Period
to 16 August 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 16 August 2017 with a comparison to the same period in the previous 2 years.

Google TensorFlow
UK
6 months to
16 Aug 2017
Same period 2016 Same period 2015
Rank 995 1239 -
Rank change year-on-year +244 - -
Permanent jobs citing TensorFlow 188 16 0
As % of all permanent IT jobs advertised in the UK 0.11% 0.008% -
As % of the Libraries, Frameworks & Software Standards category 0.26% 0.021% -
Number of salaries quoted 146 16 0
UK median annual salary £62,500 £72,500 -
Median salary % change year-on-year -13.79% - -
UK excluding London median annual salary £60,000 - -

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 71604 76719 82189
As % of all permanent IT job vacancies advertised in the UK 40.53% 38.74% 37.83%
Number of salaries quoted 59601 66579 70086
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +3.45%
10th Percentile £29,000 £28,750 £27,500
90th Percentile £77,500 £75,000 £72,500
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 16 August 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 16 August 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 +222 184 £62,500 -13.79% 21
London +159 132 £62,500 -13.79% 11
UK excluding London - 56 £60,000 - 10
East of England - 21 £70,000 - 3
South West - 12 £39,991 - 2
South East - 11 £70,000 - 2
North of England - 7 £40,000 - 3
North West - 6 £50,000 - 2
Wales - 2 £60,000 -
Scotland - 2 £38,750 -
West Midlands - 1 £45,000 -
Yorkshire - 1 £32,500 -
Midlands - 1 £45,000 -

For the 6 months to 16 August 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.

1 168 (89.36%) Machine Learning
2 129 (68.62%) Python
3 117 (62.23%) Deep Learning
4 84 (44.68%) Java
5 72 (38.30%) C++
5 72 (38.30%) PhD
6 70 (37.23%) Algorithms
7 62 (32.98%) Natural Language Processing
8 58 (30.85%) Computer Science
9 53 (28.19%) Mathematics
10 50 (26.60%) Software Engineering
11 49 (26.06%) Degree
12 48 (25.53%) R
13 47 (25.00%) Physics
13 47 (25.00%) Theano
14 45 (23.94%) Artificial Intelligence
15 43 (22.87%) SQL
16 41 (21.81%) Statistics
17 38 (20.21%) Analytics
17 38 (20.21%) Apache Spark
18 36 (19.15%) Scala
19 34 (18.09%) Big Data
19 34 (18.09%) MATLAB
19 34 (18.09%) Neural Network
20 33 (17.55%) Agile Software Development
20 33 (17.55%) Amazon AWS
21 32 (17.02%) Hadoop
21 32 (17.02%) Google
22 31 (16.49%) Keras
23 29 (15.43%) 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 38 (20.21%) Apache Spark
2 11 (5.85%) Elasticsearch
3 7 (3.72%) Confluence
4 6 (3.19%) JBoss
4 6 (3.19%) SAS
4 6 (3.19%) Tomcat
5 3 (1.60%) Apache Pig
5 3 (1.60%) Apache Solr
5 3 (1.60%) Jupyter
6 2 (1.06%) Apache
7 1 (0.53%) IPython
Applications
1 4 (2.13%) SPSS
