Period
to 21 October 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 21 October 2018 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
Central London > City of London
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 322 278 263
Rank change year-on-year -44 -15 +48
Permanent jobs citing Numerate Degree 30 46 95
As % of all permanent IT jobs advertised in the City of London 0.27% 0.46% 0.80%
As % of the Qualifications category 1.29% 2.05% 3.52%
Number of salaries quoted 30 39 90
City of London median annual salary £62,500 £55,000 £62,500
Median salary % change year-on-year +13.64% -12.00% +25.00%
10th Percentile £36,225 £26,250 £37,325
90th Percentile £110,125 £105,000 £112,500
Central London median annual salary £65,000 £45,000 £61,000
% change year-on-year +44.44% -26.23% +22.00%

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 the City of London with a requirement for academic qualifications or professional certifications.

All Academic and Professional Certifications
City of London
Permanent vacancies requiring academic qualifications or professional certifications 2,320 2,249 2,701
As % of all permanent IT jobs advertised in the City of London 20.99% 22.62% 22.62%
Number of salaries quoted 2,028 1,983 2,391
City of London median annual salary £62,500 £57,500 £56,500
Median salary % change year-on-year +8.70% +1.77% +2.73%
10th Percentile £32,500 £29,350 £31,507
90th Percentile £92,500 £90,000 £90,000
Central London median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

Numerate Degree
Job Vacancy Trend in the City of London

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

Job vacancy trend for Numerate Degree in the City of London

Numerate Degree
Salary Trend in the City of London

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

Salary trend for Numerate Degree in the City of London

Numerate Degree
Salary Histogram in the City of London

The salary distribution of IT jobs citing Numerate Degree in the City of London over the 6 months to 21 October 2018.

Salary histogram for Numerate Degree in the City of London

For the 6 months to 21 October 2018, 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 City of London region with a requirement for Numerate Degree.

1 30 (100.00%) Degree
2 27 (90.00%) Mathematics
3 13 (43.33%) Computer Science
3 13 (43.33%) SQL
4 12 (40.00%) Python
5 11 (36.67%) Data Science
6 10 (33.33%) Machine Learning
6 10 (33.33%) Finance
6 10 (33.33%) Statistics
7 9 (30.00%) Big Data
8 8 (26.67%) R
8 8 (26.67%) Visualisation
9 7 (23.33%) Marketing
9 7 (23.33%) Banking
9 7 (23.33%) Linux
9 7 (23.33%) Analytics
10 6 (20.00%) Systematic Trading
10 6 (20.00%) Power BI
10 6 (20.00%) Computer Science Degree
10 6 (20.00%) Greenfield Project
10 6 (20.00%) PhD
10 6 (20.00%) Data Warehouse
10 6 (20.00%) TDD
10 6 (20.00%) Investment Banking
10 6 (20.00%) Physics
10 6 (20.00%) Hedge funds
11 5 (16.67%) Unix
11 5 (16.67%) SQL Server
11 5 (16.67%) Java
11 5 (16.67%) Problem-Solving

