Period
to 26 July 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 26 July 2017 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK
6 months to
26 Jul 2017
Same period 2016 Same period 2015
Rank 562 634 530
Rank change year-on-year +72 -104 -44
Permanent jobs citing Numerate Degree 795 781 1142
As % of all permanent IT jobs advertised in the UK 0.45% 0.39% 0.52%
As % of the Qualifications category 1.83% 1.43% 1.88%
Number of salaries quoted 664 647 943
UK median annual salary £42,500 £45,000 £42,500
Median salary % change year-on-year -5.56% +5.88% -10.53%
10th Percentile £24,000 £25,750 £24,046
90th Percentile £77,125 £80,000 £72,500
UK excluding London median annual salary £37,500 £35,000 £40,000
% change year-on-year +7.14% -12.50% -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 academic qualifications and professional certifications cited in permanent job vacancies.

Academic & Professional Certification
UK
Permanent job vacancies requiring academic qualifications or professional certifications 43458 54468 60879
As % of all permanent IT job vacancies advertised in the UK 24.46% 26.99% 27.55%
Number of salaries quoted 33612 43941 48021
UK median annual salary £45,000 £45,000 £45,000
10th Percentile £26,250 £26,000 £25,500
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Numerate Degree
Job Vacancy Trend

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

Job vacancy trend for Numerate Degree in the UK

Numerate Degree
Salary Trend

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

Salary trend for Numerate Degree in the UK

Numerate Degree
Salary Histogram

The salary distribution of IT jobs citing Numerate Degree over the 6 months to 26 July 2017.

Salary histogram for Numerate Degree in the UK

Numerate Degree
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Numerate Degree within the UK over the 6 months to 26 July 2017. 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
England +43 746 £42,500 -5.56% 67
UK excluding London +87 426 £37,500 +7.14% 38
London +54 368 £50,000 -4.76% 32
East of England +49 126 £34,000 -9.33% 9
South East +21 104 £45,000 +15.38% 13
North of England -9 53 £35,000 +16.67% 7
South West +33 50 £35,000 -34.58% 5
Scotland +53 45 £40,000 -50.00% 3
Midlands +39 45 £42,500 +54.55% 1
East Midlands +50 31 £42,500 -8.60%
Yorkshire +4 26 £35,000 +48.94% 2
North West -29 25 £40,000 +23.08% 5
West Midlands +22 14 £26,000 -3.70% 1
North East +16 2 £31,750 -15.33%
Northern Ireland - 2 £35,000 -
Wales +6 1 £42,500 +28.79%

For the 6 months to 26 July 2017, IT jobs citing Numerate Degree also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Numerate Degree.

1 790 (99.37%) Degree
2 646 (81.26%) Mathematics
3 386 (48.55%) Computer Science
4 289 (36.35%) SQL
5 260 (32.70%) Analytics
6 252 (31.70%) Java
7 239 (30.06%) C++
8 237 (29.81%) Finance
9 228 (28.68%) C#
10 227 (28.55%) Python
11 218 (27.42%) Physics
12 200 (25.16%) Analytical Skills
13 188 (23.65%) Software Engineering
14 171 (21.51%) Agile Software Development
15 141 (17.74%) R
16 138 (17.36%) SQL Server
17 129 (16.23%) Linux
17 129 (16.23%) Machine Learning
18 124 (15.60%) Algorithms
19 123 (15.47%) Microsoft
20 122 (15.35%) Big Data
21 121 (15.22%) .NET
22 118 (14.84%) PhD
23 111 (13.96%) C
24 109 (13.71%) Statistics
25 96 (12.08%) Visualisation
26 95 (11.95%) Microsoft Excel
27 92 (11.57%) Computer Science Degree
28 91 (11.45%) JavaScript
29 90 (11.32%) Data Analytics

