Period
to

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 12 August 2022 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
12 Aug 2022
Same period 2021 Same period 2020
Rank 663 602 625
Rank change year-on-year -61 +23 +76
Permanent jobs citing Numerate Degree 598 399 134
As % of all permanent jobs advertised in England 0.42% 0.39% 0.23%
As % of the Qualifications category 1.69% 1.89% 1.03%
Number of salaries quoted 273 259 114
10th Percentile £31,680 £32,500 £31,625
25th Percentile £40,000 £45,000 £42,625
Median annual salary (50th Percentile) £62,500 £55,000 £53,750
Median % change year-on-year +13.64% +2.33% +19.44%
75th Percentile £77,500 £65,000 £75,000
90th Percentile £90,000 £90,000 £105,625
UK median annual salary £62,500 £55,000 £51,241
% change year-on-year +13.64% +7.34% +24.98%

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 35,435 21,097 12,989
As % of all permanent IT jobs advertised in England 24.91% 20.86% 22.28%
Number of salaries quoted 16,025 12,656 9,761
10th Percentile £30,500 £31,250 £30,750
25th Percentile £40,000 £41,250 £38,750
Median annual salary (50th Percentile) £55,000 £55,000 £53,000
Median % change year-on-year - +3.77% +6.00%
75th Percentile £73,750 £72,500 £70,000
90th Percentile £90,000 £88,750 £86,250
UK median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 12 August 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 12 August 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 -97 286 £70,000 +16.67% 14
South East -48 94 £57,500 +9.52% 8
Midlands -4 69 £62,500 +28.21% 9
South West +25 60 £37,500 +15.38% 8
East Midlands +11 45 £62,500 +31.58% 7
North of England -119 39 £49,436 -10.12%
East of England -64 33 £40,000 -26.58% 1
North West -50 27 £55,000 +96.43%
West Midlands -39 24 £65,000 +8.33% 2
North East - 9 £48,872 -
Yorkshire -113 3 £30,250 -45.00%
Numerate Degree
UK

For the 6 months to 12 August 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.

1 583 (97.49%) Degree
2 502 (83.95%) Mathematics
3 284 (47.49%) Computer Science
4 268 (44.82%) SQL
5 264 (44.15%) Python
6 238 (39.80%) Social Skills
7 202 (33.78%) Analytics
8 199 (33.28%) Agile
9 190 (31.77%) Statistics
10 178 (29.77%) Analytical Skills
11 170 (28.43%) Finance
12 156 (26.09%) AWS
13 149 (24.92%) Java
14 139 (23.24%) Software Engineering
15 125 (20.90%) Data Science
16 122 (20.40%) Microservices
17 118 (19.73%) DevOps
18 115 (19.23%) Azure
19 112 (18.73%) Business Intelligence
20 99 (16.56%) Data Analysis
20 99 (16.56%) Mentoring
21 98 (16.39%) Computer Science Degree
22 96 (16.05%) Machine Learning
23 95 (15.89%) Problem-Solving
24 93 (15.55%) Algorithms
25 92 (15.38%) .NET
26 91 (15.22%) Serverless
27 90 (15.05%) C#
28 89 (14.88%) R
29 88 (14.72%) REST

