Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Full Stack Development skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Full Stack Development over the 6 months to 14 August 2022 with a comparison to the same period in the previous 2 years.

Full Stack Development
UK > Scotland
6 months to
14 Aug 2022		 Same period 2021 Same period 2020
Rank 30 32 32
Rank change year-on-year +2 0 +18
Permanent jobs citing Full Stack Development 453 302 131
As % of all permanent jobs advertised in Scotland 7.97% 6.89% 6.42%
As % of the Processes & Methodologies category 8.74% 7.56% 7.01%
Number of salaries quoted 258 203 99
10th Percentile £37,500 £31,650 £34,800
25th Percentile £44,750 £36,875 £40,000
Median annual salary (50th Percentile) £55,000 £46,500 £50,000
Median % change year-on-year +18.28% -7.00% +11.11%
75th Percentile £66,250 £56,250 £58,750
90th Percentile £70,750 £68,750 £76,000
UK median annual salary £62,500 £60,000 £55,000
% change year-on-year +4.17% +9.09% +4.76%

Full Stack Development 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 advertised in Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5,182 3,993 1,868
As % of all permanent IT jobs advertised in Scotland 91.14% 91.10% 91.52%
Number of salaries quoted 2,952 2,588 1,218
10th Percentile £32,875 £31,250 £31,250
25th Percentile £41,616 £37,500 £37,500
Median annual salary (50th Percentile) £55,000 £50,000 £47,500
Median % change year-on-year +10.00% +5.26% +5.56%
75th Percentile £70,000 £62,500 £58,750
90th Percentile £83,750 £77,500 £70,000
UK median annual salary £60,000 £55,750 £55,000
% change year-on-year +7.62% +1.36% +4.76%

Full Stack Development
Job Vacancy Trend in Scotland

Job postings citing Full Stack Development as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Full Stack Development in Scotland

Full Stack Development
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing Full Stack Development in Scotland.

Salary trend for Full Stack Development in Scotland

Full Stack Development
Salary Histogram in Scotland

Salary distribution for jobs citing Full Stack Development in Scotland over the 6 months to 14 August 2022.

Salary histogram for Full Stack Development in Scotland

Full Stack Development
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Full Stack Development within the Scotland region over the 6 months to 14 August 2022. 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
Edinburgh -3 237 £55,000 +10.00% 13
Glasgow +7 138 £52,500 +10.53% 19
Fife - 19 - -
Lanarkshire - 18 £70,000 -
East Lothian - 10 - -
Midlothian -8 8 - -
Renfrewshire - 6 - -
Dundee +11 5 £47,500 +11.76% 2
Aberdeen 0 2 £35,000 -46.15% 2
Dunbartonshire - 2 - -
Shetland Islands - 2 - -
West Lothian -21 1 - - 2
Full Stack Development
UK

For the 6 months to 14 August 2022, IT jobs citing Full Stack Development 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 Scotland region with a requirement for Full Stack Development.

1 280 (61.81%) JavaScript
2 227 (50.11%) React
3 221 (48.79%) Software Engineering
4 208 (45.92%) Java
5 185 (40.84%) Agile
6 138 (30.46%) Azure
6 138 (30.46%) AngularJS
7 136 (30.02%) .NET
8 129 (28.48%) SQL
9 124 (27.37%) HTML
10 122 (26.93%) C#
11 119 (26.27%) CSS
12 118 (26.05%) DevOps
12 118 (26.05%) TypeScript
13 117 (25.83%) Node.js
14 115 (25.39%) Docker
15 111 (24.50%) Python
16 96 (21.19%) AWS
17 92 (20.31%) CI/CD
18 88 (19.43%) MVC
19 86 (18.98%) Go
20 85 (18.76%) Microservices
21 84 (18.54%) ASP.NET
21 84 (18.54%) Git (software)
22 76 (16.78%) Degree
22 76 (16.78%) Vue.js
22 76 (16.78%) Social Skills
23 72 (15.89%) Problem-Solving
24 70 (15.45%) NoSQL
25 66 (14.57%) Kubernetes

