Period
to 14 November 2019

The following table provides summary statistics for permanent job vacancies advertised in London 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)
England > London
6 months to
14 Nov 2019
Same period 2018 Same period 2017
Rank 583 498 549
Rank change year-on-year -85 +51 -22
Permanent jobs citing Numerate Degree 140 331 323
As % of all permanent IT jobs advertised in London 0.26% 0.49% 0.43%
As % of the Qualifications category 1.28% 2.23% 1.88%
Number of salaries quoted 95 274 242
London median annual salary £60,000 £62,500 £50,000
Median salary % change year-on-year -4.00% +25.00% -4.76%
10th Percentile £30,500 £36,250 £26,250
90th Percentile £100,000 £114,250 £95,000
England median annual salary £39,500 £56,500 £45,000
% change year-on-year -30.09% +25.56% -

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 London with a requirement for academic qualifications or professional certifications.

All Academic and Professional Certifications
London
Permanent vacancies requiring academic qualifications or professional certifications 10,936 14,829 17,160
As % of all permanent IT jobs advertised in London 19.96% 21.95% 22.62%
Number of salaries quoted 8,262 11,138 12,771
London median annual salary £60,000 £60,000 £55,152
Median salary % change year-on-year - +8.79% +0.28%
10th Percentile £31,250 £30,925 £30,250
90th Percentile £95,000 £95,000 £88,750
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +3.26%

Numerate Degree
Job Vacancy Trend in London

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

Job vacancy trend for Numerate Degree in London

Numerate Degree
Salary Trend in London

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

Salary trend for Numerate Degree in London

Numerate Degree
Salary Histogram in London

The salary distribution of IT jobs citing Numerate Degree in London over the 6 months to 14 November 2019.

Salary histogram for Numerate Degree in London

Numerate Degree
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Numerate Degree within the London 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
Central London +1 22 £53,750 -23.21% 8
West London +14 1 £24,500 -38.75%
Numerate Degree
England

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 London region with a requirement for Numerate Degree.

1 140 (100.00%) Degree
2 118 (84.29%) Mathematics
3 81 (57.86%) Computer Science
4 75 (53.57%) Python
5 65 (46.43%) SQL
6 55 (39.29%) Analytics
7 50 (35.71%) Data Science
7 50 (35.71%) Statistics
7 50 (35.71%) Agile Software Development
8 46 (32.86%) Finance
9 44 (31.43%) Machine Learning
10 37 (26.43%) Analytical Skills
11 34 (24.29%) R
12 33 (23.57%) Marketing
13 30 (21.43%) Economics
13 30 (21.43%) Hadoop
14 29 (20.71%) Algorithms
15 28 (20.00%) Apache Spark
15 28 (20.00%) Physics
16 27 (19.29%) PhD
16 27 (19.29%) Business Intelligence
16 27 (19.29%) Fintech
16 27 (19.29%) Computer Science Degree
17 26 (18.57%) Problem-Solving
17 26 (18.57%) Java
18 24 (17.14%) Banking
18 24 (17.14%) Big Data
19 22 (15.71%) Statistical Modelling
19 22 (15.71%) Deep Learning
20 21 (15.00%) SQL Server

