (19.84%) Apache Spark
2 31 (8.42%) Apache
3 23 (6.25%) Elasticsearch
4 16 (4.35%) SAS
5 11 (2.99%) Apache Pig
6 8 (2.17%) DNN
7 5 (1.36%) Apache Solr
8 4 (1.09%) Apache Airflow
9 2 (0.54%) Jupyter
10 1 (0.27%) Documentum
10 1 (0.27%) FileNet
10 1 (0.27%) SharePoint
Applications
1 5 (1.36%) Weka
2 4 (1.09%) Chatbot
3 2 (0.54%) GNU Octave
Cloud Services
1 48 (13.04%) Amazon AWS
2 23 (6.25%) Cloud Computing
3 17 (4.62%) Microsoft Azure
4 9 (2.45%) Amazon EC2
5 7 (1.90%) Azure Machine Learning
5 7 (1.90%) Google Cloud Platform
6 4 (1.09%) Amazon S3
6 4 (1.09%) Route 53
7 3 (0.82%) SaaS
8 2 (0.54%) Data Lake Analytics
8 2 (0.54%) GitHub
9 1 (0.27%) Amazon Kinesis
9 1 (0.27%) AWS Lambda
9 1 (0.27%) Serverless
Communications & Networking
1 8 (2.17%) HTTP
2 3 (0.82%) Internet
Database & Business Intelligence
1 119 (32.34%) Big Data
2 73 (19.84%) Hadoop
3 45 (12.23%) Apache Hive
4 25 (6.79%) PostgreSQL
5 22 (5.98%) Impala
6 21 (5.71%) Data Mining
7 19 (5.16%) HBase
8 16 (4.35%) Data Warehouse
9 15 (4.08%) Apache Cassandra
10 14 (3.80%) NoSQL
11 13 (3.53%) Sqoop
12 12 (3.26%) Flink
12 12 (3.26%) MongoDB
13 11 (2.99%) QlikView
13 11 (2.99%) Relational Database
14 9 (2.45%) Text Mining
15 5 (1.36%) MySQL
16 4 (1.09%) BigQuery
16 4 (1.09%) Redis
16 4 (1.09%) SQL Server
Development Applications
1 24 (6.52%) Git (software)
2 12 (3.26%) Jenkins
2 12 (3.26%) TeamCity
3 11 (2.99%) JUnit
4 6 (1.63%) Gradle
4 6 (1.63%) Mockito
4 6 (1.63%) Robolectric
5 3 (0.82%) Subversion
6 2 (0.54%) Octopus Deploy
7 1 (0.27%) Selenium
7 1 (0.27%) Team Foundation Server
7 1 (0.27%) Visual Studio
7 1 (0.27%) webpack
General
1 35 (9.51%) Finance
2 20 (5.43%) Games
3 19 (5.16%) Marketing
4 18 (4.89%) Banking
5 15 (4.08%) Electronics
6 13 (3.53%) Pharmaceutical
7 7 (1.90%) Financial Institution
7 7 (1.90%) Retail
8 6 (1.63%) Advertising
9 5 (1.36%) Telecoms
10 2 (0.54%) Front Office
10 2 (0.54%) Manufacturing
11 1 (0.27%) Aerospace
11 1 (0.27%) Publishing
11 1 (0.27%) Retail Banking
Job Titles
1 78 (21.20%) Data Scientist
2 68 (18.48%) Machine Learning Engineer
3 52 (14.13%) Machine Learning Scientist
4 46 (12.50%) Developer
5 33 (8.97%) Software Engineer
6 28 (7.61%) Data Engineer
7 27 (7.34%) Machine Learning Researcher
8 19 (5.16%) Machine Learning Developer
9 16 (4.35%) Python Developer
9 16 (4.35%) Research Scientist
10 14 (3.80%) Big Data Engineer
10 14 (3.80%) Research Engineer
10 14 (3.80%) Senior Data Scientist
10 14 (3.80%) Senior Developer
11 13 (3.53%) Computer Engineer
11 13 (3.53%) Computer Vision Engineer
12 11 (2.99%) Graduate
12 11 (2.99%) Software Developer
13 10 (2.72%) Hadoop Engineer
14 9 (2.45%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 95 (25.82%) Natural Language Processing
2 73 (19.84%) Keras
3 64 (17.39%) Theano
4 60 (16.30%) NumPy
5 57 (15.49%) scikit-learn
6 43 (11.68%) Torch
7 33 (8.97%) Pandas
7 33 (8.97%) SciPy
8 26 (7.07%) Kafka
9 23 (6.25%) .NET
