Period
to 12 December 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 12 December 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
12 Dec 2018
Same period 2017 Same period 2016
Rank 298 279 272
Rank change year-on-year -19 -7 +63
Permanent jobs citing Numerate Degree 33 50 88
As % of all permanent IT jobs advertised in the City of London 0.31% 0.48% 0.77%
As % of the Qualifications category 1.50% 2.18% 3.31%
Number of salaries quoted 33 42 83
City of London median annual salary £75,000 £60,000 £62,500
Median salary % change year-on-year +25.00% -4.00% +25.00%
10th Percentile £44,000 £34,000 £38,000
90th Percentile £95,000 £135,500 £112,500
Central London median annual salary £75,000 £55,000 £62,500
% change year-on-year +36.36% -12.00% +21.95%

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 2,201 2,290 2,659
As % of all permanent IT jobs advertised in the City of London 20.63% 22.11% 23.32%
Number of salaries quoted 1,911 2,042 2,374
City of London median annual salary £62,500 £57,500 £57,500
Median salary % change year-on-year +8.70% - +4.55%
10th Percentile £31,250 £30,500 £31,250
90th Percentile £93,750 £92,500 £95,000
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 12 December 2018.

Salary histogram for Numerate Degree in the City of London

For the 6 months to 12 December 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 33 (100.00%) Degree
2 31 (93.94%) Mathematics
3 24 (72.73%) Python
4 17 (51.52%) Linux
4 17 (51.52%) Greenfield Project
5 16 (48.48%) Unix
5 16 (48.48%) Open Source
6 15 (45.45%) Hedge funds
6 15 (45.45%) Puppet
6 15 (45.45%) PowerShell
6 15 (45.45%) DevOps
6 15 (45.45%) Systematic Trading
6 15 (45.45%) Solaris
6 15 (45.45%) NetApp
6 15 (45.45%) Migration
7 13 (39.39%) SQL
8 12 (36.36%) Data Science
9 10 (30.30%) Machine Learning
10 9 (27.27%) Analytics
11 8 (24.24%) R
11 8 (24.24%) Visualisation
12 7 (21.21%) Big Data
12 7 (21.21%) Statistics
13 6 (18.18%) Marketing
13 6 (18.18%) Finance
13 6 (18.18%) Data Warehouse
13 6 (18.18%) Computer Science
14 5 (15.15%) PhD
14 5 (15.15%) Power BI
15 4 (12.12%) Markov Model

