Period
to 16 December 2017

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 16 December 2017 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
16 Dec 2017
Same period 2016 Same period 2015
Rank 278 269 322
Rank change year-on-year -9 +53 +10
Permanent jobs citing Numerate Degree 50 88 84
As % of all permanent IT jobs advertised in the City of London 0.48% 0.78% 0.52%
As % of the Qualifications category 2.22% 3.37% 2.15%
Number of salaries quoted 43 83 73
City of London median annual salary £60,000 £62,500 £50,000
Median salary % change year-on-year -4.00% +25.00% -9.09%
10th Percentile £34,000 £37,500 £30,200
90th Percentile £133,500 £112,500 £82,500
Central London median annual salary £57,500 £62,500 £50,000
% change year-on-year -8.00% +25.00% -4.76%

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 2253 2613 3912
As % of all permanent IT jobs advertised in the City of London 21.74% 23.07% 24.41%
Number of salaries quoted 2007 2328 3393
City of London median annual salary £57,500 £57,500 £55,000
Median salary % change year-on-year - +4.55% +10.00%
10th Percentile £30,500 £31,250 £29,250
90th Percentile £92,500 £95,000 £85,000
Central London median annual salary £55,000 £55,000 £55,000

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 16 December 2017.

Salary histogram for Numerate Degree in the City of London

For the 6 months to 16 December 2017, IT jobs citing Numerate Degree also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for Numerate Degree.

1 50 (100.00%) Degree
2 38 (76.00%) Mathematics
3 31 (62.00%) Finance
4 24 (48.00%) Computer Science
5 21 (42.00%) Python
6 15 (30.00%) SQL
7 14 (28.00%) C++
7 14 (28.00%) Algorithms
8 13 (26.00%) Statistics
9 11 (22.00%) Computer Science Degree
10 10 (20.00%) Multithreading
11 9 (18.00%) Physics
11 9 (18.00%) Analytical Skills
11 9 (18.00%) Business Intelligence
12 8 (16.00%) Java
12 8 (16.00%) Unix
12 8 (16.00%) Linux
12 8 (16.00%) Agile Software Development
12 8 (16.00%) Banking
13 7 (14.00%) TCP/IP
13 7 (14.00%) Microservices
13 7 (14.00%) Data Structures
13 7 (14.00%) ggplot2
13 7 (14.00%) Multithreaded Programming
13 7 (14.00%) NumPy
13 7 (14.00%) Low Latency
13 7 (14.00%) Pandas
14 6 (12.00%) Meraki
14 6 (12.00%) Docker
14 6 (12.00%) Analytics

