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

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
14 Nov 2019
Same period 2018 Same period 2017
Rank 693 611 629
Rank change year-on-year -82 +18 -52
Permanent jobs citing Numerate Degree 347 608 654
As % of all permanent IT jobs advertised in England 0.27% 0.40% 0.39%
As % of the Qualifications category 1.20% 1.67% 1.59%
Number of salaries quoted 262 485 497
England median annual salary £39,500 £56,500 £45,000
Median salary % change year-on-year -30.09% +25.56% -
10th Percentile £26,250 £24,000 £24,000
90th Percentile £80,000 £107,500 £81,250
UK median annual salary £38,500 £52,500 £40,000
% change year-on-year -26.67% +31.25% -10.11%

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 29,030 36,358 41,052
As % of all permanent IT jobs advertised in England 22.91% 23.88% 24.22%
Number of salaries quoted 21,529 27,102 31,748
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +3.26%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £82,500 £82,450 £77,500
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 14 November 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 November 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 -85 140 £60,000 -4.00% 24
South East +77 115 £35,000 +27.27% 15
East of England +27 35 £34,500 -8.00% 8
South West +10 23 £27,075 -6.64% 4
Midlands +38 19 £29,000 +3.57% 9
West Midlands +33 18 £29,000 +13.73% 5
North of England -11 15 £31,000 -52.31% 6
North West -11 8 £31,000 -55.71% 5
Yorkshire -7 5 £28,000 +40.00% 1
North East - 2 £31,000 -
Numerate Degree
UK

For the 6 months to 14 November 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.

1 347 (100.00%) Degree
2 285 (82.13%) Mathematics
3 153 (44.09%) Computer Science
4 123 (35.45%) SQL
4 123 (35.45%) Python
5 101 (29.11%) C#
6 97 (27.95%) Physics
7 95 (27.38%) Agile Software Development
8 82 (23.63%) Software Engineering
9 81 (23.34%) C++
10 80 (23.05%) Analytical Skills
11 78 (22.48%) Statistics
12 77 (22.19%) Data Science
13 73 (21.04%) Problem-Solving
13 73 (21.04%) Analytics
14 72 (20.75%) Machine Learning
15 71 (20.46%) Finance
16 67 (19.31%) Computer Science Degree
17 66 (19.02%) .NET
18 64 (18.44%) Algorithms
19 62 (17.87%) JavaScript
20 57 (16.43%) R
21 55 (15.85%) Java
22 54 (15.56%) Marketing
23 47 (13.54%) Business Intelligence
24 46 (13.26%) Microsoft
25 44 (12.68%) Linux
26 42 (12.10%) Windows
27 41 (11.82%) HTML
28 39 (11.24%) Economics

