Period
to 22 September 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 22 September 2018 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
England > North West
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 303 338 329
Rank change year-on-year +35 -9 +12
Permanent jobs citing Numerate Degree 49 24 29
As % of all permanent IT jobs advertised in the North West 0.41% 0.18% 0.24%
As % of the Qualifications category 1.97% 0.83% 1.04%
Number of salaries quoted 26 12 26
North West median annual salary £65,000 £36,750 £30,000
Median salary % change year-on-year +76.87% +22.50% -25.00%
10th Percentile £29,375 £30,250 £20,875
90th Percentile £91,250 £65,375 £58,500
England median annual salary £55,000 £42,500 £42,500
% change year-on-year +29.41% - -

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 North West with a requirement for academic qualifications or professional certifications.

All Academic and Professional Certifications
North West
Permanent vacancies requiring academic qualifications or professional certifications 2,484 2,887 2,791
As % of all permanent IT jobs advertised in the North West 20.95% 22.01% 23.41%
Number of salaries quoted 1,888 2,211 2,267
North West median annual salary £44,000 £40,001 £40,000
Median salary % change year-on-year +10.00% +0.00% -
10th Percentile £23,750 £22,500 £25,000
90th Percentile £68,750 £65,000 £60,000
England median annual salary £50,000 £47,500 £46,500
% change year-on-year +5.26% +2.15% +3.33%

Numerate Degree
Job Vacancy Trend in the North West

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

Job vacancy trend for Numerate Degree in the North West

Numerate Degree
Salary Trend in the North West

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

Salary trend for Numerate Degree in the North West

Numerate Degree
Salary Histogram in the North West

The salary distribution of IT jobs citing Numerate Degree in the North West over the 6 months to 22 September 2018.

Salary histogram for Numerate Degree in the North West

Numerate Degree
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Numerate Degree within the North West region over the 6 months to 22 September 2018. 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
Manchester +36 42 £70,000 +75.00%
Cheshire +7 4 £55,000 +57.14%
Merseyside - 2 £40,000 -
Lancashire - 1 - -
Numerate Degree
England

For the 6 months to 22 September 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 North West region with a requirement for Numerate Degree.

1 49 (100.00%) Degree
2 39 (79.59%) Python
3 30 (61.22%) Agile Software Development
4 26 (53.06%) C
5 25 (51.02%) Mathematics
6 22 (44.90%) Java
6 22 (44.90%) DevOps
7 20 (40.82%) SDLC
7 20 (40.82%) Continuous Integration
8 19 (38.78%) Time Management
8 19 (38.78%) C++
9 18 (36.73%) Big Data
10 17 (34.69%) Computer Science
11 16 (32.65%) Security Cleared
11 16 (32.65%) Perl
12 15 (30.61%) Linux
13 14 (28.57%) Scrum
13 14 (28.57%) VMware
13 14 (28.57%) Information Security
13 14 (28.57%) VMware Infrastructure
13 14 (28.57%) Hyper-V
13 14 (28.57%) Test Automation
13 14 (28.57%) Test Scripting
13 14 (28.57%) Amazon AWS
14 13 (26.53%) R
14 13 (26.53%) TDD
15 12 (24.49%) DV Cleared
15 12 (24.49%) Data Science
16 11 (22.45%) Computer Science Degree
16 11 (22.45%) Apache Spark

