Algorithms Job Trends in Scotland

Algorithms
UK > Scotland

The table below looks at the prevalence of the term Algorithms in permanent job vacancies in Scotland. Included is a benchmarking guide to the salaries offered in vacancies that cited Algorithms over the 6 months leading up to 8 November 2025, comparing them to the same period in the previous two years.

6 months to
8 Nov 2025
Same period 2024 Same period 2023
Rank 73 133 99
Rank change year-on-year +60 -34 +3
Permanent jobs citing Algorithms 81 19 61
As % of all permanent jobs in Scotland 2.91% 0.58% 2.53%
As % of the Miscellaneous category 9.88% 2.17% 7.18%
Number of salaries quoted 2 5 20
10th Percentile - £55,065 £42,450
25th Percentile - £55,163 £43,750
Median annual salary (50th Percentile) £75,900 £56,509 £50,500
Median % change year-on-year +34.32% +11.90% +3.06%
75th Percentile - £60,250 £60,625
90th Percentile - £63,100 £78,279
UK median annual salary £70,600 £67,500 £72,500
% change year-on-year +4.59% -6.90% -

All Generic Skills
Scotland

Algorithms falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring generic IT skills in Scotland.

Permanent vacancies with a requirement for generic IT skills 820 874 849
As % of all permanent jobs advertised in Scotland 29.44% 26.74% 35.20%
Number of salaries quoted 314 398 649
10th Percentile £25,000 £36,250 £31,500
25th Percentile £30,000 £45,000 £45,000
Median annual salary (50th Percentile) £45,000 £55,000 £59,526
Median % change year-on-year -18.18% -7.60% +3.52%
75th Percentile £68,438 £71,250 £72,500
90th Percentile £78,790 £87,875 £87,750
UK median annual salary £53,700 £60,000 £62,500
% change year-on-year -10.50% -4.00% -

Algorithms
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing Algorithms relative to all permanent IT jobs advertised in Scotland.

Algorithms job vacancy trend in Scotland

Algorithms
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Algorithms.

Salary distribution trend for jobs in Scotland citing Algorithms

Algorithms
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Algorithms within the Scotland region over the 6 months to 8 November 2025. 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 +48 74 - - 6
East Ayrshire - 2 £75,900 -
South Ayrshire - 2 £75,900 -
Edinburgh -11 1 - - 5
Moray - 1 - - 1
Algorithms
UK