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 46 (7.69%) SAS
2 22 (3.68%) Apache
3 13 (2.17%) Apache Airflow
4 10 (1.67%) Apache Spark
5 8 (1.34%) Jetty
5 8 (1.34%) OpenStack
6 6 (1.00%) Confluence
7 3 (0.50%) SharePoint
8 1 (0.17%) ColdFusion
8 1 (0.17%) Jupyter
8 1 (0.17%) Openfire
Applications
1 40 (6.69%) Microsoft Excel
2 20 (3.34%) Stata
3 15 (2.51%) Microsoft PowerPoint
Business Applications
1 14 (2.34%) Payment Gateway
2 9 (1.51%) Dynamics CRM
2 9 (1.51%) Oracle Financials
3 4 (0.67%) Sprinklr
4 1 (0.17%) iTrent
4 1 (0.17%) Unit4 Business World
Cloud Services
1 156 (26.09%) AWS
2 115 (19.23%) Azure
3 91 (15.22%) Serverless
4 78 (13.04%) AWS Lambda
5 77 (12.88%) Power Platform
6 66 (11.04%) Azure DevOps
7 46 (7.69%) Amazon S3
8 37 (6.19%) GCP
9 35 (5.85%) Amazon EC2
10 28 (4.68%) SaaS
11 27 (4.52%) GitHub
12 21 (3.51%) Amazon SQS
12 21 (3.51%) CloudFront
13 16 (2.68%) Cloud Computing
14 15 (2.51%) Microsoft 365
15 14 (2.34%) AWS CloudFormation
16 11 (1.84%) GitHub Actions
16 11 (1.84%) Google Play
17 10 (1.67%) Amazon Cognito
17 10 (1.67%) Amazon ECS
Communications & Networking
1 20 (3.34%) SMS
2 12 (2.01%) HTTP
3 7 (1.17%) Internet
4 4 (0.67%) Broadband
4 4 (0.67%) Network Security
5 3 (0.50%) DAB
5 3 (0.50%) IPsec
5 3 (0.50%) SSL
5 3 (0.50%) TCP/IP
5 3 (0.50%) VPN
6 1 (0.17%) Firewall
Database & Business Intelligence
1 70 (11.71%) Power BI
2 49 (8.19%) NoSQL
3 42 (7.02%) Tableau
4 38 (6.35%) Data Warehouse
5 37 (6.19%) DynamoDB
6 36 (6.02%) SQL Server Integration Services
6 36 (6.02%) SQL Server Reporting Services
7 34 (5.69%) MySQL
8 29 (4.85%) Data Lake
9 24 (4.01%) BigQuery
10 19 (3.18%) Big Data
11 18 (3.01%) Amazon RDS
11 18 (3.01%) MongoDB
12 17 (2.84%) Data Mining
13 16 (2.68%) Oracle Database
14 15 (2.51%) Hadoop
15 14 (2.34%) Amazon Athena
15 14 (2.34%) Amazon Aurora
15 14 (2.34%) Amazon QuickSight
16 11 (1.84%) Redash
Development Applications
1 57 (9.53%) Jenkins
2 28 (4.68%) Cypress.io
3 24 (4.01%) GitLab
4 22 (3.68%) Postman
5 17 (2.84%) Eclipse
6 16 (2.68%) Visual Studio Code
7 12 (2.01%) Git (software)
8 9 (1.51%) JIRA
8 9 (1.51%) JUnit
8 9 (1.51%) SQL Server Management Studio (SSMS)
9 8 (1.34%) IntelliJ
9 8 (1.34%) Maven
10 7 (1.17%) Selenium
11 5 (0.84%) Cucumber
12 1 (0.17%) JMeter
12 1 (0.17%) LoadRunner
12 1 (0.17%) Subversion
12 1 (0.17%) TeamCity
General
1 238 (39.80%) Social Skills
2 178 (29.77%) Analytical Skills
3 170 (28.43%) Finance
4 70 (11.71%) Marketing
5 66 (11.04%) Legal
6 47 (7.86%) Retail
7 35 (5.85%) Banking
8 34 (5.69%) Pharmaceutical
9 25 (4.18%) Presentation Skills
10 23 (3.85%) Games
11 19 (3.18%) Influencing Skills
12 18 (3.01%) Telecoms
13 16 (2.68%) Inclusion and Diversity
14 15 (2.51%) Advertising
14 15 (2.51%) Front Office
15 14 (2.34%) French Language
15 14 (2.34%) Portuguese Language
15 14 (2.34%) Spanish Language
16 13 (2.17%) Social Science
17 12 (2.01%) Back Office
Job Titles
1 112 (18.73%) Software Engineer
2 92 (15.38%) Analyst
3 88 (14.72%) Developer
4 75 (12.54%) Senior Software Engineer
5 64 (10.70%) Graduate
6 57 (9.53%) Data Analyst
7 50 (8.36%) .NET Software Engineer
7 50 (8.36%) Senior .NET Software Engineer
8 38 (6.35%) Programmer
9 36 (6.02%) Data Engineer
10 33 (5.52%) Data Scientist
11 30 (5.02%) Statistical Programmer
12 25 (4.18%) Java Developer
13 24 (4.01%) Data Manager
14 23 (3.85%) Senior Analyst
14 23 (3.85%) Test Engineer
15 18 (3.01%) Senior Developer
15 18 (3.01%) Software Test Engineer
16 17 (2.84%) Consultant
16 17 (2.84%) Product Manager
Libraries, Frameworks & Software Standards
1 92 (15.38%) .NET
2 88 (14.72%) REST
3 73 (12.21%) AngularJS
4 69 (11.54%) HTML
5 68 (11.37%) .NET Framework
