Period
to 24 May 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 24 May 2019 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > England
6 months to
24 May 2019
Same period 2018 Same period 2017
Rank 626 625 548
Rank change year-on-year -1 -77 +67
Permanent jobs citing Numerate Degree 485 585 758
As % of all permanent IT jobs advertised in England 0.36% 0.36% 0.47%
As % of the Qualifications category 1.45% 1.53% 1.90%
Number of salaries quoted 418 437 627
England median annual salary £55,000 £55,000 £42,500
Median salary % change year-on-year - +29.41% -10.53%
10th Percentile £26,250 £25,000 £26,000
90th Percentile £95,750 £102,500 £85,000
UK median annual salary £50,000 £50,000 £42,500
% change year-on-year - +17.65% -10.53%

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 33,393 38,280 39,826
As % of all permanent IT jobs advertised in England 24.84% 23.71% 24.96%
Number of salaries quoted 23,967 29,130 31,452
England median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -4.26%
10th Percentile £26,750 £26,250 £26,250
90th Percentile £82,500 £80,000 £77,500
UK median annual salary £50,000 £49,000 £45,000
% change year-on-year +2.04% +8.89% -1.10%

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 24 May 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 24 May 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 +5 231 £58,750 -9.62% 1
South East +72 130 £30,000 -40.00% 5
East of England +42 42 £47,500 +5.56% 2
North of England +24 37 £47,500 +69.64% 1
North West +14 26 £65,000 +150.00% 1
Midlands +25 23 £30,250 -6.92% 3
South West +6 19 £39,093 +50.36% 2
West Midlands +8 17 £28,000 -6.67%
Yorkshire -1 10 £42,500 +41.67%
East Midlands +39 6 £40,000 -27.27% 3
North East - 1 £32,000 -
Numerate Degree
UK

For the 6 months to 24 May 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.

1 480 (98.97%) Degree
2 402 (82.89%) Mathematics
3 213 (43.92%) Computer Science
4 173 (35.67%) Python
5 155 (31.96%) Java
6 152 (31.34%) Computer Science Degree
7 123 (25.36%) Software Engineering
8 120 (24.74%) SQL
9 118 (24.33%) Agile Software Development
10 111 (22.89%) C#
11 99 (20.41%) Finance
12 92 (18.97%) Analytical Skills
13 86 (17.73%) AngularJS
13 86 (17.73%) Web Services
14 85 (17.53%) JavaScript
15 83 (17.11%) Spring
16 82 (16.91%) .NET
17 78 (16.08%) DevOps
18 77 (15.88%) Physics
19 75 (15.46%) Big Data
20 74 (15.26%) Amazon AWS
21 71 (14.64%) Machine Learning
21 71 (14.64%) Linux
22 70 (14.43%) Problem-Solving
23 69 (14.23%) Analytics
24 66 (13.61%) Elasticsearch
25 64 (13.20%) Fintech
25 64 (13.20%) C++
26 59 (12.16%) Apache Spark
27 57 (11.75%) Data Science

