Period
to 14 September 2019

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 14 September 2019 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
14 Sep 2019
Same period 2018 Same period 2017
Rank 682 612 629
Rank change year-on-year -70 +17 +9
Permanent jobs citing Numerate Degree 380 607 651
As % of all permanent IT jobs advertised in England 0.29% 0.39% 0.39%
As % of the Qualifications category 1.22% 1.63% 1.59%
Number of salaries quoted 305 454 510
England median annual salary £41,500 £55,000 £42,250
Median salary % change year-on-year -24.55% +30.18% -0.59%
10th Percentile £26,250 £24,000 £24,000
90th Percentile £82,000 £111,750 £78,750
UK median annual salary £38,500 £50,000 £40,000
% change year-on-year -23.00% +25.00% -5.88%

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 31,031 37,286 40,865
As % of all permanent IT jobs advertised in England 23.81% 23.83% 24.52%
Number of salaries quoted 22,589 27,800 31,542
England median annual salary £50,000 £50,000 £47,000
Median salary % change year-on-year - +6.38% +0.44%
10th Percentile £26,750 £26,250 £26,250
90th Percentile £82,500 £81,250 £77,500
UK median annual salary £50,000 £50,000 £45,500
% change year-on-year - +9.89% +1.11%

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 14 September 2019.

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 14 September 2019. 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 -74 151 £57,500 -8.00% 17
South East +81 124 £31,500 -10.00% 16
East of England +25 37 £45,000 +20.00% 12
South West +10 27 £35,000 +20.69% 11
North of England -26 21 £30,500 -41.35% 9
Midlands +28 20 £29,000 -4.13% 8
West Midlands +23 18 £29,000 +16.00% 6
North West -17 12 £30,250 -50.21% 7
Yorkshire -2 7 £28,000 +40.00% 2
North East - 2 £31,000 -
East Midlands +18 1 - - 2
Numerate Degree
UK

For the 6 months to 14 September 2019, 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.

1 379 (99.74%) Degree
2 311 (81.84%) Mathematics
3 171 (45.00%) Computer Science
4 137 (36.05%) Python
5 119 (31.32%) SQL
6 114 (30.00%) Software Engineering
7 108 (28.42%) C#
8 105 (27.63%) Physics
9 102 (26.84%) Agile Software Development
10 95 (25.00%) Computer Science Degree
11 88 (23.16%) Analytical Skills
12 84 (22.11%) C++
13 75 (19.74%) .NET
14 74 (19.47%) Statistics
15 73 (19.21%) Data Science
16 70 (18.42%) Machine Learning
16 70 (18.42%) Java
17 68 (17.89%) JavaScript
18 64 (16.84%) Finance
18 64 (16.84%) Analytics
18 64 (16.84%) Problem-Solving
19 61 (16.05%) R
20 59 (15.53%) Big Data
21 58 (15.26%) Algorithms
22 53 (13.95%) OO
23 49 (12.89%) HTML
23 49 (12.89%) Marketing
24 48 (12.63%) Apache Spark
25 45 (11.84%) Business Intelligence
26 44 (11.58%) Linux

