Reference Data Job Trends in Scotland

Reference Data
UK > Scotland

The table below looks at the prevalence of the term Reference Data in permanent job vacancies in Scotland. Included is a benchmarking guide to the salaries offered in vacancies that cited Reference Data over the 6 months leading up to 18 August 2026, comparing them to the same period in the previous two years.

6 months to
18 Aug 2026
Same period 2025 Same period 2024
Rank 140 134 159
Rank change year-on-year -6 +25 -1
Permanent jobs citing Reference Data 6 11 75
As % of all permanent jobs in Scotland 0.17% 0.44% 1.47%
As % of the Miscellaneous category 0.60% 1.60% 3.37%
Number of salaries quoted 2 0 1
10th Percentile £51,125 - -
25th Percentile £56,563 - £56,250
Median annual salary (50th Percentile) £68,750 - £62,500
75th Percentile £81,563 - £68,750
90th Percentile £87,375 - -
UK median annual salary £90,000 £110,000 £82,500
% change year-on-year -18.18% +33.33% +9.03%

All Generic Skills
Scotland

Reference Data 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 994 688 2,223
As % of all permanent jobs advertised in Scotland 27.96% 27.62% 43.52%
Number of salaries quoted 526 270 633
10th Percentile £27,500 £27,175 £32,500
25th Percentile £31,500 £36,563 £42,500
Median annual salary (50th Percentile) £50,000 £55,000 £55,000
Median % change year-on-year -9.09% - -4.35%
75th Percentile £70,000 £71,250 £70,000
90th Percentile £80,000 £93,778 £80,000
UK median annual salary £57,500 £55,000 £57,500
% change year-on-year +4.55% -4.35% -10.20%

Reference Data
Job Vacancy Trend in Scotland

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

Reference Data job vacancy trend in Scotland

Reference Data
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Reference Data.

Salary distribution trend for jobs in Scotland citing Reference Data

Reference Data
Salary Histogram in Scotland

Salary distribution for jobs citing Reference Data in Scotland over the 6 months to 18 August 2026.

Salary histogram for Reference Data in Scotland

Reference Data
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Reference Data within the Scotland region over the 6 months to 18 August 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
Glasgow +4 3 £50,000 -
West Lothian - 2 - -
Edinburgh - 1 £87,500 -
Reference Data
UK

Reference Data
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 2 (33.33%) Confluence
Communications & Networking
1 2 (33.33%) Broadband
Development Applications
1 2 (33.33%) Claude Code
1 2 (33.33%) JIRA
General
1 4 (66.67%) Finance
2 2 (33.33%) Analytical Skills
2 2 (33.33%) Banking
2 2 (33.33%) Front Office
2 2 (33.33%) Inclusion and Diversity
2 2 (33.33%) Law
2 2 (33.33%) Social Skills
3 1 (16.67%) Back Office
Job Titles
1 2 (33.33%) Coordinator
1 2 (33.33%) Product Manager
2 1 (16.67%) Analyst
2 1 (16.67%) Architect
2 1 (16.67%) Business Analyst
2 1 (16.67%) Data Analyst
2 1 (16.67%) Data Architect
2 1 (16.67%) Data Business Analyst
2 1 (16.67%) Data Manager
Miscellaneous
1 2 (33.33%) Product Ownership
1 2 (33.33%) Social Media
1 2 (33.33%) Video on Demand
2 1 (16.67%) Derivative
2 1 (16.67%) Equities
2 1 (16.67%) Fixed Income
2 1 (16.67%) Foreign Exchange (FX)
2 1 (16.67%) Taxonomies
Processes & Methodologies
1 3 (50.00%) Data Modelling
1 3 (50.00%) Decision-Making
1 3 (50.00%) Roadmaps
2 2 (33.33%) AI
2 2 (33.33%) API Integration
2 2 (33.33%) Backlog Management
2 2 (33.33%) Customer Experience
2 2 (33.33%) Data-Driven Decision Making
2 2 (33.33%) Due Diligence
2 2 (33.33%) Mentoring
2 2 (33.33%) Objectives and Key Results
2 2 (33.33%) OO
2 2 (33.33%) Platform Engineering
2 2 (33.33%) Problem-Solving
2 2 (33.33%) Product Backlog
2 2 (33.33%) Product Roadmap
2 2 (33.33%) Product Strategy
2 2 (33.33%) Risk Management
2 2 (33.33%) Software Engineering
2 2 (33.33%) Strategic Roadmap
Programming Languages
1 1 (16.67%) SQL
Qualifications
1 2 (33.33%) Degree
Quality Assurance & Compliance
1 1 (16.67%) Data Quality