Period
to 22 July 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 22 July 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
22 Jul 2018
Same period 2017 Same period 2016
Rank 323 298 301
Rank change year-on-year -25 +3 +61
Permanent jobs citing Numerate Degree 37 46 86
As % of all permanent IT jobs advertised in the City of London 0.33% 0.44% 0.64%
As % of the Qualifications category 1.47% 1.83% 2.64%
Number of salaries quoted 37 39 85
City of London median annual salary £72,500 £50,000 £62,500
Median salary % change year-on-year +45.00% -20.00% +31.58%
10th Percentile £27,500 £26,250 £40,000
90th Percentile £146,000 £86,250 £109,500
Central London median annual salary £67,500 £35,000 £55,000
% change year-on-year +92.86% -36.36% +10.00%

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 2,518 2,517 3,258
As % of all permanent IT jobs advertised in the City of London 22.76% 24.33% 24.14%
Number of salaries quoted 2,204 2,246 2,911
City of London median annual salary £62,500 £55,000 £55,000
Median salary % change year-on-year +13.64% - -
10th Percentile £32,500 £30,000 £31,507
90th Percentile £92,500 £85,000 £86,250
Central London median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

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 22 July 2018.

Salary histogram for Numerate Degree in the City of London

For the 6 months to 22 July 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 37 (100.00%) Degree
2 31 (83.78%) Mathematics
3 24 (64.86%) Computer Science
4 21 (56.76%) Python
5 16 (43.24%) Finance
6 15 (40.54%) Computer Science Degree
7 12 (32.43%) Statistics
8 11 (29.73%) Data Science
9 9 (24.32%) Banking
10 8 (21.62%) C#
11 7 (18.92%) Java
11 7 (18.92%) Linux
11 7 (18.92%) Bash Shell
11 7 (18.92%) Machine Learning
11 7 (18.92%) Microservices
12 6 (16.22%) Data Structures
12 6 (16.22%) Algorithms
12 6 (16.22%) Open Source
12 6 (16.22%) Pandas
12 6 (16.22%) Mentoring
12 6 (16.22%) Data Engineering
12 6 (16.22%) Greenfield Project
12 6 (16.22%) ggplot2
12 6 (16.22%) Hedge funds
12 6 (16.22%) NumPy
12 6 (16.22%) AngularJS
12 6 (16.22%) DevOps
12 6 (16.22%) JavaScript
12 6 (16.22%) SQL
12 6 (16.22%) C++

