Period
to 27 January 2022

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 27 January 2022 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
27 Jan 2022
Same period 2021 Same period 2020
Rank 700 530 711
Rank change year-on-year -170 +181 -81
Permanent jobs citing Numerate Degree 312 229 317
As % of all permanent jobs advertised in England 0.28% 0.39% 0.27%
As % of the Qualifications category 1.21% 1.93% 1.25%
Number of salaries quoted 229 196 253
10th Percentile £27,855 £40,500 £26,650
25th Percentile £40,000 £45,000 £28,250
Median annual salary (50th Percentile) £55,000 £55,000 £47,500
Median % change year-on-year - +15.79% -13.64%
75th Percentile £71,250 £65,000 £67,500
90th Percentile £95,000 £77,500 £90,000
UK median annual salary £56,700 £55,000 £42,500
% change year-on-year +3.09% +29.41% -22.73%

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 England with a requirement for academic qualifications or professional certifications.

All Academic and Professional Certifications
England
Permanent vacancies requiring academic qualifications or professional certifications 25,706 11,840 25,357
As % of all permanent IT jobs advertised in England 22.81% 20.32% 21.96%
Number of salaries quoted 13,766 8,856 19,246
10th Percentile £31,250 £31,250 £27,500
25th Percentile £41,250 £41,250 £36,250
Median annual salary (50th Percentile) £55,000 £55,000 £50,000
Median % change year-on-year - +10.00% -
75th Percentile £73,750 £72,000 £67,500
90th Percentile £90,000 £85,000 £83,750
UK median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Numerate Degree
Job Vacancy Trend in England

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

Job vacancy trend for Numerate Degree in England

Numerate Degree
Salary Trend in England

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

Salary trend for Numerate Degree in England

Numerate Degree
Salary Histogram in England

Salary distribution for jobs citing Numerate Degree in England over the 6 months to 27 January 2022.

Salary histogram for Numerate Degree in England

Numerate Degree
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Numerate Degree within the England region over the 6 months to 27 January 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 -168 148 £70,000 +7.69% 28
South East -81 67 £32,500 -31.58% 4
North of England -153 39 £55,000 - 6
Yorkshire -119 29 £55,000 - 2
East of England -81 27 £44,466 -50.59% 5
South West -37 16 £39,750 +13.57% 7
Midlands -90 13 £60,000 +14.29% 8
East Midlands -46 8 £60,000 +36.36% 6
North West -99 7 £42,500 -16.67% 3
West Midlands -73 5 £40,000 -23.81% 2
North East - 3 £55,000 - 1
Numerate Degree
UK

For the 6 months to 27 January 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 England region with a requirement for Numerate Degree.

1 312 (100.00%) Degree
2 285 (91.35%) Mathematics
3 150 (48.08%) Computer Science
4 121 (38.78%) JavaScript
5 108 (34.62%) Analytics
6 101 (32.37%) Statistics
7 91 (29.17%) SQL
8 83 (26.60%) Python
8 83 (26.60%) Fintech
9 82 (26.28%) Social Skills
10 76 (24.36%) Analytical Skills
11 75 (24.04%) AngularJS
12 73 (23.40%) MVC
13 72 (23.08%) .NET
14 66 (21.15%) Computer Science Degree
15 65 (20.83%) Data Science
16 64 (20.51%) Finance
17 58 (18.59%) Java
17 58 (18.59%) Banking
18 56 (17.95%) Azure
19 55 (17.63%) C#
20 54 (17.31%) R
21 53 (16.99%) Web Services
22 51 (16.35%) Business Intelligence
22 51 (16.35%) NoSQL
23 49 (15.71%) HTML
24 48 (15.38%) Data Analysis
25 44 (14.10%) MongoDB
25 44 (14.10%) RESTful
25 44 (14.10%) Machine Learning