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 66 (13.61%) Elasticsearch
2 59 (12.16%) Apache Spark
3 17 (3.51%) Apache
4 16 (3.30%) SAS
5 8 (1.65%) Ethereum
6 6 (1.24%) CMS
7 4 (0.82%) Drupal
7 4 (0.82%) Jupyter
8 3 (0.62%) Confluence
8 3 (0.62%) nginx
8 3 (0.62%) Tomcat
9 2 (0.41%) ArcGIS
9 2 (0.41%) JCAPS
9 2 (0.41%) Oracle SOA Suite
9 2 (0.41%) WebSphere
10 1 (0.21%) Apache Airflow
10 1 (0.21%) Apache Pig
10 1 (0.21%) Mule
10 1 (0.21%) OpenStack
Applications
1 32 (6.60%) Microsoft Excel
2 8 (1.65%) Microsoft Office
3 5 (1.03%) Microsoft PowerPoint
3 5 (1.03%) SPSS
4 4 (0.82%) Stata
5 3 (0.62%) SPSS Modeler
6 2 (0.41%) Spreadsheet
7 1 (0.21%) Sketch
7 1 (0.21%) Zeplin
Business Applications
1 3 (0.62%) Dynamics CRM
2 2 (0.41%) PolarLake
3 1 (0.21%) BusinessWorks
Cloud Services
1 74 (15.26%) Amazon AWS
2 30 (6.19%) Microsoft Azure
3 17 (3.51%) Cloud Computing
3 17 (3.51%) Power Platform
4 16 (3.30%) Amazon EC2
5 14 (2.89%) SaaS
6 13 (2.68%) Amazon EMR
7 10 (2.06%) Google Cloud Platform
8 6 (1.24%) GitHub
8 6 (1.24%) Serverless
9 5 (1.03%) Amazon S3
9 5 (1.03%) AWS Lambda
10 4 (0.82%) Azure Machine Learning
11 3 (0.62%) Dynamics 365
12 2 (0.41%) Amazon SQS
12 2 (0.41%) Apigee
12 2 (0.41%) AWS Fargate
13 1 (0.21%) Google Play
13 1 (0.21%) IaaS
13 1 (0.21%) Slack
Communications & Networking
1 50 (10.31%) Internet
2 5 (1.03%) HTTP
3 3 (0.62%) BGP
3 3 (0.62%) OSPF
4 2 (0.41%) VPN
4 2 (0.41%) WebEx
5 1 (0.21%) DNS
5 1 (0.21%) Firewall
5 1 (0.21%) Network Security
5 1 (0.21%) Reverse Proxy
5 1 (0.21%) SMTP
5 1 (0.21%) SNMP
5 1 (0.21%) TCP/IP
Database & Business Intelligence
1 75 (15.46%) Big Data
2 51 (10.52%) SQL Server
3 49 (10.10%) Amazon Redshift
4 44 (9.07%) Hadoop
5 41 (8.45%) NoSQL
6 40 (8.25%) MongoDB
7 32 (6.60%) HBase
8 26 (5.36%) Relational Database
9 20 (4.12%) Apache Cassandra
10 17 (3.51%) Power BI
11 15 (3.09%) Amazon Athena
11 15 (3.09%) Flink
12 12 (2.47%) Data Warehouse
13 11 (2.27%) RDBMS
13 11 (2.27%) SQL Server Reporting Services
14 9 (1.86%) Blockchain
14 9 (1.86%) MySQL
14 9 (1.86%) SQL Server Integration Services
15 7 (1.44%) CockroachDB
15 7 (1.44%) VoltDB
Development Applications
1 30 (6.19%) Git (software)
2 26 (5.36%) JIRA
3 11 (2.27%) Jenkins
4 8 (1.65%) Subversion
5 6 (1.24%) Vagrant
6 3 (0.62%) Cucumber
6 3 (0.62%) Protractor
6 3 (0.62%) Selenium
6 3 (0.62%) Team Foundation Server
6 3 (0.62%) Visual Studio Team System
7 2 (0.41%) Artifactory
7 2 (0.41%) Eclipse
7 2 (0.41%) GitLab
7 2 (0.41%) Jasmine
7 2 (0.41%) Mercurial
7 2 (0.41%) ProC
7 2 (0.41%) Rational DOORS
7 2 (0.41%) Rational Rhapsody
7 2 (0.41%) TeamCity
7 2 (0.41%) webpack
General
1 99 (20.41%) Finance
2 34 (7.01%) Publishing
3 25 (5.15%) Marketing
4 15 (3.09%) Banking
4 15 (3.09%) Retail
5 13 (2.68%) Electronics
6 12 (2.47%) Games
7 10 (2.06%) Military
8 9 (1.86%) Telecoms
9 7 (1.44%) Manufacturing
10 6 (1.24%) Front Office
11 5 (1.03%) Investment Banking
11 5 (1.03%) Pharmaceutical
12 4 (0.82%) Advertising
12 4 (0.82%) Aerospace
13 2 (0.41%) Retail Banking
14 1 (0.21%) Automotive
14 1 (0.21%) Legal
14 1 (0.21%) Social Science
Job Titles
1 183 (37.73%) Developer
2 78 (16.08%) Graduate
3 71 (14.64%) Analyst
4 63 (12.99%) Software Engineer
5 59 (12.16%) Java Developer
6 54 (11.13%) Junior
7 40 (8.25%) Graduate Developer
8 38 (7.84%) Java Engineer
9 36 (7.42%) .NET Developer
10 34 (7.01%) Java Software Engineer
10 34 (7.01%) Software Developer
11 32 (6.60%) Data Scientist
12 31 (6.39%) Java Developer - Fintech
13 30 (6.19%) Senior Developer
14 26 (5.36%) Junior Developer
15 21 (4.33%) Python Developer
16 19 (3.92%) .NET Software Developer
16 19 (3.92%) Data Analyst
16 19 (3.92%) Junior Software Engineer
