Period
to

The following table provides summary statistics for permanent job vacancies with an option to work from home (WFH) with a requirement for Numerate Degree qualifications. Included is a benchmarking guide to the salaries offered over the 6 months to 11 August 2022 with a comparison to the same period in the previous 2 years.

Numerate Degree (Degree in Mathematics)
UK > Work from Home
6 months to
11 Aug 2022
Same period 2021 Same period 2020
Rank 563 479 288
Rank change year-on-year -84 -191 0
Permanent jobs citing Numerate Degree 339 163 18
As % of all permanent jobs with a WFH option 0.45% 0.40% 0.20%
As % of the Qualifications category 2.17% 2.18% 1.31%
Number of salaries quoted 130 72 18
10th Percentile £31,680 £40,200 £32,500
25th Percentile £42,500 £46,250 £37,375
Median annual salary (50th Percentile) £62,500 £52,500 £43,000
Median % change year-on-year +19.05% +22.09% -21.82%
75th Percentile £80,000 £62,500 £49,000
90th Percentile £92,500 £72,500 £58,875
UK median annual salary £62,500 £55,000 £50,000
% change year-on-year +13.64% +10.00% +20.48%

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 with a WFH option and a requirement for academic qualifications or professional certifications.

All Academic and Professional Certifications
Work from Home
Permanent vacancies requiring academic qualifications or professional certifications 15,601 7,493 1,379
As % of all permanent jobs with a WFH option 20.57% 18.39% 15.62%
Number of salaries quoted 8,150 4,972 1,083
10th Percentile £32,500 £32,500 £31,550
25th Percentile £42,500 £41,250 £40,000
Median annual salary (50th Percentile) £58,454 £55,000 £52,500
Median % change year-on-year +6.28% +4.76% -7.37%
75th Percentile £77,500 £72,500 £72,500
90th Percentile £92,500 £86,250 £82,500
UK median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

Numerate Degree
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Numerate Degree as a proportion of all IT jobs advertised.

Numerate Degree trend for jobs with a WFH option

Numerate Degree
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Numerate Degree.

Numerate Degree salary trend for jobs with a WFH option

Numerate Degree
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Numerate Degree over the 6 months to 11 August 2022.

Numerate Degree salary histogram for jobs with a WFH option

For the 6 months to 11 August 2022, Numerate Degree job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Numerate Degree.

1 329 (97.05%) Degree
2 269 (79.35%) Mathematics
3 194 (57.23%) Computer Science
4 148 (43.66%) Analytics
5 142 (41.89%) Social Skills
5 142 (41.89%) Python
6 134 (39.53%) SQL
7 119 (35.10%) Statistics
8 108 (31.86%) Agile
9 93 (27.43%) Data Science
10 86 (25.37%) AWS
11 83 (24.48%) Finance
12 70 (20.65%) TypeScript
13 68 (20.06%) Analytical Skills
13 68 (20.06%) Physics
14 66 (19.47%) Computer Science Degree
15 62 (18.29%) Java
15 62 (18.29%) Microservices
16 61 (17.99%) DevOps
17 59 (17.40%) DynamoDB
17 59 (17.40%) Serverless
17 59 (17.40%) Amazon S3
18 58 (17.11%) Full Stack Development
18 58 (17.11%) React
19 56 (16.52%) Jenkins
20 55 (16.22%) Azure
21 54 (15.93%) Decision-Making
22 53 (15.63%) R
22 53 (15.63%) JavaScript
23 52 (15.34%) SAS

