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 February 2024 with a comparison to the same period over the previous 2 years.

6 months to
20 Feb 2024
Same period 2023 Same period 2022
Rank 163 175 122
Rank change year-on-year +12 -53 -42
Permanent jobs citing Data Structures 81 41 126
As % of all permanent jobs advertised in Scotland 1.76% 0.86% 2.33%
As % of the Miscellaneous category 4.38% 2.07% 4.89%
Number of salaries quoted 24 12 20
10th Percentile £46,306 - £32,500
25th Percentile £54,375 £40,000 £42,500
Median annual salary (50th Percentile) £66,538 £68,474 £45,000
Median % change year-on-year -2.83% +52.16% -21.74%
75th Percentile £75,000 £90,000 £50,063
90th Percentile £90,077 - £64,500
UK median annual salary £70,000 £69,447 £62,500
% change year-on-year +0.80% +11.12% -

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 1,851 1,982 2,579
As % of all permanent jobs advertised in Scotland 40.27% 41.69% 47.68%
Number of salaries quoted 740 888 931
10th Percentile £28,750 £33,375 £28,750
25th Percentile £40,000 £42,000 £40,000
Median annual salary (50th Percentile) £55,000 £59,526 £52,500
Median % change year-on-year -7.60% +13.38% +5.00%
75th Percentile £72,433 £77,500 £68,275
90th Percentile £86,500 £95,000 £83,000
UK median annual salary £55,000 £65,000 £61,750
% change year-on-year -15.38% +5.26% +2.92%