Full Stack Development
Co-occurring IT Skills in Scotland 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 13 (2.87%) WordPress
2 10 (2.21%) Confluence
2 10 (2.21%) Ethereum
2 10 (2.21%) OpenZeppelin
3 8 (1.77%) Umbraco
4 2 (0.44%) CMS
4 2 (0.44%) SharePoint
5 1 (0.22%) nginx
Applications
1 5 (1.10%) Adobe XD
1 5 (1.10%) UXPin
Business Applications
1 4 (0.88%) Payment Gateway
2 1 (0.22%) Salesforce.com CRM
Cloud Services
1 138 (30.46%) Azure
2 96 (21.19%) AWS
3 26 (5.74%) npm
3 26 (5.74%) Serverless
4 25 (5.52%) SaaS
5 24 (5.30%) AWS Lambda
6 23 (5.08%) GCP
7 19 (4.19%) Amazon SQS
8 9 (1.99%) GitHub
9 8 (1.77%) Power Platform
10 7 (1.55%) Azure DevOps
11 6 (1.32%) NuGet
12 5 (1.10%) Figma
13 4 (0.88%) Amazon EC2
13 4 (0.88%) Amazon S3
13 4 (0.88%) Datadog
13 4 (0.88%) GitHub Actions
13 4 (0.88%) Stripe
14 3 (0.66%) Cloudflare
14 3 (0.66%) CloudFront
Communications & Networking
1 33 (7.28%) HTTP
1 33 (7.28%) SSL
2 28 (6.18%) Internet
3 16 (3.53%) 4G
3 16 (3.53%) 5G
4 14 (3.09%) DNS
4 14 (3.09%) HTTPS
5 1 (0.22%) Network Security
Database & Business Intelligence
1 70 (15.45%) NoSQL
2 57 (12.58%) Relational Database
3 56 (12.36%) SQL Server
4 50 (11.04%) MySQL
5 46 (10.15%) PostgreSQL
6 40 (8.83%) MongoDB
7 16 (3.53%) RDBMS
7 16 (3.53%) Redis
8 15 (3.31%) DynamoDB
9 11 (2.43%) Elasticsearch
10 7 (1.55%) Power BI
11 6 (1.32%) Azure SQL Database
12 5 (1.10%) Firebird
13 4 (0.88%) Couchbase
14 1 (0.22%) Amazon RDS
14 1 (0.22%) BusinessObjects
14 1 (0.22%) MariaDB
14 1 (0.22%) Neo4j
14 1 (0.22%) Qlik Sense
14 1 (0.22%) Tableau
Development Applications
1 84 (18.54%) Git (software)
2 24 (5.30%) webpack
3 19 (4.19%) JIRA
3 19 (4.19%) Team Foundation Server
4 16 (3.53%) NUnit
4 16 (3.53%) Sonatype Nexus
5 14 (3.09%) Jenkins
6 11 (2.43%) Bitbucket
6 11 (2.43%) Postman
7 10 (2.21%) Selenium
8 8 (1.77%) Atlassian Bamboo
9 7 (1.55%) Mocha
10 6 (1.32%) InstallShield
10 6 (1.32%) Octopus Deploy
10 6 (1.32%) Visual Studio
11 5 (1.10%) git-flow
11 5 (1.10%) JMeter
11 5 (1.10%) Rhino Mocks
11 5 (1.10%) Sinon.JS
11 5 (1.10%) WebDriver
General
1 76 (16.78%) Social Skills
2 47 (10.38%) Finance
3 42 (9.27%) Marketing
4 21 (4.64%) Legal
5 19 (4.19%) Analytical Skills
5 19 (4.19%) Electronics
6 18 (3.97%) Military
7 16 (3.53%) Banking
8 13 (2.87%) Retail
9 12 (2.65%) Inclusion and Diversity
10 11 (2.43%) Manufacturing
11 10 (2.21%) Organisational Skills
12 8 (1.77%) Pharmaceutical
12 8 (1.77%) Publishing
13 6 (1.32%) Public Sector
14 5 (1.10%) Humanities
14 5 (1.10%) Investment Banking
14 5 (1.10%) Social Science
15 4 (0.88%) Documentation Skills
15 4 (0.88%) Games
Job Titles
1 267 (58.94%) Developer
2 134 (29.58%) Full Stack Developer
3 116 (25.61%) Software Engineer
4 62 (13.69%) Senior Developer
5 44 (9.71%) Software Developer
6 36 (7.95%) Senior Full Stack Developer
7 32 (7.06%) .NET Developer
8 31 (6.84%) Python Developer
9 27 (5.96%) React Developer
10 25 (5.52%) Java Developer
11 20 (4.42%) C# Developer
11 20 (4.42%) Graduate
12 19 (4.19%) Graduate Software Engineer
12 19 (4.19%) Senior Software Engineer
13 18 (3.97%) Java Engineer
