Period
to 25 February 2020

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 25 February 2020 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
25 Feb 2020
Same period 2019 Same period 2018
Rank 691 610 642
Rank change year-on-year -81 +32 -118
Permanent jobs citing Numerate Degree 290 537 597
As % of all permanent IT jobs advertised in England 0.25% 0.38% 0.37%
As % of the Qualifications category 1.17% 1.57% 1.53%
Number of salaries quoted 236 450 472
England median annual salary £52,500 £55,000 £50,000
Median salary % change year-on-year -4.55% +10.00% +11.11%
10th Percentile £26,250 £26,225 £25,525
90th Percentile £100,000 £100,000 £95,000
UK median annual salary £45,000 £55,000 £50,000
% change year-on-year -18.18% +10.00% +11.11%

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 24,865 34,184 39,037
As % of all permanent IT jobs advertised in England 21.80% 24.47% 23.95%
Number of salaries quoted 18,523 25,128 30,527
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,000 £26,750 £26,250
90th Percentile £83,750 £81,250 £80,000
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Numerate Degree
Job Vacancy Trend in England

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

Job vacancy trend for Numerate Degree in England

Numerate Degree
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Numerate Degree in England.

Salary trend for Numerate Degree in England

Numerate Degree
Salary Histogram in England

The salary distribution of IT jobs citing Numerate Degree in England over the 6 months to 25 February 2020.

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 25 February 2020. 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
Job
Vacancies
London -23 161 £65,000 +4.00% 37
South East +44 86 £30,500 +1.67% 10
West Midlands +28 15 £49,000 +75.00% 5
Midlands +12 15 £49,000 +24.84% 8
South West +21 12 £27,500 -14.06% 5
North of England -2 8 £27,500 -57.69% 10
East of England +32 7 £30,000 - 8
North West +7 5 £31,250 -55.36% 5
Yorkshire +17 3 £21,500 -49.41% 2
Numerate Degree
UK

For the 6 months to 25 February 2020, 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.

1 290 (100.00%) Degree
2 244 (84.14%) Mathematics
3 121 (41.72%) Computer Science
4 110 (37.93%) SQL
5 99 (34.14%) Agile Software Development
6 94 (32.41%) C#
7 92 (31.72%) Python
7 92 (31.72%) Finance
8 75 (25.86%) Computer Science Degree
9 68 (23.45%) Problem-Solving
9 68 (23.45%) Java
10 61 (21.03%) Algorithms
11 58 (20.00%) Analytics
12 56 (19.31%) C++
12 56 (19.31%) Physics
13 53 (18.28%) Data Science
14 52 (17.93%) Software Engineering
15 50 (17.24%) Machine Learning
16 48 (16.55%) Statistics
17 44 (15.17%) .NET
17 44 (15.17%) Analytical Skills
18 41 (14.14%) JavaScript
19 39 (13.45%) SQL Server
20 38 (13.10%) R
21 33 (11.38%) Windows
22 32 (11.03%) Artificial Intelligence
22 32 (11.03%) Marketing
22 32 (11.03%) Visualisation
23 31 (10.69%) C
24 30 (10.34%) Microsoft

