Period
to

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Mathematics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Mathematics over the 6 months to 29 June 2022 with a comparison to the same period in the previous 2 years.

Mathematics (Maths)
England > London
6 months to
29 Jun 2022
Same period 2021 Same period 2020
Rank 124 153 135
Rank change year-on-year +29 -18 -11
Permanent jobs citing Mathematics 2,494 968 850
As % of all permanent jobs advertised in London 3.29% 2.35% 2.56%
As % of the Processes & Methodologies category 3.41% 2.47% 2.72%
Number of salaries quoted 765 596 727
10th Percentile £40,000 £34,000 £32,500
25th Percentile £52,500 £46,250 £48,125
Median annual salary (50th Percentile) £75,000 £63,750 £70,000
Median % change year-on-year +17.65% -8.93% +7.69%
75th Percentile £96,250 £95,000 £105,000
90th Percentile £127,500 £127,500 £122,500
England median annual salary £60,000 £52,500 £55,000
% change year-on-year +14.29% -4.55% +10.00%

Mathematics 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 73,106 39,167 31,259
As % of all permanent IT jobs advertised in London 96.58% 95.26% 94.30%
Number of salaries quoted 34,995 26,878 25,557
10th Percentile £42,500 £42,500 £40,000
25th Percentile £53,750 £52,500 £51,250
Median annual salary (50th Percentile) £70,000 £70,000 £67,500
Median % change year-on-year - +3.70% +3.85%
75th Percentile £92,250 £87,500 £85,000
90th Percentile £110,000 £105,000 £102,500
England median annual salary £60,000 £56,500 £55,000
% change year-on-year +6.19% +2.73% +4.76%

Mathematics
Job Vacancy Trend in London

Job postings citing Mathematics as a proportion of all IT jobs advertised in London.

Job vacancy trend for Mathematics in London

Mathematics
Salary Trend in London

3-month moving average salary quoted in jobs citing Mathematics in London.

Salary trend for Mathematics in London

Mathematics
Salary Histogram in London

Salary distribution for jobs citing Mathematics in London over the 6 months to 29 June 2022.

Salary histogram for Mathematics in London

Mathematics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Mathematics within the London region over the 6 months to 29 June 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
Central London -28 135 £72,500 +35.51% 37
East London -4 58 £67,500 -55.00% 10
West London -17 50 £35,000 -33.33% 20
South London -35 40 £50,000 -4.76% 2
North London - 7 £60,000 - 1
Mathematics
England

For the 6 months to 29 June 2022, IT jobs citing Mathematics 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 Mathematics.

1 1,475 (59.14%) Degree
2 1,382 (55.41%) Computer Science
3 1,332 (53.41%) Python
4 930 (37.29%) Analytics
5 918 (36.81%) SQL
6 854 (34.24%) Data Science
7 801 (32.12%) Social Skills
8 776 (31.11%) Finance
9 750 (30.07%) Agile
10 744 (29.83%) Machine Learning
11 686 (27.51%) Analytical Skills
12 678 (27.19%) Statistics
13 665 (26.66%) Software Engineering
14 620 (24.86%) AWS
15 577 (23.14%) Physics
16 558 (22.37%) Problem-Solving
17 478 (19.17%) Java
18 429 (17.20%) JavaScript
19 414 (16.60%) Algorithms
20 401 (16.08%) Artificial Intelligence
21 392 (15.72%) Visualisation
22 373 (14.96%) C++
23 352 (14.11%) GCP
24 344 (13.79%) Data Analysis
24 344 (13.79%) Computer Science Degree
25 341 (13.67%) PhD
25 341 (13.67%) Azure
26 330 (13.23%) React
27 320 (12.83%) Marketing
28 303 (12.15%) TypeScript