Numerate Degree
Co-occurring IT Skills in the North West 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 11 (22.45%) Apache Spark
2 9 (18.37%) Apache
3 2 (4.08%) Apache Pig
4 1 (2.04%) Jupyter
4 1 (2.04%) SAS
Applications
1 2 (4.08%) Microsoft Excel
2 1 (2.04%) Microsoft Office
2 1 (2.04%) Microsoft PowerPoint
Cloud Services
1 14 (28.57%) Amazon AWS
2 11 (22.45%) Amazon EC2
3 9 (18.37%) Amazon EMR
4 8 (16.33%) Cloud Computing
5 4 (8.16%) Amazon S3
6 2 (4.08%) Amazon SQS
6 2 (4.08%) AWS Lambda
6 2 (4.08%) Microsoft Azure
6 2 (4.08%) Serverless
Communications & Networking
1 6 (12.24%) Internet
Database & Business Intelligence
1 18 (36.73%) Big Data
2 11 (22.45%) Hadoop
3 9 (18.37%) Amazon Athena
3 9 (18.37%) Amazon Redshift
3 9 (18.37%) Flink
3 9 (18.37%) MongoDB
3 9 (18.37%) NoSQL
3 9 (18.37%) SQL Server
4 3 (6.12%) Power BI
5 2 (4.08%) Amazon Aurora
5 2 (4.08%) Amazon RDS
5 2 (4.08%) MySQL
5 2 (4.08%) QlikView
6 1 (2.04%) GIS
6 1 (2.04%) Relational Database
Development Applications
1 11 (22.45%) Cucumber
1 11 (22.45%) Selenium
2 9 (18.37%) JIRA
3 6 (12.24%) SQL Server Management Studio (SSMS)
4 2 (4.08%) Bitbucket
4 2 (4.08%) Mercurial
4 2 (4.08%) ReSharper
4 2 (4.08%) Visual Studio
5 1 (2.04%) Git (software)
General
1 11 (22.45%) Military
2 4 (8.16%) Electronics
2 4 (8.16%) Finance
3 3 (6.12%) Marketing
Job Titles
1 14 (28.57%) Test Engineer
2 13 (26.53%) Integration Engineer
2 13 (26.53%) Test and Integration Engineer
3 11 (22.45%) Senior Integration Engineer
3 11 (22.45%) Senior Test and Integration Engineer
3 11 (22.45%) Senior Test Engineer
4 8 (16.33%) Data Scientist
5 6 (12.24%) Data Engineer
5 6 (12.24%) Software Engineer
6 5 (10.20%) Architect
6 5 (10.20%) Data Architect
6 5 (10.20%) Junior
6 5 (10.20%) Senior Architect
6 5 (10.20%) Senior Data Architect
7 4 (8.16%) Big Data Engineer
7 4 (8.16%) Graduate
7 4 (8.16%) Graduate Software Engineer
8 3 (6.12%) Developer
8 3 (6.12%) Senior Data Engineer
8 3 (6.12%) Senior Manager
Libraries, Frameworks & Software Standards
1 11 (22.45%) Kafka
2 9 (18.37%) Web Services
3 8 (16.33%) Spark Streaming
4 2 (4.08%) .NET
4 2 (4.08%) .NET Framework
4 2 (4.08%) ASP.NET Web API
4 2 (4.08%) Entity Framework
4 2 (4.08%) jQuery
4 2 (4.08%) KnockoutJS
4 2 (4.08%) Lambda Expressions
4 2 (4.08%) LINQ
4 2 (4.08%) YAML
5 1 (2.04%) NumPy
5 1 (2.04%) Pandas
5 1 (2.04%) SciPy
Miscellaneous
1 17 (34.69%) Computer Science
2 6 (12.24%) Internet of Things
3 5 (10.20%) Analytical Skills
4 2 (4.08%) Video\Live Streaming
5 1 (2.04%) Algorithms
5 1 (2.04%) Hedge funds
5 1 (2.04%) Infotainment
5 1 (2.04%) Renewable Energy
Operating Systems
1 15 (30.61%) Linux
2 2 (4.08%) Windows
2 2 (4.08%) Windows 10
Processes & Methodologies
1 30 (61.22%) Agile Software Development
2 25 (51.02%) Mathematics
3 22 (44.90%) DevOps
4 20 (40.82%) Continuous Integration
4 20 (40.82%) SDLC
5 19 (38.78%) Time Management
6 14 (28.57%) Information Security
6 14 (28.57%) Scrum
6 14 (28.57%) Test Automation
6 14 (28.57%) Test Scripting
7 13 (26.53%) TDD
8 12 (24.49%) Data Science
9 11 (22.45%) Analytics
9 11 (22.45%) Validation
10 9 (18.37%) Data Modelling
10 9 (18.37%) Machine Learning
10 9 (18.37%) Software Delivery
11 8 (16.33%) Data Engineering
11 8 (16.33%) Data Ingestion
11 8 (16.33%) Open Source
Programming Languages
1 39 (79.59%) Python
2 26 (53.06%) C
3 22 (44.90%) Java
4 19 (38.78%) C++
5 16 (32.65%) Perl
6 13 (26.53%) R
7 11 (22.45%) Scala
7 11 (22.45%) SQL
8 2 (4.08%) C#
8 2 (4.08%) JavaScript
9 1 (2.04%) MATLAB
Qualifications
1 49 (100.00%) Degree
2 16 (32.65%) Security Cleared
3 12 (24.49%) DV Cleared
4 11 (22.45%) Computer Science Degree
5 10 (20.41%) PhD
6 6 (12.24%) Master's Degree
7 4 (8.16%) SC Cleared
8 1 (2.04%) BPSS Clearance
Quality Assurance & Compliance
1 1 (2.04%) Data Quality
System Software
1 14 (28.57%) Hyper-V
1 14 (28.57%) VMware Infrastructure
Vendors
1 14 (28.57%) VMware
2 9 (18.37%) CA Agile Central
3 3 (6.12%) Tableau
4 1 (2.04%) Cognos
4 1 (2.04%) Google
4 1 (2.04%) Microsoft
4 1 (2.04%) WorldPay