Numerate Degree
Co-occurring IT Skills 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 88 (11.07%) SAS
2 52 (6.54%) Apache Spark
3 19 (2.39%) Apache
4 13 (1.64%) Apache Pig
4 13 (1.64%) IIS
5 12 (1.51%) SharePoint
6 10 (1.26%) Elasticsearch
7 7 (0.88%) Oracle SOA Suite
8 2 (0.25%) Confluence
8 2 (0.25%) Drupal
8 2 (0.25%) OpenEdge
9 1 (0.13%) Apache Solr
9 1 (0.13%) ArcGIS
Applications
1 95 (11.95%) Microsoft Excel
2 26 (3.27%) Microsoft Office
2 26 (3.27%) SPSS
3 22 (2.77%) Spreadsheet
4 20 (2.52%) Microsoft PowerPoint
5 17 (2.14%) Stata
6 9 (1.13%) Simulink
7 8 (1.01%) EViews
8 6 (0.75%) Microsoft Project
9 2 (0.25%) Mathcad
9 2 (0.25%) MS Visio
10 1 (0.13%) SPSS Modeler
Business Applications
1 19 (2.39%) Actimize
2 3 (0.38%) HFM
3 2 (0.25%) Hyperion Enterprise
3 2 (0.25%) SAP Oil and Gas
4 1 (0.13%) CSG Singleview
4 1 (0.13%) Dynamics CRM
4 1 (0.13%) FastStats
4 1 (0.13%) Hyperion Planning
4 1 (0.13%) SAP BPC
Cloud Services
1 35 (4.40%) Microsoft Azure
2 27 (3.40%) Azure Machine Learning
3 18 (2.26%) Amazon AWS
3 18 (2.26%) Google Analytics
4 14 (1.76%) SaaS
5 5 (0.63%) FinancialForce.com
5 5 (0.63%) Trello
6 2 (0.25%) AdWords
6 2 (0.25%) OpenShift
7 1 (0.13%) AWS Lambda
7 1 (0.13%) Basecamp
7 1 (0.13%) Cloud Computing
7 1 (0.13%) GitHub
Communications & Networking
1 12 (1.51%) Wireless
1 12 (1.51%) ZigBee
2 5 (0.63%) LAN
2 5 (0.63%) WAN
3 2 (0.25%) Internet
3 2 (0.25%) Network Security
4 1 (0.13%) Symposium
Database & Business Intelligence
1 138 (17.36%) SQL Server
2 122 (15.35%) Big Data
3 57 (7.17%) QlikView
4 50 (6.29%) Data Warehouse
5 46 (5.79%) SQL Server Integration Services
5 46 (5.79%) SQL Server Reporting Services
6 40 (5.03%) Hadoop
7 38 (4.78%) Relational Database
7 38 (4.78%) SQL Server Analysis Services
8 33 (4.15%) Power BI
9 32 (4.03%) Data Mining
10 28 (3.52%) Apache Hive
11 25 (3.14%) RDBMS
12 20 (2.52%) MySQL
13 16 (2.01%) MongoDB
13 16 (2.01%) SQL Server 2016
14 15 (1.89%) NoSQL
15 14 (1.76%) Impala
15 14 (1.76%) Oracle Database
16 13 (1.64%) GIS
Development Applications
1 34 (4.28%) Visual Studio
2 19 (2.39%) Git (software)
3 13 (1.64%) NUnit
4 11 (1.38%) Rhino Mocks
5 10 (1.26%) JIRA
5 10 (1.26%) Selenium
6 9 (1.13%) HP UFT
7 8 (1.01%) Team Foundation Server
8 7 (0.88%) webpack
9 6 (0.75%) TeamCity
10 5 (0.63%) Cucumber
11 4 (0.50%) Maven
11 4 (0.50%) NetBeans
11 4 (0.50%) Visual Studio Team System
11 4 (0.50%) WebDriver
12 3 (0.38%) Eclipse
12 3 (0.38%) GCC
12 3 (0.38%) Introscope
12 3 (0.38%) Octopus Deploy
13 2 (0.25%) Grunt
General
1 237 (29.81%) Finance
2 81 (10.19%) Banking
3 72 (9.06%) Marketing
4 59 (7.42%) Retail
5 55 (6.92%) Games
6 39 (4.91%) Telecoms