Mathematics
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
1 217 (8.70%) Apache Spark
2 103 (4.13%) SAS
3 65 (2.61%) Apache Airflow
4 61 (2.45%) Confluence
5 44 (1.76%) OpenStack
6 37 (1.48%) Apache
7 35 (1.40%) nginx
8 25 (1.00%) Jupyter
9 8 (0.32%) IBM Domino
10 7 (0.28%) R Markdown
10 7 (0.28%) SharePoint
11 6 (0.24%) Jetty
12 4 (0.16%) ArcGIS
12 4 (0.16%) GeoServer
13 2 (0.080%) Ethereum
13 2 (0.080%) SAP EP
14 1 (0.040%) Hyperledger
14 1 (0.040%) JBoss
14 1 (0.040%) Pachyderm
14 1 (0.040%) WebSphere
Applications
1 158 (6.34%) Microsoft Excel
2 66 (2.65%) Microsoft PowerPoint
3 36 (1.44%) Microsoft Office
4 33 (1.32%) SPSS
5 24 (0.96%) Stata
6 17 (0.68%) MS Visio
7 11 (0.44%) Microsoft Project
7 11 (0.44%) Spreadsheet
8 8 (0.32%) AutoCAD
8 8 (0.32%) Revit
9 5 (0.20%) Adobe Captivate
10 4 (0.16%) Photoshop
10 4 (0.16%) Sketch
11 3 (0.12%) GNU Octave
12 2 (0.080%) EViews
13 1 (0.040%) Chatbot
13 1 (0.040%) CPLEX
13 1 (0.040%) SPSS Modeler
Business Applications
1 22 (0.88%) Payment Gateway
2 19 (0.76%) Oracle Payables
3 15 (0.60%) Dynamics CRM
4 8 (0.32%) Shopify
5 5 (0.20%) ReMetrica
5 5 (0.20%) SAP S/4HANA
6 4 (0.16%) Oracle ERP
7 2 (0.080%) Elite 3E
7 2 (0.080%) Hyperion Planning
7 2 (0.080%) Remedy ITSM
7 2 (0.080%) SAP APO
7 2 (0.080%) SAP CRM
Cloud Services
1 620 (24.86%) AWS
2 352 (14.11%) GCP
3 341 (13.67%) Azure
4 266 (10.67%) GitHub
5 236 (9.46%) Power Platform
6 140 (5.61%) Cloud Computing
7 139 (5.57%) SaaS
8 101 (4.05%) Serverless
9 81 (3.25%) Google Analytics
10 75 (3.01%) Amazon S3
11 65 (2.61%) Snowflake
12 54 (2.17%) GitHub Actions
13 52 (2.09%) Google Data Studio
14 51 (2.04%) AWS CloudFormation
15 49 (1.96%) AWS Lambda
16 45 (1.80%) Azure DevOps
17 43 (1.72%) Amazon EC2
18 39 (1.56%) npm
19 38 (1.52%) Slack
20 37 (1.48%) Azure Data Factory
Communications & Networking
1 48 (1.92%) Internet
2 20 (0.80%) Broadband
3 14 (0.56%) HTTP
3 14 (0.56%) SMS
4 9 (0.36%) HTTPS
5 8 (0.32%) MQTT
6 6 (0.24%) FTP
6 6 (0.24%) Wi-Fi
7 5 (0.20%) Ethernet
7 5 (0.20%) GSM
7 5 (0.20%) LAN
7 5 (0.20%) SDH
7 5 (0.20%) SD-WAN
7 5 (0.20%) Unified Communications
7 5 (0.20%) WAN
8 4 (0.16%) Intranet
9 2 (0.080%) DNS
9 2 (0.080%) PPP
9 2 (0.080%) SSH
9 2 (0.080%) TCP/IP
Database & Business Intelligence
1 290 (11.63%) Big Data
2 221 (8.86%) PostgreSQL
3 214 (8.58%) Power BI
4 212 (8.50%) Data Warehouse
5 194 (7.78%) Tableau
6 175 (7.02%) Data Mining
7 121 (4.85%) Relational Database
8 118 (4.73%) BigQuery
9 97 (3.89%) Hadoop
10 91 (3.65%) NoSQL
11 83 (3.33%) SQL Server
12 77 (3.09%) MySQL
13 73 (2.93%) Redis
14 72 (2.89%) GIS
15 62 (2.49%) Data Lake
15 62 (2.49%) Elasticsearch
16 57 (2.29%) Amazon Redshift
17 56 (2.25%) Looker
17 56 (2.25%) MongoDB
18 48 (1.92%) Amazon RDS
Development Applications
1 212 (8.50%) Git (software)
2 164 (6.58%) webpack
3 113 (4.53%) JIRA
4 110 (4.41%) Jenkins
5 74 (2.97%) GitLab
6 46 (1.84%) Gradle
7 42 (1.68%) Cypress.io
8 35 (1.40%) git-flow