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 48 (12.63%) Apache Spark
2 33 (8.68%) SAS
3 24 (6.32%) Elasticsearch
4 6 (1.58%) JCAPS
4 6 (1.58%) Oracle SOA Suite
4 6 (1.58%) WebSphere
5 4 (1.05%) nginx
6 3 (0.79%) Apache
6 3 (0.79%) Confluence
6 3 (0.79%) Mule
7 2 (0.53%) Jupyter
8 1 (0.26%) Apache Pig
8 1 (0.26%) CMS
8 1 (0.26%) MS Exchange
8 1 (0.26%) SharePoint
Applications
1 28 (7.37%) Microsoft Excel
2 17 (4.47%) Microsoft Office
3 9 (2.37%) Microsoft PowerPoint
4 7 (1.84%) SPSS
5 4 (1.05%) Stata
6 3 (0.79%) SPSS Modeler
7 1 (0.26%) Spreadsheet
Business Applications
1 6 (1.58%) Oracle Applications
2 1 (0.26%) Actimize
Cloud Services
1 36 (9.47%) AWS
2 19 (5.00%) Power Platform
3 13 (3.42%) Azure
4 9 (2.37%) Office 365
4 9 (2.37%) Serverless
5 7 (1.84%) AWS Lambda
5 7 (1.84%) Google Analytics
6 4 (1.05%) PaaS
7 3 (0.79%) Adobe Analytics
7 3 (0.79%) Amazon EC2
7 3 (0.79%) Amazon S3
7 3 (0.79%) Azure Machine Learning
7 3 (0.79%) Google Tag Manager
8 2 (0.53%) AdWords
8 2 (0.53%) Apigee
8 2 (0.53%) Cloud Computing
8 2 (0.53%) OpenShift
9 1 (0.26%) Azure Data Factory
9 1 (0.26%) GCP
9 1 (0.26%) GitHub
Communications & Networking
1 8 (2.11%) VPN
1 8 (2.11%) ZigBee
1 8 (2.11%) Z-Wave
2 7 (1.84%) Internet
3 1 (0.26%) DHCP
3 1 (0.26%) DNS
3 1 (0.26%) TCP/IP
Database & Business Intelligence
1 59 (15.53%) Big Data
2 33 (8.68%) Hadoop
3 32 (8.42%) SQL Server
4 27 (7.11%) Relational Database
5 24 (6.32%) Amazon Redshift
6 23 (6.05%) NoSQL
7 18 (4.74%) Power BI
8 17 (4.47%) Data Mining
9 14 (3.68%) Apache Hive
10 10 (2.63%) Data Warehouse
11 8 (2.11%) SQL Server Reporting Services
12 7 (1.84%) MongoDB
13 6 (1.58%) MySQL
13 6 (1.58%) Oracle Database
13 6 (1.58%) Oracle Database 11g
13 6 (1.58%) Oracle Database 12c
13 6 (1.58%) Oracle Reports
13 6 (1.58%) RDBMS
13 6 (1.58%) SQL Server Integration Services
14 5 (1.32%) OLAP
Development Applications
1 19 (5.00%) Git (software)
2 13 (3.42%) Team Foundation Server
3 9 (2.37%) Jenkins
4 6 (1.58%) JIRA
4 6 (1.58%) Oracle APEX
4 6 (1.58%) Rational Rhapsody
4 6 (1.58%) Subversion
4 6 (1.58%) Visual Studio
4 6 (1.58%) Visual Studio Team System
5 5 (1.32%) Gerrit
6 3 (0.79%) Protractor
6 3 (0.79%) Selenium
7 2 (0.53%) Bitbucket
7 2 (0.53%) Cucumber
7 2 (0.53%) Eclipse
7 2 (0.53%) ProC
7 2 (0.53%) SpecFlow
7 2 (0.53%) TeamCity
7 2 (0.53%) WebDriver
7 2 (0.53%) webpack
General
1 64 (16.84%) Finance
2 49 (12.89%) Marketing
3 29 (7.63%) Banking
4 24 (6.32%) Retail
5 23 (6.05%) Publishing
6 17 (4.47%) Telecoms
7 12 (3.16%) Public Sector
8 8 (2.11%) Investment Banking
9 7 (1.84%) Games
10 5 (1.32%) Front Office
10 5 (1.32%) Military
11 4 (1.05%) Electronics
11 4 (1.05%) Pharmaceutical
12 3 (0.79%) Law
12 3 (0.79%) Legal
12 3 (0.79%) Manufacturing
13 2 (0.53%) Financial Institution
13 2 (0.53%) Retail Banking
14 1 (0.26%) Advertising
14 1 (0.26%) Aerospace
Job Titles
1 102 (26.84%) Developer
2 87 (22.89%) Graduate
3 65 (17.11%) Analyst
3 65 (17.11%) Junior
4 61 (16.05%) Software Engineer
5 54 (14.21%) Data Scientist
6 29 (7.63%) Junior Software Engineer
7 27 (7.11%) Graduate Software Engineer
8 24 (6.32%) .NET Developer
8 24 (6.32%) Junior Developer
8 24 (6.32%) Software Developer
9 23 (6.05%) Graduate Analyst
9 23 (6.05%) Graduate Developer
10 22 (5.79%) Java Engineer
10 22 (5.79%) Java Software Engineer
11 16 (4.21%) Senior Data Scientist
11 16 (4.21%) Senior Developer
12 15 (3.95%) C# Developer
12 15 (3.95%) Support Engineer
13 14 (3.68%) Data Analyst
Libraries, Frameworks & Software Standards
