Period
to

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 4 July 2022 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
England > London
6 months to
4 Jul 2022
Same period 2021 Same period 2020
Rank 633 519 508
Rank change year-on-year -114 -11 +50
Permanent jobs citing Numerate Degree 288 158 92
As % of all permanent jobs advertised in London 0.37% 0.38% 0.28%
As % of the Qualifications category 1.96% 2.09% 1.41%
Number of salaries quoted 137 87 86
10th Percentile £39,500 £39,000 £34,375
25th Percentile £42,500 £45,000 £45,000
Median annual salary (50th Percentile) £67,500 £60,000 £65,000
Median % change year-on-year +12.50% -7.69% +13.04%
75th Percentile £77,500 £83,750 £91,250
90th Percentile £95,000 £90,000 £120,000
England median annual salary £60,000 £55,000 £50,000
% change year-on-year +9.09% +10.00% +5.26%

Numerate Degree is in the Academic Qualifications and Professional Certifications 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 academic qualifications or professional certifications.

All Academic and Professional Certifications
London
Permanent vacancies requiring academic qualifications or professional certifications 14,708 7,575 6,530
As % of all permanent IT jobs advertised in London 18.98% 18.13% 19.84%
Number of salaries quoted 6,144 5,006 4,996
10th Percentile £37,066 £37,500 £33,113
25th Percentile £48,750 £48,750 £45,000
Median annual salary (50th Percentile) £65,000 £65,000 £62,500
Median % change year-on-year - +4.00% +4.17%
75th Percentile £85,000 £85,000 £80,000
90th Percentile £101,250 £100,000 £100,000
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

Numerate Degree
Job Vacancy Trend in London

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

Job vacancy trend for Numerate Degree in London

Numerate Degree
Salary Trend in London

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

Salary trend for Numerate Degree in London

Numerate Degree
Salary Histogram in London

Salary distribution for jobs citing Numerate Degree in London over the 6 months to 4 July 2022.

Salary histogram for Numerate Degree in London

Numerate Degree
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Numerate Degree within the London region over the 6 months to 4 July 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
East London -18 31 £67,500 +22.73% 3
Central London -23 22 £90,000 +125.00% 9
West London - 9 - -
North London -27 4 £60,000 +41.18%
South London - 2 - - 1
Numerate Degree
England

For the 6 months to 4 July 2022, IT jobs citing Numerate Degree 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 Numerate Degree.

1 288 (100.00%) Degree
2 255 (88.54%) Mathematics
3 165 (57.29%) Computer Science
4 131 (45.49%) Python
5 125 (43.40%) Analytics
6 119 (41.32%) Statistics
7 115 (39.93%) Social Skills
8 113 (39.24%) SQL
9 100 (34.72%) Data Science
10 97 (33.68%) AWS
11 93 (32.29%) Analytical Skills
12 76 (26.39%) Agile
13 73 (25.35%) Finance
14 72 (25.00%) Economics
15 70 (24.31%) R
16 63 (21.88%) Spring
17 62 (21.53%) Machine Learning
17 62 (21.53%) Fintech
18 61 (21.18%) Microservices
18 61 (21.18%) Java
19 60 (20.83%) Business Intelligence
19 60 (20.83%) Marketing
20 57 (19.79%) REST
21 56 (19.44%) DevOps
21 56 (19.44%) Spring Boot
22 53 (18.40%) Algorithms
23 50 (17.36%) Statistical Modelling
24 48 (16.67%) Serverless
24 48 (16.67%) Self-Motivation
25 47 (16.32%) Physics