8 35 (1.40%) JUnit
8 35 (1.40%) rollup.js
9 33 (1.32%) Selenium
10 28 (1.12%) Visual Studio Code
11 26 (1.04%) Mockito
12 23 (0.92%) Maven
12 23 (0.92%) Mocha
13 21 (0.84%) CircleCI
14 19 (0.76%) Eclipse
14 19 (0.76%) RStudio
15 18 (0.72%) Cucumber
16 15 (0.60%) Jasmine
General
1 801 (32.12%) Social Skills
2 776 (31.11%) Finance
3 686 (27.51%) Analytical Skills
4 320 (12.83%) Marketing
5 266 (10.67%) Games
6 259 (10.38%) Inclusion and Diversity
7 209 (8.38%) Banking
8 189 (7.58%) Retail
9 139 (5.57%) Presentation Skills
10 109 (4.37%) Public Sector
11 90 (3.61%) Advertising
12 73 (2.93%) Front Office
13 66 (2.65%) Legal
14 49 (1.96%) Military
15 47 (1.88%) Law
16 45 (1.80%) Pharmaceutical
17 44 (1.76%) Telecoms
18 38 (1.52%) Aerospace
18 38 (1.52%) Electronics
18 38 (1.52%) French Language
Job Titles
1 439 (17.60%) Developer
2 416 (16.68%) Analyst
3 375 (15.04%) Software Engineer
4 260 (10.43%) Data Scientist
5 214 (8.58%) Graduate
6 168 (6.74%) Data Analyst
7 164 (6.58%) Senior Developer
8 160 (6.42%) Architect
9 133 (5.33%) Data Engineer
10 132 (5.29%) Senior Data Scientist
11 115 (4.61%) Senior Analyst
12 112 (4.49%) Senior Software Engineer
13 93 (3.73%) Java Developer
14 81 (3.25%) Consultant
15 78 (3.13%) Python Developer
16 71 (2.85%) Graduate Software Engineer
17 69 (2.77%) C++ Developer
18 64 (2.57%) Principal Architect
18 64 (2.57%) Senior Data Engineer
19 54 (2.17%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 330 (13.23%) React
2 224 (8.98%) Node.js
3 171 (6.86%) REST
4 159 (6.38%) scikit-learn
5 148 (5.93%) .NET
6 146 (5.85%) TensorFlow
7 135 (5.41%) Pandas
8 130 (5.21%) CSS
9 129 (5.17%) Spring
10 124 (4.97%) GraphQL
11 113 (4.53%) NumPy
11 113 (4.53%) Spring Boot
12 110 (4.41%) HTML
12 110 (4.41%) RESTful
13 109 (4.37%) AngularJS
14 83 (3.33%) Kafka
15 77 (3.09%) RxJS
16 74 (2.97%) PyTorch
16 74 (2.97%) Redux
17 73 (2.93%) Apollo GraphQL
Miscellaneous
1 414 (16.60%) Algorithms
2 229 (9.18%) User Experience
3 176 (7.06%) Data Structures
4 141 (5.65%) Self-Motivation
5 97 (3.89%) Equities
6 96 (3.85%) Video\Live Streaming
7 94 (3.77%) Cloud Native
8 91 (3.65%) Sports Betting
9 84 (3.37%) Virtual Team
10 83 (3.33%) Management Information System
11 74 (2.97%) Derivative
11 74 (2.97%) IoT
12 73 (2.93%) Fixed Income
13 70 (2.81%) Foreign Exchange (FX)
14 69 (2.77%) Social Media
15 67 (2.69%) Hedge funds
16 55 (2.21%) Credit Risk
17 52 (2.09%) Ray Tracing
18 44 (1.76%) Augmented Reality
19 43 (1.72%) Public Cloud
Operating Systems
1 226 (9.06%) Linux
2 86 (3.45%) Windows
3 73 (2.93%) Unix
4 38 (1.52%) Android
5 26 (1.04%) Apple iOS
6 6 (0.24%) Ubuntu
7 5 (0.20%) Windows 10
8 4 (0.16%) Windows Server 2016
8 4 (0.16%) Windows Server 2019
9 3 (0.12%) Red Hat Enterprise Linux
10 2 (0.080%) VMS
11 1 (0.040%) Windows Server
11 1 (0.040%) Windows Server 2008
Processes & Methodologies
1 1,382 (55.41%) Computer Science
2 930 (37.29%) Analytics
