Data Structures Jobs in Scotland

Data Structures
UK > Scotland

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Scotland. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 20 May 2024 with a comparison to the same period over the previous 2 years.

6 months to
20 May 2024
Same period 2023 Same period 2022
Rank 136 180 134
Rank change year-on-year +44 -46 -11
Permanent jobs citing Data Structures 157 35 125
As % of all permanent jobs advertised in Scotland 2.34% 0.76% 2.10%
As % of the Miscellaneous category 4.89% 1.92% 4.25%
Number of salaries quoted 28 11 21
10th Percentile £48,080 £46,350 £30,442
25th Percentile £55,000 £47,500 £32,500
Median annual salary (50th Percentile) £72,788 £69,447 £45,000
Median % change year-on-year +4.81% +54.33% -25.00%
75th Percentile £75,625 £89,852 £47,500
90th Percentile £83,212 £90,000 £56,250
UK median annual salary £70,000 £66,275 £62,500
% change year-on-year +5.62% +6.04% -3.85%

All Generic Skills
Scotland

Data Structures is in the General and Transferable Skills 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 generic IT skills.

Permanent vacancies with a requirement for generic IT skills 3,209 1,822 2,944
As % of all permanent jobs advertised in Scotland 47.85% 39.67% 49.36%
Number of salaries quoted 836 777 1,101
10th Percentile £28,750 £32,500 £30,442
25th Percentile £39,750 £42,500 £41,250
Median annual salary (50th Percentile) £55,000 £57,500 £55,000
Median % change year-on-year -4.35% +4.55% +10.00%
75th Percentile £70,000 £72,500 £70,000
90th Percentile £82,548 £89,472 £85,000
UK median annual salary £55,000 £65,000 £62,500
% change year-on-year -15.38% +4.00% +4.17%

Data Structures
Job Vacancy Trend in Scotland

Job postings citing Data Structures as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Data Structures in Scotland

Data Structures
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing Data Structures in Scotland.

Salary trend for Data Structures in Scotland

Data Structures
Salary Histogram in Scotland

Salary distribution for jobs citing Data Structures in Scotland over the 6 months to 20 May 2024.

Salary histogram for Data Structures in Scotland

Data Structures
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Scotland region over the 6 months to 20 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
Glasgow -29 115 £68,750 +37.50% 3
Edinburgh +62 42 £72,788 -9.35% 6
Data Structures
UK