Numerate Degree
Co-occurring IT Skills with a WFH Option 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 52 (15.34%) SAS
2 15 (4.42%) Apache
3 14 (4.13%) Apache Airflow
4 6 (1.77%) Confluence
5 1 (0.29%) Apache Spark
5 1 (0.29%) Jupyter
5 1 (0.29%) Openfire
Applications
1 26 (7.67%) Microsoft Excel
2 16 (4.72%) Microsoft PowerPoint
3 2 (0.59%) Microsoft Office
Business Applications
1 14 (4.13%) Payment Gateway
2 9 (2.65%) Dynamics CRM
2 9 (2.65%) Oracle Financials
Cloud Services
1 86 (25.37%) AWS
2 59 (17.40%) Amazon S3
2 59 (17.40%) Serverless
3 55 (16.22%) Azure
4 49 (14.45%) GCP
5 47 (13.86%) GitHub
6 46 (13.57%) AWS Lambda
7 45 (13.27%) Amazon EC2
7 45 (13.27%) Amazon SQS
7 45 (13.27%) CloudFront
8 35 (10.32%) GitHub Actions
9 34 (10.03%) Power Platform
10 27 (7.96%) Amazon Cognito
11 20 (5.90%) Cloud Computing
11 20 (5.90%) SaaS
12 18 (5.31%) Azure DevOps
13 14 (4.13%) AWS CloudFormation
13 14 (4.13%) Microsoft 365
14 11 (3.24%) Google Play
15 10 (2.95%) Amazon ECS
Communications & Networking
1 14 (4.13%) SMS
2 12 (3.54%) HTTP
3 3 (0.88%) DAB
3 3 (0.88%) IPsec
3 3 (0.88%) SSL
3 3 (0.88%) TCP/IP
3 3 (0.88%) VPN
4 2 (0.59%) Radio Access Network
Database & Business Intelligence
1 59 (17.40%) DynamoDB
2 46 (13.57%) BigQuery
2 46 (13.57%) NoSQL
3 36 (10.62%) Amazon RDS
4 27 (7.96%) Power BI
5 25 (7.37%) Data Warehouse
6 24 (7.08%) Tableau
7 18 (5.31%) MongoDB
7 18 (5.31%) Oracle Database
8 15 (4.42%) Data Mining
9 14 (4.13%) Amazon Athena
9 14 (4.13%) Amazon Aurora
9 14 (4.13%) Amazon QuickSight
9 14 (4.13%) MySQL
10 11 (3.24%) Big Data
10 11 (3.24%) Redash
10 11 (3.24%) SQL Server Integration Services
11 9 (2.65%) Azure SQL Data Warehouse
12 7 (2.06%) Data Lake
12 7 (2.06%) Metadata
Development Applications
1 56 (16.52%) Jenkins
2 35 (10.32%) Cypress.io
3 20 (5.90%) GitLab
4 9 (2.65%) SQL Server Management Studio (SSMS)
5 8 (2.36%) Git (software)
6 7 (2.06%) JIRA
7 2 (0.59%) Selenium
7 2 (0.59%) Visual Studio
8 1 (0.29%) JMeter
8 1 (0.29%) JUnit
8 1 (0.29%) LoadRunner
8 1 (0.29%) Subversion
8 1 (0.29%) TeamCity
General
1 142 (41.89%) Social Skills
2 83 (24.48%) Finance
3 68 (20.06%) Analytical Skills
4 32 (9.44%) Pharmaceutical
5 27 (7.96%) Marketing
6 21 (6.19%) Retail
7 17 (5.01%) Presentation Skills
7 17 (5.01%) Telecoms
8 15 (4.42%) Banking
8 15 (4.42%) French Language
8 15 (4.42%) Portuguese Language
8 15 (4.42%) Spanish Language
9 13 (3.83%) Social Science
10 11 (3.24%) Inclusion and Diversity
10 11 (3.24%) Law
11 8 (2.36%) Back Office
11 8 (2.36%) Public Sector
12 7 (2.06%) Legal
13 5 (1.47%) Front Office
14 3 (0.88%) Advertising
Job Titles
1 65 (19.17%) Developer
2 47 (13.86%) Analyst
3 44 (12.98%) Software Engineer
4 38 (11.21%) Data Scientist
5 37 (10.91%) Programmer
6 32 (9.44%) Data Analyst
7 29 (8.55%) Data Engineer
8 21 (6.19%) Full Stack Developer
9 20 (5.90%) Statistical Programmer
10 18 (5.31%) Architect
10 18 (5.31%) Senior Software Engineer
11 17 (5.01%) SAS Programmer
12 16 (4.72%) Backend Developer
12 16 (4.72%) Data Manager
12 16 (4.72%) Senior Analyst
13 15 (4.42%) JavaScript Developer
14 14 (4.13%) DevOps Engineer
14 14 (4.13%) Senior DevOps
14 14 (4.13%) Senior DevOps Engineer
15 12 (3.54%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 58 (17.11%) React