7 36 (4.53%) Front Office
8 33 (4.15%) Advertising
9 25 (3.14%) Aerospace
9 25 (3.14%) Automotive
10 22 (2.77%) Investment Banking
10 22 (2.77%) Retail Banking
11 21 (2.64%) Electronics
12 16 (2.01%) Military
13 7 (0.88%) French Language
13 7 (0.88%) Legal
14 3 (0.38%) Japanese Language
14 3 (0.38%) Law
14 3 (0.38%) Manufacturing
14 3 (0.38%) Spanish Language
Job Titles
1 269 (33.84%) Developer
2 185 (23.27%) Analyst
3 132 (16.60%) Graduate
4 122 (15.35%) Software Engineer
5 109 (13.71%) C++ Developer
6 100 (12.58%) Software Developer
7 77 (9.69%) Junior
8 75 (9.43%) Graduate Developer
9 74 (9.31%) Java Developer
10 69 (8.68%) C++ Software Engineer
11 65 (8.18%) Data Scientist
12 64 (8.05%) C++ Software Developer
13 62 (7.80%) Graduate Software Developer
14 59 (7.42%) C# Developer
15 52 (6.54%) Data Analyst
16 47 (5.91%) Consultant
17 41 (5.16%) Graduate C++ Developer
18 38 (4.78%) Junior Developer
19 37 (4.65%) Graduate C++ Software Developer
20 34 (4.28%) Analytics Consultant
Libraries, Frameworks & Software Standards
1 121 (15.22%) .NET
2 71 (8.93%) HTML
3 56 (7.04%) CSS
4 51 (6.42%) Qt
5 43 (5.41%) AngularJS
6 39 (4.91%) HTML5
7 33 (4.15%) J2EE
8 30 (3.77%) ASP.NET
9 27 (3.40%) jQuery
10 23 (2.89%) Boost C++ Libraries
10 23 (2.89%) MFC
10 23 (2.89%) OpenGL
10 23 (2.89%) STL
11 21 (2.64%) Spring
12 20 (2.52%) .NET Framework
12 20 (2.52%) JSON
13 19 (2.39%) Apache Axis
13 19 (2.39%) Web Services
14 15 (1.89%) Node.js
14 15 (1.89%) XML
Miscellaneous
1 386 (48.55%) Computer Science
2 200 (25.16%) Analytical Skills
3 124 (15.60%) Algorithms
4 36 (4.53%) Foreign Exchange (FX)
5 34 (4.28%) Derivative
6 31 (3.90%) Hedge funds
7 28 (3.52%) Equities
8 25 (3.14%) 3D Graphics
9 21 (2.64%) User Experience
10 19 (2.39%) 3D Printing
11 16 (2.01%) Data Centre
11 16 (2.01%) Embedded Systems
11 16 (2.01%) Fintech
12 15 (1.89%) Enterprise Software
13 14 (1.76%) Management Information System
14 13 (1.64%) Fixed Income
15 12 (1.51%) Equity Derivative
15 12 (1.51%) OTC Derivatives
16 9 (1.13%) Greenfield Project
17 7 (0.88%) N-Tier
Operating Systems
1 129 (16.23%) Linux
2 85 (10.69%) Windows
3 18 (2.26%) Unix
4 16 (2.01%) Android
5 8 (1.01%) Windows Server 2008
6 7 (0.88%) SUSE Linux Enterprise Server
6 7 (0.88%) Windows Server
7 6 (0.75%) Windows 7
7 6 (0.75%) Windows Server 2012
8 5 (0.63%) Windows 2000
8 5 (0.63%) Windows Server 2003
9 3 (0.38%) Solaris
9 3 (0.38%) Windows 10
10 2 (0.25%) Apple iOS
10 2 (0.25%) Mac OS X
Processes & Methodologies
1 646 (81.26%) Mathematics
2 260 (32.70%) Analytics
3 218 (27.42%) Physics
4 188 (23.65%) Software Engineering
5 171 (21.51%) Agile Software Development