Numerate Degree
Co-occurring IT Skills in London 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 28 (20.00%) Apache Spark
2 16 (11.43%) SAS
3 5 (3.57%) JCAPS
3 5 (3.57%) Oracle SOA Suite
3 5 (3.57%) WebSphere
4 3 (2.14%) Mule
5 1 (0.71%) Confluence
5 1 (0.71%) Elasticsearch
5 1 (0.71%) MS Exchange
5 1 (0.71%) nginx
5 1 (0.71%) SharePoint
Applications
1 6 (4.29%) Microsoft Excel
2 5 (3.57%) Microsoft Office
3 2 (1.43%) Microsoft PowerPoint
4 1 (0.71%) SPSS
Business Applications
1 2 (1.43%) Summit
2 1 (0.71%) Actimize
2 1 (0.71%) Orchestrade
Cloud Services
1 9 (6.43%) Power Platform
2 8 (5.71%) AWS
2 8 (5.71%) Google Analytics
3 7 (5.00%) Azure
3 7 (5.00%) Serverless
4 5 (3.57%) AWS Lambda
5 4 (2.86%) Adobe Analytics
5 4 (2.86%) Google Tag Manager
5 4 (2.86%) PaaS
5 4 (2.86%) SaaS
6 3 (2.14%) AWS Step Functions
6 3 (2.14%) Azure Machine Learning
7 2 (1.43%) Apigee
7 2 (1.43%) OpenShift
8 1 (0.71%) Amazon EC2
8 1 (0.71%) Amazon S3
8 1 (0.71%) Azure Data Factory
8 1 (0.71%) Office 365
Communications & Networking
1 2 (1.43%) Internet
2 1 (0.71%) DHCP
2 1 (0.71%) DNS
2 1 (0.71%) TCP/IP
Database & Business Intelligence
1 30 (21.43%) Hadoop
2 24 (17.14%) Big Data
3 21 (15.00%) SQL Server
4 19 (13.57%) Relational Database
5 16 (11.43%) Data Mining
6 14 (10.00%) Apache Hive
7 9 (6.43%) Power BI
8 7 (5.00%) Blockchain
8 7 (5.00%) MongoDB
8 7 (5.00%) PostgreSQL
9 6 (4.29%) Data Warehouse
9 6 (4.29%) QlikView
10 5 (3.57%) NoSQL
10 5 (3.57%) Oracle Reports
11 4 (2.86%) SQL Server Analysis Services
11 4 (2.86%) SQL Server Integration Services
11 4 (2.86%) SQL Server Reporting Services
12 3 (2.14%) Looker
13 2 (1.43%) OLAP
13 2 (1.43%) Text Mining
Development Applications
1 8 (5.71%) JIRA
1 8 (5.71%) Team Foundation Server
1 8 (5.71%) Visual Studio
2 5 (3.57%) Git (software)
2 5 (3.57%) Rational Rhapsody
3 4 (2.86%) Jenkins
4 2 (1.43%) Visual Studio Team System
4 2 (1.43%) webpack
5 1 (0.71%) GitLab
5 1 (0.71%) JIRA Agile
General
1 46 (32.86%) Finance
2 33 (23.57%) Marketing
3 24 (17.14%) Banking
4 19 (13.57%) Retail
5 12 (8.57%) Telecoms
6 7 (5.00%) Front Office
7 6 (4.29%) Investment Banking
8 5 (3.57%) Financial Institution
9 4 (2.86%) French Language
9 4 (2.86%) Games
9 4 (2.86%) German Language
10 1 (0.71%) Italian Language
10 1 (0.71%) Public Sector
10 1 (0.71%) Publishing
10 1 (0.71%) Spanish Language
Job Titles
1 33 (23.57%) Developer
2 31 (22.14%) Data Scientist
3 30 (21.43%) Analyst
4 17 (12.14%) Graduate
4 17 (12.14%) Junior
4 17 (12.14%) Senior Data Scientist
5 12 (8.57%) Java Developer
6 10 (7.14%) Junior Developer
7 8 (5.71%) Data Analyst
7 8 (5.71%) Graduate Analyst
8 7 (5.00%) C# Developer
9 5 (3.57%) .NET Developer
9 5 (3.57%) DevOps Engineer
9 5 (3.57%) Junior Java Developer
9 5 (3.57%) Lead Java Developer
9 5 (3.57%) Senior Support Engineer
9 5 (3.57%) Senior Technical Engineer
9 5 (3.57%) Senior Technical Support
9 5 (3.57%) Technical Engineer
9 5 (3.57%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 13 (9.29%) NumPy
2 12 (8.57%) SciPy
3 10 (7.14%) .NET
