Period
to

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 6 months to 19 May 2022 with a comparison to the same period in the previous 2 years.

Machine Learning
Central London > City of London
6 months to
19 May 2022
Same period 2021 Same period 2020
Rank 68 78 73
Rank change year-on-year +10 -5 -7
Permanent jobs citing Machine Learning 298 193 277
As % of all permanent jobs advertised in the City of London 4.07% 3.87% 3.86%
As % of the Processes & Methodologies category 4.29% 4.05% 4.08%
Number of salaries quoted 204 183 248
10th Percentile £52,500 £43,750 £50,000
25th Percentile £65,000 £53,750 £58,438
Median annual salary (50th Percentile) £80,000 £67,500 £75,000
Median % change year-on-year +18.52% -10.00% -
75th Percentile £93,750 £86,250 £95,313
90th Percentile £115,000 £95,000 £112,500
Central London median annual salary £80,000 £67,250 £75,000
% change year-on-year +18.96% -10.33% -

Machine 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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 6,943 4,763 6,795
As % of all permanent IT jobs advertised in the City of London 94.88% 95.53% 94.80%
Number of salaries quoted 5,572 4,259 5,956
10th Percentile £45,501 £43,750 £41,000
25th Percentile £57,500 £55,000 £51,500
Median annual salary (50th Percentile) £72,500 £72,500 £67,500
Median % change year-on-year - +7.41% +3.85%
75th Percentile £93,750 £90,000 £85,000
90th Percentile £110,000 £107,500 £100,000
Central London median annual salary £72,500 £70,000 £67,500
% change year-on-year +3.57% +3.70% +3.85%

Machine Learning
Job Vacancy Trend in the City of London

Job postings citing Machine Learning as a proportion of all IT jobs advertised in the City of London.

Job vacancy trend for Machine Learning in the City of London

Machine Learning
Salary Trend in the City of London

3-month moving average salary quoted in jobs citing Machine Learning in the City of London.

Salary trend for Machine Learning in the City of London

Machine Learning
Salary Histogram in the City of London

Salary distribution for jobs citing Machine Learning in the City of London over the 6 months to 19 May 2022.

Salary histogram for Machine Learning in the City of London

Machine Learning
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the City of London region over the 6 months to 19 May 2022. 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
Jobs
London Bridge -6 3 £80,000 - 1
Machine Learning
Central London

For the 6 months to 19 May 2022, IT jobs citing Machine 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 City of London region with a requirement for Machine Learning.

1 138 (46.31%) Data Science
2 131 (43.96%) Python
3 121 (40.60%) Analytics
4 117 (39.26%) SQL
5 108 (36.24%) AWS
6 100 (33.56%) Artificial Intelligence
7 83 (27.85%) Analytical Skills
8 82 (27.52%) Azure
9 81 (27.18%) Software Engineering
10 79 (26.51%) .NET
11 76 (25.50%) Social Skills
12 72 (24.16%) Data Analytics
13 70 (23.49%) Problem-Solving
14 67 (22.48%) Finance
15 64 (21.48%) Agile
16 63 (21.14%) C#
17 61 (20.47%) DevOps
18 50 (16.78%) Data Modelling
19 49 (16.44%) Mathematics
19 49 (16.44%) Test Automation
19 49 (16.44%) Docker
20 48 (16.11%) Degree
21 46 (15.44%) Greenfield Project
22 45 (15.10%) Big Data
23 44 (14.77%) Relational Database
23 44 (14.77%) Microservices
23 44 (14.77%) Business Intelligence
24 42 (14.09%) Kubernetes
25 41 (13.76%) Data Warehouse
26 40 (13.42%) Data Engineering

