Reference Data Contract Job Trends in Edinburgh

Reference Data
Scotland > Edinburgh

The table below looks at the prevalence of the term Reference Data in contract job vacancies in Edinburgh. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Reference Data over the 6 months leading up to 17 September 2026, comparing them to the same period in the previous two years.

6 months to
17 Sep 2026
Same period 2025 Same period 2024
Rank 71 - -
Rank change year-on-year - - -
Contract jobs citing Reference Data 1 0 0
As % of all contract jobs in Edinburgh 0.14% - -
As % of the Miscellaneous category 0.35% - -
Number of daily rates quoted 1 0 0
10th Percentile - - -
25th Percentile £405 - -
Median daily rate (50th Percentile) £410 - -
75th Percentile £415 - -
90th Percentile - - -
Scotland median daily rate £410 - £500
% change year-on-year - - +33.33%

All Generic Skills
Edinburgh

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

Contract vacancies with a requirement for generic IT skills 282 253 300
As % of all contract IT jobs advertised in Edinburgh 39.28% 39.66% 36.59%
Number of daily rates quoted 139 111 149
10th Percentile £205 £190 £209
25th Percentile £406 £384 £347
Median daily rate (50th Percentile) £475 £468 £450
Median % change year-on-year +1.60% +3.89% -5.26%
75th Percentile £575 £538 £550
90th Percentile £650 £638 £640
Scotland median daily rate £450 £450 £464
% change year-on-year - -2.96% -7.25%
Number of hourly rates quoted 5 10 20
10th Percentile - £16.18 £13.09
25th Percentile £19.33 - £17.31
Median hourly rate £25.75 £17.30 £18.27
Median % change year-on-year +48.84% -5.31% +3.10%
75th Percentile £75.00 £18.69 £23.89
90th Percentile £87.00 £33.00 £24.18
Scotland median hourly rate £32.00 £19.97 £18.38
% change year-on-year +60.24% +8.68% -4.20%

Reference Data
Job Vacancy Trend in Edinburgh

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

Reference Data job vacancy trend in Edinburgh

Reference Data
Daily Rate Trend in Edinburgh

Contractor daily rate distribution trend for jobs in Edinburgh citing Reference Data.

Contractor daily rate distribution trend for jobs in Edinburgh citing Reference Data

Reference Data
Co-Occurring Skills & Capabilities in Edinburgh 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 1 (100.00%) Cloud Run
1 1 (100.00%) GCP
1 1 (100.00%) Power Platform
Database & Business Intelligence
1 1 (100.00%) BigQuery
1 1 (100.00%) Data Lake
1 1 (100.00%) Data Vault
1 1 (100.00%) Data Warehouse
1 1 (100.00%) Power BI
General
1 1 (100.00%) Finance
Job Titles
1 1 (100.00%) Data Engineer
1 1 (100.00%) Senior
1 1 (100.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 1 (100.00%) JSON
1 1 (100.00%) Kafka
1 1 (100.00%) REST
Processes & Methodologies
1 1 (100.00%) AI
1 1 (100.00%) Analytics
1 1 (100.00%) Business Intelligence
1 1 (100.00%) Data Engineering
1 1 (100.00%) Data Governance
1 1 (100.00%) Data Integration
1 1 (100.00%) Data Management
1 1 (100.00%) Data Modelling
1 1 (100.00%) Data Strategy
1 1 (100.00%) Data Visualisation
1 1 (100.00%) ETL
1 1 (100.00%) Machine Learning
1 1 (100.00%) Microservices
1 1 (100.00%) Performance Tuning
1 1 (100.00%) Reference Data Management
1 1 (100.00%) Root Cause Analysis
1 1 (100.00%) Task Automation
1 1 (100.00%) Technical Debt
1 1 (100.00%) Visualisation
1 1 (100.00%) Wealth Management
Programming Languages
1 1 (100.00%) Python
1 1 (100.00%) Scala
1 1 (100.00%) SQL
Quality Assurance & Compliance
1 1 (100.00%) Data Quality
Vendors
1 1 (100.00%) Google