Period
to 25 May 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Deep Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Deep Learning over the 6 months to 25 May 2019 with a comparison to the same period in the previous 2 years.

Deep Learning
England > London
6 months to
25 May 2019
Same period 2018 Same period 2017
Rank 441 438 634
Rank change year-on-year -3 +196 +203
Permanent jobs citing Deep Learning 339 444 182
As % of all permanent IT jobs advertised in London 0.58% 0.63% 0.27%
As % of the Processes & Methodologies category 0.63% 0.69% 0.29%
Number of salaries quoted 282 383 142
London median annual salary £70,000 £70,000 £70,000
10th Percentile £42,625 £48,750 £47,500
90th Percentile £111,250 £118,750 £105,000
England median annual salary £62,500 £65,000 £70,000
% change year-on-year -3.85% -7.14% +21.74%

Deep Learning is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 54,081 64,775 63,064
As % of all permanent IT jobs advertised in London 92.20% 92.63% 92.38%
Number of salaries quoted 43,650 52,290 52,339
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +9.09%
10th Percentile £36,250 £35,250 £34,000
90th Percentile £96,250 £93,750 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Deep Learning
Job Vacancy Trend in London

Job postings citing Deep Learning as a percentage of all IT jobs advertised in London.

Job vacancy trend for Deep Learning in London

Deep Learning
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Deep Learning in London.

Salary trend for Deep Learning in London

Deep Learning
Salary Histogram in London

The salary distribution of IT jobs citing Deep Learning in London over the 6 months to 25 May 2019.

Salary histogram for Deep Learning in London

Deep Learning
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Deep Learning within the London region over the 6 months to 25 May 2019. 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
Central London +21 54 £75,000 -3.23% 2
East London +22 17 £41,500 -56.32% 2
West London +25 13 £67,500 +25.58% 3
South London - 1 £52,500 - 1
Deep Learning
England

For the 6 months to 25 May 2019, IT jobs citing Deep Learning 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 London region with a requirement for Deep Learning.

1 263 (77.58%) Machine Learning
2 262 (77.29%) Python
3 221 (65.19%) Artificial Intelligence
4 152 (44.84%) Analytics
5 147 (43.36%) Data Science
6 125 (36.87%) PhD
7 104 (30.68%) Natural Language Processing
8 101 (29.79%) TensorFlow
9 97 (28.61%) Algorithms
10 89 (26.25%) Amazon AWS
11 88 (25.96%) Apache Spark
12 85 (25.07%) SQL
13 78 (23.01%) Hadoop
14 74 (21.83%) Neural Network
14 74 (21.83%) Computer Science
15 72 (21.24%) Mathematics
15 72 (21.24%) Agile Software Development
16 71 (20.94%) Java
16 71 (20.94%) Big Data
17 67 (19.76%) C++
18 66 (19.47%) Statistics
19 65 (19.17%) R
20 63 (18.58%) Linux
21 61 (17.99%) Finance
22 60 (17.70%) Degree
22 60 (17.70%) Google Cloud Platform
23 59 (17.40%) Computer Vision
24 56 (16.52%) Git (software)
25 55 (16.22%) Scala
26 54 (15.93%) Microsoft Azure