6 59 (9.87%) Spring
7 56 (9.36%) HTML5
7 56 (9.36%) jQuery
8 52 (8.70%) Spring Boot
9 48 (8.03%) JSON
9 48 (8.03%) Serverless Framework
10 38 (6.35%) React
11 30 (5.02%) RESTful
12 26 (4.35%) GraphQL
13 25 (4.18%) Hibernate
14 24 (4.01%) Apollo GraphQL
14 24 (4.01%) Node.js
15 22 (3.68%) CSS
15 22 (3.68%) Web Services
16 21 (3.51%) Redux
Miscellaneous
1 93 (15.55%) Algorithms
2 75 (12.54%) Cloud Native
3 67 (11.20%) Mobile App
4 63 (10.54%) User Experience
5 62 (10.37%) Data Structures
6 61 (10.20%) Self-Motivation
7 56 (9.36%) Enterprise Software
8 48 (8.03%) Renewable Energy
9 23 (3.85%) Virtual Team
10 18 (3.01%) Management Information System
11 14 (2.34%) Client/Server
11 14 (2.34%) Life Science
12 13 (2.17%) Derivative
12 13 (2.17%) Hackathon
13 12 (2.01%) Biotechnology
14 11 (1.84%) FMCG
15 10 (1.67%) Housing Association
15 10 (1.67%) Online Games
16 9 (1.51%) Reference Data
17 8 (1.34%) Greenfield Project
Operating Systems
1 27 (4.52%) Linux
2 25 (4.18%) Windows
3 13 (2.17%) Android
4 11 (1.84%) Ubuntu
5 5 (0.84%) Windows Server
6 4 (0.67%) Unix
7 3 (0.50%) Mac OS
Processes & Methodologies
1 502 (83.95%) Mathematics
2 284 (47.49%) Computer Science
3 202 (33.78%) Analytics
4 199 (33.28%) Agile
5 190 (31.77%) Statistics
6 139 (23.24%) Software Engineering
7 125 (20.90%) Data Science
8 122 (20.40%) Microservices
9 118 (19.73%) DevOps
10 112 (18.73%) Business Intelligence
11 99 (16.56%) Data Analysis
11 99 (16.56%) Mentoring
12 96 (16.05%) Machine Learning
13 95 (15.89%) Problem-Solving
14 86 (14.38%) Data Modelling
14 86 (14.38%) Fintech
15 81 (13.55%) Test Automation
16 80 (13.38%) Risk Management
17 73 (12.21%) Decision-Making
17 73 (12.21%) MVC
Programming Languages
1 268 (44.82%) SQL
2 264 (44.15%) Python
3 149 (24.92%) Java
4 90 (15.05%) C#
5 89 (14.88%) R
6 76 (12.71%) JavaScript
7 72 (12.04%) PowerShell
8 46 (7.69%) TypeScript
9 41 (6.86%) C++
10 36 (6.02%) MATLAB
11 33 (5.52%) C
12 31 (5.18%) Scala
13 26 (4.35%) Data Analysis Expressions (DAX)
14 23 (3.85%) Kotlin
15 21 (3.51%) Bash
16 20 (3.34%) Ruby
17 12 (2.01%) T-SQL
18 8 (1.34%) VBA
19 3 (0.50%) Perl
19 3 (0.50%) VB.NET
Qualifications
1 583 (97.49%) Degree
2 98 (16.39%) Computer Science Degree
3 26 (4.35%) Master's Degree
4 24 (4.01%) AWS Certification
5 19 (3.18%) ISTQB
6 16 (2.68%) Security Cleared
7 11 (1.84%) PhD
8 10 (1.67%) Microsoft Certification
9 9 (1.51%) MBA
10 7 (1.17%) SC Cleared
11 4 (0.67%) Chartered Engineer
12 3 (0.50%) ACCA
13 2 (0.33%) BPSS Clearance
13 2 (0.33%) ISEB
14 1 (0.17%) CISSP
14 1 (0.17%) DV Cleared
14 1 (0.17%) GPEN
14 1 (0.17%) GWAPT
14 1 (0.17%) OSCE
14 1 (0.17%) OSCP
Quality Assurance & Compliance
1 36 (6.02%) CDISC
2 16 (2.68%) QA
3 14 (2.34%) GDPR
4 11 (1.84%) Data Quality
5 9 (1.51%) Actionable Recommendations
6 5 (0.84%) Accessibility
7 4 (0.67%) ISO 31000
7 4 (0.67%) PMO
8 2 (0.33%) 21 CFR Part 11
8 2 (0.33%) Good Clinical Practice
8 2 (0.33%) NIST
9 1 (0.17%) ISO/IEC 27001
9 1 (0.17%) JSP 440
9 1 (0.17%) NCSC
9 1 (0.17%) SLA
System Software
1 42 (7.02%) Docker
2 2 (0.33%) etcd
Systems Management
1 52 (8.70%) Kubernetes
2 30 (5.02%) Terraform
3 3 (0.50%) AirWatch
4 1 (0.17%) Ansible
4 1 (0.17%) Opsview
4 1 (0.17%) Single Sign-On
Vendors
1 48 (8.03%) Microsoft
2 44 (7.36%) Google
3 38 (6.35%) Oracle
4 21 (3.51%) Apple
5 10 (1.67%) Cadence
6 9 (1.51%) SAP
7 7 (1.17%) Cognizant
8 6 (1.00%) Facebook
9 5 (0.84%) Adobe
9 5 (0.84%) ION Trading
10 4 (0.67%) Automation Anywhere
10 4 (0.67%) Blue Prism
10 4 (0.67%) MicroStrategy
10 4 (0.67%) Omniture
10 4 (0.67%) UiPath
11 3 (0.50%) Atlassian
11 3 (0.50%) Cisco
11 3 (0.50%) Dataiku
11 3 (0.50%) QinetiQ
11 3 (0.50%) Teradata