Numerate Degree
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 13 (4.51%) Apache
1 13 (4.51%) Apache Airflow
2 9 (3.13%) SAS
3 8 (2.78%) Jetty
3 8 (2.78%) OpenStack
4 2 (0.69%) Confluence
4 2 (0.69%) Jupyter
4 2 (0.69%) SharePoint
Applications
1 31 (10.76%) Microsoft Excel
2 20 (6.94%) Stata
3 7 (2.43%) Microsoft PowerPoint
Business Applications
1 15 (5.21%) Payment Gateway
Cloud Services
1 97 (33.68%) AWS
2 48 (16.67%) Serverless
3 41 (14.24%) Azure
4 36 (12.50%) Amazon S3
5 33 (11.46%) AWS Lambda
6 32 (11.11%) Power Platform
7 31 (10.76%) GCP
8 25 (8.68%) Azure DevOps
9 24 (8.33%) GitHub
10 22 (7.64%) Amazon EC2
11 15 (5.21%) AWS CloudFormation
11 15 (5.21%) Cloud Computing
12 14 (4.86%) SaaS
13 11 (3.82%) Amazon SQS
13 11 (3.82%) CloudFront
13 11 (3.82%) GitHub Actions
13 11 (3.82%) Google Play
14 10 (3.47%) Amazon Cognito
15 9 (3.13%) npm
16 5 (1.74%) Azure Cosmos DB
Communications & Networking
1 15 (5.21%) SMS
2 8 (2.78%) HTTP
3 7 (2.43%) Internet
4 4 (1.39%) Broadband
5 2 (0.69%) DAB
5 2 (0.69%) IPsec
5 2 (0.69%) SSL
5 2 (0.69%) TCP/IP
5 2 (0.69%) VPN
6 1 (0.35%) Firewall
Database & Business Intelligence
1 37 (12.85%) MySQL
2 32 (11.11%) Power BI
3 28 (9.72%) DynamoDB
3 28 (9.72%) Tableau
4 26 (9.03%) BigQuery
5 25 (8.68%) NoSQL
6 22 (7.64%) Data Lake
7 17 (5.90%) Oracle Database
8 15 (5.21%) Amazon Athena
8 15 (5.21%) Amazon Aurora
8 15 (5.21%) Amazon QuickSight
9 14 (4.86%) Amazon RDS
10 12 (4.17%) Big Data
11 11 (3.82%) Redash
12 9 (3.13%) PostgreSQL
13 8 (2.78%) Couchbase
13 8 (2.78%) MongoDB
14 7 (2.43%) Data Mining
14 7 (2.43%) Relational Database
15 6 (2.08%) Data Warehouse
Development Applications
1 39 (13.54%) Jenkins
2 27 (9.38%) Visual Studio Code
3 20 (6.94%) Eclipse
4 11 (3.82%) Cypress.io
5 9 (3.13%) JUnit
6 8 (2.78%) IntelliJ
6 8 (2.78%) Maven
7 4 (1.39%) GitLab
8 3 (1.04%) Git (software)
8 3 (1.04%) JIRA
9 2 (0.69%) Cucumber
9 2 (0.69%) Postman
9 2 (0.69%) Selenium
General
1 115 (39.93%) Social Skills
2 93 (32.29%) Analytical Skills
3 73 (25.35%) Finance
4 60 (20.83%) Marketing
5 40 (13.89%) Banking
6 29 (10.07%) Retail
7 26 (9.03%) Legal
8 19 (6.60%) Games
9 18 (6.25%) Social Science
10 14 (4.86%) French Language
10 14 (4.86%) Portuguese Language
10 14 (4.86%) Spanish Language
11 8 (2.78%) Front Office
11 8 (2.78%) Law
12 7 (2.43%) Back Office
12 7 (2.43%) Electronics
13 6 (2.08%) Advertising
13 6 (2.08%) Inclusion and Diversity
14 5 (1.74%) Pharmaceutical
15 3 (1.04%) Documentation Skills
Job Titles
1 67 (23.26%) Analyst
2 55 (19.10%) Developer
3 47 (16.32%) Data Analyst
4 38 (13.19%) Software Engineer
5 36 (12.50%) Senior Software Engineer
6 29 (10.07%) Java Developer
7 23 (7.99%) Data Scientist
8 22 (7.64%) Backend Developer
9 21 (7.29%) Data Manager
10 20 (6.94%) Graduate
11 18 (6.25%) Java Engineer
12 16 (5.56%) .NET Software Engineer
12 16 (5.56%) DevOps Engineer
12 16 (5.56%) Senior .NET Software Engineer
13 15 (5.21%) Data Science Manager
13 15 (5.21%) Senior DevOps
13 15 (5.21%) Senior DevOps Engineer
13 15 (5.21%) Senior Manager
14 14 (4.86%) Product Analyst
15 12 (4.17%) IT Graduate