Deep Learning
Co-occurring IT Skills in London 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 88 (25.96%) Apache Spark
2 14 (4.13%) Apache
3 10 (2.95%) Apache Pig
4 5 (1.47%) Elasticsearch
4 5 (1.47%) SAS
5 3 (0.88%) Apache Airflow
5 3 (0.88%) DNN
5 3 (0.88%) nginx
6 1 (0.29%) Ethereum
6 1 (0.29%) Hyperledger
6 1 (0.29%) Jupyter
Applications
1 3 (0.88%) Chatbot
2 1 (0.29%) Spreadsheet
Business Applications
1 1 (0.29%) BigMachines
1 1 (0.29%) Distributed Ledger
Cloud Services
1 89 (26.25%) Amazon AWS
2 60 (17.70%) Google Cloud Platform
3 54 (15.93%) Microsoft Azure
4 15 (4.42%) Cloud Computing
5 12 (3.54%) Serverless
6 11 (3.24%) AWS Lambda
7 9 (2.65%) Amazon SageMaker
8 8 (2.36%) Amazon S3
8 8 (2.36%) Amazon SQS
9 6 (1.77%) Amazon EC2
10 4 (1.18%) Amazon EMR
10 4 (1.18%) Azure Active Directory
10 4 (1.18%) Azure Data Factory
11 3 (0.88%) Amazon ELB
11 3 (0.88%) Azure Stack
11 3 (0.88%) GitHub
11 3 (0.88%) SaaS
12 2 (0.59%) Amazon Kinesis
12 2 (0.59%) CloudFront
12 2 (0.59%) Slack
Communications & Networking
1 11 (3.24%) Wireshark
2 8 (2.36%) Internet
3 5 (1.47%) Firewall
4 4 (1.18%) FTP
4 4 (1.18%) HTTP
4 4 (1.18%) TCP/IP
5 3 (0.88%) DNS
5 3 (0.88%) OpenVPN
5 3 (0.88%) OPNsense
6 2 (0.59%) MQTT
6 2 (0.59%) Skype
6 2 (0.59%) VPN
Database & Business Intelligence
1 78 (23.01%) Hadoop
2 71 (20.94%) Big Data
3 42 (12.39%) NoSQL
4 23 (6.78%) Data Mining
5 21 (6.19%) Amazon Redshift
6 20 (5.90%) Apache Hive
6 20 (5.90%) PostgreSQL
7 14 (4.13%) BigQuery
7 14 (4.13%) HBase
8 12 (3.54%) Amazon DynamoDB
8 12 (3.54%) Apache Cassandra
9 10 (2.95%) QlikView
10 8 (2.36%) Data Warehouse
10 8 (2.36%) Neo4j
10 8 (2.36%) Spotfire
11 7 (2.06%) Relational Database
12 6 (1.77%) Electronic Patient Records
12 6 (1.77%) Pentaho
12 6 (1.77%) Redis
12 6 (1.77%) Text Mining
Development Applications
1 56 (16.52%) Git (software)
2 19 (5.60%) Jenkins
3 10 (2.95%) Atlassian Bamboo
4 9 (2.65%) Selenium
5 5 (1.47%) Vagrant
6 3 (0.88%) Artifactory
6 3 (0.88%) Bitbucket
6 3 (0.88%) Maven
6 3 (0.88%) RStudio
7 2 (0.59%) JIRA
8 1 (0.29%) CircleCI
8 1 (0.29%) SonarQube
General
1 61 (17.99%) Finance
2 34 (10.03%) Law
3 20 (5.90%) Marketing
4 19 (5.60%) Games
5 11 (3.24%) Retail
6 10 (2.95%) Legal
6 10 (2.95%) Publishing
7 9 (2.65%) Banking
7 9 (2.65%) Financial Institution
8 5 (1.47%) Social Science
9 4 (1.18%) Automotive
9 4 (1.18%) Electronics
10 3 (0.88%) Manufacturing
10 3 (0.88%) Pharmaceutical
11 2 (0.59%) Greek Language
11 2 (0.59%) Telecoms
12 1 (0.29%) Advertising
Job Titles
1 84 (24.78%) Data Scientist
2 44 (12.98%) Developer
3 32 (9.44%) Machine Learning Engineer
4 30 (8.85%) Machine Learning Researcher
5 29 (8.55%) Machine Learning Scientist
6 22 (6.49%) Front End Developer (Client-Side Developer)
7 21 (6.19%) Architect
8 19 (5.60%) Data Engineer
8 19 (5.60%) Senior Data Scientist
9 18 (5.31%) Data Architect
10 13 (3.83%) Research Engineer
11 11 (3.24%) Big Data Architect
11 11 (3.24%) DevOps Engineer
11 11 (3.24%) Python Engineer
12 10 (2.95%) Python Developer
12 10 (2.95%) QA Automation Engineer
12 10 (2.95%) QA Test Engineer
12 10 (2.95%) Software Test Engineer
12 10 (2.95%) Test Automation Engineer
12 10 (2.95%) Test Engineer
Libraries, Frameworks & Software Standards
1 104 (30.68%) Natural Language Processing
2 101 (29.79%) TensorFlow
3 35 (10.32%) scikit-learn
4 32 (9.44%) NumPy
5 31 (9.14%) HTML
6 30 (8.85%) Kafka
6 30 (8.85%) Keras
7 26 (7.67%) CSS
