Clean Code
UK

The following table provides summary statistics for permanent job vacancies with a requirement for Clean Code skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Clean Code over the 6 months to 12 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
12 May 2024
Same period 2023 Same period 2022
Rank 325 228 172
Rank change year-on-year -97 -56 +33
Permanent jobs citing Clean Code 887 1,610 3,746
As % of all permanent jobs advertised in the UK 0.89% 1.59% 2.37%
As % of the Processes & Methodologies category 1.04% 1.66% 2.48%
Number of salaries quoted 705 837 1,071
10th Percentile £36,250 £46,050 £37,500
25th Percentile £42,500 £55,000 £45,000
Median annual salary (50th Percentile) £60,000 £70,000 £62,500
Median % change year-on-year -14.29% +12.00% +4.17%
75th Percentile £75,000 £92,500 £81,250
90th Percentile £95,000 £105,000 £100,000
UK excluding London median annual salary £50,000 £57,500 £50,000
% change year-on-year -13.04% +15.00% -

All Process and Methodology Skills
UK

Clean Code is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 84,952 96,876 150,957
As % of all permanent jobs advertised in the UK 85.57% 95.60% 95.70%
Number of salaries quoted 59,894 57,115 82,331
10th Percentile £29,002 £34,000 £33,515
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,000 £60,000
Median % change year-on-year -9.84% +1.67% +9.09%
75th Percentile £72,500 £81,250 £80,000
90th Percentile £92,500 £100,000 £96,250
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +9.38%

Clean Code
Job Vacancy Trend

Job postings citing Clean Code as a proportion of all IT jobs advertised.

Job vacancy trend for Clean Code in the UK

Clean Code
Salary Trend

3-month moving average salary quoted in jobs citing Clean Code.

Salary trend for Clean Code in the UK

Clean Code
Salary Histogram

Salary distribution for jobs citing Clean Code over the 6 months to 12 May 2024.

Salary histogram for Clean Code in the UK

Clean Code
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Clean Code within the UK over the 6 months to 12 May 2024. 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
Jobs
England -67 770 £60,000 -14.29% 219
UK excluding London -93 540 £50,000 -13.04% 142
Work from Home -16 455 £62,500 -10.71% 139
London -65 293 £82,250 +2.44% 83
North of England +33 177 £48,750 -9.30% 37
North West +56 134 £48,750 -25.00% 29
Midlands +69 113 £50,000 -11.11% 31
West Midlands +76 74 £50,000 -23.08% 20
South East -148 73 £57,500 -8.00% 27
South West +10 71 £55,000 +2.80% 20
East Midlands +11 39 £50,000 +11.11% 11
Wales +7 37 £45,000 -26.92% 4
Yorkshire +5 35 £45,000 -10.88% 5
East of England -58 33 £45,000 +10.43% 16
Scotland -120 29 £60,000 -7.69% 7
North East -7 8 £58,750 +17.30% 3
Northern Ireland +2 7 £55,000 +57.14% 2