Numerate Degree
Co-occurring IT Skills in the City of 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 2 (6.67%) Apache Spark
1 2 (6.67%) JBoss
1 2 (6.67%) SAS
2 1 (3.33%) DataSynapse
2 1 (3.33%) NServiceBus
Applications
1 2 (6.67%) Microsoft Excel
2 1 (3.33%) Microsoft PowerPoint
Cloud Services
1 4 (13.33%) Microsoft Azure
2 3 (10.00%) Amazon AWS
3 2 (6.67%) Google Cloud Platform
Database & Business Intelligence
1 9 (30.00%) Big Data
2 6 (20.00%) Data Warehouse
2 6 (20.00%) Power BI
3 5 (16.67%) SQL Server
4 4 (13.33%) Hadoop
5 3 (10.00%) Data Mining
5 3 (10.00%) Oracle Reports
6 2 (6.67%) Oracle Database
6 2 (6.67%) PostgreSQL
6 2 (6.67%) RDBMS
6 2 (6.67%) Relational Database
6 2 (6.67%) SQLPlus
7 1 (3.33%) Apache Hive
7 1 (3.33%) Azure SQL Database
7 1 (3.33%) Biml
7 1 (3.33%) PowerPivot
7 1 (3.33%) SQL Server 2016
7 1 (3.33%) SQL Server Analysis Services
7 1 (3.33%) SQL Server Integration Services
7 1 (3.33%) SQL Server Reporting Services
Development Applications
1 4 (13.33%) Subversion
2 3 (10.00%) Git (software)
3 2 (6.67%) IntelliJ
3 2 (6.67%) JUnit
3 2 (6.67%) Maven
3 2 (6.67%) Oracle APEX
3 2 (6.67%) Toad
4 1 (3.33%) Jenkins
4 1 (3.33%) Visual Studio
General
1 10 (33.33%) Finance
2 7 (23.33%) Banking
2 7 (23.33%) Marketing
3 6 (20.00%) Investment Banking
4 1 (3.33%) Aerospace
4 1 (3.33%) Financial Institution
4 1 (3.33%) Front Office
4 1 (3.33%) Games
4 1 (3.33%) Mandarin Language
4 1 (3.33%) Retail Banking
Job Titles
1 10 (33.33%) Developer
2 8 (26.67%) Data Scientist
3 7 (23.33%) Graduate
4 6 (20.00%) Analyst
5 5 (16.67%) Administrator
6 4 (13.33%) .NET Developer
6 4 (13.33%) C# .NET Developer
6 4 (13.33%) C# Developer
6 4 (13.33%) Java Developer
6 4 (13.33%) Support Analyst
7 3 (10.00%) Graduate Analyst
7 3 (10.00%) Graduate C# .NET Developer
7 3 (10.00%) Graduate Developer
7 3 (10.00%) Graduate Support Analyst
7 3 (10.00%) Junior Analyst
7 3 (10.00%) Junior Quantitative Analyst
7 3 (10.00%) Linux Administrator
7 3 (10.00%) Linux Engineer
7 3 (10.00%) Linux Systems Administrator
7 3 (10.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 4 (13.33%) .NET
2 3 (10.00%) Hibernate
2 3 (10.00%) JPA
2 3 (10.00%) jQuery
3 2 (6.67%) HTML
3 2 (6.67%) JBoss Seam
3 2 (6.67%) JSF
3 2 (6.67%) RichFaces
3 2 (6.67%) Vaadin
3 2 (6.67%) Web Services
3 2 (6.67%) XML
4 1 (3.33%) .NET Framework
4 1 (3.33%) AngularJS
4 1 (3.33%) CSS
4 1 (3.33%) FIX Protocol
4 1 (3.33%) Pandas
4 1 (3.33%) Spring
4 1 (3.33%) Tapestry
4 1 (3.33%) WPF
4 1 (3.33%) ZK
Miscellaneous
1 13 (43.33%) Computer Science
2 6 (20.00%) Greenfield Project
2 6 (20.00%) Hedge funds
3 5 (16.67%) Analytical Skills
4 2 (6.67%) Algorithms
4 2 (6.67%) Data Structures
4 2 (6.67%) Foreign Exchange (FX)
5 1 (3.33%) Credit Risk
5 1 (3.33%) Derivative
5 1 (3.33%) Equities
5 1 (3.33%) Management Information System
5 1 (3.33%) Online Games
Operating Systems
1 7 (23.33%) Linux
2 5 (16.67%) Unix
3 3 (10.00%) Solaris
Processes & Methodologies
1 27 (90.00%) Mathematics
2 11 (36.67%) Data Science
3 10 (33.33%) Machine Learning
3 10 (33.33%) Statistics
4 8 (26.67%) Visualisation
5 7 (23.33%) Analytics
6 6 (20.00%) Physics
6 6 (20.00%) Systematic Trading
6 6 (20.00%) TDD
7 5 (16.67%) Problem-Solving
8 4 (13.33%) B2C
8 4 (13.33%) Data Modelling
8 4 (13.33%) DevOps
8 4 (13.33%) Linear Regression
8 4 (13.33%) Logistic Regression
8 4 (13.33%) Markov Model
8 4 (13.33%) Open Source
8 4 (13.33%) Operations Research
8 4 (13.33%) Test Automation
9 3 (10.00%) Business Intelligence
Programming Languages
1 13 (43.33%) SQL
2 12 (40.00%) Python
3 8 (26.67%) R
4 5 (16.67%) Java
5 4 (13.33%) C#
6 3 (10.00%) JavaScript
6 3 (10.00%) PowerShell
7 2 (6.67%) Bash Shell
7 2 (6.67%) Java 8
7 2 (6.67%) PL/SQL
8 1 (3.33%) C++
8 1 (3.33%) T-SQL
8 1 (3.33%) VBA
Qualifications
1 30 (100.00%) Degree
2 6 (20.00%) Computer Science Degree
2 6 (20.00%) PhD
Quality Assurance & Compliance
1 2 (6.67%) Data Quality
2 1 (3.33%) QA
Systems Management
1 3 (10.00%) Puppet
Vendors
1 4 (13.33%) Tableau
2 3 (10.00%) NetApp
2 3 (10.00%) Oracle
3 2 (6.67%) Google
4 1 (3.33%) Hortonworks
4 1 (3.33%) Microsoft
4 1 (3.33%) Solace