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 February 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 February 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
Edinburgh +63 45 £70,576 +3.07% 3
Glasgow -43 36 £51,000 - 5
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 33 (40.74%) Apache Spark
2 2 (2.47%) Jetty
2 2 (2.47%) Tomcat
Cloud Services
1 59 (72.84%) AWS
2 20 (24.69%) Amazon S3
2 20 (24.69%) Amazon SQS
2 20 (24.69%) GCP
2 20 (24.69%) Google Docs
2 20 (24.69%) Lucidchart
2 20 (24.69%) Miro
2 20 (24.69%) SaaS
2 20 (24.69%) Slack
3 14 (17.28%) Azure
4 6 (7.41%) GitHub
5 5 (6.17%) Cloud Computing
Database & Business Intelligence
1 33 (40.74%) Big Data
2 22 (27.16%) Redis
3 20 (24.69%) Elasticsearch
3 20 (24.69%) Hadoop
3 20 (24.69%) Scylla
4 13 (16.05%) Apache Hive
4 13 (16.05%) Data Warehouse
5 2 (2.47%) MongoDB
5 2 (2.47%) MySQL
5 2 (2.47%) NoSQL
5 2 (2.47%) PostgreSQL
5 2 (2.47%) Relational Database
5 2 (2.47%) SQL Server
6 1 (1.23%) Oracle Database
6 1 (1.23%) SQL Server Reporting Services
Development Applications
1 12 (14.81%) Cypress.io
1 12 (14.81%) Jasmine
1 12 (14.81%) JUnit
1 12 (14.81%) Karma Test Runner
1 12 (14.81%) Protractor
1 12 (14.81%) Selenium
1 12 (14.81%) WebDriver
2 2 (2.47%) Git
2 2 (2.47%) Gradle
2 2 (2.47%) Jenkins
2 2 (2.47%) Maven
2 2 (2.47%) Subversion
2 2 (2.47%) Travis CI
General
1 51 (62.96%) Inclusion and Diversity
2 32 (39.51%) Finance
3 31 (38.27%) Banking
4 26 (32.10%) Social Skills
5 25 (30.86%) Law
6 13 (16.05%) Private Banking
7 12 (14.81%) Investment Banking
8 6 (7.41%) Multimedia
9 5 (6.17%) Telecoms
10 1 (1.23%) Analytical Skills
Job Titles
1 45 (55.56%) Software Engineer
2 25 (30.86%) Java Engineer
2 25 (30.86%) Java Software Engineer
3 22 (27.16%) Developer
4 20 (24.69%) Principal Engineer
4 20 (24.69%) Principal Software Engineer
5 17 (20.99%) Senior
6 15 (18.52%) Java Developer
7 13 (16.05%) Developer/Software Engineer
7 13 (16.05%) Full Stack Developer
7 13 (16.05%) Full Stack Engineer
7 13 (16.05%) Full Stack Java Developer
7 13 (16.05%) Full Stack Software Engineer
7 13 (16.05%) Java Software Developer
8 12 (14.81%) Architect
8 12 (14.81%) Senior Architect
8 12 (14.81%) Senior Solutions Architect
8 12 (14.81%) Solutions Architect
9 8 (9.88%) Data Scientist
10 7 (8.64%) Lead
Libraries, Frameworks & Software Standards
1 27 (33.33%) Spring
2 26 (32.10%) AngularJS
3 22 (27.16%) Kafka
4 20 (24.69%) GraphQL
5 19 (23.46%) CSS
6 18 (22.22%) Node.js
6 18 (22.22%) React
7 14 (17.28%) Hibernate
8 13 (16.05%) HTML
9 12 (14.81%) J2EE
9 12 (14.81%) Jest
9 12 (14.81%) JMS
9 12 (14.81%) jQuery
9 12 (14.81%) JSON
9 12 (14.81%) Twitter Bootstrap
10 8 (9.88%) Pandas
11 6 (7.41%) WebGL
12 5 (6.17%) XGBoost
13 2 (2.47%) RabbitMQ
13 2 (2.47%) Spring Boot
Miscellaneous
1 51 (62.96%) Algorithms
2 12 (14.81%) Cloud Native
3 6 (7.41%) Augmented Reality
3 6 (7.41%) Virtual Reality
4 5 (6.17%) Distributed Computing
Operating Systems
1 1 (1.23%) Unix
Processes & Methodologies
1 45 (55.56%) Software Engineering
2 42 (51.85%) Agile
3 38 (46.91%) Artificial Intelligence
4 33 (40.74%) Machine Learning
5 28 (34.57%) Data Science
6 27 (33.33%) CI/CD
6 27 (33.33%) Design Patterns
7 25 (30.86%) Operational Stability
7 25 (30.86%) SDLC
8 23 (28.40%) Visualisation
9 21 (25.93%) Community of Practice
9 21 (25.93%) Problem-Solving
10 20 (24.69%) Computer Science
10 20 (24.69%) Computer Security
10 20 (24.69%) Cyber Threat Intelligence
10 20 (24.69%) Cybersecurity
10 20 (24.69%) High Availability
10 20 (24.69%) Threat Intelligence
10 20 (24.69%) User Experience
10 20 (24.69%) UX Research
Programming Languages
1 53 (65.43%) Java
2 29 (35.80%) Python
3 25 (30.86%) Go
4 20 (24.69%) Bash
4 20 (24.69%) Scala
5 19 (23.46%) JavaScript
6 18 (22.22%) TypeScript
7 9 (11.11%) SQL
8 5 (6.17%) C
8 5 (6.17%) C++
8 5 (6.17%) Rust
9 1 (1.23%) C#
9 1 (1.23%) T-SQL
Qualifications
1 21 (25.93%) Degree
2 12 (14.81%) TOGAF Certification
3 5 (6.17%) Master's Degree
3 5 (6.17%) PhD
4 2 (2.47%) Computer Science Degree
Quality Assurance & Compliance
1 2 (2.47%) Accessibility
2 1 (1.23%) QA
System Software
1 2 (2.47%) Docker
2 1 (1.23%) Oracle RAC
Systems Management
1 22 (27.16%) Kubernetes
2 1 (1.23%) Data Guard
2 1 (1.23%) Oracle Enterprise Manager
2 1 (1.23%) Oracle RMAN
Vendors
1 20 (24.69%) Dell
1 20 (24.69%) Google
2 1 (1.23%) Oracle