Clean Code
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 24 (2.71%) WordPress
2 14 (1.58%) CMS
3 13 (1.47%) Confluence
4 11 (1.24%) Umbraco
5 5 (0.56%) Apache Solr
5 5 (0.56%) nginx
6 3 (0.34%) Apache
6 3 (0.34%) Apache Spark
6 3 (0.34%) SAS
7 2 (0.23%) Drupal
7 2 (0.23%) IIS
7 2 (0.23%) Microsoft Exchange
7 2 (0.23%) SharePoint
7 2 (0.23%) Tomcat
8 1 (0.11%) ArcGIS
8 1 (0.11%) Moodle
Applications
1 4 (0.45%) Adobe XD
2 3 (0.34%) Adobe Illustrator
2 3 (0.34%) Photoshop
3 2 (0.23%) Sketch
4 1 (0.11%) UXPin
4 1 (0.11%) Zeplin
Business Applications
1 23 (2.59%) Shopify
2 15 (1.69%) Magento
3 3 (0.34%) Payment Gateway
4 2 (0.23%) Dynamics NAV
Cloud Services
1 243 (27.40%) AWS
2 225 (25.37%) Azure
3 93 (10.48%) Serverless
4 91 (10.26%) Azure DevOps
5 76 (8.57%) SaaS
6 73 (8.23%) GitHub
7 41 (4.62%) AWS Lambda
8 40 (4.51%) GCP
9 36 (4.06%) Azure Cosmos DB
10 27 (3.04%) Amazon EKS
11 25 (2.82%) Azure Service Bus
12 16 (1.80%) Azure Monitor
13 14 (1.58%) npm
14 13 (1.47%) GitHub Actions
15 12 (1.35%) Google Analytics
16 11 (1.24%) Amazon S3
17 10 (1.13%) Amazon SQS
17 10 (1.13%) AWS CloudFormation
17 10 (1.13%) Azure Functions
17 10 (1.13%) Google Tag Manager
Communications & Networking
1 10 (1.13%) HTTP
2 4 (0.45%) TCP/IP
3 3 (0.34%) Intranet
3 3 (0.34%) Wi-Fi
4 2 (0.23%) Broadband
4 2 (0.23%) DNS
4 2 (0.23%) RS-232
4 2 (0.23%) RS-485
4 2 (0.23%) SSL
5 1 (0.11%) FTP
5 1 (0.11%) Internet
Database & Business Intelligence
1 131 (14.77%) SQL Server
2 91 (10.26%) MySQL
3 69 (7.78%) Relational Database
4 58 (6.54%) NoSQL
5 48 (5.41%) PostgreSQL
6 39 (4.40%) Oracle Database
7 36 (4.06%) MongoDB
7 36 (4.06%) RDBMS
8 26 (2.93%) DynamoDB
9 19 (2.14%) SQL Server Analysis Services
10 18 (2.03%) Redis
11 14 (1.58%) Azure SQL Database
12 9 (1.01%) Amazon Aurora
12 9 (1.01%) Data Warehouse
12 9 (1.01%) Elasticsearch
13 6 (0.68%) Amazon RDS
13 6 (0.68%) Big Data
14 4 (0.45%) DocumentDB
14 4 (0.45%) SQL Server Integration Services
15 3 (0.34%) Power BI
Development Applications
1 212 (23.90%) Git
2 97 (10.94%) Jenkins
3 62 (6.99%) Cucumber
4 59 (6.65%) Postman
5 50 (5.64%) Selenium
6 43 (4.85%) Bitbucket
7 42 (4.74%) JIRA
8 40 (4.51%) Visual Studio
9 36 (4.06%) JDeveloper
10 17 (1.92%) Cypress.io
11 16 (1.80%) JUnit
12 15 (1.69%) PHPUnit
12 15 (1.69%) TeamCity
13 14 (1.58%) Appium
13 14 (1.58%) GitLab
14 13 (1.47%) webpack
15 9 (1.01%) IntelliJ
16 8 (0.90%) Moq
16 8 (0.90%) MSTest
17 7 (0.79%) CMake
General
1 244 (27.51%) Social Skills
2 104 (11.72%) Finance
3 57 (6.43%) Analytical Skills
4 52 (5.86%) Inclusion and Diversity
5 47 (5.30%) Retail
6 40 (4.51%) Law
7 37 (4.17%) Banking
7 37 (4.17%) Marketing
8 29 (3.27%) Manufacturing
9 27 (3.04%) Public Sector
10 22 (2.48%) Games
11 17 (1.92%) Back Office
12 16 (1.80%) Local Government
12 16 (1.80%) Tech for Good
13 15 (1.69%) Legal
14 13 (1.47%) Advertising
15 12 (1.35%) Presentation Skills
16 9 (1.01%) Aviation
16 9 (1.01%) Organisational Skills
17 7 (0.79%) Military
Job Titles
1 606 (68.32%) Developer
2 246 (27.73%) Senior
3 181 (20.41%) Senior Developer
4 119 (13.42%) Software Engineer
5 115 (12.97%) .NET Developer
6 113 (12.74%) Software Developer
7 108 (12.18%) Lead
8 88 (9.92%) Full Stack Developer
9 64 (7.22%) PHP Developer
10 54 (6.09%) C# Developer
11 36 (4.06%) Backend Developer
11 36 (4.06%) Front-End Developer (Client-Side Developer)
11 36 (4.06%) React Developer
11 36 (4.06%) Ruby Engineer
11 36 (4.06%) Senior .NET Developer
12 30 (3.38%) Senior Software Developer
13 29 (3.27%) Junior
14 27 (3.04%) Junior Developer