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 14 (4.83%) Apache Spark
2 7 (2.41%) SAS
3 5 (1.72%) Confluence
4 2 (0.69%) Apache
4 2 (0.69%) Jupyter
5 1 (0.34%) Elasticsearch
5 1 (0.34%) MS Exchange
5 1 (0.34%) OpenStack
5 1 (0.34%) Tomcat
Applications
1 19 (6.55%) Microsoft Excel
2 6 (2.07%) Microsoft PowerPoint
3 3 (1.03%) Chatbot
4 2 (0.69%) SPSS
4 2 (0.69%) Stata
Business Applications
1 3 (1.03%) Dynamics CRM
2 2 (0.69%) Oracle Applications
2 2 (0.69%) Summit
3 1 (0.34%) Adobe Campaign
3 1 (0.34%) Orchestrade
Cloud Services
1 19 (6.55%) Azure
2 18 (6.21%) Office 365
3 9 (3.10%) AWS
4 8 (2.76%) Power Platform
5 7 (2.41%) Google Analytics
6 6 (2.07%) SaaS
7 4 (1.38%) Dynamics 365
7 4 (1.38%) GCP
7 4 (1.38%) PaaS
8 3 (1.03%) Adobe Analytics
8 3 (1.03%) Azure Machine Learning
8 3 (1.03%) Cloud Computing
8 3 (1.03%) Google Tag Manager
9 1 (0.34%) Amazon EC2
9 1 (0.34%) AWS Lambda
9 1 (0.34%) AWS Step Functions
9 1 (0.34%) Azure Data Factory
9 1 (0.34%) IaaS
9 1 (0.34%) Serverless
9 1 (0.34%) ServiceMax
Communications & Networking
1 18 (6.21%) VPN
2 11 (3.79%) Bluetooth
2 11 (3.79%) Wireless
3 4 (1.38%) Internet
4 2 (0.69%) PPP
5 1 (0.34%) DNS
5 1 (0.34%) Firewall
5 1 (0.34%) Reverse Proxy
5 1 (0.34%) TCP/IP
Database & Business Intelligence
1 39 (13.45%) SQL Server
2 24 (8.28%) Relational Database
3 20 (6.90%) Hadoop
4 16 (5.52%) Big Data
5 13 (4.48%) MongoDB
6 12 (4.14%) QlikView
7 11 (3.79%) Data Mining
7 11 (3.79%) PostgreSQL
7 11 (3.79%) SQL Server Reporting Services
8 10 (3.45%) Blockchain
8 10 (3.45%) SQL Server Integration Services
9 9 (3.10%) SQL Server Analysis Services
10 8 (2.76%) Data Warehouse
10 8 (2.76%) Power BI
11 6 (2.07%) Azure SQL Database
11 6 (2.07%) MySQL
12 5 (1.72%) Microsoft Analysis Services
12 5 (1.72%) Qlik Sense
13 4 (1.38%) SQL Server 2017
14 2 (0.69%) Geospatial Data
Development Applications
1 12 (4.14%) Git (software)
1 12 (4.14%) JIRA
2 9 (3.10%) Visual Studio
3 7 (2.41%) Team Foundation Server
4 6 (2.07%) TeamCity
5 3 (1.03%) Jenkins
6 2 (0.69%) Oracle APEX
6 2 (0.69%) VersionOne
7 1 (0.34%) Artifactory
7 1 (0.34%) Atlassian Bamboo
7 1 (0.34%) Bitbucket
7 1 (0.34%) GitLab
7 1 (0.34%) JIRA Agile
7 1 (0.34%) JUnit
General
1 92 (31.72%) Finance
2 32 (11.03%) Marketing
3 16 (5.52%) Electronics
4 13 (4.48%) Financial Institution
5 10 (3.45%) Front Office
6 7 (2.41%) Aerospace
7 6 (2.07%) Back Office
7 6 (2.07%) Banking
7 6 (2.07%) French Language
7 6 (2.07%) Retail
8 5 (1.72%) Automotive
8 5 (1.72%) German Language
8 5 (1.72%) Investment Banking
8 5 (1.72%) Public Sector
9 4 (1.38%) Games
9 4 (1.38%) Military
10 3 (1.03%) Advertising
10 3 (1.03%) Publishing
11 2 (0.69%) Telecoms
12 1 (0.34%) Italian Language
Job Titles
1 111 (38.28%) Developer
2 61 (21.03%) Graduate
3 38 (13.10%) Graduate Developer
4 32 (11.03%) C# Developer
5 31 (10.69%) Analyst
6 30 (10.34%) Data Scientist
6 30 (10.34%) Junior
7 27 (9.31%) Java Developer
8 24 (8.28%) Software Developer
9 22 (7.59%) SQL Developer
10 18 (6.21%) Graduate SQL Developer
11 17 (5.86%) Graduate C# Developer
11 17 (5.86%) Software Engineer
12 16 (5.52%) Graduate Software Developer
13 15 (5.17%) Support Engineer
14 14 (4.83%) Data Analyst
15 12 (4.14%) Senior Developer
16 11 (3.79%) Embedded Engineer
16 11 (3.79%) Senior Data Scientist
16 11 (3.79%) Windows Engineer
Libraries, Frameworks & Software Standards
1 44 (15.17%) .NET
