Critical Thinking Contract Job Trends in Scotland

Critical Thinking
UK > Scotland

The table below provides summary statistics and contractor rates for jobs advertised in Scotland requiring Critical Thinking skills. It covers contract job vacancies from the 6 months leading up to 25 February 2026, with comparisons to the same periods in the previous two years.

6 months to
25 Feb 2026
Same period 2025 Same period 2024
Rank 92 94 126
Rank change year-on-year +2 +32 +28
Contract jobs citing Critical Thinking 14 23 9
As % of all contract jobs in Scotland 0.88% 1.37% 0.38%
As % of the Processes & Methodologies category 1.04% 1.48% 0.43%
Number of daily rates quoted 9 10 6
10th Percentile £423 £458 £419
25th Percentile £425 £460 £425
Median daily rate (50th Percentile) £450 £495 £450
Median % change year-on-year -9.09% +10.00% +12.50%
75th Percentile £588 £671 £488
90th Percentile £625 £711 £581
UK median daily rate £575 £515 £500
% change year-on-year +11.65% +3.00% -4.76%

All Process & Methodology Skills
Scotland

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

Contract vacancies with a requirement for process or methodology skills 1,351 1,549 2,083
As % of all contract IT jobs advertised in Scotland 84.54% 92.26% 88.60%
Number of daily rates quoted 753 924 1,274
10th Percentile £232 £239 £288
25th Percentile £375 £363 £405
Median daily rate (50th Percentile) £450 £450 £480
Median % change year-on-year - -6.25% +1.05%
75th Percentile £575 £540 £588
90th Percentile £663 £625 £688
UK median daily rate £500 £525 £525
% change year-on-year -4.76% - -4.55%
Number of hourly rates quoted 97 42 89
10th Percentile £12.60 £16.93 £12.46
25th Percentile £15.56 £20.46 £16.00
Median hourly rate £20.00 £23.30 £19.50
Median % change year-on-year -14.14% +19.46% +10.05%
75th Percentile £50.00 £24.18 £56.40
90th Percentile £64.60 £33.70 £69.15
UK median hourly rate £25.94 £33.00 £33.07
% change year-on-year -21.39% -0.20% -5.53%

Critical Thinking
Job Vacancy Trend in Scotland

Historical trend showing the proportion of contract IT job postings citing Critical Thinking relative to all contract IT jobs advertised in Scotland.

Critical Thinking job vacancy trend in Scotland

Critical Thinking
Daily Rate Trend in Scotland

Contractor daily rate distribution trend for jobs in Scotland citing Critical Thinking.

Contractor daily rate distribution trend for jobs in Scotland citing Critical Thinking

Critical Thinking
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing Critical Thinking in Scotland over the 6 months to 25 February 2026.

Daily rate histogram for Critical Thinking in Scotland

Critical Thinking
Hourly Rate Trend in Scotland

Contractor hourly rate distribution trend for jobs in Scotland citing Critical Thinking.

Contractor hourly rate distribution trend for jobs in Scotland citing Critical Thinking

Critical Thinking
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Critical Thinking within the Scotland region over the 6 months to 25 February 2026. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Glasgow -5 10 £450 -9.09% 2
Edinburgh - 3 - -
Critical Thinking
UK

Critical Thinking
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:

Cloud Services
1 6 (42.86%) AWS
1 6 (42.86%) Snowflake
2 3 (21.43%) Azure
3 1 (7.14%) Cloud Computing
Database & Business Intelligence
1 4 (28.57%) BigQuery
1 4 (28.57%) Metadata
Development Applications
1 2 (14.29%) Bitbucket
1 2 (14.29%) GitLab
1 2 (14.29%) Jenkins
2 1 (7.14%) JIRA
General
1 9 (64.29%) Finance
2 7 (50.00%) Analytical Skills
2 7 (50.00%) Social Skills
3 6 (42.86%) Banking
3 6 (42.86%) Investment Banking
4 4 (28.57%) Documentation Skills
5 2 (14.29%) Corporate Banking
5 2 (14.29%) Retail
5 2 (14.29%) Retail Banking
6 1 (7.14%) Influencing Skills
6 1 (7.14%) Organisational Skills
6 1 (7.14%) Presentation Skills
6 1 (7.14%) Public Sector
Job Titles
1 6 (42.86%) Analyst
1 6 (42.86%) Data Analyst
2 4 (28.57%) Developer
3 2 (14.29%) Architect
3 2 (14.29%) Data Modeller
3 2 (14.29%) Python Developer
3 2 (14.29%) Senior
3 2 (14.29%) Site Engineer
3 2 (14.29%) Site Reliability Engineer
4 1 (7.14%) Artificial Intelligence Architect
4 1 (7.14%) Artificial Intelligence Developer
4 1 (7.14%) Integration Engineer
4 1 (7.14%) Java Developer
4 1 (7.14%) Python Engineer
4 1 (7.14%) Python Software Engineer
4 1 (7.14%) Security Architect
4 1 (7.14%) Senior Java Developer
4 1 (7.14%) Software Engineer
4 1 (7.14%) Software Integration Engineer
4 1 (7.14%) Teradata Analyst
Libraries, Frameworks & Software Standards
1 2 (14.29%) OpenTelemetry
2 1 (7.14%) FastAPI
2 1 (7.14%) Flask
2 1 (7.14%) Kafka
Miscellaneous
1 2 (14.29%) Cyber Threat
2 1 (7.14%) Distributed Systems
2 1 (7.14%) Freedom of Information
Operating Systems
1 2 (14.29%) Linux
1 2 (14.29%) Unix
Processes & Methodologies
1 8 (57.14%) Problem-Solving
2 7 (50.00%) Analytical Thinking
3 5 (35.71%) CI/CD
4 4 (28.57%) Agile
4 4 (28.57%) AI
4 4 (28.57%) Analytics
4 4 (28.57%) Data Design
4 4 (28.57%) Data Governance
4 4 (28.57%) Data Lineage
4 4 (28.57%) Data Mapping
4 4 (28.57%) Data Modelling
4 4 (28.57%) Data Transformation
4 4 (28.57%) Decision-Making
4 4 (28.57%) Metadata Management
4 4 (28.57%) Wealth Management
5 3 (21.43%) Cybersecurity
5 3 (21.43%) Data Security
5 3 (21.43%) Machine Learning
5 3 (21.43%) Natural Language Processing
5 3 (21.43%) Stakeholder Management
Programming Languages
1 7 (50.00%) SQL
2 4 (28.57%) Python
3 3 (21.43%) Java
4 2 (14.29%) JavaScript
4 2 (14.29%) PromQL
4 2 (14.29%) TypeScript
Qualifications
1 1 (7.14%) Azure Certification
1 1 (7.14%) CISSP
1 1 (7.14%) CompTIA CySA+
1 1 (7.14%) CompTIA Security+
1 1 (7.14%) Degree
1 1 (7.14%) SSCP
Quality Assurance & Compliance
1 6 (42.86%) Data Quality
2 3 (21.43%) QA
3 1 (7.14%) Disclosure Scotland
System Software
1 3 (21.43%) Docker
Systems Management
1 3 (21.43%) Kubernetes
2 2 (14.29%) Grafana
2 2 (14.29%) Prometheus
Vendors
1 4 (28.57%) Oracle
1 4 (28.57%) Teradata
2 2 (14.29%) Microsoft
2 2 (14.29%) PagerDuty
2 2 (14.29%) Splunk