Machine Learning
Co-occurring IT Skills in the City of 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 28 (9.40%) Umbraco
2 16 (5.37%) Apache Spark
3 13 (4.36%) Elasticsearch
4 12 (4.03%) SAS
5 9 (3.02%) Apache
5 9 (3.02%) Jupyter
6 5 (1.68%) Confluence
7 2 (0.67%) Luigi
8 1 (0.34%) Apache Airflow
8 1 (0.34%) Cloud Foundry
8 1 (0.34%) CMS
Applications
1 3 (1.01%) Microsoft Office
2 2 (0.67%) Chatbot
3 1 (0.34%) Microsoft Excel
3 1 (0.34%) Microsoft PowerPoint
Business Applications
1 1 (0.34%) Relativity
Cloud Services
1 108 (36.24%) AWS
2 82 (27.52%) Azure
3 30 (10.07%) AWS CloudFormation
4 23 (7.72%) Snowflake
5 21 (7.05%) GCP
6 19 (6.38%) Serverless
7 17 (5.70%) Azure Cosmos DB
7 17 (5.70%) Power Platform
8 13 (4.36%) Azure Data Factory
9 10 (3.36%) Azure Machine Learning
9 10 (3.36%) Matillion
10 8 (2.68%) Azure Synapse Analytics
10 8 (2.68%) Cloud Computing
10 8 (2.68%) SaaS
11 6 (2.01%) Amazon SageMaker
11 6 (2.01%) Azure Storage
11 6 (2.01%) GitHub
11 6 (2.01%) PaaS
12 4 (1.34%) Slack
13 3 (1.01%) CloudFront
Communications & Networking
1 4 (1.34%) Network Security
2 3 (1.01%) WebEx
3 2 (0.67%) Broadband
4 1 (0.34%) BGP
4 1 (0.34%) Firewall
4 1 (0.34%) OSPF
Database & Business Intelligence
1 45 (15.10%) Big Data
2 44 (14.77%) Relational Database
3 41 (13.76%) Data Warehouse
4 39 (13.09%) MySQL
5 37 (12.42%) RDBMS
6 34 (11.41%) Data Lake
7 30 (10.07%) NoSQL
8 22 (7.38%) Hadoop
9 17 (5.70%) Power BI
10 16 (5.37%) OLTP
11 15 (5.03%) PostgreSQL
12 14 (4.70%) Metadata
12 14 (4.70%) Tableau
13 10 (3.36%) Amazon Aurora
13 10 (3.36%) Amazon Redshift
13 10 (3.36%) SAS Enterprise Guide
14 9 (3.02%) Data Vault
14 9 (3.02%) SQL Server
15 6 (2.01%) Delta Lake
15 6 (2.01%) OLAP
Development Applications
1 13 (4.36%) Git (software)
1 13 (4.36%) Jenkins
1 13 (4.36%) Selenium
2 10 (3.36%) ER Studio
2 10 (3.36%) ERwin
2 10 (3.36%) PowerDesigner
3 7 (2.35%) GitLab
4 6 (2.01%) Atlassian Bamboo
4 6 (2.01%) JIRA
5 5 (1.68%) Bitbucket
5 5 (1.68%) TeamCity
6 4 (1.34%) Mercurial
6 4 (1.34%) SonarQube
7 2 (0.67%) Cypress.io
7 2 (0.67%) GoCD
7 2 (0.67%) Vagrant
8 1 (0.34%) MSBuild
8 1 (0.34%) Octopus Deploy
8 1 (0.34%) Team Foundation Server
8 1 (0.34%) Visual Studio Team System
General
1 83 (27.85%) Analytical Skills
2 76 (25.50%) Social Skills
3 67 (22.48%) Finance
4 33 (11.07%) Law
5 26 (8.72%) Advertising
6 17 (5.70%) Publishing
7 16 (5.37%) Retail
8 14 (4.70%) Legal
8 14 (4.70%) Marketing
9 13 (4.36%) Influencing Skills
10 12 (4.03%) Games
11 10 (3.36%) Banking
12 8 (2.68%) Public Sector
12 8 (2.68%) Telecoms
13 5 (1.68%) Inclusion and Diversity
14 4 (1.34%) Electronics
14 4 (1.34%) Manufacturing
15 3 (1.01%) Presentation Skills
16 2 (0.67%) Front Office
17 1 (0.34%) Pharmaceutical
Job Titles
1 59 (19.80%) Developer
2 35 (11.74%) Software Engineer
3 32 (10.74%) C# Developer
4 31 (10.40%) Analyst
4 31 (10.40%) Data Engineer
5 27 (9.06%) DevOps Engineer
6 24 (8.05%) Analytics Developer
7 23 (7.72%) Data Scientist
8 20 (6.71%) Quantitative Developer
9 19 (6.38%) Architect
10 18 (6.04%) Data Architect
10 18 (6.04%) Senior Analyst
11 13 (4.36%) Python Developer
12 12 (4.03%) Senior Data Scientist
12 12 (4.03%) Test Analyst
13 11 (3.69%) Automation Test Analyst
13 11 (3.69%) AWS Engineer
13 11 (3.69%) Selenium Test Analyst