1 4 (2.13%) Weka
2 3 (1.60%) Microsoft Excel
3 1 (0.53%) Chatbot
3 1 (0.53%) Spreadsheet
Cloud Services
1 33 (17.55%) Amazon AWS
2 20 (10.64%) Google Cloud Platform
3 17 (9.04%) Cloud Computing
4 11 (5.85%) Amazon EMR
4 11 (5.85%) Microsoft Azure
5 10 (5.32%) Amazon Kinesis
6 7 (3.72%) GitHub
7 4 (2.13%) Amazon S3
8 3 (1.60%) Amazon EC2
8 3 (1.60%) Route 53
9 2 (1.06%) AWS Lambda
10 1 (0.53%) Amazon CloudWatch
10 1 (0.53%) Amazon SQS
10 1 (0.53%) CloudBees
10 1 (0.53%) CloudFront
10 1 (0.53%) Cortana Intelligence Suite
10 1 (0.53%) SaaS
10 1 (0.53%) TestFlight
Communications & Networking
1 1 (0.53%) HTTP
1 1 (0.53%) Internet
Database & Business Intelligence
1 34 (18.09%) Big Data
2 32 (17.02%) Hadoop
3 22 (11.70%) PostgreSQL
4 19 (10.11%) Apache Hive
5 17 (9.04%) NoSQL
6 13 (6.91%) MySQL
7 11 (5.85%) Impala
8 10 (5.32%) Amazon Redshift
8 10 (5.32%) Data Mining
8 10 (5.32%) Text Mining
9 9 (4.79%) Redis
10 7 (3.72%) Apache Cassandra
10 7 (3.72%) BigQuery
10 7 (3.72%) GIS
11 5 (2.66%) Amazon DynamoDB
12 3 (1.60%) Geospatial Data
12 3 (1.60%) MongoDB
13 2 (1.06%) DocumentDB
13 2 (1.06%) Flink
13 2 (1.06%) Neo4j
Development Applications
1 7 (3.72%) Jenkins
2 6 (3.19%) Atlassian Bamboo
2 6 (3.19%) Travis CI
3 3 (1.60%) JUnit
3 3 (1.60%) Selenium
4 2 (1.06%) Git (software)
4 2 (1.06%) Gradle
4 2 (1.06%) Mockito
4 2 (1.06%) Robolectric
5 1 (0.53%) JIRA
5 1 (0.53%) SonarQube
5 1 (0.53%) Talend Open Studio
5 1 (0.53%) TestFairy
5 1 (0.53%) webpack
General
1 18 (9.57%) Marketing
2 17 (9.04%) Finance
3 8 (4.26%) Games
4 7 (3.72%) Advertising
4 7 (3.72%) Banking
5 6 (3.19%) Financial Institution
6 5 (2.66%) Law
7 4 (2.13%) Retail
8 3 (1.60%) Automotive
9 2 (1.06%) Electronics
10 1 (0.53%) Investment Banking
10 1 (0.53%) Legal
Job Titles
1 57 (30.32%) Machine Learning Engineer
2 39 (20.74%) Software Engineer
3 38 (20.21%) Data Scientist
4 19 (10.11%) Machine Learning Scientist
5 10 (5.32%) Developer
6 9 (4.79%) Data Manager
7 8 (4.26%) Analytics Manager
7 8 (4.26%) Machine Learning Researcher
7 8 (4.26%) Machine Learning Specialist
7 8 (4.26%) Portfolio Manager
8 7 (3.72%) Computer Engineer
8 7 (3.72%) Computer Vision Engineer
8 7 (3.72%) Data Analytics Manager
8 7 (3.72%) Data Engineer
8 7 (3.72%) Research Engineer
8 7 (3.72%) Senior Data Scientist
9 5 (2.66%) Project Manager
10 4 (2.13%) AWS Engineer
10 4 (2.13%) DevOps Engineer
10 4 (2.13%) Research Scientist
Libraries, Frameworks & Software Standards
1 62 (32.98%) Natural Language Processing
2 47 (25.00%) Theano
3 31 (16.49%) Keras
4 29 (15.43%) scikit-learn
5 17 (9.04%) Torch
6 13 (6.91%) Kafka
7 9 (4.79%) CNTK
8 8 (4.26%) D3.js
9 7 (3.72%) ActiveMQ
10 6 (3.19%) Middleware
10 6 (3.19%) Node.js
10 6 (3.19%) Spring