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 3 (9.09%) SAS
2 2 (6.06%) Apache Spark
2 2 (6.06%) JBoss
Applications
1 2 (6.06%) Microsoft Excel
2 1 (3.03%) Microsoft PowerPoint
Cloud Services
1 3 (9.09%) Microsoft Azure
2 2 (6.06%) Amazon AWS
2 2 (6.06%) Google Cloud Platform
Database & Business Intelligence
1 7 (21.21%) Big Data
2 6 (18.18%) Data Warehouse
3 5 (15.15%) Power BI
4 3 (9.09%) Oracle Reports
5 2 (6.06%) Data Mining
5 2 (6.06%) Hadoop
5 2 (6.06%) Oracle Database
5 2 (6.06%) SQLPlus
6 1 (3.03%) Apache Hive
6 1 (3.03%) Azure SQL Database
6 1 (3.03%) MongoDB
6 1 (3.03%) PostgreSQL
6 1 (3.03%) PowerPivot
6 1 (3.03%) RDBMS
6 1 (3.03%) Relational Database
6 1 (3.03%) SQL Server
6 1 (3.03%) SQL Server 2016
6 1 (3.03%) SQL Server Analysis Services
6 1 (3.03%) SQL Server Integration Services
6 1 (3.03%) SQL Server Reporting Services
Development Applications
1 3 (9.09%) Subversion
2 2 (6.06%) Git (software)
2 2 (6.06%) IntelliJ
2 2 (6.06%) JUnit
2 2 (6.06%) Maven
2 2 (6.06%) Oracle APEX
2 2 (6.06%) Toad
3 1 (3.03%) Visual Studio
General
1 6 (18.18%) Finance
1 6 (18.18%) Marketing
2 2 (6.06%) Banking
3 1 (3.03%) Aerospace
3 1 (3.03%) Investment Banking
3 1 (3.03%) Retail
3 1 (3.03%) Retail Banking
Job Titles
1 15 (45.45%) Administrator
1 15 (45.45%) Linux Administrator
1 15 (45.45%) Linux Engineer
1 15 (45.45%) Linux Systems Administrator
1 15 (45.45%) Linux Systems Engineer
2 9 (27.27%) Data Scientist
3 4 (12.12%) Developer
4 3 (9.09%) Java Developer
5 2 (6.06%) Data Engineer
5 2 (6.06%) Senior Data Scientist
6 1 (3.03%) Business Intelligence Developer
6 1 (3.03%) Credit Analyst
6 1 (3.03%) Credit Risk Analyst
6 1 (3.03%) Decision Scientist
6 1 (3.03%) E-Commerce Consultant
6 1 (3.03%) Implementation Consultant
6 1 (3.03%) Power BI Developer
6 1 (3.03%) Risk Analyst
6 1 (3.03%) SQL BI Developer
6 1 (3.03%) SQL Developer
Libraries, Frameworks & Software Standards
1 2 (6.06%) Hibernate
1 2 (6.06%) JBoss Seam
1 2 (6.06%) JPA
1 2 (6.06%) jQuery
1 2 (6.06%) JSF
1 2 (6.06%) RichFaces
1 2 (6.06%) Vaadin
1 2 (6.06%) Web Services
1 2 (6.06%) XML
2 1 (3.03%) D3.js
2 1 (3.03%) Flask
Miscellaneous
1 17 (51.52%) Greenfield Project
2 15 (45.45%) Hedge funds
3 3 (9.09%) Algorithms
4 2 (6.06%) Analytical Skills
4 2 (6.06%) Fintech
4 2 (6.06%) Foreign Exchange (FX)
5 1 (3.03%) Credit Risk
5 1 (3.03%) Data Structures
5 1 (3.03%) Management Information System
5 1 (3.03%) Social Media
Operating Systems
1 17 (51.52%) Linux
2 16 (48.48%) Unix
3 15 (45.45%) Solaris
Processes & Methodologies
1 31 (93.94%) Mathematics
2 16 (48.48%) Open Source
3 15 (45.45%) DevOps
3 15 (45.45%) Migration
3 15 (45.45%) Systematic Trading
4 12 (36.36%) Data Science
5 10 (30.30%) Machine Learning
6 9 (27.27%) Analytics
7 8 (24.24%) Visualisation
8 7 (21.21%) Statistics
9 6 (18.18%) Computer Science
10 4 (12.12%) B2C
10 4 (12.12%) Linear Regression
10 4 (12.12%) Logistic Regression
10 4 (12.12%) Markov Model
10 4 (12.12%) Operations Research
10 4 (12.12%) Physics
11 3 (9.09%) Anomaly Detection
11 3 (9.09%) Business Intelligence
11 3 (9.09%) Data Modelling
Programming Languages
1 24 (72.73%) Python
2 15 (45.45%) PowerShell
3 13 (39.39%) SQL
4 8 (24.24%) R
5 3 (9.09%) Java
6 2 (6.06%) JavaScript
6 2 (6.06%) PL/SQL
7 1 (3.03%) Java 8
7 1 (3.03%) T-SQL
7 1 (3.03%) VBA
Qualifications
1 33 (100.00%) Degree
2 5 (15.15%) PhD
3 2 (6.06%) Computer Science Degree
Quality Assurance & Compliance
1 2 (6.06%) Data Quality
2 1 (3.03%) QA
Systems Management
1 15 (45.45%) Puppet
Vendors
1 15 (45.45%) NetApp
2 4 (12.12%) Tableau
3 3 (9.09%) Oracle
4 2 (6.06%) Google
5 1 (3.03%) Microsoft