13 11 (3.69%) Senior Automation Test Analyst
13 11 (3.69%) Senior Test Analyst
Libraries, Frameworks & Software Standards
1 79 (26.51%) .NET
2 38 (12.75%) React
3 33 (11.07%) CSS
3 33 (11.07%) HTML
4 31 (10.40%) AngularJS
5 29 (9.73%) .NET Core
5 29 (9.73%) Sass
6 28 (9.40%) Semantic HTML
7 12 (4.03%) PySpark
7 12 (4.03%) scikit-learn
8 11 (3.69%) Pandas
8 11 (3.69%) TensorFlow
9 9 (3.02%) Kafka
10 7 (2.35%) Keras
11 4 (1.34%) Matplotlib
11 4 (1.34%) NumPy
11 4 (1.34%) PyTorch
12 3 (1.01%) H2O
12 3 (1.01%) Laravel
12 3 (1.01%) Node.js
Miscellaneous
1 46 (15.44%) Greenfield Project
2 24 (8.05%) Algorithms
3 12 (4.03%) Blockchain
4 11 (3.69%) Data Structures
4 11 (3.69%) Equities
5 10 (3.36%) Exotic Derivative
5 10 (3.36%) Foreign Exchange (FX)
5 10 (3.36%) Market Risk
6 8 (2.68%) Self-Motivation
7 6 (2.01%) Cloud Native
7 6 (2.01%) User Experience
8 5 (1.68%) Cyberattack
8 5 (1.68%) Replication
9 4 (1.34%) Cybercrime
9 4 (1.34%) Data Protection Act
9 4 (1.34%) IoT
9 4 (1.34%) Reinsurance
10 3 (1.01%) Blog
10 3 (1.01%) Educational Technology
10 3 (1.01%) Mobile Computing
Operating Systems
1 3 (1.01%) Linux
2 2 (0.67%) Unix
2 2 (0.67%) VMS
2 2 (0.67%) Windows
Processes & Methodologies
1 138 (46.31%) Data Science
2 121 (40.60%) Analytics
3 100 (33.56%) Artificial Intelligence
4 81 (27.18%) Software Engineering
5 72 (24.16%) Data Analytics
6 70 (23.49%) Problem-Solving
7 64 (21.48%) Agile
8 61 (20.47%) DevOps
9 50 (16.78%) Data Modelling
10 49 (16.44%) Mathematics
10 49 (16.44%) Test Automation
11 44 (14.77%) Business Intelligence
11 44 (14.77%) Microservices
12 40 (13.42%) Data Engineering
13 36 (12.08%) CI/CD
14 35 (11.74%) Data Analysis
14 35 (11.74%) Infrastructure as Code
15 31 (10.40%) ETL
16 30 (10.07%) Unit Testing
17 29 (9.73%) Clean Code
Programming Languages
1 131 (43.96%) Python
2 117 (39.26%) SQL
3 63 (21.14%) C#
4 24 (8.05%) Java
5 19 (6.38%) C++
5 19 (6.38%) JavaScript
5 19 (6.38%) R
6 15 (5.03%) Scala
7 8 (2.68%) T-SQL
8 5 (1.68%) MATLAB
8 5 (1.68%) TypeScript
9 4 (1.34%) C
10 3 (1.01%) Go
10 3 (1.01%) Perl
10 3 (1.01%) PHP
11 2 (0.67%) Bash
11 2 (0.67%) PowerShell
11 2 (0.67%) Shell Script
11 2 (0.67%) VB
12 1 (0.34%) Haskell
Qualifications
1 48 (16.11%) Degree
2 25 (8.39%) PhD
3 18 (6.04%) Master's Degree
4 8 (2.68%) Computer Science Degree
5 5 (1.68%) Security Cleared
6 2 (0.67%) Numerate Degree
7 1 (0.34%) SC Cleared
Quality Assurance & Compliance
1 20 (6.71%) Data Quality
2 18 (6.04%) QA
3 11 (3.69%) GDPR
3 11 (3.69%) MiFID
4 10 (3.36%) Dodd-Frank
4 10 (3.36%) EMIR
System Software
1 49 (16.44%) Docker
2 1 (0.34%) LXC
2 1 (0.34%) VirtualBox
Systems Management
1 42 (14.09%) Kubernetes
2 18 (6.04%) Terraform
3 16 (5.37%) Ansible
4 4 (1.34%) Grafana
4 4 (1.34%) Prometheus
5 2 (0.67%) Istio
5 2 (0.67%) Kubeflow
5 2 (0.67%) Puppet
6 1 (0.34%) Docker Swarm
6 1 (0.34%) Opscode Chef
Vendors
1 19 (6.38%) Databricks
2 15 (5.03%) Oracle
3 11 (3.69%) Google
3 11 (3.69%) Microsoft
4 7 (2.35%) Informatica
5 6 (2.01%) IBM
6 5 (1.68%) Salesforce.com
6 5 (1.68%) SAP
7 4 (1.34%) Alteryx
7 4 (1.34%) Cognizant
7 4 (1.34%) OneTrust
7 4 (1.34%) Perforce
8 2 (0.67%) Cloudera
8 2 (0.67%) Hortonworks
9 1 (0.34%) Bloomberg
9 1 (0.34%) ESRI
9 1 (0.34%) FactSet
9 1 (0.34%) Guidewire
9 1 (0.34%) Nuix
9 1 (0.34%) Twitter