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 31 (8.93%) Apache Spark
2 27 (7.78%) SAS
3 5 (1.44%) Apache
3 5 (1.44%) JCAPS
3 5 (1.44%) Oracle SOA Suite
3 5 (1.44%) WebSphere
4 4 (1.15%) nginx
5 3 (0.86%) Mule
6 2 (0.58%) Confluence
6 2 (0.58%) Jupyter
7 1 (0.29%) Elasticsearch
7 1 (0.29%) MS Exchange
7 1 (0.29%) OpenStack
7 1 (0.29%) SharePoint
Applications
1 33 (9.51%) Microsoft Excel
2 14 (4.03%) Microsoft Office
3 10 (2.88%) Microsoft PowerPoint
4 4 (1.15%) Stata
5 3 (0.86%) SPSS
Business Applications
1 6 (1.73%) Oracle Applications
2 2 (0.58%) Summit
3 1 (0.29%) Actimize
3 1 (0.29%) Orchestrade
Cloud Services
1 21 (6.05%) Power Platform
2 16 (4.61%) Office 365
3 15 (4.32%) AWS
4 14 (4.03%) Azure
5 10 (2.88%) Google Analytics
6 7 (2.02%) PaaS
6 7 (2.02%) Serverless
7 6 (1.73%) SaaS
8 5 (1.44%) AWS Lambda
8 5 (1.44%) Azure Machine Learning
9 4 (1.15%) Adobe Analytics
9 4 (1.15%) Google Tag Manager
10 3 (0.86%) AWS Step Functions
11 2 (0.58%) AdWords
11 2 (0.58%) Amazon EC2
11 2 (0.58%) Apigee
11 2 (0.58%) GCP
11 2 (0.58%) OpenShift
12 1 (0.29%) Amazon S3
12 1 (0.29%) Cloud Computing
Communications & Networking
1 16 (4.61%) VPN
2 8 (2.31%) ZigBee
2 8 (2.31%) Z-Wave
3 3 (0.86%) Internet
4 2 (0.58%) DNS
4 2 (0.58%) TCP/IP
5 1 (0.29%) DHCP
5 1 (0.29%) Firewall
5 1 (0.29%) Reverse Proxy
Database & Business Intelligence
1 37 (10.66%) SQL Server
2 33 (9.51%) Hadoop
3 30 (8.65%) Big Data
4 29 (8.36%) Relational Database
5 21 (6.05%) Data Mining
6 20 (5.76%) Power BI
7 14 (4.03%) Apache Hive
8 13 (3.75%) NoSQL
9 10 (2.88%) MySQL
10 9 (2.59%) PostgreSQL
11 8 (2.31%) Data Warehouse
11 8 (2.31%) MongoDB
12 7 (2.02%) Blockchain
12 7 (2.02%) SQL Server Reporting Services
13 6 (1.73%) Oracle Database
13 6 (1.73%) Oracle Database 11g
13 6 (1.73%) Oracle Database 12c
13 6 (1.73%) QlikView
13 6 (1.73%) SQL Server Integration Services
14 5 (1.44%) SQL Server Analysis Services
Development Applications
1 24 (6.92%) Git (software)
2 17 (4.90%) Team Foundation Server
3 14 (4.03%) Visual Studio
4 10 (2.88%) Jenkins
4 10 (2.88%) JIRA
5 6 (1.73%) Oracle APEX
6 5 (1.44%) Gerrit
6 5 (1.44%) Rational Rhapsody
6 5 (1.44%) Subversion
7 4 (1.15%) Visual Studio Team System
8 3 (0.86%) Selenium
9 2 (0.58%) Bitbucket
9 2 (0.58%) Cucumber
9 2 (0.58%) Eclipse
9 2 (0.58%) Protractor
9 2 (0.58%) SpecFlow
9 2 (0.58%) TeamCity
9 2 (0.58%) WebDriver
9 2 (0.58%) webpack
10 1 (0.29%) JIRA Agile
General
1 71 (20.46%) Finance
2 54 (15.56%) Marketing
3 24 (6.92%) Banking
4 22 (6.34%) Retail
5 15 (4.32%) Telecoms
6 10 (2.88%) Public Sector
7 7 (2.02%) Front Office
8 6 (1.73%) Electronics
8 6 (1.73%) Investment Banking
9 5 (1.44%) Financial Institution
9 5 (1.44%) French Language
9 5 (1.44%) German Language
10 4 (1.15%) Aerospace
10 4 (1.15%) Games
10 4 (1.15%) Publishing
11 3 (0.86%) Automotive
11 3 (0.86%) Law
11 3 (0.86%) Legal
12 2 (0.58%) Manufacturing
13 1 (0.29%) Italian Language
Job Titles
1 93 (26.80%) Developer
2 80 (23.05%) Graduate
3 58 (16.71%) Analyst
4 54 (15.56%) Data Scientist
5 42 (12.10%) Junior
6 39 (11.24%) Software Engineer
7 29 (8.36%) Software Developer
8 25 (7.20%) Graduate Developer
9 23 (6.63%) Graduate Software Engineer
10 21 (6.05%) Senior Data Scientist
11 19 (5.48%) .NET Developer
11 19 (5.48%) Data Analyst
12 18 (5.19%) Support Engineer
13 17 (4.90%) C# Developer
13 17 (4.90%) Graduate Analyst
14 16 (4.61%) Junior Software Engineer
15 15 (4.32%) Junior Developer
16 14 (4.03%) Graduate Software Developer
17 13 (3.75%) Java Developer
18 12 (3.46%) .NET Software Developer
Libraries, Frameworks & Software Standards
1 66 (19.02%) .NET