3 854 (34.24%) Data Science
4 750 (30.07%) Agile
5 744 (29.83%) Machine Learning
6 678 (27.19%) Statistics
7 665 (26.66%) Software Engineering
8 577 (23.14%) Physics
9 558 (22.37%) Problem-Solving
10 401 (16.08%) Artificial Intelligence
11 392 (15.72%) Visualisation
12 344 (13.79%) Data Analysis
13 297 (11.91%) Mentoring
14 294 (11.79%) Data Modelling
15 287 (11.51%) Data Analytics
15 287 (11.51%) Data Engineering
16 278 (11.15%) Decision-Making
17 275 (11.03%) DevOps
18 246 (9.86%) Business Intelligence
19 243 (9.74%) Full Stack Development
Programming Languages
1 1,332 (53.41%) Python
2 918 (36.81%) SQL
3 478 (19.17%) Java
4 429 (17.20%) JavaScript
5 373 (14.96%) C++
6 303 (12.15%) TypeScript
7 274 (10.99%) R
8 244 (9.78%) C#
9 162 (6.50%) C
10 107 (4.29%) Scala
11 96 (3.85%) Go
12 75 (3.01%) MATLAB
13 61 (2.45%) Shell Script
14 41 (1.64%) PowerShell
15 40 (1.60%) Ruby
16 36 (1.44%) VBA
17 34 (1.36%) Rust
18 28 (1.12%) Haskell
19 26 (1.04%) Assembly Language
20 20 (0.80%) Perl
Qualifications
1 1,475 (59.14%) Degree
2 344 (13.79%) Computer Science Degree
3 341 (13.67%) PhD
4 250 (10.02%) Numerate Degree
5 158 (6.34%) Master's Degree
6 51 (2.04%) TOGAF Certification
7 36 (1.44%) AWS Certification
8 29 (1.16%) CISA
9 23 (0.92%) ICAEW
9 23 (0.92%) ISACA
10 21 (0.84%) Security Cleared
11 20 (0.80%) DBS Check
11 20 (0.80%) Microsoft Certification
12 16 (0.64%) Analytics IQ
13 12 (0.48%) SC Cleared
14 10 (0.40%) Cisco Certification
14 10 (0.40%) Postgraduate
15 8 (0.32%) CEH
16 7 (0.28%) CISSP
17 6 (0.24%) CISM
Quality Assurance & Compliance
1 125 (5.01%) Data Quality
2 107 (4.29%) QA
3 59 (2.37%) GDPR
4 37 (1.48%) IFRS
5 27 (1.08%) SLA
6 20 (0.80%) IFRS 9
7 19 (0.76%) CDISC
8 18 (0.72%) ISO/IEC 27001
9 17 (0.68%) IFRS 17
10 12 (0.48%) Actionable Recommendations
11 10 (0.40%) MiFID
12 9 (0.36%) EMIR
13 8 (0.32%) Dodd-Frank
13 8 (0.32%) HIPAA
14 6 (0.24%) Accessibility
14 6 (0.24%) Solvency II
15 5 (0.20%) Good Clinical Practice
16 4 (0.16%) PMO
17 3 (0.12%) NIST
18 2 (0.080%) Cyber Essentials
System Software
1 278 (11.15%) Docker
2 11 (0.44%) Active Directory
3 2 (0.080%) etcd
Systems Management
1 300 (12.03%) Kubernetes
2 111 (4.45%) Terraform
3 44 (1.76%) Ansible
4 34 (1.36%) Argo
4 34 (1.36%) Grafana
5 27 (1.08%) Prometheus
6 20 (0.80%) Kubeflow
7 5 (0.20%) Computer Emergency Response Teams
7 5 (0.20%) Graphite
7 5 (0.20%) Graylog
7 5 (0.20%) Opsgenie
8 2 (0.080%) Opscode Chef
8 2 (0.080%) Puppet
9 1 (0.040%) MIIS
9 1 (0.040%) QRadar
Vendors
1 289 (11.59%) Google
2 222 (8.90%) Microsoft
3 120 (4.81%) Oracle
4 109 (4.37%) Palantir
5 65 (2.61%) Apple
6 57 (2.29%) Foundry
7 54 (2.17%) Alteryx
8 53 (2.13%) Databricks
9 45 (1.80%) SAP
10 44 (1.76%) Adobe
11 37 (1.48%) Salesforce.com
12 34 (1.36%) Informatica
13 30 (1.20%) Teradata
14 26 (1.04%) CA
15 23 (0.92%) Talend
16 22 (0.88%) MuleSoft
17 19 (0.76%) Cloudera
17 19 (0.76%) IBM
18 18 (0.72%) Xamarin
19 17 (0.68%) Cisco