Period
to 6 April 2020

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 6 April 2020 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
England > London
6 months to
6 Apr 2020
Same period 2019 Same period 2018
Rank 506 505 551
Rank change year-on-year -1 +46 -76
Permanent jobs citing Numerate Degree 165 281 293
As % of all permanent jobs advertised in London 0.34% 0.46% 0.42%
As % of the Qualifications category 1.77% 2.13% 1.83%
Number of salaries quoted 141 280 245
Median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +25.00%
10th Percentile £27,500 £41,250 £31,250
90th Percentile £112,500 £107,500 £115,000
England median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% +17.65%

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 9,306 13,166 15,993
As % of all permanent IT jobs advertised in London 19.36% 21.44% 22.86%
Number of salaries quoted 7,020 9,728 12,524
Median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £31,250 £31,250 £31,250
90th Percentile £95,000 £95,000 £91,750
England median annual salary £52,500 £50,000 £48,500
% change year-on-year +5.00% +3.09% +7.78%

Numerate Degree
Job Vacancy Trend in London

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

Job vacancy trend for Numerate Degree in London

Numerate Degree
Salary Trend in London

3-month moving average salary quoted in jobs citing Numerate Degree in London.

Salary trend for Numerate Degree in London

Numerate Degree
Salary Histogram in London

Salary distribution for jobs citing Numerate Degree in London over the 6 months to 6 April 2020.

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 6 April 2020. 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 +12 32 £65,000 -13.33% 6
South London +14 7 £67,500 +3.85%
North London - 1 - -
Numerate Degree
England

For the 6 months to 6 April 2020, 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.

1 165 (100.00%) Degree
2 142 (86.06%) Mathematics
3 99 (60.00%) Finance
4 91 (55.15%) SQL
5 73 (44.24%) Computer Science
6 72 (43.64%) Agile Software Development
7 66 (40.00%) Python
8 55 (33.33%) Computer Science Degree
9 51 (30.91%) Java
10 48 (29.09%) Statistics
11 45 (27.27%) Data Science
12 43 (26.06%) Analytics
13 40 (24.24%) Machine Learning
14 39 (23.64%) C#
15 38 (23.03%) Analytical Skills
16 35 (21.21%) Marketing
17 31 (18.79%) Problem-Solving
18 28 (16.97%) Algorithms
18 28 (16.97%) Visualisation
19 27 (16.36%) SQL Server
20 26 (15.76%) R
20 26 (15.76%) Tableau
20 26 (15.76%) DevOps
21 24 (14.55%) Derivative
21 24 (14.55%) Asset Management
22 23 (13.94%) Economics
23 22 (13.33%) Spring
23 22 (13.33%) Linux
24 21 (12.73%) Oracle
24 21 (12.73%) Hadoop