2 41 (11.82%) HTML
3 33 (9.51%) AngularJS
4 26 (7.49%) ASP.NET
5 25 (7.20%) CSS
6 22 (6.34%) .NET Core
7 19 (5.48%) WPF
8 18 (5.19%) ASP.NET MVC
9 17 (4.90%) Spring
10 15 (4.32%) NumPy
11 13 (3.75%) Web Services
12 12 (3.46%) SciPy
13 9 (2.59%) .NET Framework
14 8 (2.31%) HTML5
15 7 (2.02%) Flutter
15 7 (2.02%) scikit-learn
15 7 (2.02%) TensorFlow
16 6 (1.73%) Natural Language Processing
16 6 (1.73%) Pandas
16 6 (1.73%) PyTorch
Miscellaneous
1 80 (23.05%) Analytical Skills
2 64 (18.44%) Algorithms
3 24 (6.92%) Self-Motivation
4 17 (4.90%) Driving Licence
5 16 (4.61%) Fixed Income
6 13 (3.75%) User Experience
7 12 (3.46%) Derivative
7 12 (3.46%) Digital Media
7 12 (3.46%) Mobile App
8 8 (2.31%) Data Structures
8 8 (2.31%) Embedded Systems
8 8 (2.31%) Greenfield Project
8 8 (2.31%) Renewable Energy
9 7 (2.02%) Equities
9 7 (2.02%) Foreign Exchange (FX)
9 7 (2.02%) Virtual Team
10 6 (1.73%) Social Network
11 5 (1.44%) Market Risk
11 5 (1.44%) Smartphone
11 5 (1.44%) VUI
Operating Systems
1 44 (12.68%) Linux
2 42 (12.10%) Windows
3 16 (4.61%) Windows 10
3 16 (4.61%) Windows 7
4 15 (4.32%) Windows XP
5 12 (3.46%) Apple iOS
6 11 (3.17%) Android
6 11 (3.17%) Unix
7 3 (0.86%) Mac OS
8 2 (0.58%) Windows Server
9 1 (0.29%) Windows 8
9 1 (0.29%) Windows Server 2012
Processes & Methodologies
1 285 (82.13%) Mathematics
2 153 (44.09%) Computer Science
3 97 (27.95%) Physics
4 95 (27.38%) Agile Software Development
5 82 (23.63%) Software Engineering
6 78 (22.48%) Statistics
7 77 (22.19%) Data Science
8 73 (21.04%) Analytics
8 73 (21.04%) Problem-Solving
9 72 (20.75%) Machine Learning
10 47 (13.54%) Business Intelligence
11 39 (11.24%) Artificial Intelligence
11 39 (11.24%) Economics
12 38 (10.95%) OO
13 34 (9.80%) Fintech
14 32 (9.22%) Visualisation
15 30 (8.65%) Statistical Modelling
16 29 (8.36%) Data Analysis
17 27 (7.78%) Deep Learning
18 26 (7.49%) Creative Thinking
Programming Languages
1 123 (35.45%) Python
1 123 (35.45%) SQL
2 101 (29.11%) C#
3 81 (23.34%) C++
4 62 (17.87%) JavaScript
5 57 (16.43%) R
6 55 (15.85%) Java
7 18 (5.19%) C
8 16 (4.61%) XAML
9 11 (3.17%) Perl
10 10 (2.88%) VB.NET
11 9 (2.59%) PHP
11 9 (2.59%) PL/SQL
12 8 (2.31%) MATLAB
12 8 (2.31%) VBA
13 7 (2.02%) Bash Shell
13 7 (2.02%) Objective-C
13 7 (2.02%) PowerShell
13 7 (2.02%) Scala
13 7 (2.02%) VB
Qualifications
1 347 (100.00%) Degree
2 67 (19.31%) Computer Science Degree
3 34 (9.80%) PhD
4 22 (6.34%) Master's Degree
5 12 (3.46%) Security Cleared
6 8 (2.31%) Postgraduate
7 6 (1.73%) ITIL Certification
8 4 (1.15%) DV Cleared
8 4 (1.15%) MBA
9 3 (0.86%) CCNA
9 3 (0.86%) Cisco Certification
10 2 (0.58%) Microsoft Certification
10 2 (0.58%) SC Cleared
11 1 (0.29%) MCDST
11 1 (0.29%) MCSE
11 1 (0.29%) Oracle Certification
Quality Assurance & Compliance
1 8 (2.31%) Data Quality
2 6 (1.73%) ISO 13485
2 6 (1.73%) ISO 9001
3 5 (1.44%) QA
4 1 (0.29%) GDPR
System Software
1 17 (4.90%) Active Directory
2 16 (4.61%) VMware Infrastructure
3 2 (0.58%) Docker
4 1 (0.29%) BIND 9
4 1 (0.29%) Samba
4 1 (0.29%) VMware NSX
Systems Management
1 4 (1.15%) Hadoop YARN
2 1 (0.29%) Docker Swarm
2 1 (0.29%) Kibana
2 1 (0.29%) Kubernetes
2 1 (0.29%) logstash
2 1 (0.29%) Puppet
Vendors
1 46 (13.26%) Microsoft
2 24 (6.92%) Oracle
3 16 (4.61%) VMware
4 13 (3.75%) Google
5 10 (2.88%) Tableau
6 6 (1.73%) IBM
7 5 (1.44%) InterSystems
7 5 (1.44%) MuleSoft
7 5 (1.44%) TIBCO
8 4 (1.15%) Adobe
8 4 (1.15%) Cisco
8 4 (1.15%) Facebook
9 3 (0.86%) Juniper
9 3 (0.86%) Palo Alto
10 2 (0.58%) Alteryx
10 2 (0.58%) Axway
10 2 (0.58%) MicroStrategy
10 2 (0.58%) Murex
10 2 (0.58%) Salesforce.com
10 2 (0.58%) SAP