2 27 (9.31%) Spring
3 26 (8.97%) AngularJS
4 21 (7.24%) .NET Core
4 21 (7.24%) HTML
5 20 (6.90%) ASP.NET
6 17 (5.86%) CSS
7 16 (5.52%) ASP.NET MVC
8 15 (5.17%) JSON
9 14 (4.83%) Web Services
10 12 (4.14%) Pandas
10 12 (4.14%) Spring Boot
11 10 (3.45%) RESTful
11 10 (3.45%) RxJava
12 9 (3.10%) Flutter
13 8 (2.76%) Natural Language Processing
14 7 (2.41%) NumPy
15 6 (2.07%) J2EE
15 6 (2.07%) J2SE
15 6 (2.07%) JDBC
Miscellaneous
1 61 (21.03%) Algorithms
2 44 (15.17%) Analytical Skills
3 19 (6.55%) Derivative
4 18 (6.21%) Fixed Income
5 16 (5.52%) Mobile App
6 14 (4.83%) Data Structures
7 13 (4.48%) Renewable Energy
7 13 (4.48%) Self-Motivation
8 11 (3.79%) Embedded Systems
8 11 (3.79%) Foreign Exchange (FX)
9 10 (3.45%) User Experience
10 8 (2.76%) Equities
11 7 (2.41%) Enterprise Software
11 7 (2.41%) Virtual Team
12 6 (2.07%) Robotics
13 5 (1.72%) Smart Home
13 5 (1.72%) VUI
14 4 (1.38%) Driving Licence
14 4 (1.38%) Hedge funds
15 3 (1.03%) Augmented Reality
Operating Systems
1 33 (11.38%) Windows
2 28 (9.66%) Linux
3 19 (6.55%) Android
3 19 (6.55%) Apple iOS
4 17 (5.86%) Windows 10
4 17 (5.86%) Windows 7
4 17 (5.86%) Windows XP
5 7 (2.41%) Windows Server
6 6 (2.07%) CentOS
7 2 (0.69%) Mac OS
8 1 (0.34%) Unix
Processes & Methodologies
1 244 (84.14%) Mathematics
2 121 (41.72%) Computer Science
3 99 (34.14%) Agile Software Development
4 68 (23.45%) Problem-Solving
5 58 (20.00%) Analytics
6 56 (19.31%) Physics
7 53 (18.28%) Data Science
8 52 (17.93%) Software Engineering
9 50 (17.24%) Machine Learning
10 48 (16.55%) Statistics
11 32 (11.03%) Artificial Intelligence
11 32 (11.03%) Visualisation
12 29 (10.00%) OO
13 28 (9.66%) Business Intelligence
13 28 (9.66%) TDD
14 27 (9.31%) MVC
15 26 (8.97%) Asset Management
16 25 (8.62%) Economics
17 24 (8.28%) Fintech
18 23 (7.93%) Data Analysis
Programming Languages
1 110 (37.93%) SQL
2 94 (32.41%) C#
3 92 (31.72%) Python
4 68 (23.45%) Java
5 56 (19.31%) C++
6 41 (14.14%) JavaScript
7 38 (13.10%) R
8 31 (10.69%) C
9 15 (5.17%) PHP
10 12 (4.14%) MATLAB
11 9 (3.10%) Dart
11 9 (3.10%) Objective-C
11 9 (3.10%) PL/SQL
12 8 (2.76%) VB.NET
12 8 (2.76%) VBA
13 7 (2.41%) Perl
13 7 (2.41%) Scala
14 4 (1.38%) Ruby
14 4 (1.38%) Smalltalk
15 3 (1.03%) VB
Qualifications
1 290 (100.00%) Degree
2 75 (25.86%) Computer Science Degree
3 22 (7.59%) PhD
4 15 (5.17%) Security Cleared
5 13 (4.48%) Master's Degree
6 6 (2.07%) DV Cleared
7 5 (1.72%) MBA
8 4 (1.38%) CFA
8 4 (1.38%) PRINCE2 Certification
8 4 (1.38%) SC Cleared
9 1 (0.34%) ACCA
9 1 (0.34%) CIMA
9 1 (0.34%) Microsoft Certification
Quality Assurance & Compliance
1 7 (2.41%) QA
2 5 (1.72%) Data Quality
3 1 (0.34%) ISO 13485
3 1 (0.34%) ISO 9001
System Software
1 18 (6.21%) Active Directory
1 18 (6.21%) VMware Infrastructure
2 11 (3.79%) Firmware
3 9 (3.10%) Docker
4 1 (0.34%) VMware NSX
Systems Management
1 8 (2.76%) Kubernetes
2 5 (1.72%) Istio
3 2 (0.69%) Kibana
4 1 (0.34%) Docker Swarm
4 1 (0.34%) logstash
4 1 (0.34%) Prometheus
4 1 (0.34%) Puppet
Vendors
1 30 (10.34%) Microsoft
2 28 (9.66%) Tableau
3 23 (7.93%) Oracle
4 18 (6.21%) VMware
5 11 (3.79%) Google
6 4 (1.38%) Adobe
7 2 (0.69%) CA Agile Central
7 2 (0.69%) Cognizant
7 2 (0.69%) Facebook
7 2 (0.69%) MicroStrategy
7 2 (0.69%) Murex
7 2 (0.69%) Salesforce.com
8 1 (0.34%) Alteryx
8 1 (0.34%) Bloomberg
8 1 (0.34%) EMC
8 1 (0.34%) IBM
8 1 (0.34%) Red Hat
8 1 (0.34%) Reuters
8 1 (0.34%) SAP