7 26 (7.67%) Pandas
8 21 (6.19%) Redux
9 18 (5.31%) Caffe
9 18 (5.31%) React
10 17 (5.01%) OpenCV
11 16 (4.72%) Theano
12 14 (4.13%) Web Services
13 12 (3.54%) AngularJS
14 11 (3.24%) REST
14 11 (3.24%) RxJS
15 10 (2.95%) SciPy
16 9 (2.65%) WebSockets
Miscellaneous
1 97 (28.61%) Algorithms
2 27 (7.96%) Analytical Skills
3 26 (7.67%) User Experience
4 21 (6.19%) Fintech
5 16 (4.72%) Greenfield Project
5 16 (4.72%) Virtual Team
6 8 (2.36%) Data Structures
6 8 (2.36%) Management Information System
6 8 (2.36%) Robotics
7 7 (2.06%) CUDA
7 7 (2.06%) Hedge funds
8 6 (1.77%) Acoustics
8 6 (1.77%) Blog
9 5 (1.47%) Linux Command Line
10 4 (1.18%) Enterprise Software
10 4 (1.18%) Social Media
11 3 (0.88%) Clustering
11 3 (0.88%) Life Science
11 3 (0.88%) Photography
11 3 (0.88%) Video Editing
Operating Systems
1 63 (18.58%) Linux
2 19 (5.60%) Unix
3 14 (4.13%) Debian
4 7 (2.06%) Ubuntu
5 6 (1.77%) Windows
6 3 (0.88%) FreeBSD
7 2 (0.59%) Android
7 2 (0.59%) Robot Operating System
8 1 (0.29%) Apple iOS
8 1 (0.29%) Red Hat Enterprise Linux
Processes & Methodologies
1 263 (77.58%) Machine Learning
2 221 (65.19%) Artificial Intelligence
3 152 (44.84%) Analytics
4 147 (43.36%) Data Science
5 74 (21.83%) Computer Science
5 74 (21.83%) Neural Network
6 72 (21.24%) Agile Software Development
6 72 (21.24%) Mathematics
7 66 (19.47%) Statistics
8 59 (17.40%) Computer Vision
9 49 (14.45%) Software Engineering
10 42 (12.39%) Data Analytics
10 42 (12.39%) Visualisation
11 41 (12.09%) DevOps
12 34 (10.03%) Bayesian Methods
13 32 (9.44%) Open Source
14 30 (8.85%) Reinforcement Learning
15 25 (7.37%) Front End Development
16 24 (7.08%) Physics
17 23 (6.78%) Data Engineering
Programming Languages
1 262 (77.29%) Python
2 85 (25.07%) SQL
3 71 (20.94%) Java
4 67 (19.76%) C++
5 65 (19.17%) R
6 55 (16.22%) Scala
7 44 (12.98%) JavaScript
8 37 (10.91%) MATLAB
9 26 (7.67%) C
10 24 (7.08%) C#
11 20 (5.90%) ES6
12 16 (4.72%) Bash Shell
13 8 (2.36%) Go
13 8 (2.36%) Shell Script
14 6 (1.77%) Rust
15 3 (0.88%) Cython
15 3 (0.88%) PL/SQL
15 3 (0.88%) TypeScript
16 2 (0.59%) Java 8
16 2 (0.59%) PowerShell
Qualifications
1 125 (36.87%) PhD
2 60 (17.70%) Degree
3 15 (4.42%) Master's Degree
4 12 (3.54%) Computer Science Degree
5 8 (2.36%) Numerate Degree
6 6 (1.77%) Security Cleared
7 4 (1.18%) MPhil
8 3 (0.88%) PMI Certification
8 3 (0.88%) PMP
8 3 (0.88%) SC Cleared
9 2 (0.59%) MBA
Quality Assurance & Compliance
1 11 (3.24%) QA
2 1 (0.29%) Data Quality
2 1 (0.29%) GDPR
System Software
1 43 (12.68%) Docker
2 5 (1.47%) VirtualBox
3 3 (0.88%) KVM
3 3 (0.88%) NFS
3 3 (0.88%) pfSense
3 3 (0.88%) Samba
4 2 (0.59%) Apache Flume
4 2 (0.59%) Apache ZooKeeper
5 1 (0.29%) Firmware
5 1 (0.29%) Hyper-V
5 1 (0.29%) VMware Infrastructure
Systems Management
1 31 (9.14%) Kubernetes
2 23 (6.78%) Ansible
3 18 (5.31%) Terraform
4 8 (2.36%) Docker Swarm
5 7 (2.06%) Opscode Chef
5 7 (2.06%) Puppet
6 3 (0.88%) ZABBIX
7 1 (0.29%) Grafana
7 1 (0.29%) Hadoop YARN
7 1 (0.29%) Prometheus
Vendors
1 40 (11.80%) Google
2 16 (4.72%) Dataiku
3 15 (4.42%) NVIDIA
4 14 (4.13%) Tableau
5 13 (3.83%) Databricks
6 12 (3.54%) Cognizant
6 12 (3.54%) IBM
7 9 (2.65%) Cloudera
8 6 (1.77%) Hortonworks
8 6 (1.77%) Microsoft
9 5 (1.47%) Oracle
10 4 (1.18%) SaltStack
11 3 (0.88%) PagerDuty
11 3 (0.88%) Rackspace
12 1 (0.29%) Cisco
12 1 (0.29%) F5
12 1 (0.29%) Palo Alto
12 1 (0.29%) Red Hat
12 1 (0.29%) Samsung
12 1 (0.29%) VMware