14 27 (3.04%) Lead Developer
15 26 (2.93%) Senior C# Developer
Libraries, Frameworks & Software Standards
1 288 (32.47%) .NET
2 269 (30.33%) React
3 220 (24.80%) CSS
4 202 (22.77%) HTML
5 163 (18.38%) Node.js
6 143 (16.12%) REST
7 126 (14.21%) RESTful
8 117 (13.19%) .NET Core
8 117 (13.19%) AngularJS
9 99 (11.16%) .NET Framework
10 87 (9.81%) Vue
11 85 (9.58%) ASP.NET
12 74 (8.34%) Laravel
13 67 (7.55%) GraphQL
14 64 (7.22%) Entity Framework
15 55 (6.20%) jQuery
16 47 (5.30%) HTML5
17 44 (4.96%) Kafka
17 44 (4.96%) Web Services
18 41 (4.62%) Twitter Bootstrap
Miscellaneous
1 59 (6.65%) Greenfield Project
2 54 (6.09%) Mobile App
3 37 (4.17%) Cloud Native
4 34 (3.83%) Product Ownership
5 31 (3.49%) Algorithms
6 27 (3.04%) Data Structures
7 24 (2.71%) Distributed Systems
7 24 (2.71%) Virtual Team
8 20 (2.25%) Blog
9 19 (2.14%) Client/Server
10 18 (2.03%) Self-Motivation
11 17 (1.92%) Enterprise Software
12 15 (1.69%) Video\Live Streaming
13 12 (1.35%) NHS
14 11 (1.24%) AS400
14 11 (1.24%) iSeries
15 8 (0.90%) IoT
16 7 (0.79%) Oculus
16 7 (0.79%) Virtual Reality
17 5 (0.56%) Management Information System
Operating Systems
1 38 (4.28%) Android
2 29 (3.27%) Apple iOS
3 25 (2.82%) Linux
4 19 (2.14%) Windows
5 7 (0.79%) Mac OS
6 6 (0.68%) Unix
7 2 (0.23%) Embedded Linux
Processes & Methodologies
1 330 (37.20%) Agile
2 243 (27.40%) Problem-Solving
3 231 (26.04%) Software Engineering
4 217 (24.46%) CI/CD
5 216 (24.35%) DevOps
6 185 (20.86%) Full Stack Development
7 168 (18.94%) Design Patterns
8 163 (18.38%) Microservices
9 161 (18.15%) Unit Testing
10 142 (16.01%) Computer Science
11 127 (14.32%) TDD
12 102 (11.50%) Code Quality
13 101 (11.39%) Test Automation
14 100 (11.27%) Continuous Improvement
15 96 (10.82%) Scrum
16 95 (10.71%) Mentoring
17 91 (10.26%) Fintech
18 89 (10.03%) MVC
19 82 (9.24%) User Experience
20 74 (8.34%) Front End Development
Programming Languages
1 408 (46.00%) JavaScript
2 322 (36.30%) C#
3 221 (24.92%) Java
4 166 (18.71%) TypeScript
5 163 (18.38%) SQL
6 122 (13.75%) Python
7 107 (12.06%) PHP
8 46 (5.19%) Go
8 46 (5.19%) Ruby
9 36 (4.06%) Bash
9 36 (4.06%) Perl
10 30 (3.38%) Kotlin
11 29 (3.27%) VB.NET
12 21 (2.37%) Bicep
12 21 (2.37%) C
13 13 (1.47%) Swift
14 12 (1.35%) C++
14 12 (1.35%) T-SQL
15 11 (1.24%) RPG
15 11 (1.24%) RPG/400
Qualifications
1 147 (16.57%) Degree
2 99 (11.16%) Computer Science Degree
3 20 (2.25%) Master's Degree
3 20 (2.25%) Security Cleared
4 19 (2.14%) SC Cleared
5 7 (0.79%) Azure Certification
6 4 (0.45%) PhD
7 3 (0.34%) AWS Certified Developer
7 3 (0.34%) Microsoft Certification
8 2 (0.23%) AWS Certification
8 2 (0.23%) Chartered Engineer
9 1 (0.11%) PMI Certification
Quality Assurance & Compliance
1 144 (16.23%) QA
2 38 (4.28%) Accessibility
3 11 (1.24%) GDPR
4 7 (0.79%) HIPAA
5 6 (0.68%) WCAG
6 3 (0.34%) WAI
7 2 (0.23%) SEPA
System Software
1 122 (13.75%) Docker
2 19 (2.14%) Active Directory
3 1 (0.11%) Varnish
Systems Management
1 93 (10.48%) Kubernetes
2 33 (3.72%) Terraform
3 13 (1.47%) Grafana
4 6 (0.68%) Ansible
5 5 (0.56%) Kibana
6 2 (0.23%) Consul
6 2 (0.23%) Progress Chef
7 1 (0.11%) Prometheus
Vendors
1 101 (11.39%) Microsoft
2 60 (6.76%) Oracle
3 47 (5.30%) Google
4 11 (1.24%) IBM
5 9 (1.01%) Atlassian
6 7 (0.79%) Adobe
7 6 (0.68%) Actuate
7 6 (0.68%) Confluent
7 6 (0.68%) Databricks
7 6 (0.68%) F5
7 6 (0.68%) WooCommerce
7 6 (0.68%) Xamarin
8 5 (0.56%) New Relic
8 5 (0.56%) Northgate
8 5 (0.56%) PayPal
8 5 (0.56%) WorldPay
9 4 (0.45%) OpenAI
10 3 (0.34%) Dynatrace
10 3 (0.34%) HP
10 3 (0.34%) Splunk