3 10 (7.14%) Web Services
4 7 (5.00%) HTML
4 7 (5.00%) Spring
5 6 (4.29%) Natural Language Processing
6 5 (3.57%) J2EE
6 5 (3.57%) JMS
6 5 (3.57%) Middleware
6 5 (3.57%) PyTorch
6 5 (3.57%) React
6 5 (3.57%) RESTful
6 5 (3.57%) RxJava
6 5 (3.57%) scikit-learn
6 5 (3.57%) Spring Boot
6 5 (3.57%) WebSphere MQ
7 4 (2.86%) .NET Framework
7 4 (2.86%) ASP.NET
7 4 (2.86%) JSON
Miscellaneous
1 37 (26.43%) Analytical Skills
2 29 (20.71%) Algorithms
3 16 (11.43%) Fixed Income
4 12 (8.57%) Derivative
4 12 (8.57%) Digital Media
5 8 (5.71%) Renewable Energy
6 7 (5.00%) Equities
6 7 (5.00%) Foreign Exchange (FX)
6 7 (5.00%) User Experience
7 6 (4.29%) Social Network
8 5 (3.57%) Market Risk
9 4 (2.86%) Greenfield Project
9 4 (2.86%) Hedge funds
9 4 (2.86%) Self-Motivation
10 3 (2.14%) Cloud Native
11 2 (1.43%) Enterprise Software
11 2 (1.43%) Management Information System
11 2 (1.43%) Virtual Team
12 1 (0.71%) Blackberry
12 1 (0.71%) SWIFT
Operating Systems
1 19 (13.57%) Windows
2 18 (12.86%) Linux
3 9 (6.43%) Unix
4 2 (1.43%) Windows Server
5 1 (0.71%) Apple iOS
5 1 (0.71%) Windows 10
5 1 (0.71%) Windows 7
5 1 (0.71%) Windows 8
5 1 (0.71%) Windows Server 2012
Processes & Methodologies
1 118 (84.29%) Mathematics
2 81 (57.86%) Computer Science
3 55 (39.29%) Analytics
4 50 (35.71%) Agile Software Development
4 50 (35.71%) Data Science
4 50 (35.71%) Statistics
5 44 (31.43%) Machine Learning
6 30 (21.43%) Economics
7 28 (20.00%) Physics
8 27 (19.29%) Business Intelligence
8 27 (19.29%) Fintech
9 26 (18.57%) Problem-Solving
10 22 (15.71%) Deep Learning
10 22 (15.71%) Statistical Modelling
11 20 (14.29%) Visualisation
12 19 (13.57%) Software Engineering
13 14 (10.00%) E-Commerce
14 12 (8.57%) Applied Mathematics
14 12 (8.57%) Cluster Analysis
14 12 (8.57%) Digital Marketing
Programming Languages
1 75 (53.57%) Python
2 65 (46.43%) SQL
3 34 (24.29%) R
4 26 (18.57%) Java
5 19 (13.57%) C++
5 19 (13.57%) JavaScript
6 17 (12.14%) C#
7 11 (7.86%) Perl
8 7 (5.00%) PowerShell
9 6 (4.29%) Bash Shell
10 5 (3.57%) C
10 5 (3.57%) PHP
10 5 (3.57%) Scala
10 5 (3.57%) Tcl
11 4 (2.86%) Haskell
12 3 (2.14%) MATLAB
12 3 (2.14%) Ruby
12 3 (2.14%) Smalltalk
12 3 (2.14%) TypeScript
13 2 (1.43%) Go
Qualifications
1 140 (100.00%) Degree
2 27 (19.29%) Computer Science Degree
2 27 (19.29%) PhD
3 19 (13.57%) Master's Degree
4 6 (4.29%) ITIL Certification
5 4 (2.86%) MBA
6 2 (1.43%) Microsoft Certification
7 1 (0.71%) MCDST
7 1 (0.71%) MCSE
7 1 (0.71%) SC Cleared
7 1 (0.71%) Security Cleared
Quality Assurance & Compliance
1 5 (3.57%) Data Quality
System Software
1 1 (0.71%) Active Directory
1 1 (0.71%) BIND 9
1 1 (0.71%) Docker
1 1 (0.71%) Samba
Systems Management
1 4 (2.86%) Hadoop YARN
2 1 (0.71%) Kibana
2 1 (0.71%) logstash
Vendors
1 10 (7.14%) Oracle
2 8 (5.71%) Google
3 7 (5.00%) Microsoft
4 5 (3.57%) IBM
4 5 (3.57%) InterSystems
4 5 (3.57%) MuleSoft
4 5 (3.57%) Tableau
4 5 (3.57%) TIBCO
5 4 (2.86%) Adobe
6 2 (1.43%) Axway
6 2 (1.43%) Facebook
6 2 (1.43%) Murex
7 1 (0.71%) Bloomberg
7 1 (0.71%) Cisco
7 1 (0.71%) Reuters