1 75 (19.74%) .NET
2 49 (12.89%) HTML
3 40 (10.53%) AngularJS
3 40 (10.53%) Spring
4 32 (8.42%) CSS
5 30 (7.89%) Web Services
6 27 (7.11%) ASP.NET
7 25 (6.58%) .NET Core
7 25 (6.58%) WPF
8 24 (6.32%) RESTful
9 22 (5.79%) Kafka
10 20 (5.26%) ASP.NET MVC
11 15 (3.95%) .NET Framework
11 15 (3.95%) NumPy
12 12 (3.16%) REST
12 12 (3.16%) SciPy
13 9 (2.37%) HTML5
13 9 (2.37%) JMS
13 9 (2.37%) XML
14 7 (1.84%) jQuery
Miscellaneous
1 88 (23.16%) Analytical Skills
2 58 (15.26%) Algorithms
3 23 (6.05%) Driving Licence
3 23 (6.05%) Self-Motivation
4 12 (3.16%) Digital Media
4 12 (3.16%) Fixed Income
5 11 (2.89%) Mobile App
6 10 (2.63%) Derivative
7 9 (2.37%) Client/Server
7 9 (2.37%) Greenfield Project
7 9 (2.37%) Virtual Team
8 8 (2.11%) Embedded Systems
8 8 (2.11%) User Experience
9 6 (1.58%) Analytical Mindset
9 6 (1.58%) Data Structures
9 6 (1.58%) Hedge funds
10 5 (1.32%) Smartphone
10 5 (1.32%) Social Network
10 5 (1.32%) Verilog
10 5 (1.32%) VHDL
Operating Systems
1 44 (11.58%) Linux
2 28 (7.37%) Windows
3 14 (3.68%) Unix
4 9 (2.37%) Windows 10
4 9 (2.37%) Windows 7
5 8 (2.11%) Windows XP
6 7 (1.84%) Apple iOS
7 6 (1.58%) Android
8 2 (0.53%) Mac OS
8 2 (0.53%) Windows Server
9 1 (0.26%) Windows 8
9 1 (0.26%) Windows Server 2012
Processes & Methodologies
1 311 (81.84%) Mathematics
2 171 (45.00%) Computer Science
3 114 (30.00%) Software Engineering
4 105 (27.63%) Physics
5 102 (26.84%) Agile Software Development
6 74 (19.47%) Statistics
7 73 (19.21%) Data Science
8 70 (18.42%) Machine Learning
9 64 (16.84%) Analytics
9 64 (16.84%) Problem-Solving
10 53 (13.95%) OO
11 45 (11.84%) Business Intelligence
12 44 (11.58%) Fintech
13 39 (10.26%) Economics
14 35 (9.21%) Artificial Intelligence
15 33 (8.68%) Data Analysis
16 32 (8.42%) Microservices
17 30 (7.89%) Deep Learning
18 29 (7.63%) DevOps
19 27 (7.11%) MVC
Programming Languages
1 137 (36.05%) Python
2 119 (31.32%) SQL
3 108 (28.42%) C#
4 84 (22.11%) C++
5 70 (18.42%) Java
6 68 (17.89%) JavaScript
7 61 (16.05%) R
8 22 (5.79%) XAML
9 16 (4.21%) Scala
10 13 (3.42%) C
10 13 (3.42%) MATLAB
11 12 (3.16%) VB.NET
12 11 (2.89%) VBA
13 9 (2.37%) Perl
13 9 (2.37%) PL/SQL
14 8 (2.11%) Bash Shell
14 8 (2.11%) PowerShell
15 6 (1.58%) Dart
15 6 (1.58%) Tcl
15 6 (1.58%) VB
Qualifications
1 379 (99.74%) Degree
2 95 (25.00%) Computer Science Degree
3 30 (7.89%) PhD
4 21 (5.53%) Master's Degree
5 12 (3.16%) Security Cleared
6 8 (2.11%) Postgraduate
7 7 (1.84%) ITIL Certification
8 6 (1.58%) SC Cleared
9 3 (0.79%) CCNA
9 3 (0.79%) Cisco Certification
10 2 (0.53%) Microsoft Certification
11 1 (0.26%) MCDST
11 1 (0.26%) MCSE
11 1 (0.26%) Oracle Certification
Quality Assurance & Compliance
1 6 (1.58%) ISO 13485
1 6 (1.58%) ISO 9001
2 4 (1.05%) Data Quality
2 4 (1.05%) QA
3 2 (0.53%) CDISC
4 1 (0.26%) Actionable Recommendations
4 1 (0.26%) GDPR
4 1 (0.26%) SLA
System Software
1 25 (6.58%) Docker
2 10 (2.63%) Active Directory
3 8 (2.11%) VMware Infrastructure
4 1 (0.26%) BIND 9
4 1 (0.26%) Samba
Systems Management
1 24 (6.32%) Kubernetes
2 21 (5.53%) Terraform
3 4 (1.05%) Hadoop YARN
4 3 (0.79%) Opscode Chef
Vendors
1 43 (11.32%) Microsoft
2 21 (5.53%) Oracle
3 13 (3.42%) Tableau
4 9 (2.37%) Google
5 8 (2.11%) VMware
6 6 (1.58%) IBM
6 6 (1.58%) InterSystems
6 6 (1.58%) MuleSoft
6 6 (1.58%) SAP
6 6 (1.58%) TIBCO
7 4 (1.05%) Cisco
7 4 (1.05%) Facebook
8 3 (0.79%) Adobe
8 3 (0.79%) Juniper
8 3 (0.79%) Palo Alto
9 2 (0.53%) Alteryx
9 2 (0.53%) Axway
9 2 (0.53%) Salesforce.com
10 1 (0.26%) MicroStrategy
10 1 (0.26%) Teradata