Algorithms
Co-Occurring Skills & Capabilities in Scotland by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 9 (11.11%) Apache
1 9 (11.11%) Apache Spark
2 8 (9.88%) Camunda
2 8 (9.88%) Oracle Workflow
3 4 (4.94%) Tomcat
4 2 (2.47%) Apache Airflow
Cloud Services
1 33 (40.74%) AWS
2 10 (12.35%) Amazon S3
3 7 (8.64%) npm
3 7 (8.64%) Yarn
4 5 (6.17%) AWS Lambda
4 5 (6.17%) Cloud Computing
4 5 (6.17%) Serverless
5 4 (4.94%) Amazon ECS
5 4 (4.94%) Microsoft 365
6 2 (2.47%) Azure
6 2 (2.47%) GCP
7 1 (1.23%) Amazon CloudWatch
7 1 (1.23%) Amazon EC2
7 1 (1.23%) Amazon EKS
7 1 (1.23%) Amazon SageMaker
7 1 (1.23%) Amazon SQS
7 1 (1.23%) AWS IoT
7 1 (1.23%) BlazeMeter
7 1 (1.23%) Datadog
7 1 (1.23%) Snowflake
Communications & Networking
1 1 (1.23%) Bluetooth
1 1 (1.23%) Ethernet
1 1 (1.23%) Internet
1 1 (1.23%) LoRaWAN
1 1 (1.23%) Modbus
1 1 (1.23%) MQTT
Database & Business Intelligence
1 14 (17.28%) NoSQL
2 10 (12.35%) Apache Cassandra
3 9 (11.11%) Amazon Athena
4 8 (9.88%) RDBMS
4 8 (9.88%) Relational Database
5 7 (8.64%) MongoDB
6 6 (7.41%) Big Data
7 5 (6.17%) Amazon Redshift
7 5 (6.17%) Apache Hudi
7 5 (6.17%) Apache Iceberg
7 5 (6.17%) Parquet
8 4 (4.94%) Elasticsearch
8 4 (4.94%) KDB
8 4 (4.94%) Kdb+
9 3 (3.70%) Oracle Database
10 2 (2.47%) MySQL
10 2 (2.47%) PostgreSQL
11 1 (1.23%) Amazon RDS
11 1 (1.23%) Couchbase
11 1 (1.23%) DynamoDB
Development Applications
1 14 (17.28%) JUnit
2 8 (9.88%) webpack
3 7 (8.64%) Cypress.io
3 7 (8.64%) Vite
4 5 (6.17%) Rational DOORS
5 2 (2.47%) Jenkins
6 1 (1.23%) Ant
6 1 (1.23%) Git
6 1 (1.23%) IntelliJ
6 1 (1.23%) Jasmine
6 1 (1.23%) JIRA
6 1 (1.23%) Karma Test Runner
6 1 (1.23%) Maven
6 1 (1.23%) Protractor
6 1 (1.23%) Selenium
6 1 (1.23%) WebDriver
General
1 76 (93.83%) Finance
2 74 (91.36%) Inclusion and Diversity
2 74 (91.36%) Law
3 40 (49.38%) Banking
4 30 (37.04%) Marketing
5 9 (11.11%) Analytical Skills
6 6 (7.41%) Social Skills
7 5 (6.17%) Electronics
7 5 (6.17%) Legal
8 4 (4.94%) Investment Banking
9 1 (1.23%) Agriculture
9 1 (1.23%) Financial Institution
9 1 (1.23%) Games
9 1 (1.23%) Manufacturing
9 1 (1.23%) Private Banking
9 1 (1.23%) Public Sector
9 1 (1.23%) Telecoms
Job Titles
1 74 (91.36%) Software Engineer
2 38 (46.91%) Java Engineer
2 38 (46.91%) Java Software Engineer
3 25 (30.86%) Full-Stack Engineer
4 24 (29.63%) Full-Stack Software Engineer
5 13 (16.05%) AWS Engineer
5 13 (16.05%) AWS Software Engineer
6 9 (11.11%) Lead
6 9 (11.11%) Lead Software Engineer
6 9 (11.11%) Python Engineer
6 9 (11.11%) Python Software Engineer
7 5 (6.17%) Principal Engineer
8 4 (4.94%) Implementation Engineer
8 4 (4.94%) Integration Engineer
8 4 (4.94%) Principal Systems Engineer
8 4 (4.94%) Senior
8 4 (4.94%) Senior Software Engineer
8 4 (4.94%) Software Integration Engineer
8 4 (4.94%) Systems Engineer
8 4 (4.94%) Test and Integration Engineer
Libraries, Frameworks & Software Standards
1 41 (50.62%) Spring
2 31 (38.27%) React
3 27 (33.33%) Spring Boot
4 20 (24.69%) Kafka
5 12 (14.81%) AngularJS
6 9 (11.11%) CSS
6 9 (11.11%) REST
6 9 (11.11%) RESTful
6 9 (11.11%) Web Services
7 8 (9.88%) HTML
7 8 (9.88%) JDBC
7 8 (9.88%) OpenAPI
7 8 (9.88%) Swagger
7 8 (9.88%) WSDL
8 7 (8.64%) Jest
9 5 (6.17%) Hibernate
9 5 (6.17%) NumPy
9 5 (6.17%) Pandas
9 5 (6.17%) PySpark
9 5 (6.17%) scikit-learn
Miscellaneous
1 9 (11.11%) Cloud Native
2 5 (6.17%) Distributed Systems
3 4 (4.94%) Fixed Income
3 4 (4.94%) Foreign Exchange (FX)
3 4 (4.94%) Public Cloud
4 3 (3.70%) Reference Data
5 1 (1.23%) ARM Cortex
5 1 (1.23%) Data Structures
5 1 (1.23%) Embedded Systems
5 1 (1.23%) IoT
Operating Systems
1 2 (2.47%) Apple iOS
Processes & Methodologies
1 75 (92.59%) Agile
1 75 (92.59%) Software Engineering
2 74 (91.36%) SDLC
3 73 (90.12%) Community of Practice
3 73 (90.12%) Visualisation
4 68 (83.95%) Operational Stability
5 65 (80.25%) Continuous Improvement
6 64 (79.01%) CI/CD
7 37 (45.68%) AI
7 37 (45.68%) Machine Learning
8 29 (35.80%) Full-Stack Development
9 13 (16.05%) Problem-Solving
10 11 (13.58%) TDD
11 10 (12.35%) Risk Management
12 9 (11.11%) Code Quality
12 9 (11.11%) ETL
12 9 (11.11%) Mentoring
13 8 (9.88%) Async-Await
13 8 (9.88%) Performance Tuning
13 8 (9.88%) Workflow
Programming Languages
1 59 (72.84%) Java
2 22 (27.16%) Python
3 19 (23.46%) SQL
4 17 (20.99%) JavaScript
4 17 (20.99%) TypeScript
5 5 (6.17%) C#
6 4 (4.94%) Scala
7 2 (2.47%) C
7 2 (2.47%) C++
7 2 (2.47%) Swift
8 1 (1.23%) Bash
8 1 (1.23%) MATLAB
8 1 (1.23%) Objective-C
Qualifications
1 5 (6.17%) BPSS Clearance
2 1 (1.23%) Computer Science Degree
2 1 (1.23%) Degree
Quality Assurance & Compliance
1 5 (6.17%) ISO/IEC 15288
2 1 (1.23%) Data Quality
2 1 (1.23%) GRC
2 1 (1.23%) JTAG
System Software
1 4 (4.94%) Docker
2 1 (1.23%) Embedded Firmware
2 1 (1.23%) Firmware
Systems Management
1 21 (25.93%) Kubernetes
2 13 (16.05%) Terraform
3 4 (4.94%) Ansible
4 2 (2.47%) Grafana
Vendors
1 16 (19.75%) Oracle
2 10 (12.35%) Splunk
3 9 (11.11%) Dynatrace
4 5 (6.17%) Databricks
4 5 (6.17%) IBM
5 4 (4.94%) Microsoft
6 1 (1.23%) Google
6 1 (1.23%) NVIDIA
6 1 (1.23%) SAP
6 1 (1.23%) Sybase