Numerate Degree
Co-occurring IT Skills in England 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 42 (13.46%) CMS
2 35 (11.22%) SAS
3 9 (2.88%) JBoss
3 9 (2.88%) Tomcat
4 8 (2.56%) Apache Spark
5 4 (1.28%) Apache
6 2 (0.64%) Jupyter
6 2 (0.64%) SharePoint
7 1 (0.32%) ThingWorx
Applications
1 20 (6.41%) Microsoft Excel
2 15 (4.81%) SPSS
3 12 (3.85%) Microsoft PowerPoint
4 4 (1.28%) Microsoft Office
5 1 (0.32%) Microsoft Project
5 1 (0.32%) MS Visio
5 1 (0.32%) Spreadsheet
Business Applications
1 3 (0.96%) Sprinklr
2 1 (0.32%) IBM Planning Analytics
2 1 (0.32%) SessionCam
Cloud Services
1 56 (17.95%) Azure
2 43 (13.78%) GitHub
3 36 (11.54%) Power Platform
4 34 (10.90%) AWS
4 34 (10.90%) SaaS
5 16 (5.13%) dbt
6 15 (4.81%) Snowflake
7 14 (4.49%) Fivetran
8 11 (3.53%) npm
9 10 (3.21%) Google Analytics
10 5 (1.60%) GCP
11 3 (0.96%) Adobe Analytics
12 2 (0.64%) Azure Synapse Analytics
12 2 (0.64%) Cloud Computing
12 2 (0.64%) Google Data Studio
12 2 (0.64%) Microsoft 365
13 1 (0.32%) AWS Lambda
13 1 (0.32%) GitHub Actions
13 1 (0.32%) iPaaS
13 1 (0.32%) Microsoft Advertising
Communications & Networking
1 2 (0.64%) Internet
1 2 (0.64%) Network Security
1 2 (0.64%) Wireless
2 1 (0.32%) Broadband
Database & Business Intelligence
1 51 (16.35%) NoSQL
2 44 (14.10%) MongoDB
3 42 (13.46%) Tableau
4 33 (10.58%) Power BI
5 25 (8.01%) SQL Server
6 22 (7.05%) Big Data
7 20 (6.41%) SQL Server Integration Services
8 19 (6.09%) SQL Server Reporting Services
9 18 (5.77%) SQL Server Analysis Services
10 16 (5.13%) Relational Database
11 12 (3.85%) MySQL
12 10 (3.21%) Data Warehouse
12 10 (3.21%) RDBMS
13 9 (2.88%) Oracle Reports
13 9 (2.88%) Spotfire
14 8 (2.56%) Data Mining
15 5 (1.60%) Hadoop
16 4 (1.28%) Base SAS
16 4 (1.28%) Looker
17 3 (0.96%) PowerPivot
Development Applications
1 14 (4.49%) Visual Studio Code
2 11 (3.53%) Jenkins
3 7 (2.24%) Eclipse
4 6 (1.92%) Team Foundation Server
5 4 (1.28%) JIRA
5 4 (1.28%) Visual Studio
6 3 (0.96%) Git (software)
6 3 (0.96%) IntelliJ
6 3 (0.96%) Maven
7 2 (0.64%) Rational DOORS
8 1 (0.32%) Cypress.io
General
1 82 (26.28%) Social Skills
2 76 (24.36%) Analytical Skills
3 64 (20.51%) Finance
4 58 (18.59%) Banking
5 42 (13.46%) Investment Banking
6 22 (7.05%) Pharmaceutical
7 20 (6.41%) Marketing
8 13 (4.17%) Law
9 11 (3.53%) Inclusion and Diversity
10 9 (2.88%) Advertising
10 9 (2.88%) Humanities
11 8 (2.56%) Retail
12 7 (2.24%) Electronics
12 7 (2.24%) Presentation Skills
13 6 (1.92%) Manufacturing
14 5 (1.60%) Front Office
14 5 (1.60%) Telecoms
15 4 (1.28%) Back Office
15 4 (1.28%) Public Sector
15 4 (1.28%) Publishing
Job Titles
1 109 (34.94%) Developer
2 58 (18.59%) Analyst
3 43 (13.78%) Graduate
4 36 (11.54%) Software Engineer
5 33 (10.58%) Programmer
5 33 (10.58%) Statistical Programmer
6 32 (10.26%) Data Analyst
7 31 (9.94%) Full Stack Developer
8 30 (9.62%) SaaS Developer
9 23 (7.37%) Software Developer
10 22 (7.05%) Graduate Developer
10 22 (7.05%) Graduate Software Developer
11 17 (5.45%) Data Scientist
11 17 (5.45%) Senior Developer
12 16 (5.13%) Senior Full Stack Developer
13 14 (4.49%) Tableau Developer
14 13 (4.17%) Junior
15 11 (3.53%) Front End Developer (Client-Side Developer)
16 10 (3.21%) Graduate Programmer
17 9 (2.88%) Graduate Software Engineer
Libraries, Frameworks & Software Standards
1 75 (24.04%) AngularJS
2 72 (23.08%) .NET