11 5 (2.66%) Web Services
12 4 (2.13%) NumPy
13 3 (1.60%) Akka
13 3 (1.60%) Django
13 3 (1.60%) MXNet
13 3 (1.60%) OpenCV
13 3 (1.60%) Pandas
13 3 (1.60%) React
Miscellaneous
1 70 (37.23%) Algorithms
2 58 (30.85%) Computer Science
3 27 (14.36%) Field-Programmable Gate Array
4 25 (13.30%) Hybrid Cloud
4 25 (13.30%) Public Cloud
5 16 (8.51%) Analytical Skills
6 14 (7.45%) Data Centre
7 10 (5.32%) Clustering
8 8 (4.26%) Foreign Exchange (FX)
9 7 (3.72%) Fintech
10 6 (3.19%) Augmented Reality
10 6 (3.19%) Robotics
11 5 (2.66%) NHS
12 3 (1.60%) 3D Graphics
12 3 (1.60%) Blog
12 3 (1.60%) CUDA
12 3 (1.60%) Data Protection Act
12 3 (1.60%) Greenfield Project
12 3 (1.60%) Grid Computing
12 3 (1.60%) Management Information System
Operating Systems
1 11 (5.85%) Linux
2 7 (3.72%) Windows
3 3 (1.60%) Android
4 2 (1.06%) Apple iOS
Processes & Methodologies
1 168 (89.36%) Machine Learning
2 117 (62.23%) Deep Learning
3 53 (28.19%) Mathematics
4 50 (26.60%) Software Engineering
5 47 (25.00%) Physics
6 45 (23.94%) Artificial Intelligence
7 41 (21.81%) Statistics
8 38 (20.21%) Analytics
9 34 (18.09%) Neural Network
10 33 (17.55%) Agile Software Development
11 26 (13.83%) Computer Vision
12 25 (13.30%) Bayesian Methods
13 19 (10.11%) Predictive Analytics
14 18 (9.57%) Data Analysis
15 16 (8.51%) Cybersecurity
16 15 (7.98%) DevOps
17 14 (7.45%) Bioinformatics
18 13 (6.91%) Business Intelligence
18 13 (6.91%) Visualisation
19 12 (6.38%) Statistical Modelling
Programming Languages
1 129 (68.62%) Python
2 84 (44.68%) Java
3 72 (38.30%) C++
4 48 (25.53%) R
5 43 (22.87%) SQL
6 36 (19.15%) Scala
7 34 (18.09%) MATLAB
8 27 (14.36%) C#
9 15 (7.98%) C
10 14 (7.45%) Julia
11 13 (6.91%) Perl
12 12 (6.38%) JavaScript
13 5 (2.66%) Haskell
13 5 (2.66%) Kotlin
13 5 (2.66%) Ruby
14 1 (0.53%) ES6
14 1 (0.53%) Go
14 1 (0.53%) TypeScript
Qualifications
1 72 (38.30%) PhD
2 49 (26.06%) Degree
3 15 (7.98%) Computer Science Degree
4 12 (6.38%) Postgraduate
5 8 (4.26%) Master's Degree
6 1 (0.53%) MBA
6 1 (0.53%) Numerate Degree
6 1 (0.53%) SC Cleared
6 1 (0.53%) Security Cleared
Quality Assurance & Compliance
1 8 (4.26%) Data Quality
2 6 (3.19%) QA
3 1 (0.53%) GCP
System Software
1 14 (7.45%) Docker
Systems Management
1 6 (3.19%) Kubernetes
2 4 (2.13%) Ansible
2 4 (2.13%) Graylog
2 4 (2.13%) Packer
2 4 (2.13%) Terraform
3 1 (0.53%) Hadoop YARN
Vendors
1 32 (17.02%) Google
2 11 (5.85%) Tableau
3 9 (4.79%) Cloudera
4 6 (3.19%) Microsoft
5 1 (0.53%) Alteryx
5 1 (0.53%) Atlassian
5 1 (0.53%) Datameer
5 1 (0.53%) Hitachi
5 1 (0.53%) Hortonworks
5 1 (0.53%) Informatica
5 1 (0.53%) MapR
5 1 (0.53%) MicroStrategy
5 1 (0.53%) Netezza
5 1 (0.53%) Oracle
5 1 (0.53%) Paxata
5 1 (0.53%) Talend
5 1 (0.53%) Teradata