Data Structures
Co-occurring Skills and Capabilities in Scotland 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 35 (22.29%) Apache Spark
Applications
1 4 (2.55%) Microsoft Excel
Cloud Services
1 129 (82.17%) AWS
2 26 (16.56%) SaaS
3 22 (14.01%) Amazon S3
3 22 (14.01%) Amazon SQS
3 22 (14.01%) GCP
3 22 (14.01%) Google Docs
3 22 (14.01%) Lucidchart
3 22 (14.01%) Miro
3 22 (14.01%) Slack
4 20 (12.74%) Azure
5 15 (9.55%) Amazon ECS
5 15 (9.55%) Datadog
6 7 (4.46%) GitHub
7 5 (3.18%) Cloud Computing
8 4 (2.55%) Azure Data Factory
8 4 (2.55%) IaaS
8 4 (2.55%) PaaS
8 4 (2.55%) Power Platform
Database & Business Intelligence
1 35 (22.29%) Big Data
2 34 (21.66%) Relational Database
3 22 (14.01%) Elasticsearch
3 22 (14.01%) Hadoop
3 22 (14.01%) Redis
3 22 (14.01%) Scylla
4 19 (12.10%) NoSQL
5 13 (8.28%) Apache Hive
6 6 (3.82%) SQL Server
7 5 (3.18%) Data Warehouse
8 4 (2.55%) Azure SQL Database
8 4 (2.55%) Power BI
8 4 (2.55%) SQL Server Integration Services
9 1 (0.64%) Metadata
9 1 (0.64%) Metadata Repository
9 1 (0.64%) OLAP
9 1 (0.64%) Oracle Database
9 1 (0.64%) Semantic Layer
9 1 (0.64%) SQL Server Reporting Services
Development Applications
1 79 (50.32%) JUnit
2 60 (38.22%) Cypress.io
2 60 (38.22%) Jasmine
2 60 (38.22%) Karma Test Runner
2 60 (38.22%) Protractor
2 60 (38.22%) Selenium
2 60 (38.22%) WebDriver
3 15 (9.55%) GitLab
3 15 (9.55%) Jenkins
General
1 133 (84.71%) Inclusion and Diversity
2 114 (72.61%) Finance
3 107 (68.15%) Law
4 79 (50.32%) Banking
5 60 (38.22%) Investment Banking
6 27 (17.20%) Social Skills
7 19 (12.10%) Legal
8 15 (9.55%) Marketing
9 13 (8.28%) Private Banking
10 7 (4.46%) Multimedia
11 5 (3.18%) Telecoms
12 4 (2.55%) Games
13 2 (1.27%) Analytical Skills
14 1 (0.64%) Publishing
Job Titles
1 114 (72.61%) Software Engineer
2 73 (46.50%) Java Engineer
2 73 (46.50%) Java Software Engineer
3 40 (25.48%) Lead
4 32 (20.38%) Full Stack Engineer
4 32 (20.38%) Full Stack Software Engineer
5 22 (14.01%) Lead Java Engineer
5 22 (14.01%) Lead Software Engineer
5 22 (14.01%) Principal Engineer
5 22 (14.01%) Principal Software Engineer
6 21 (13.38%) Developer
7 13 (8.28%) Developer/Software Engineer
7 13 (8.28%) Full Stack Developer
7 13 (8.28%) Full Stack Java Developer
7 13 (8.28%) Java Developer
7 13 (8.28%) Java Software Developer
8 8 (5.10%) Data Scientist
9 7 (4.46%) 3D Developer
9 7 (4.46%) JavaScript Developer
10 6 (3.82%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 107 (68.15%) Spring
2 93 (59.24%) AngularJS
3 87 (55.41%) CSS
4 86 (54.78%) Node.js
4 86 (54.78%) React
5 80 (50.96%) HTML
6 79 (50.32%) Hibernate
6 79 (50.32%) J2EE
6 79 (50.32%) JMS
6 79 (50.32%) jQuery
6 79 (50.32%) JSON
6 79 (50.32%) Twitter Bootstrap
7 60 (38.22%) Jest
8 22 (14.01%) GraphQL
8 22 (14.01%) Kafka
9 16 (10.19%) .NET
10 15 (9.55%) Spring Boot
11 8 (5.10%) Pandas
12 7 (4.46%) WebGL
13 5 (3.18%) XGBoost
Miscellaneous
1 103 (65.61%) Algorithms
2 15 (9.55%) Public Cloud
3 7 (4.46%) Augmented Reality
3 7 (4.46%) Virtual Reality
4 5 (3.18%) Distributed Computing
5 1 (0.64%) Taxonomies
Operating Systems
1 1 (0.64%) Unix
Processes & Methodologies
1 129 (82.17%) Software Engineering
2 111 (70.70%) CI/CD
3 105 (66.88%) Artificial Intelligence
4 101 (64.33%) Agile
5 100 (63.69%) Machine Learning
6 92 (58.60%) Operational Stability
6 92 (58.60%) SDLC
7 90 (57.32%) Community of Practice
8 79 (50.32%) Multithreading
9 60 (38.22%) BDD
9 60 (38.22%) TDD
9 60 (38.22%) Visualisation
9 60 (38.22%) Web Development
10 53 (33.76%) Continuous Improvement
11 32 (20.38%) Full Stack Development
12 30 (19.11%) Data Science
13 23 (14.65%) Decision-Making
13 23 (14.65%) Problem-Solving
14 22 (14.01%) Cyber Threat Intelligence
14 22 (14.01%) Threat Intelligence
Programming Languages
1 135 (85.99%) Java
2 87 (55.41%) JavaScript
3 86 (54.78%) TypeScript
4 46 (29.30%) Python
5 33 (21.02%) SQL
6 27 (17.20%) Go
7 22 (14.01%) Bash
7 22 (14.01%) Scala
8 5 (3.18%) C
8 5 (3.18%) C++
8 5 (3.18%) Rust
9 1 (0.64%) C#
9 1 (0.64%) T-SQL
Qualifications
1 19 (12.10%) Degree
2 5 (3.18%) Master's Degree
2 5 (3.18%) PhD
Quality Assurance & Compliance
1 2 (1.27%) Accessibility
2 1 (0.64%) QA
System Software
1 15 (9.55%) Docker
2 1 (0.64%) Oracle RAC
Systems Management
1 37 (23.57%) Kubernetes
2 15 (9.55%) Grafana
2 15 (9.55%) Prometheus
2 15 (9.55%) Terraform
3 1 (0.64%) Data Guard
3 1 (0.64%) Oracle Enterprise Manager
3 1 (0.64%) Oracle RMAN
Vendors
1 37 (23.57%) Google
2 22 (14.01%) Dell
3 15 (9.55%) Dynatrace
3 15 (9.55%) Splunk
4 4 (2.55%) Microsoft
5 1 (0.64%) Oracle