14 17 (3.75%) C# .NET Developer
14 17 (3.75%) Junior
14 17 (3.75%) Junior Developer
15 15 (3.31%) Senior Python Developer
16 13 (2.87%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 227 (50.11%) React
2 138 (30.46%) AngularJS
3 136 (30.02%) .NET
4 124 (27.37%) HTML
5 119 (26.27%) CSS
6 117 (25.83%) Node.js
7 84 (18.54%) ASP.NET
8 76 (16.78%) Vue.js
9 48 (10.60%) Spring
10 41 (9.05%) .NET Framework
11 37 (8.17%) REST
12 35 (7.73%) RabbitMQ
12 35 (7.73%) Ruby on Rails
13 34 (7.51%) .NET Core
14 33 (7.28%) Angular 2
15 30 (6.62%) Sass
16 28 (6.18%) Entity Framework
17 27 (5.96%) Spring Boot
18 22 (4.86%) Laravel
18 22 (4.86%) Twitter Bootstrap
Miscellaneous
1 35 (7.73%) Greenfield Project
2 31 (6.84%) User Experience
3 18 (3.97%) Digital Signage
3 18 (3.97%) IPTV
3 18 (3.97%) MPEG
3 18 (3.97%) PCIe
3 18 (3.97%) STB
3 18 (3.97%) Video\Live Streaming
3 18 (3.97%) Virtual Team
4 17 (3.75%) NHS
4 17 (3.75%) Public Cloud
5 15 (3.31%) Cyberattack
6 12 (2.65%) Enterprise Software
7 11 (2.43%) Tandem
8 10 (2.21%) Blockchain
8 10 (2.21%) NFT
9 8 (1.77%) Biotechnology
10 7 (1.55%) Mobile App
11 5 (1.10%) Algorithms
11 5 (1.10%) Data Structures
Operating Systems
1 26 (5.74%) Linux
2 18 (3.97%) Android
3 15 (3.31%) Apple iOS
4 3 (0.66%) Unix
Processes & Methodologies
1 221 (48.79%) Software Engineering
2 185 (40.84%) Agile
3 118 (26.05%) DevOps
4 92 (20.31%) CI/CD
5 88 (19.43%) MVC
6 85 (18.76%) Microservices
7 72 (15.89%) Problem-Solving
8 61 (13.47%) OO
9 60 (13.25%) Web Development
10 54 (11.92%) Computer Science
10 54 (11.92%) Mentoring
10 54 (11.92%) SDLC
11 53 (11.70%) Scrum
12 50 (11.04%) Front End Development
12 50 (11.04%) TDD
13 42 (9.27%) Fintech
14 32 (7.06%) OOP
15 28 (6.18%) Containerisation
15 28 (6.18%) Test Automation
16 27 (5.96%) Cybersecurity
Programming Languages
1 280 (61.81%) JavaScript
2 208 (45.92%) Java
3 129 (28.48%) SQL
4 122 (26.93%) C#
5 118 (26.05%) TypeScript
6 111 (24.50%) Python
7 86 (18.98%) Go
8 62 (13.69%) PHP
9 36 (7.95%) Ruby
10 25 (5.52%) T-SQL
11 23 (5.08%) C
11 23 (5.08%) ES6
12 14 (3.09%) C++
13 10 (2.21%) Rust
13 10 (2.21%) Solidity
14 9 (1.99%) Embedded C++
15 7 (1.55%) Scala
16 5 (1.10%) Clojure
16 5 (1.10%) PowerShell
16 5 (1.10%) R
Qualifications
1 76 (16.78%) Degree
2 21 (4.64%) Computer Science Degree
3 10 (2.21%) BPSS Clearance
3 10 (2.21%) Security Cleared
4 6 (1.32%) SC Cleared
5 5 (1.10%) PMI Certification
Quality Assurance & Compliance
1 24 (5.30%) QA
2 8 (1.77%) GLP
3 5 (1.10%) Accessibility
4 4 (0.88%) GMP
4 4 (0.88%) Sarbanes-Oxley
System Software
1 115 (25.39%) Docker
2 1 (0.22%) Virtual Machines
Systems Management
1 66 (14.57%) Kubernetes
2 20 (4.42%) Terraform
3 16 (3.53%) Ansible
4 4 (0.88%) Grafana
4 4 (0.88%) ZABBIX
5 1 (0.22%) Podman
Vendors
1 37 (8.17%) Microsoft
2 10 (2.21%) Monax
3 8 (1.77%) Charles River
4 7 (1.55%) Apple
4 7 (1.55%) MuleSoft
5 6 (1.32%) Google
5 6 (1.32%) Oracle
6 5 (1.10%) Adobe
7 4 (0.88%) Atlassian
7 4 (0.88%) OutSystems
7 4 (0.88%) PayPal
8 1 (0.22%) Ab Initio
8 1 (0.22%) Informatica
8 1 (0.22%) Mapbox
8 1 (0.22%) Salesforce.com