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 1 (2.70%) Apache Spark
1 1 (2.70%) DataSynapse
1 1 (2.70%) NServiceBus
1 1 (2.70%) SAS
Cloud Services
1 4 (10.81%) Amazon AWS
2 1 (2.70%) Microsoft Azure
Database & Business Intelligence
1 5 (13.51%) Big Data
1 5 (13.51%) DB2
1 5 (13.51%) MongoDB
2 4 (10.81%) Data Warehouse
2 4 (10.81%) Power BI
2 4 (10.81%) Relational Database
2 4 (10.81%) SQL Server
3 2 (5.41%) Data Mining
3 2 (5.41%) Hadoop
4 1 (2.70%) PostgreSQL
4 1 (2.70%) RDBMS
Development Applications
1 3 (8.11%) Vagrant
2 1 (2.70%) Git (software)
2 1 (2.70%) Jenkins
2 1 (2.70%) Subversion
General
1 16 (43.24%) Finance
2 9 (24.32%) Banking
3 5 (13.51%) Investment Banking
4 4 (10.81%) Marketing
5 1 (2.70%) Aerospace
5 1 (2.70%) Financial Institution
5 1 (2.70%) Front Office
5 1 (2.70%) Games
5 1 (2.70%) Mandarin Language
Job Titles
1 15 (40.54%) Developer
2 9 (24.32%) Junior
3 7 (18.92%) Graduate
4 6 (16.22%) Java Developer
5 5 (13.51%) Analyst
5 5 (13.51%) C# Developer
5 5 (13.51%) Data Scientist
5 5 (13.51%) DevOps Engineer
5 5 (13.51%) DevOps Systems Engineer
5 5 (13.51%) Systems Engineer
6 4 (10.81%) .NET Developer
6 4 (10.81%) C# .NET Developer
6 4 (10.81%) Data Manager
6 4 (10.81%) Engineering Manager
6 4 (10.81%) Junior Developer
6 4 (10.81%) Support Analyst
7 3 (8.11%) Graduate Developer
7 3 (8.11%) Qualitative Analyst
7 3 (8.11%) Quantitative Analyst
7 3 (8.11%) Senior Systems Engineer
Libraries, Frameworks & Software Standards
1 6 (16.22%) AngularJS
1 6 (16.22%) ggplot2
1 6 (16.22%) NumPy
1 6 (16.22%) Pandas
2 4 (10.81%) .NET
3 3 (8.11%) Web Services
4 2 (5.41%) HTML
5 1 (2.70%) .NET Framework
5 1 (2.70%) CSS
5 1 (2.70%) FIX Protocol
5 1 (2.70%) Hibernate
5 1 (2.70%) HTML5
5 1 (2.70%) JPA
5 1 (2.70%) jQuery
5 1 (2.70%) RabbitMQ
5 1 (2.70%) REST
5 1 (2.70%) Spring
5 1 (2.70%) Tapestry
5 1 (2.70%) WPF
5 1 (2.70%) XML
Miscellaneous
1 24 (64.86%) Computer Science
2 6 (16.22%) Algorithms
2 6 (16.22%) Data Structures
2 6 (16.22%) Greenfield Project
2 6 (16.22%) Hedge funds
3 5 (13.51%) Analytical Skills
4 3 (8.11%) Fintech
5 1 (2.70%) Derivative
5 1 (2.70%) Equities
5 1 (2.70%) Online Games
Operating Systems
1 7 (18.92%) Linux
2 3 (8.11%) CentOS
3 2 (5.41%) Unix
Processes & Methodologies
1 31 (83.78%) Mathematics
2 12 (32.43%) Statistics
3 11 (29.73%) Data Science
4 7 (18.92%) Machine Learning
4 7 (18.92%) Microservices
5 6 (16.22%) Data Engineering
5 6 (16.22%) DevOps
5 6 (16.22%) Mentoring
5 6 (16.22%) Open Source
6 5 (13.51%) Asset Management
6 5 (13.51%) Physics
6 5 (13.51%) Problem-Solving
6 5 (13.51%) Site Reliability Engineering
6 5 (13.51%) TDD
6 5 (13.51%) Visualisation
7 4 (10.81%) Analytics
7 4 (10.81%) Test Automation
8 3 (8.11%) Logistic Regression
8 3 (8.11%) Operations Research
8 3 (8.11%) User Acceptance Testing
Programming Languages
1 21 (56.76%) Python
2 8 (21.62%) C#
3 7 (18.92%) Bash Shell
3 7 (18.92%) Java
4 6 (16.22%) C++
4 6 (16.22%) JavaScript
4 6 (16.22%) SQL
5 4 (10.81%) R
6 1 (2.70%) Java 8
Qualifications
1 37 (100.00%) Degree
2 15 (40.54%) Computer Science Degree
3 4 (10.81%) PhD
Quality Assurance & Compliance
1 1 (2.70%) QA
System Software
1 3 (8.11%) Docker
Systems Management
1 5 (13.51%) Opscode Chef
1 5 (13.51%) Puppet
2 3 (8.11%) Ansible
2 3 (8.11%) Salt
Vendors
1 5 (13.51%) Sybase
2 3 (8.11%) Red Hat
2 3 (8.11%) Tableau
3 1 (2.70%) Hortonworks
3 1 (2.70%) Solace