6 129 (16.23%) Machine Learning
7 109 (13.71%) Statistics
8 96 (12.08%) Visualisation
9 90 (11.32%) Data Analytics
10 87 (10.94%) Business Intelligence
10 87 (10.94%) OO
11 81 (10.19%) Data Visualisation
12 77 (9.69%) Scrum
13 69 (8.68%) OOP
14 62 (7.80%) Predictive Analytics
15 60 (7.55%) Asset Management
16 59 (7.42%) Data Analysis
17 57 (7.17%) SDLC
18 50 (6.29%) Test Automation
19 43 (5.41%) ETL
Programming Languages
1 289 (36.35%) SQL
2 252 (31.70%) Java
3 239 (30.06%) C++
4 228 (28.68%) C#
5 227 (28.55%) Python
6 141 (17.74%) R
7 111 (13.96%) C
8 91 (11.45%) JavaScript
9 87 (10.94%) MATLAB
10 42 (5.28%) VBA
11 32 (4.03%) Fortran
12 26 (3.27%) Scala
13 17 (2.14%) Ruby
14 13 (1.64%) PHP
15 11 (1.38%) VB
16 10 (1.26%) Perl
17 9 (1.13%) VBScript
18 6 (0.75%) Groovy
18 6 (0.75%) PowerShell
19 5 (0.63%) Embedded C++
Qualifications
1 790 (99.37%) Degree
2 118 (14.84%) PhD
3 92 (11.57%) Computer Science Degree
4 61 (7.67%) Master's Degree
5 15 (1.89%) Security Cleared
6 8 (1.01%) DV Cleared
7 6 (0.75%) SC Cleared
8 5 (0.63%) ISEB
9 4 (0.50%) Postgraduate
10 3 (0.38%) ISTQB
11 2 (0.25%) ACCA
11 2 (0.25%) CEH
11 2 (0.25%) CIMA
11 2 (0.25%) CREST Certified
11 2 (0.25%) ECSA
11 2 (0.25%) EnCE
11 2 (0.25%) GCFA
11 2 (0.25%) GIAC
11 2 (0.25%) GPEN
11 2 (0.25%) HND
Quality Assurance & Compliance
1 38 (4.78%) QA
2 21 (2.64%) Data Quality
3 6 (0.75%) PMO
4 2 (0.25%) Actionable Recommendations
4 2 (0.25%) MiFID
4 2 (0.25%) SLA
5 1 (0.13%) ISO 13485
5 1 (0.13%) ISO 9001
5 1 (0.13%) ISO/IEC 27001
5 1 (0.13%) PCI DSS
System Software
1 12 (1.51%) VMware Infrastructure
2 11 (1.38%) Apache Flume
3 10 (1.26%) Firmware
4 9 (1.13%) Hyper-V
5 4 (0.50%) Docker
6 3 (0.38%) Active Directory
6 3 (0.38%) Veritas Cluster Server
7 2 (0.25%) HDFS
Systems Management
1 11 (1.38%) HP Quality Center
2 5 (0.63%) Ambari
3 3 (0.38%) CA Wily
3 3 (0.38%) Puppet
4 2 (0.25%) EnCase
5 1 (0.13%) Systems Management Server (SMS)
Vendors
1 123 (15.47%) Microsoft
2 82 (10.31%) Tableau
3 80 (10.06%) Oracle
4 28 (3.52%) Google
5 26 (3.27%) Salesforce.com
6 20 (2.52%) SAP
7 18 (2.26%) VMware
8 12 (1.51%) Facebook
9 9 (1.13%) Twitter
10 6 (0.75%) JD Edwards
11 5 (0.63%) GoldenSource
11 5 (0.63%) Sybase
11 5 (0.63%) Verint
12 4 (0.50%) Adobe
12 4 (0.50%) CA
13 3 (0.38%) Citrix
13 3 (0.38%) Compuware
13 3 (0.38%) Hyperion
13 3 (0.38%) Omniture
13 3 (0.38%) Veritas
Manchester, Lancashire
FT Select
Salary: From £20,000 to £25,000 per annum + bonus + benefits
Posted: 8 hours ago
Newbury, Berkshire
Oscar
Salary: £20000 - £25000 per annum
Posted: 9 hours ago
Manchester, Lancashire
FT Select
Salary: From £20,000 to £25,000 per annum + up to 10% bonus and benefits