Libraries, Frameworks & Software Standards
1 63 (21.88%) Spring
2 57 (19.79%) REST
3 56 (19.44%) Spring Boot
4 34 (11.81%) React
5 31 (10.76%) AngularJS
6 29 (10.07%) .NET
7 28 (9.72%) Hibernate
8 27 (9.38%) RESTful
9 23 (7.99%) HTML
9 23 (7.99%) HTML5
9 23 (7.99%) jQuery
10 22 (7.64%) .NET Framework
11 18 (6.25%) GraphQL
12 16 (5.56%) Node.js
12 16 (5.56%) Web Services
13 15 (5.21%) Apollo GraphQL
13 15 (5.21%) PyTorch
13 15 (5.21%) TensorFlow
14 14 (4.86%) JSON
14 14 (4.86%) Serverless Framework
Miscellaneous
1 53 (18.40%) Algorithms
2 48 (16.67%) Self-Motivation
3 37 (12.85%) Cloud Native
4 29 (10.07%) Data Structures
4 29 (10.07%) Mobile App
5 22 (7.64%) User Experience
6 21 (7.29%) Enterprise Software
7 18 (6.25%) Virtual Team
8 15 (5.21%) Client/Server
9 14 (4.86%) Renewable Energy
10 11 (3.82%) Hackathon
11 9 (3.13%) Online Games
12 7 (2.43%) IoT
13 5 (1.74%) Derivative
13 5 (1.74%) Life Science
14 4 (1.39%) Analytical Mindset
14 4 (1.39%) Blockchain
14 4 (1.39%) FMCG
15 3 (1.04%) Data Protection Act
15 3 (1.04%) Market Risk
Operating Systems
1 14 (4.86%) Linux
2 13 (4.51%) Android
3 10 (3.47%) Ubuntu
4 6 (2.08%) Windows
5 3 (1.04%) Unix
6 2 (0.69%) Mac OS
Processes & Methodologies
1 255 (88.54%) Mathematics
2 165 (57.29%) Computer Science
3 125 (43.40%) Analytics
4 119 (41.32%) Statistics
5 100 (34.72%) Data Science
6 76 (26.39%) Agile
7 72 (25.00%) Economics
8 62 (21.53%) Fintech
8 62 (21.53%) Machine Learning
9 61 (21.18%) Microservices
10 60 (20.83%) Business Intelligence
11 56 (19.44%) DevOps
12 50 (17.36%) Statistical Modelling
13 47 (16.32%) Physics
13 47 (16.32%) Software Engineering
14 42 (14.58%) Data Analytics
15 40 (13.89%) Data Analysis
15 40 (13.89%) Mentoring
16 37 (12.85%) Coaching
17 33 (11.46%) Decision-Making
Programming Languages
1 131 (45.49%) Python
2 113 (39.24%) SQL
3 70 (24.31%) R
4 61 (21.18%) Java
5 33 (11.46%) TypeScript
6 23 (7.99%) Scala
7 22 (7.64%) C#
8 19 (6.60%) JavaScript
9 15 (5.21%) Kotlin
10 14 (4.86%) PowerShell
11 11 (3.82%) C++
12 9 (3.13%) ES6
13 7 (2.43%) MATLAB
14 2 (0.69%) Apex Code
14 2 (0.69%) Go
14 2 (0.69%) T-SQL
15 1 (0.35%) Data Analysis Expressions (DAX)
15 1 (0.35%) Ruby
15 1 (0.35%) VBA
Qualifications
1 288 (100.00%) Degree
2 29 (10.07%) Computer Science Degree
3 15 (5.21%) AWS Certification
4 7 (2.43%) Master's Degree
5 6 (2.08%) MBA
5 6 (2.08%) PhD
6 3 (1.04%) Security Cleared
7 1 (0.35%) CEH
7 1 (0.35%) CEPT
7 1 (0.35%) GPEN
7 1 (0.35%) GWAPT
7 1 (0.35%) OSCE
7 1 (0.35%) OSCP
Quality Assurance & Compliance
1 17 (5.90%) GDPR
2 6 (2.08%) CDISC
3 5 (1.74%) Actionable Recommendations
4 4 (1.39%) PMO
4 4 (1.39%) QA
5 1 (0.35%) Data Quality
5 1 (0.35%) NIST
System Software
1 39 (13.54%) Docker
2 2 (0.69%) etcd
Systems Management
1 37 (12.85%) Kubernetes
2 28 (9.72%) Terraform
3 2 (0.69%) AirWatch
Vendors
1 24 (8.33%) Google
2 18 (6.25%) Oracle
3 11 (3.82%) Apple
4 7 (2.43%) Cognizant
5 6 (2.08%) Microsoft
5 6 (2.08%) SAP
6 3 (1.04%) Automation Anywhere
6 3 (1.04%) Blue Prism
6 3 (1.04%) Dataiku
6 3 (1.04%) UiPath
7 2 (0.69%) Salesforce.com
8 1 (0.35%) ServiceNow