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 17 (10.30%) Apache Spark
2 5 (3.03%) Jupyter
2 5 (3.03%) SAS
3 4 (2.42%) Confluence
4 1 (0.61%) Elasticsearch
4 1 (0.61%) IBM Domino
4 1 (0.61%) MS Exchange
Applications
1 9 (5.45%) Microsoft Excel
2 5 (3.03%) Microsoft PowerPoint
3 1 (0.61%) EViews
3 1 (0.61%) SPSS
3 1 (0.61%) Stata
Business Applications
1 5 (3.03%) SAP CRM
1 5 (3.03%) SAP ERP
1 5 (3.03%) SAP IS-U
2 1 (0.61%) Adobe Campaign
2 1 (0.61%) Dynamics CRM
Cloud Services
1 12 (7.27%) Azure
2 10 (6.06%) AWS
3 8 (4.85%) Cloud Computing
4 5 (3.03%) SaaS
5 4 (2.42%) Power Platform
6 1 (0.61%) Dynamics 365
6 1 (0.61%) Google Analytics
6 1 (0.61%) Office 365
Database & Business Intelligence
1 27 (16.36%) SQL Server
2 21 (12.73%) Hadoop
3 18 (10.91%) Relational Database
4 16 (9.70%) Big Data
4 16 (9.70%) Data Mining
5 10 (6.06%) MongoDB
5 10 (6.06%) QlikView
6 9 (5.45%) SQL Server Integration Services
6 9 (5.45%) SQL Server Reporting Services
7 8 (4.85%) Blockchain
7 8 (4.85%) PostgreSQL
7 8 (4.85%) SQL Server Analysis Services
8 5 (3.03%) Microsoft Analysis Services
9 4 (2.42%) Azure SQL Database
9 4 (2.42%) Data Warehouse
9 4 (2.42%) Power BI
9 4 (2.42%) Qlik Sense
10 3 (1.82%) SQL Server 2017
11 2 (1.21%) MySQL
11 2 (1.21%) STATISTICA
Development Applications
1 13 (7.88%) JIRA
2 8 (4.85%) TeamCity
2 8 (4.85%) Visual Studio
3 6 (3.64%) Team Foundation Server
4 4 (2.42%) VersionOne
5 3 (1.82%) Artifactory
5 3 (1.82%) GitLab
5 3 (1.82%) JUnit
6 2 (1.21%) Git (software)
6 2 (1.21%) Jenkins
7 1 (0.61%) JIRA Agile
General
1 99 (60.00%) Finance
2 35 (21.21%) Marketing
3 14 (8.48%) Financial Institution
4 11 (6.67%) Back Office
5 10 (6.06%) Banking
6 9 (5.45%) Front Office
7 8 (4.85%) Investment Banking
8 5 (3.03%) Telecoms
9 4 (2.42%) French Language
9 4 (2.42%) German Language
10 3 (1.82%) Advertising
11 2 (1.21%) Games
11 2 (1.21%) Retail
12 1 (0.61%) Italian Language
12 1 (0.61%) Legal
12 1 (0.61%) Military
12 1 (0.61%) Publishing
12 1 (0.61%) Spanish Language
Job Titles
1 70 (42.42%) Developer
2 30 (18.18%) Java Developer
3 29 (17.58%) Data Scientist
4 28 (16.97%) C# Developer
4 28 (16.97%) Graduate
5 22 (13.33%) SQL Developer
6 20 (12.12%) Graduate Developer
7 18 (10.91%) Graduate SQL Developer
8 17 (10.30%) Graduate C# Developer
9 16 (9.70%) Analyst
10 14 (8.48%) Junior
10 14 (8.48%) Senior Data Scientist
11 12 (7.27%) Senior Developer
12 11 (6.67%) Senior Java Developer
13 10 (6.06%) Data Analyst
13 10 (6.06%) Lead Developer
13 10 (6.06%) Lead Java Developer
14 8 (4.85%) Blockchain Developer
15 6 (3.64%) Blockchain Lead
15 6 (3.64%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 22 (13.33%) Spring
2 11 (6.67%) J2EE
2 11 (6.67%) J2SE
2 11 (6.67%) JDBC
2 11 (6.67%) Spring Boot
2 11 (6.67%) Web Services
3 8 (4.85%) Natural Language Processing
3 8 (4.85%) RESTful
3 8 (4.85%) RxJava
4 5 (3.03%) AngularJS
4 5 (3.03%) NumPy
4 5 (3.03%) SciPy
5 4 (2.42%) .NET
5 4 (2.42%) Pandas
5 4 (2.42%) PyTorch
5 4 (2.42%) scikit-learn
6 3 (1.82%) JSON
6 3 (1.82%) React
6 3 (1.82%) REST
6 3 (1.82%) SpaCy
Miscellaneous
1 38 (23.03%) Analytical Skills
2 28 (16.97%) Algorithms
3 24 (14.55%) Derivative
4 14 (8.48%) Fixed Income
5 13 (7.88%) Renewable Energy
6 11 (6.67%) Mobile App
7 8 (4.85%) Foreign Exchange (FX)
7 8 (4.85%) Self-Motivation
7 8 (4.85%) Virtual Team
8 7 (4.24%) Enterprise Software
9 6 (3.64%) Analytical Mindset
9 6 (3.64%) Data Structures
10 5 (3.03%) Equities
11 3 (1.82%) Hedge funds
11 3 (1.82%) Market Risk
12 2 (1.21%) Blog
12 2 (1.21%) N-Tier
12 2 (1.21%) Private Cloud
12 2 (1.21%) Reference Data
13 1 (0.61%) Reinsurance
Operating Systems
1 22 (13.33%) Linux
2 11 (6.67%) Android
2 11 (6.67%) Apple iOS
2 11 (6.67%) CentOS
3 10 (6.06%) Windows
4 1 (0.61%) Unix
4 1 (0.61%) Windows Server
Processes & Methodologies
1 142 (86.06%) Mathematics
2 73 (44.24%) Computer Science
3 72 (43.64%) Agile Software Development
4 48 (29.09%) Statistics
5 45 (27.27%) Data Science
6 43 (26.06%) Analytics
7 40 (24.24%) Machine Learning
8 31 (18.79%) Problem-Solving
9 28 (16.97%) Visualisation
10 26 (15.76%) DevOps
11 24 (14.55%) Asset Management
12 23 (13.94%) Economics
13 20 (12.12%) Business Intelligence
14 19 (11.52%) Physics
15 18 (10.91%) Data Analysis
15 18 (10.91%) Data Visualisation
16 16 (9.70%) Artificial Intelligence
16 16 (9.70%) Fintech
17 15 (9.09%) Data Analytics
18 14 (8.48%) Statistical Modelling
Programming Languages
1 91 (55.15%) SQL
2 66 (40.00%) Python
3 51 (30.91%) Java
4 39 (23.64%) C#
5 26 (15.76%) R
6 20 (12.12%) C++
7 13 (7.88%) PL/SQL
8 10 (6.06%) C
9 8 (4.85%) MATLAB
10 7 (4.24%) Scala
11 6 (3.64%) JavaScript
12 4 (2.42%) Perl
13 3 (1.82%) VBA
14 2 (1.21%) Data Analysis Expressions (DAX)
14 2 (1.21%) F#
14 2 (1.21%) Haskell
14 2 (1.21%) VB
15 1 (0.61%) Julia
15 1 (0.61%) Ruby
15 1 (0.61%) TypeScript
Qualifications
1 165 (100.00%) Degree
2 55 (33.33%) Computer Science Degree
3 15 (9.09%) PhD
4 5 (3.03%) CFA
4 5 (3.03%) Master's Degree
4 5 (3.03%) MBA
5 4 (2.42%) PRINCE2 Certification
6 3 (1.82%) Security Cleared
7 1 (0.61%) SC Cleared
Quality Assurance & Compliance
1 6 (3.64%) QA
2 5 (3.03%) Data Quality
System Software
1 10 (6.06%) Docker
2 1 (0.61%) Active Directory
Systems Management
1 7 (4.24%) Kubernetes
2 5 (3.03%) Istio
3 4 (2.42%) Kibana
4 3 (1.82%) Prometheus
5 1 (0.61%) logstash
Vendors
1 26 (15.76%) Tableau
2 21 (12.73%) Oracle
3 6 (3.64%) SAP
4 4 (2.42%) CA Agile Central
5 3 (1.82%) Microsoft
6 2 (1.21%) Alteryx
6 2 (1.21%) Cognizant
6 2 (1.21%) Salesforce.com
7 1 (0.61%) Adobe
7 1 (0.61%) Bloomberg
7 1 (0.61%) Cadence
7 1 (0.61%) Google
7 1 (0.61%) Reuters