Posted: 9 hours ago
City, London
Venturi
Salary: £150000 - £200000 per annum + benefits
Posted: 3 hours ago
Oxford, Oxfordshire
ENTERPRISE RECRUITMENT LTD
Salary: £30000 - £42000 per annum, Benefits Excellent company benefits
Posted: Yesterday
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £35000 per annum + training + benefits
Posted: Yesterday
Hatfield, Hertfordshire
Oho Group Ltd.
Salary: £30000 - £55000 per annum
Posted: Yesterday
City, London
Give-A-Grad-A-Go Ltd
Salary: £30k - 45k per year
Posted: 2 days ago
Edinburgh, Midlothian
Seebyte Ltd
Salary: From £24,000 to £32,000 per annum
Posted: Yesterday
Cambridge, Cambridgeshire
Empiric
Salary: From £50,000 to £60,000 per annum
Posted: Yesterday
London
Square One Resources
Salary: From £35,000 to £40,000 per annum
Posted: 2 days ago
London
Oho Group Ltd.
Salary: £25000 - £50000 per annum
Posted: Yesterday
City, London
Quant Capital
Salary: Up to £65,000 per annum + bonus and benefits
Posted: 2 days ago
London
Parallel Consulting
Salary: £40000 - £50000 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £40000 - £65000 per annum + Benefits + Bonus
Posted: 21 hours ago
Cheltenham, Gloucestershire
Searchability
Salary: £55000 - £75000 per annum + Benefits
Posted: 2 days ago
Stevenage, Hertfordshire
Oscar
Salary: £35000 - £44000 per annum + Benefits
Posted: 2 days ago
North West London
Franklin Bates
Posted: 2 days ago
City, London
Big Wednesday Digital Ltd
Salary: £95000 - £150000 per annum + Negotiable
Posted: Yesterday
City, London
Harrington Starr
Salary: £25000 - £30000 per annum + Bonus + Benefits + Training
Posted: 5 days ago
City, London
Harrington Starr
Salary: £35000 - £45000 per annum + Bonus + Benefits + Training
Posted: 4 days ago
London
Nicoll Curtin
Salary: £26000 - £30000.00 per annum
Posted: 6 days ago
Salford, Lancashire
FT Select
Salary: From £40,000 to £50,000 per annum plus bonus and excellent benefits.
Posted: Yesterday
City, London
TEKsystems
Salary: £60000 - £120000 per annum + bonus and pension
Posted: 3 days ago
City, London
Quant Capital
Salary: Up to £50,000 per annum + bonus and benefits
Posted: 5 days ago
Reading, Berkshire
Intec Select
Salary: From £45,000 to £50,000 per annum Plus excellent package and bonus
Posted: 5 days ago
Central London / West End
IT Connections
Salary: £40,000 to £50,000
Posted: 5 days ago
London
IT Connections
Salary: £25,000 to £30,000
Posted: 5 days ago
Cambridge, Cambridgeshire
ARC IT Recruitment Ltd
Salary: £60000 per annum + Plus Benefits
Posted: 5 days ago
Cambridge, Cambridgeshire
Pioneer Search
Salary: £25000 - £32000 per annum + Excellent Benifits
Posted: 6 days ago