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 4 (8.00%) Apache Spark
2 3 (6.00%) SAS
3 1 (2.00%) DataSynapse
3 1 (2.00%) NServiceBus
Applications
1 2 (4.00%) Microsoft Excel
Cloud Services
1 2 (4.00%) Amazon AWS
2 1 (2.00%) Cloud Computing
2 1 (2.00%) Microsoft Azure
2 1 (2.00%) OpenShift
Communications & Networking
1 7 (14.00%) TCP/IP
2 6 (12.00%) BGP
2 6 (12.00%) Cisco IOS
2 6 (12.00%) DHCP
2 6 (12.00%) DNS
2 6 (12.00%) EIGRP
2 6 (12.00%) LAN
2 6 (12.00%) MPLS
2 6 (12.00%) NX-OS
2 6 (12.00%) Plixer Scrutinizer
2 6 (12.00%) SNMP
2 6 (12.00%) VLAN
2 6 (12.00%) WAN
2 6 (12.00%) Wi-Fi
2 6 (12.00%) Wireless
2 6 (12.00%) Wireshark
Database & Business Intelligence
1 4 (8.00%) Hadoop
2 3 (6.00%) Big Data
2 3 (6.00%) NoSQL
3 2 (4.00%) SQL Server
3 2 (4.00%) SQL Server Integration Services
3 2 (4.00%) SQL Server Reporting Services
4 1 (2.00%) Apache Cassandra
4 1 (2.00%) Apache Hive
4 1 (2.00%) Apache Zeppelin
4 1 (2.00%) BusinessObjects
4 1 (2.00%) Geospatial Data
4 1 (2.00%) GIS
4 1 (2.00%) HBase
4 1 (2.00%) MongoDB
4 1 (2.00%) Parquet
4 1 (2.00%) QlikView
4 1 (2.00%) Spark SQL
Development Applications
1 4 (8.00%) GCC
2 1 (2.00%) Jenkins
General
1 31 (62.00%) Finance
2 8 (16.00%) Banking
3 6 (12.00%) Front Office
4 3 (6.00%) Investment Banking
4 3 (6.00%) Legal
5 2 (4.00%) Financial Institution
5 2 (4.00%) International Banking
5 2 (4.00%) Retail
6 1 (2.00%) Local Government
6 1 (2.00%) Marketing
Job Titles
1 19 (38.00%) Developer
2 11 (22.00%) Analyst
3 8 (16.00%) C++ Developer
4 7 (14.00%) Quantitative Developer
5 6 (12.00%) Data Manager
5 6 (12.00%) Network Engineer
6 5 (10.00%) Software Developer
7 4 (8.00%) C++ Software Developer
7 4 (8.00%) Data Analyst
7 4 (8.00%) Network Support
7 4 (8.00%) Network Support Engineer
7 4 (8.00%) Support Engineer
8 2 (4.00%) C++ Programmer
8 2 (4.00%) C++ Quantitative Developer
8 2 (4.00%) Credit Analyst
8 2 (4.00%) MATLAB Developer
8 2 (4.00%) Python Developer
8 2 (4.00%) Quantitative Programmer
8 2 (4.00%) R Developer
8 2 (4.00%) Technical Analyst
Libraries, Frameworks & Software Standards
1 7 (14.00%) ggplot2
1 7 (14.00%) NumPy
1 7 (14.00%) Pandas
2 5 (10.00%) Kafka
3 4 (8.00%) RabbitMQ
4 3 (6.00%) .NET
4 3 (6.00%) Boost C++ Libraries
4 3 (6.00%) Node.js
4 3 (6.00%) STL
5 2 (4.00%) FIX Protocol
6 1 (2.00%) .NET Framework
6 1 (2.00%) Apache Avro
6 1 (2.00%) Django
6 1 (2.00%) HTML
6 1 (2.00%) HTML5
6 1 (2.00%) JMS
6 1 (2.00%) REST
6 1 (2.00%) Web Services
6 1 (2.00%) WPF
6 1 (2.00%) XML
Miscellaneous
1 24 (48.00%) Computer Science
2 14 (28.00%) Algorithms
3 9 (18.00%) Analytical Skills
4 7 (14.00%) Data Structures
5 6 (12.00%) Data Centre
6 5 (10.00%) Equities
6 5 (10.00%) Fintech
7 3 (6.00%) Greenfield Project
8 2 (4.00%) Credit Risk
8 2 (4.00%) Derivative
8 2 (4.00%) Fixed Income
8 2 (4.00%) Foreign Exchange (FX)
8 2 (4.00%) Hedge funds
9 1 (2.00%) Clustering
9 1 (2.00%) Management Information System
Operating Systems
1 8 (16.00%) Linux
1 8 (16.00%) Unix
2 2 (4.00%) Windows
Processes & Methodologies
1 38 (76.00%) Mathematics
2 13 (26.00%) Statistics
3 10 (20.00%) Multithreading
4 9 (18.00%) Business Intelligence
4 9 (18.00%) Physics
5 8 (16.00%) Agile Software Development
6 7 (14.00%) Low Latency
6 7 (14.00%) Microservices
6 7 (14.00%) Multithreaded Programming
7 6 (12.00%) Analytics
7 6 (12.00%) Asset Management
7 6 (12.00%) Machine Learning
8 5 (10.00%) Mentoring
9 4 (8.00%) OO
9 4 (8.00%) Stakeholder Management
10 3 (6.00%) Quantitative Finance
10 3 (6.00%) Risk Management
10 3 (6.00%) Software Architecture
10 3 (6.00%) Stakeholder Engagement
10 3 (6.00%) Visualisation
Programming Languages
1 21 (42.00%) Python
2 15 (30.00%) SQL
3 14 (28.00%) C++
4 8 (16.00%) Java
5 4 (8.00%) R
6 2 (4.00%) C
6 2 (4.00%) C#
6 2 (4.00%) JavaScript
6 2 (4.00%) MATLAB
7 1 (2.00%) Bash Shell
7 1 (2.00%) ES6
7 1 (2.00%) Perl
7 1 (2.00%) Ruby
Qualifications
1 50 (100.00%) Degree
2 11 (22.00%) Computer Science Degree
3 6 (12.00%) CCDP
3 6 (12.00%) CCNP
3 6 (12.00%) Cisco Certification
3 6 (12.00%) PhD
4 3 (6.00%) Master's Degree
5 1 (2.00%) ISEB
5 1 (2.00%) ISTQB
Quality Assurance & Compliance
1 1 (2.00%) QA
System Software
1 6 (12.00%) Docker
2 1 (2.00%) Apache ZooKeeper
2 1 (2.00%) HDFS
Systems Management
1 2 (4.00%) Opscode Chef
1 2 (4.00%) Puppet
2 1 (2.00%) Ansible
2 1 (2.00%) Business Desktop Deployment
2 1 (2.00%) Docker Swarm
2 1 (2.00%) Kubernetes
2 1 (2.00%) Mesos
2 1 (2.00%) MOM
2 1 (2.00%) Salt
Vendors
1 6 (12.00%) Cisco
1 6 (12.00%) Meraki
1 6 (12.00%) Splunk
2 2 (4.00%) Tableau
3 1 (2.00%) Microsoft
3 1 (2.00%) Solace