10 20 (5.43%) MLlib
11 18 (4.89%) .NET Framework
12 16 (4.35%) OpenCV
13 10 (2.72%) MXNet
13 10 (2.72%) OpenCL
14 9 (2.45%) Akka
14 9 (2.45%) PySpark
15 8 (2.17%) RESTful
15 8 (2.17%) Web Services
16 7 (1.90%) REST
Miscellaneous
1 176 (47.83%) Algorithms
2 106 (28.80%) Computer Science
3 44 (11.96%) CUDA
4 23 (6.25%) Analytical Skills
5 17 (4.62%) Fintech
6 16 (4.35%) Smart City
7 13 (3.53%) Data Centre
7 13 (3.53%) Field-Programmable Gate Array
7 13 (3.53%) Hybrid Cloud
7 13 (3.53%) Public Cloud
7 13 (3.53%) User Experience
8 9 (2.45%) 3D Graphics
8 9 (2.45%) Greenfield Project
9 7 (1.90%) Blog
9 7 (1.90%) Robotics
10 6 (1.63%) Augmented Reality
11 5 (1.36%) GPGPU
12 4 (1.09%) Data Structures
12 4 (1.09%) Enterprise Software
12 4 (1.09%) Equities
Operating Systems
1 37 (10.05%) Linux
2 19 (5.16%) Android
3 5 (1.36%) Unix
3 5 (1.36%) Windows
Processes & Methodologies
1 318 (86.41%) Machine Learning
2 182 (49.46%) Deep Learning
3 164 (44.57%) Data Science
4 104 (28.26%) Neural Network
5 97 (26.36%) Mathematics
6 94 (25.54%) Artificial Intelligence
7 89 (24.18%) Statistics
8 86 (23.37%) Analytics
9 75 (20.38%) Software Engineering
10 63 (17.12%) Agile Software Development
11 55 (14.95%) Image Processing
12 51 (13.86%) Computer Vision
13 49 (13.32%) Bayesian Methods
13 49 (13.32%) Signal Processing
14 44 (11.96%) Physics
15 36 (9.78%) Probabilistic Modelling
16 35 (9.51%) Reinforcement Learning
17 32 (8.70%) Cybersecurity
17 32 (8.70%) Data Analysis
18 31 (8.42%) Convolutional Neural Network
Programming Languages
1 299 (81.25%) Python
2 145 (39.40%) C++
3 137 (37.23%) Java
4 74 (20.11%) R
5 71 (19.29%) Scala
6 70 (19.02%) C
7 66 (17.93%) SQL
8 51 (13.86%) C#
9 41 (11.14%) MATLAB
10 27 (7.34%) Julia
11 15 (4.08%) Go
12 12 (3.26%) Shell Script
13 10 (2.72%) JavaScript
14 5 (1.36%) Assembly Language
15 4 (1.09%) Bash Shell
16 3 (0.82%) Clojure
17 2 (0.54%) Lua
17 2 (0.54%) PHP 5
17 2 (0.54%) Ruby
17 2 (0.54%) U-SQL
Qualifications
1 179 (48.64%) PhD
2 92 (25.00%) Degree
3 37 (10.05%) Computer Science Degree
4 17 (4.62%) Master's Degree
5 4 (1.09%) Postgraduate
5 4 (1.09%) Security Cleared
6 2 (0.54%) EMC Certification
6 2 (0.54%) Numerate Degree
7 1 (0.27%) SC Cleared
Quality Assurance & Compliance
1 6 (1.63%) Data Quality
2 1 (0.27%) GDPR
System Software
1 26 (7.07%) Docker
2 17 (4.62%) Apache Flume
2 17 (4.62%) HDFS
3 5 (1.36%) LXC
Systems Management
1 14 (3.80%) Kubernetes
2 13 (3.53%) Hadoop YARN
3 7 (1.90%) Terraform
4 4 (1.09%) Ansible
5 2 (0.54%) Graylog
5 2 (0.54%) Packer
6 1 (0.27%) Kibana
Vendors
1 29 (7.88%) Google
2 21 (5.71%) Microsoft
3 19 (5.16%) Cloudera
3 19 (5.16%) Hortonworks
4 18 (4.89%) NVIDIA
4 18 (4.89%) Tableau
5 10 (2.72%) Twitter
6 7 (1.90%) Capita
6 7 (1.90%) MapR
7 3 (0.82%) Perforce
8 2 (0.54%) Adthena
8 2 (0.54%) EMC
8 2 (0.54%) Facebook
8 2 (0.54%) Intel
9 1 (0.27%) IBM
9 1 (0.27%) Informatica
9 1 (0.27%) RapidMiner