16 19 (3.92%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 86 (17.73%) AngularJS
1 86 (17.73%) Web Services
2 83 (17.11%) Spring
3 82 (16.91%) .NET
4 56 (11.55%) RESTful
5 47 (9.69%) Kafka
5 47 (9.69%) REST
6 44 (9.07%) HTML
7 41 (8.45%) CSS
8 34 (7.01%) .NET Framework
8 34 (7.01%) JMS
9 31 (6.39%) ActiveMQ
9 31 (6.39%) Hibernate
9 31 (6.39%) RabbitMQ
10 25 (5.15%) ASP.NET
11 18 (3.71%) .NET Core
11 18 (3.71%) Node.js
12 16 (3.30%) ASP.NET MVC
12 16 (3.30%) XML
13 13 (2.68%) Spark Streaming
Miscellaneous
1 92 (18.97%) Analytical Skills
2 64 (13.20%) Fintech
3 52 (10.72%) Algorithms
4 19 (3.92%) Client/Server
5 16 (3.30%) Self-Motivation
6 12 (2.47%) Derivative
6 12 (2.47%) Mobile App
7 11 (2.27%) Hedge funds
8 10 (2.06%) Internet of Things
9 9 (1.86%) Driving Licence
9 9 (1.86%) Greenfield Project
10 8 (1.65%) Public Cloud
11 6 (1.24%) Analytical Mindset
11 6 (1.24%) Blog
11 6 (1.24%) Fixed Income
12 5 (1.03%) Data Protection Act
12 5 (1.03%) Data Structures
12 5 (1.03%) Virtual Team
13 4 (0.82%) Credit Risk
14 3 (0.62%) Online Games
Operating Systems
1 71 (14.64%) Linux
2 35 (7.22%) Unix
3 14 (2.89%) Windows
4 11 (2.27%) Android
5 8 (1.65%) CentOS
6 6 (1.24%) Apple iOS
7 3 (0.62%) Red Hat Enterprise Linux
7 3 (0.62%) Solaris
7 3 (0.62%) Ubuntu
8 2 (0.41%) AIX
8 2 (0.41%) HPUX
8 2 (0.41%) Windows 7
8 2 (0.41%) Windows Server 2003
8 2 (0.41%) Windows Server 2008
8 2 (0.41%) Windows XP
Processes & Methodologies
1 402 (82.89%) Mathematics
2 213 (43.92%) Computer Science
3 123 (25.36%) Software Engineering
4 118 (24.33%) Agile Software Development
5 78 (16.08%) DevOps
6 77 (15.88%) Physics
7 71 (14.64%) Machine Learning
8 70 (14.43%) Problem-Solving
9 69 (14.23%) Analytics
10 57 (11.75%) Data Science
11 56 (11.55%) Microservices
12 54 (11.13%) Data Analysis
13 51 (10.52%) Statistics
14 45 (9.28%) Cybersecurity
15 42 (8.66%) Open Source
16 40 (8.25%) OO
17 35 (7.22%) Continuous Delivery
18 34 (7.01%) Front End Development
18 34 (7.01%) TDD
19 33 (6.80%) Artificial Intelligence
Programming Languages
1 173 (35.67%) Python
2 155 (31.96%) Java
3 120 (24.74%) SQL
4 111 (22.89%) C#
5 85 (17.53%) JavaScript
6 64 (13.20%) C++
7 49 (10.10%) R
8 31 (6.39%) Scala
9 17 (3.51%) MATLAB
9 17 (3.51%) VBA
10 15 (3.09%) C
11 12 (2.47%) Bash Shell
12 11 (2.27%) F#
13 9 (1.86%) VB.NET
14 8 (1.65%) TypeScript
14 8 (1.65%) XAML
15 7 (1.44%) Erlang
15 7 (1.44%) Haskell
15 7 (1.44%) T-SQL
16 6 (1.24%) Perl
Qualifications
1 480 (98.97%) Degree
2 152 (31.34%) Computer Science Degree
3 35 (7.22%) PhD
4 19 (3.92%) Security Cleared
5 17 (3.51%) Master's Degree
6 15 (3.09%) SC Cleared
7 5 (1.03%) CEH
7 5 (1.03%) Chartered Engineer
7 5 (1.03%) CISSP
8 2 (0.41%) ITIL Certification
9 1 (0.21%) Postgraduate
Quality Assurance & Compliance
1 7 (1.44%) Data Quality
1 7 (1.44%) QA
2 3 (0.62%) SLA
3 2 (0.41%) CDISC
4 1 (0.21%) Actionable Recommendations
4 1 (0.21%) GDPR
System Software
1 55 (11.34%) Docker
2 2 (0.41%) Terminal Server
2 2 (0.41%) VMware Infrastructure
3 1 (0.21%) Active Directory
3 1 (0.21%) Virtual Machines
3 1 (0.21%) VMware NSX
Systems Management
1 44 (9.07%) Kubernetes
2 38 (7.84%) Terraform
3 16 (3.30%) Opscode Chef
4 11 (2.27%) Puppet
5 10 (2.06%) Ansible
6 6 (1.24%) Salt
7 1 (0.21%) Docker Swarm
Vendors
1 22 (4.54%) Microsoft
2 18 (3.71%) Tableau
3 16 (3.30%) Google
3 16 (3.30%) Oracle
4 14 (2.89%) CA Agile Central
5 11 (2.27%) Red Hat
5 11 (2.27%) SAP
6 4 (0.82%) IBM
6 4 (0.82%) Salesforce.com
7 3 (0.62%) Cisco
7 3 (0.62%) Perforce
7 3 (0.62%) TIBCO
8 2 (0.41%) Alteryx
8 2 (0.41%) Bloomberg
8 2 (0.41%) Citrix
8 2 (0.41%) ESRI
8 2 (0.41%) InterSystems
8 2 (0.41%) MicroStrategy
8 2 (0.41%) NetApp
8 2 (0.41%) VMware