Reference Data Contract Job Trends

Reference Data
UK

The table below looks at the prevalence of the term Reference Data in contract job vacancies. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Reference Data over the 6 months leading up to 29 January 2026, comparing them to the same period in the previous two years.

6 months to
29 Jan 2026
Same period 2025 Same period 2024
Rank 527 473 519
Rank change year-on-year -54 +46 +90
Contract jobs citing Reference Data 68 61 71
As % of all contract jobs in the UK 0.18% 0.19% 0.16%
As % of the Miscellaneous category 0.52% 0.60% 0.53%
Number of daily rates quoted 44 34 42
10th Percentile £359 £358 £471
25th Percentile £475 £512 £525
Median daily rate (50th Percentile) £650 £604 £625
Median % change year-on-year +7.62% -3.36% -
75th Percentile £740 £750 £734
90th Percentile £818 £834 £825
UK excluding London median daily rate £488 £608 £555
% change year-on-year -19.82% +9.55% +3.26%
Number of hourly rates quoted 3 2 0
10th Percentile - - -
25th Percentile £78.75 £78.75 -
Median hourly rate £80.50 £80.50 -
75th Percentile £83.13 £82.25 -
90th Percentile £83.65 - -
UK excluding London median hourly rate £80.50 £80.50 -

All Generic Skills
UK

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.

Contract vacancies with a requirement for generic IT skills 13,125 10,246 13,479
As % of all contract IT jobs advertised in the UK 34.10% 32.55% 30.75%
Number of daily rates quoted 8,288 6,069 8,796
10th Percentile £275 £263 £255
25th Percentile £405 £406 £413
Median daily rate (50th Percentile) £500 £525 £535
Median % change year-on-year -4.76% -1.87% -3.60%
75th Percentile £625 £657 £650
90th Percentile £738 £775 £750
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 624 310 734
10th Percentile £15.00 £19.18 £14.00
25th Percentile £18.45 £23.65 £17.29
Median hourly rate £28.50 £35.00 £35.00
Median % change year-on-year -18.56% - +55.66%
75th Percentile £62.63 £65.00 £60.00
90th Percentile £75.00 £80.90 £72.50
UK excluding London median hourly rate £27.50 £32.50 £35.50
% change year-on-year -15.38% -8.45% +71.46%

Reference Data
Job Vacancy Trend

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

Reference Data job vacancy trend in the UK

Reference Data
Daily Rate Trend

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

Contractor daily rate distribution trend for jobs in the UK citing Reference Data

Reference Data
Daily Rate Histogram

Daily rate distribution for jobs citing Reference Data over the 6 months to 29 January 2026.

Daily rate histogram for Reference Data in the UK

Reference Data
Hourly Rate Trend

Contractor hourly rate distribution trend for jobs in the UK citing Reference Data.

Contractor hourly rate distribution trend for jobs in the UK citing Reference Data

Reference Data
Top 14 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Reference Data within the UK over the 6 months to 29 January 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
England -69 61 £675 +7.14% 10
London -29 41 £725 +15.08% 9
UK excluding London -51 23 £488 -19.82% 8
Work from Home -6 15 £505 -16.87% 4
North of England -56 7 £500 -23.08%
East of England -11 6 - -
Yorkshire -48 6 £500 -23.08%
Scotland +5 3 £358 -41.12% 1
South East -28 3 £650 - 7
Northern Ireland - 2 - -
North West -23 1 £700 +96.63%
West Midlands -36 1 £475 -26.92%
Midlands -58 1 £475 -26.92%
South West - 1 - -