3 53 (16.99%) Web Services
4 49 (15.71%) HTML
5 44 (14.10%) RESTful
6 43 (13.78%) .NET Framework
7 38 (12.18%) ASP.NET Web API
8 36 (11.54%) CSS
9 31 (9.94%) REST
10 23 (7.37%) .NET Core
11 22 (7.05%) ASP.NET
11 22 (7.05%) ASP.NET MVC
12 21 (6.73%) HTML5
13 20 (6.41%) Angular 2
13 20 (6.41%) Node.js
13 20 (6.41%) Task Parallel Library
14 16 (5.13%) Hibernate
15 12 (3.85%) CSS3
15 12 (3.85%) Sass
16 11 (3.53%) Twitter Bootstrap
Miscellaneous
1 42 (13.46%) Blog
2 34 (10.90%) Algorithms
3 20 (6.41%) Life Science
4 17 (5.45%) Management Information System
5 15 (4.81%) Self-Motivation
6 9 (2.88%) Driving Licence
6 9 (2.88%) Reference Data
7 5 (1.60%) Social Media
8 4 (1.28%) Foreign Exchange (FX)
9 3 (0.96%) PKI
9 3 (0.96%) Reinsurance
9 3 (0.96%) Social Network
9 3 (0.96%) User Experience
10 2 (0.64%) Cybercrime
10 2 (0.64%) Data Structures
10 2 (0.64%) Derivative
10 2 (0.64%) Digital Media
10 2 (0.64%) Housing Association
10 2 (0.64%) Renewable Energy
10 2 (0.64%) Virtual Team
Operating Systems
1 3 (0.96%) Linux
2 1 (0.32%) Unix
Processes & Methodologies
1 285 (91.35%) Mathematics
2 150 (48.08%) Computer Science
3 108 (34.62%) Analytics
4 101 (32.37%) Statistics
5 83 (26.60%) Fintech
6 73 (23.40%) MVC
7 65 (20.83%) Data Science
8 51 (16.35%) Business Intelligence
9 48 (15.38%) Data Analysis
10 44 (14.10%) Machine Learning
11 42 (13.46%) CQRS
11 42 (13.46%) Software Engineering
12 40 (12.82%) Full Stack Development
13 39 (12.50%) SOLID
14 36 (11.54%) Data Modelling
15 31 (9.94%) Visualisation
16 30 (9.62%) Economics
16 30 (9.62%) Physics
16 30 (9.62%) Problem-Solving
17 26 (8.33%) Statistical Analysis
Programming Languages
1 121 (38.78%) JavaScript
2 91 (29.17%) SQL
3 83 (26.60%) Python
4 58 (18.59%) Java
5 55 (17.63%) C#
6 54 (17.31%) R
7 43 (13.78%) TypeScript
8 26 (8.33%) VB.NET
9 21 (6.73%) MATLAB
10 14 (4.49%) C++
11 13 (4.17%) Data Analysis Expressions (DAX)
12 10 (3.21%) VBA
13 7 (2.24%) ES6
14 6 (1.92%) Apex Code
15 5 (1.60%) Scala
16 4 (1.28%) SAS Macro
17 3 (0.96%) C
17 3 (0.96%) Java 11
18 2 (0.64%) PL/SQL
19 1 (0.32%) Bash
Qualifications
1 312 (100.00%) Degree
2 66 (21.15%) Computer Science Degree
3 29 (9.29%) Master's Degree
4 18 (5.77%) PhD
5 6 (1.92%) Security Cleared
6 3 (0.96%) HND
7 2 (0.64%) CESG Certified Professional
7 2 (0.64%) Chartered Engineer
7 2 (0.64%) CISSP
7 2 (0.64%) CREST Certified
7 2 (0.64%) SC Cleared
8 1 (0.32%) DV Cleared
8 1 (0.32%) HNC
8 1 (0.32%) ITIL Certification
Quality Assurance & Compliance
1 22 (7.05%) Good Clinical Practice
2 12 (3.85%) Data Quality
2 12 (3.85%) GDPR
3 7 (2.24%) CDISC
4 6 (1.92%) 21 CFR Part 11
5 3 (0.96%) Actionable Recommendations
5 3 (0.96%) ISO 13485
5 3 (0.96%) ISO 9001
6 2 (0.64%) JSP 440
6 2 (0.64%) NCSC
6 2 (0.64%) NIST
6 2 (0.64%) QA
System Software
1 8 (2.56%) Docker
Systems Management
1 9 (2.88%) Oracle EDQ
2 2 (0.64%) Single Sign-On
3 1 (0.32%) Kubernetes
3 1 (0.32%) Systems Management Server (SMS)
Vendors
1 34 (10.90%) Microsoft
2 30 (9.62%) Google
3 25 (8.01%) Oracle
4 13 (4.17%) SAP
5 12 (3.85%) Facebook
6 9 (2.88%) Red Hat
6 9 (2.88%) Saba
7 8 (2.56%) Salesforce.com
8 6 (1.92%) YouTube
9 4 (1.28%) Autodesk
10 3 (0.96%) Adobe
10 3 (0.96%) Apple
10 3 (0.96%) Databricks
10 3 (0.96%) MicroStrategy
10 3 (0.96%) Omniture
10 3 (0.96%) Workday
11 2 (0.64%) Alteryx
11 2 (0.64%) Amplitude
11 2 (0.64%) ANSYS
11 2 (0.64%) Optimizely