Decision-Making Job Trends in Scotland

Decision-Making
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Decision-Making skills. It covers permanent job vacancies from the 6 months leading up to 22 October 2025, with comparisons to the same periods in the previous two years.

6 months to
22 Oct 2025
Same period 2024 Same period 2023
Rank 30 47 13
Rank change year-on-year +17 -34 +41
Permanent jobs citing Decision-Making 217 130 313
As % of all permanent jobs in Scotland 8.16% 3.90% 12.75%
As % of the Processes & Methodologies category 9.00% 4.63% 13.30%
Number of salaries quoted 43 34 291
10th Percentile £42,500 £37,345 -
25th Percentile £48,750 £38,750 -
Median annual salary (50th Percentile) £57,500 £51,093 £25,000
Median % change year-on-year +12.54% +104.37% -50.00%
75th Percentile £75,344 £76,500 £28,000
90th Percentile £85,000 £108,125 £61,123
UK median annual salary £60,000 £60,000 £52,550
% change year-on-year - +14.18% -12.42%

All Process and Methodology Skills
Scotland

Decision-Making falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills in Scotland.

Permanent vacancies with a requirement for process or methodology skills 2,410 2,807 2,354
As % of all permanent jobs advertised in Scotland 90.60% 84.29% 95.89%
Number of salaries quoted 1,030 1,338 1,883
10th Percentile £26,250 £31,250 £25,000
25th Percentile £32,000 £40,000 £35,000
Median annual salary (50th Percentile) £38,000 £55,000 £52,500
Median % change year-on-year -30.91% +4.76% -4.55%
75th Percentile £60,000 £70,000 £68,750
90th Percentile £78,750 £82,150 £81,250
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -

Decision-Making
Job Vacancy Trend in Scotland

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

Decision-Making job vacancy trend in Scotland

Decision-Making
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Decision-Making.

Salary distribution trend for jobs in Scotland citing Decision-Making

Decision-Making
Salary Histogram in Scotland

Salary distribution for jobs citing Decision-Making in Scotland over the 6 months to 22 October 2025.

Salary histogram for Decision-Making in Scotland

Decision-Making
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Decision-Making within the Scotland region over the 6 months to 22 October 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 +10 77 £60,000 - 31
Edinburgh +17 51 £58,750 -3.28% 20
North Lanarkshire - 20 - - 4
Renfrewshire -1 15 - - 6
South Lanarkshire - 10 - - 2
West Lothian - 9 £50,000 - 1
Stirling 0 6 - - 2
West Dunbartonshire - 6 £60,000 - 1
Ayrshire - 5 - - 3
North Ayrshire - 5 - - 1
East Ayrshire - 5 - - 1
Lanarkshire - 5 - - 22
Dundee -1 1 £69,248 +76.00% 3
Fife - 1 £50,000 - 1
Decision-Making
UK