2 45 (13.27%) Node.js
2 45 (13.27%) Redux
3 35 (10.32%) Jest
4 31 (9.14%) .NET
5 27 (7.96%) Spring
5 27 (7.96%) Spring Boot
6 24 (7.08%) Apollo GraphQL
6 24 (7.08%) GraphQL
7 19 (5.60%) Java EE
7 19 (5.60%) TensorFlow
8 18 (5.31%) .NET Framework
9 14 (4.13%) PyTorch
9 14 (4.13%) REST
9 14 (4.13%) WF
10 13 (3.83%) AngularJS
10 13 (3.83%) ARM Templates
10 13 (3.83%) RESTful
10 13 (3.83%) Web Services
11 12 (3.54%) ASP.NET
Miscellaneous
1 37 (10.91%) Hackathon
2 31 (9.14%) Self-Motivation
3 26 (7.67%) Cloud Native
4 17 (5.01%) Algorithms
4 17 (5.01%) Data Structures
5 14 (4.13%) Client/Server
5 14 (4.13%) Life Science
5 14 (4.13%) Mobile App
5 14 (4.13%) Virtual Team
6 10 (2.95%) Housing Association
7 9 (2.65%) Reference Data
8 8 (2.36%) Biotechnology
8 8 (2.36%) Management Information System
8 8 (2.36%) Private Cloud
9 7 (2.06%) Greenfield Project
10 6 (1.77%) Credit Risk
11 5 (1.47%) Fixed Income
11 5 (1.47%) User Experience
12 3 (0.88%) FMCG
12 3 (0.88%) Low-Code
Operating Systems
1 20 (5.90%) Windows
2 15 (4.42%) Linux
3 13 (3.83%) Android
4 5 (1.47%) Windows Server
5 3 (0.88%) Mac OS
5 3 (0.88%) Ubuntu
6 1 (0.29%) Unix
Processes & Methodologies
1 269 (79.35%) Mathematics
2 194 (57.23%) Computer Science
3 148 (43.66%) Analytics
4 119 (35.10%) Statistics
5 108 (31.86%) Agile
6 93 (27.43%) Data Science
7 68 (20.06%) Physics
8 62 (18.29%) Microservices
9 61 (17.99%) DevOps
10 58 (17.11%) Full Stack Development
11 54 (15.93%) Decision-Making
12 51 (15.04%) Machine Learning
13 50 (14.75%) Software Engineering
14 46 (13.57%) CI/CD
14 46 (13.57%) TDD
15 45 (13.27%) Business Intelligence
16 39 (11.50%) Statistical Modelling
17 38 (11.21%) Artificial Intelligence
18 36 (10.62%) Chemistry
18 36 (10.62%) Problem-Solving
Programming Languages
1 142 (41.89%) Python
2 134 (39.53%) SQL
3 70 (20.65%) TypeScript
4 62 (18.29%) Java
5 53 (15.63%) JavaScript
5 53 (15.63%) R
6 29 (8.55%) C#
7 23 (6.78%) C
8 21 (6.19%) C++
9 20 (5.90%) Bash
9 20 (5.90%) Ruby
10 15 (4.42%) Scala
11 13 (3.83%) Kotlin
12 12 (3.54%) T-SQL
13 6 (1.77%) MATLAB
14 4 (1.18%) Julia
15 3 (0.88%) Perl
16 2 (0.59%) Data Analysis Expressions (DAX)
16 2 (0.59%) Go
16 2 (0.59%) VB
Qualifications
1 329 (97.05%) Degree
2 66 (19.47%) Computer Science Degree
3 24 (7.08%) AWS Certification
4 17 (5.01%) Security Cleared
5 13 (3.83%) PhD
6 12 (3.54%) Master's Degree
7 10 (2.95%) Microsoft Certification
8 9 (2.65%) SC Cleared
9 6 (1.77%) MBA
10 3 (0.88%) ACCA
11 2 (0.59%) ISEB
11 2 (0.59%) ISTQB
Quality Assurance & Compliance
1 34 (10.03%) CDISC
2 14 (4.13%) GDPR
3 13 (3.83%) Data Quality
4 6 (1.77%) QA
5 5 (1.47%) Accessibility
6 4 (1.18%) ISO 31000
7 1 (0.29%) Actionable Recommendations
7 1 (0.29%) ISO/IEC 27001
System Software
1 24 (7.08%) Docker
2 8 (2.36%) Hyper-V
2 8 (2.36%) VMware Infrastructure
3 2 (0.59%) Virtual Machines
Systems Management
1 43 (12.68%) Kubernetes
2 30 (8.85%) Terraform
3 3 (0.88%) AirWatch
Vendors
1 50 (14.75%) Google
2 42 (12.39%) Oracle
3 34 (10.03%) Microsoft
4 21 (6.19%) Apple
5 10 (2.95%) Cadence
5 10 (2.95%) SAP
6 8 (2.36%) VMware
7 5 (1.47%) ION Trading
8 3 (0.88%) Atlassian
8 3 (0.88%) Automation Anywhere
8 3 (0.88%) Blue Prism
8 3 (0.88%) Dataiku
8 3 (0.88%) UiPath
9 2 (0.59%) HP
9 2 (0.59%) IBM
9 2 (0.59%) Teradata
10 1 (0.29%) Adobe