Reference Data
Co-Occurring Skills & Capabilities 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 8 (11.76%) Confluence
2 4 (5.88%) Apache Spark
3 1 (1.47%) Apache
3 1 (1.47%) SharePoint
Applications
1 7 (10.29%) Microsoft Excel
2 3 (4.41%) Microsoft Project
Business Applications
1 4 (5.88%) Finacle
1 4 (5.88%) Sparx Enterprise Architect
2 2 (2.94%) SAP S/4HANA
3 1 (1.47%) Aladdin
3 1 (1.47%) Markit EDM
Cloud Services
1 13 (19.12%) Azure
2 9 (13.24%) AWS
3 8 (11.76%) Power Platform
4 6 (8.82%) Collibra
5 5 (7.35%) Azure DevOps
6 4 (5.88%) GCP
7 3 (4.41%) Amazon S3
7 3 (4.41%) Snowflake
8 2 (2.94%) AWS Lambda
8 2 (2.94%) Serverless
9 1 (1.47%) Amazon Bedrock
9 1 (1.47%) Amazon EMR
9 1 (1.47%) Amazon SageMaker
9 1 (1.47%) Azure Data Factory
9 1 (1.47%) Datadog
9 1 (1.47%) Lucidchart
9 1 (1.47%) Power Automate
9 1 (1.47%) PowerApps
Database & Business Intelligence
1 20 (29.41%) Metadata
2 8 (11.76%) Power BI
3 5 (7.35%) Big Data
4 4 (5.88%) Data Lake
4 4 (5.88%) Data Warehouse
4 4 (5.88%) PostgreSQL
4 4 (5.88%) Relational Database
5 3 (4.41%) Hadoop
5 3 (4.41%) Power Query
5 3 (4.41%) Tableau
6 2 (2.94%) BigQuery
6 2 (2.94%) DataStage
6 2 (2.94%) DB2
6 2 (2.94%) RDBMS
7 1 (1.47%) Amazon Aurora
7 1 (1.47%) Amazon RDS
7 1 (1.47%) Data Vault
7 1 (1.47%) DynamoDB
7 1 (1.47%) NoSQL
7 1 (1.47%) Parquet
Development Applications
1 9 (13.24%) ERwin
2 8 (11.76%) JIRA
3 3 (4.41%) Git
3 3 (4.41%) PowerDesigner
4 2 (2.94%) ER Studio
General
1 29 (42.65%) Social Skills
2 26 (38.24%) Finance
3 16 (23.53%) Banking
4 12 (17.65%) Analytical Skills
5 10 (14.71%) Front Office
6 6 (8.82%) Public Sector
6 6 (8.82%) Retail
7 5 (7.35%) Publishing
8 4 (5.88%) Investment Banking
8 4 (5.88%) Private Banking
9 3 (4.41%) Presentation Skills
10 2 (2.94%) Back Office
10 2 (2.94%) Financial Institution
10 2 (2.94%) Law
11 1 (1.47%) Documentation Skills
11 1 (1.47%) Legal
11 1 (1.47%) Pharmaceutical
Job Titles
1 12 (17.65%) Analyst
1 12 (17.65%) Developer
2 11 (16.18%) Data Modeller
3 10 (14.71%) Business Analyst
4 9 (13.24%) Architect
4 9 (13.24%) Lead
5 7 (10.29%) Data Architect
6 5 (7.35%) Data Analyst
6 5 (7.35%) Data Business Analyst
6 5 (7.35%) Data Migration Lead
6 5 (7.35%) Python Developer
7 4 (5.88%) Perl Developer
7 4 (5.88%) Senior
8 3 (4.41%) Asset Management Analyst
8 3 (4.41%) Asset Management Business Analyst
8 3 (4.41%) Scrum Master
9 2 (2.94%) Investment Management Business Analyst
9 2 (2.94%) Perl Software Engineer
9 2 (2.94%) SQL Analyst
9 2 (2.94%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 3 (4.41%) JSON
2 2 (2.94%) REST
2 2 (2.94%) XML
3 1 (1.47%) GraphQL
3 1 (1.47%) JSON Schema
3 1 (1.47%) LangChain
3 1 (1.47%) NumPy
3 1 (1.47%) Pandas
Miscellaneous
1 9 (13.24%) Fixed Income
2 7 (10.29%) Data Structures
2 7 (10.29%) Management Information System
3 6 (8.82%) Cloud Native
3 6 (8.82%) Legacy Systems
3 6 (8.82%) Product Ownership
4 5 (7.35%) Onboarding
5 3 (4.41%) Life Science
5 3 (4.41%) NHS
5 3 (4.41%) Virtual Team
6 2 (2.94%) Data Protection Act
6 2 (2.94%) Derivative
6 2 (2.94%) Equities
6 2 (2.94%) Reinsurance
7 1 (1.47%) Algorithms
7 1 (1.47%) Analytical Mindset
7 1 (1.47%) Credit Risk
7 1 (1.47%) Foreign Exchange (FX)
7 1 (1.47%) Greenfield Project
7 1 (1.47%) Market Risk
Operating Systems
1 1 (1.47%) Unix
Processes & Methodologies
1 33 (48.53%) Data Modelling
2 24 (35.29%) Data Governance
3 18 (26.47%) Data Management
3 18 (26.47%) Problem-Solving
3 18 (26.47%) Stakeholder Management
4 17 (25.00%) Migration
5 15 (22.06%) Data Architecture
6 14 (20.59%) Agile
7 13 (19.12%) Data Lineage
7 13 (19.12%) Metadata Management
8 12 (17.65%) Data Analysis
8 12 (17.65%) Data Migration
8 12 (17.65%) Data Transformation
9 11 (16.18%) Analytics
9 11 (16.18%) Business Intelligence
9 11 (16.18%) Change Management
9 11 (16.18%) Data Mapping
9 11 (16.18%) User Acceptance Testing
9 11 (16.18%) Validation
10 9 (13.24%) Data Visualisation
Programming Languages
1 24 (35.29%) SQL
2 12 (17.65%) Python
3 8 (11.76%) Java
4 7 (10.29%) C#
5 6 (8.82%) Perl
6 5 (7.35%) PowerShell
7 2 (2.94%) Groovy
8 1 (1.47%) Data Analysis Expressions
8 1 (1.47%) Korn
Qualifications
1 6 (8.82%) Degree
2 4 (5.88%) Security Cleared
3 2 (2.94%) SC Cleared
4 1 (1.47%) BPSS Clearance
4 1 (1.47%) Computer Science Degree
4 1 (1.47%) Master's Degree
4 1 (1.47%) PhD
4 1 (1.47%) TOGAF Certification
Quality Assurance & Compliance
1 23 (33.82%) Data Quality
2 5 (7.35%) GDPR
3 2 (2.94%) QA
4 1 (1.47%) IFRS
4 1 (1.47%) IFRS 17
4 1 (1.47%) Solvency II
Vendors
1 6 (8.82%) Databricks
2 5 (7.35%) GoldenSource
2 5 (7.35%) Murex
3 4 (5.88%) Avaloq
3 4 (5.88%) Oracle
3 4 (5.88%) Sparx
3 4 (5.88%) Temenos
4 3 (4.41%) Bloomberg
5 2 (2.94%) Informatica
5 2 (2.94%) Microsoft
5 2 (2.94%) Refinitiv
5 2 (2.94%) SAP
6 1 (1.47%) Alteryx
6 1 (1.47%) Atlassian
6 1 (1.47%) Calypso
6 1 (1.47%) Charles River
6 1 (1.47%) Reuters