Decision-Making
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 (4.15%) Apache Spark
2 1 (0.46%) Confluence
2 1 (0.46%) SAS
Applications
1 6 (2.76%) Microsoft Excel
2 5 (2.30%) Microsoft Office
3 3 (1.38%) Microsoft PowerPoint
4 1 (0.46%) Microsoft Project
4 1 (0.46%) MS Visio
Cloud Services
1 37 (17.05%) AWS
2 21 (9.68%) Azure
3 12 (5.53%) Power Platform
4 8 (3.69%) Snowflake
5 6 (2.76%) Azure DevOps
5 6 (2.76%) Microsoft 365
6 5 (2.30%) GitHub
7 4 (1.84%) SaaS
8 3 (1.38%) AWS Lambda
8 3 (1.38%) Serverless
9 2 (0.92%) Amazon S3
9 2 (0.92%) Amazon SageMaker
9 2 (0.92%) Azure Data Factory
9 2 (0.92%) Collibra
9 2 (0.92%) Microsoft Purview
10 1 (0.46%) Amazon EC2
10 1 (0.46%) Amazon EKS
10 1 (0.46%) Azure Synapse Analytics
10 1 (0.46%) GitHub Copilot
10 1 (0.46%) PaaS
Communications & Networking
1 1 (0.46%) Network Security
Database & Business Intelligence
1 12 (5.53%) Power BI
2 11 (5.07%) Tableau
3 10 (4.61%) PostgreSQL
3 10 (4.61%) Relational Database
4 9 (4.15%) Apache Hive
4 9 (4.15%) Big Data
5 5 (2.30%) Data Warehouse
5 5 (2.30%) DynamoDB
5 5 (2.30%) Hadoop
5 5 (2.30%) HBase
6 4 (1.84%) Amazon Athena
6 4 (1.84%) Amazon Redshift
6 4 (1.84%) Apache Cassandra
6 4 (1.84%) Apache Iceberg
6 4 (1.84%) Impala
6 4 (1.84%) KDB
6 4 (1.84%) Kdb+
6 4 (1.84%) NoSQL
6 4 (1.84%) Redshift Spectrum
6 4 (1.84%) SQL Server
Development Applications
1 5 (2.30%) Gradle
1 5 (2.30%) Maven
2 4 (1.84%) Jenkins
3 3 (1.38%) JIRA
4 2 (0.92%) ERwin
5 1 (0.46%) Git
General
1 108 (49.77%) Analytical Skills
1 108 (49.77%) Social Skills
2 98 (45.16%) Finance
3 59 (27.19%) Inclusion and Diversity
4 56 (25.81%) Law
5 32 (14.75%) Marketing
6 27 (12.44%) Banking
7 14 (6.45%) Legal
8 10 (4.61%) Retail
9 9 (4.15%) Private Banking
10 8 (3.69%) Front Office
11 6 (2.76%) Public Sector
12 5 (2.30%) Financial Institution
12 5 (2.30%) Presentation Skills
13 4 (1.84%) Brand Awareness
13 4 (1.84%) Investment Banking
13 4 (1.84%) Publishing
14 3 (1.38%) Advertising
14 3 (1.38%) Influencing Skills
14 3 (1.38%) Manufacturing
Job Titles
1 80 (36.87%) Innovation Manager
2 52 (23.96%) Software Engineer
3 32 (14.75%) Java Engineer
3 32 (14.75%) Java Software Engineer
4 20 (9.22%) Lead
5 17 (7.83%) Full-Stack Engineer
5 17 (7.83%) Full-Stack Software Engineer
6 15 (6.91%) Analyst
6 15 (6.91%) Python Engineer
6 15 (6.91%) Python Software Engineer
7 14 (6.45%) Senior
8 13 (5.99%) Developer
8 13 (5.99%) Lead Software Engineer
9 9 (4.15%) Developer/Software Engineer
9 9 (4.15%) Full-Stack Developer
9 9 (4.15%) Full-Stack Java Developer
9 9 (4.15%) Java Developer
9 9 (4.15%) Java Software Developer
9 9 (4.15%) Software Developer
10 8 (3.69%) Financial Controller
Libraries, Frameworks & Software Standards
1 21 (9.68%) Spring
2 15 (6.91%) Spring Boot
3 12 (5.53%) Kafka
3 12 (5.53%) React
4 8 (3.69%) AngularJS
4 8 (3.69%) REST
4 8 (3.69%) RESTful
5 5 (2.30%) JPA
5 5 (2.30%) PySpark
6 1 (0.46%) .NET
6 1 (0.46%) HTML
Miscellaneous
1 19 (8.76%) Cloud Native
2 8 (3.69%) Reference Data
3 5 (2.30%) FMCG
3 5 (2.30%) Legacy Systems
3 5 (2.30%) Product Ownership
4 4 (1.84%) Derivative
4 4 (1.84%) Distributed Applications
4 4 (1.84%) Public Cloud
5 3 (1.38%) Digital Media
5 3 (1.38%) Management Information System
5 3 (1.38%) Operational Technology
5 3 (1.38%) Social Media
6 2 (0.92%) Life Science
6 2 (0.92%) Onboarding
6 2 (0.92%) Replication
7 1 (0.46%) Cyber Threat
7 1 (0.46%) Distributed Computing
7 1 (0.46%) PMI
Operating Systems
1 5 (2.30%) Unix
Processes & Methodologies
1 146 (67.28%) AI
2 108 (49.77%) Analytics
3 99 (45.62%) Continuous Improvement
4 94 (43.32%) Stakeholder Management
5 86 (39.63%) Customer Experience
6 85 (39.17%) Data-Driven Decision Making
7 73 (33.64%) Agile
8 52 (23.96%) Operational Stability
8 52 (23.96%) Software Engineering
9 49 (22.58%) CI/CD
10 48 (22.12%) SDLC
11 47 (21.66%) Machine Learning
12 36 (16.59%) Problem-Solving
13 32 (14.75%) Critical Thinking
13 32 (14.75%) Emotional Intelligence
14 24 (11.06%) Data Engineering
15 21 (9.68%) Business Intelligence
16 20 (9.22%) Risk Management
17 18 (8.29%) Full-Stack Development
18 16 (7.37%) Computer Science
Programming Languages
1 43 (19.82%) SQL
2 37 (17.05%) Java
3 31 (14.29%) Python
4 8 (3.69%) PL/SQL
5 5 (2.30%) T-SQL
6 3 (1.38%) TypeScript
7 1 (0.46%) Data Analysis Expressions
7 1 (0.46%) Scala
Qualifications
1 7 (3.23%) Degree
2 6 (2.76%) AWS Certification
3 5 (2.30%) CRISC
4 2 (0.92%) ACCA
4 2 (0.92%) CIMA
5 1 (0.46%) CBAP
5 1 (0.46%) HNC
5 1 (0.46%) HND
5 1 (0.46%) PMI Certification
5 1 (0.46%) PMP
5 1 (0.46%) SAFe Agilist
5 1 (0.46%) SC Cleared
5 1 (0.46%) Security Cleared
Quality Assurance & Compliance
1 7 (3.23%) Data Quality
2 6 (2.76%) Accessibility
2 6 (2.76%) GDPR
3 4 (1.84%) GRC
3 4 (1.84%) ISO/IEC 27001
3 4 (1.84%) QA
4 3 (1.38%) GAAP
4 3 (1.38%) IFRS
4 3 (1.38%) Solvency II
5 2 (0.92%) Actionable Recommendations
5 2 (0.92%) NIST
6 1 (0.46%) NCSC
6 1 (0.46%) NIST 800
6 1 (0.46%) SOC 2
System Software
1 5 (2.30%) HDFS
Systems Management
1 5 (2.30%) Kubernetes
1 5 (2.30%) Terraform
2 4 (1.84%) Grafana
2 4 (1.84%) Netcool
2 4 (1.84%) Netcool/OMNIbus
2 4 (1.84%) Tivoli
3 1 (0.46%) RSA Archer
Vendors
1 16 (7.37%) Oracle
2 11 (5.07%) Databricks
2 11 (5.07%) Microsoft
3 7 (3.23%) Alteryx
4 6 (2.76%) ServiceNow
5 5 (2.30%) Cloudera
6 4 (1.84%) Charles River
6 4 (1.84%) Dynatrace
6 4 (1.84%) IBM
6 4 (1.84%) Splunk
7 3 (1.38%) Teradata
8 2 (0.92%) Informatica
8 2 (0.92%) Xero
9 1 (0.46%) Siemens