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 19 February 2026, comparing them to the same period in the previous two years.

6 months to
19 Feb 2026
Same period 2025 Same period 2024
Rank 519 458 508
Rank change year-on-year -61 +50 +95
Contract jobs citing Reference Data 82 71 82
As % of all contract jobs in the UK 0.20% 0.23% 0.19%
As % of the Miscellaneous category 0.60% 0.69% 0.61%
Number of daily rates quoted 57 38 49
10th Percentile £358 £362 £381
25th Percentile £463 £512 £506
Median daily rate (50th Percentile) £600 £604 £625
Median % change year-on-year -0.66% -3.36% -
75th Percentile £738 £750 £788
90th Percentile £793 £829 £925
UK excluding London median daily rate £500 £608 £550
% change year-on-year -17.76% +10.55% +4.76%
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 13,699 10,221 13,427
As % of all contract IT jobs advertised in the UK 33.65% 33.18% 30.45%
Number of daily rates quoted 8,632 6,183 8,642
10th Percentile £275 £264 £258
25th Percentile £403 £406 £413
Median daily rate (50th Percentile) £500 £525 £530
Median % change year-on-year -4.76% -0.94% -3.64%
75th Percentile £625 £650 £650
90th Percentile £738 £765 £752
UK excluding London median daily rate £475 £495 £500
% change year-on-year -4.04% -1.00% -
Number of hourly rates quoted 663 313 823
10th Percentile £15.37 £18.51 £13.00
25th Percentile £18.50 £23.59 £16.67
Median hourly rate £31.00 £34.00 £32.50
Median % change year-on-year -8.82% +4.62% +44.54%
75th Percentile £63.75 £65.00 £58.73
90th Percentile £76.20 £82.25 £70.00
UK excluding London median hourly rate £30.05 £32.50 £34.61
% change year-on-year -7.53% -6.08% +57.30%

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 19 February 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 19 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
England -70 73 £625 -0.79% 26
London -56 51 £698 +10.83% 16
UK excluding London -40 27 £500 -17.76% 15
Work from Home -24 18 £550 -12.70% 14
East of England -22 7 £575 +9.52% 1
North of England -68 7 £500 -23.08% 4
Scotland +12 6 £358 -41.12%
Yorkshire -52 6 £500 -23.08% 2
South East -27 3 £650 - 7
West Midlands -59 2 £563 -13.46% 1
Midlands -67 2 £563 -13.46% 2
North West -27 1 £700 +96.63% 2
South West - 1 - - 2
Northern Ireland - 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 9 (10.98%) Confluence
2 5 (6.10%) Apache Spark
3 1 (1.22%) Apache
Applications
1 7 (8.54%) Microsoft Excel
2 4 (4.88%) Microsoft Project
3 1 (1.22%) Microsoft PowerPoint
3 1 (1.22%) MS Visio
Business Applications
1 4 (4.88%) Finacle
1 4 (4.88%) Sparx Enterprise Architect
2 2 (2.44%) Aladdin
2 2 (2.44%) SAP S/4HANA
3 1 (1.22%) Markit EDM
3 1 (1.22%) SAP MDG
Cloud Services
1 15 (18.29%) Azure
2 10 (12.20%) AWS
3 8 (9.76%) Collibra
3 8 (9.76%) Power Platform
4 5 (6.10%) GCP
5 4 (4.88%) Amazon S3
5 4 (4.88%) Azure DevOps
6 3 (3.66%) AWS Lambda
6 3 (3.66%) Serverless
7 2 (2.44%) Amazon Bedrock
7 2 (2.44%) Snowflake
8 1 (1.22%) Amazon ECS
8 1 (1.22%) Amazon EKS
8 1 (1.22%) Amazon SageMaker
8 1 (1.22%) Azure Data Factory
8 1 (1.22%) Azure Synapse Analytics
8 1 (1.22%) dbt
8 1 (1.22%) GitHub Actions
8 1 (1.22%) Power Automate
8 1 (1.22%) PowerApps
Database & Business Intelligence
1 29 (35.37%) Metadata
2 8 (9.76%) Power BI
3 6 (7.32%) Big Data
4 5 (6.10%) Data Warehouse
5 4 (4.88%) Data Lake
5 4 (4.88%) Hadoop
5 4 (4.88%) PostgreSQL
6 3 (3.66%) BigQuery
6 3 (3.66%) Data Vault
6 3 (3.66%) Relational Database
7 2 (2.44%) DataStage
7 2 (2.44%) DB2
7 2 (2.44%) Parquet
7 2 (2.44%) Power Query
7 2 (2.44%) RDBMS
7 2 (2.44%) Tableau
8 1 (1.22%) Amazon Aurora
8 1 (1.22%) Apache Iceberg
8 1 (1.22%) Metadata Repository
8 1 (1.22%) Semantic Layer
Development Applications
1 10 (12.20%) ERwin
2 9 (10.98%) JIRA
3 4 (4.88%) Git
4 3 (3.66%) PowerDesigner
5 2 (2.44%) ER Studio
6 1 (1.22%) GitLab
6 1 (1.22%) Jenkins
General
1 29 (35.37%) Finance
2 28 (34.15%) Social Skills
3 18 (21.95%) Analytical Skills
4 17 (20.73%) Banking
5 9 (10.98%) Front Office
6 7 (8.54%) Public Sector
7 6 (7.32%) Retail
8 5 (6.10%) Publishing
9 4 (4.88%) Private Banking
10 3 (3.66%) Investment Banking
10 3 (3.66%) Presentation Skills
11 2 (2.44%) Back Office
11 2 (2.44%) Financial Institution
11 2 (2.44%) Law
11 2 (2.44%) Wholesale Banking
12 1 (1.22%) Billing
12 1 (1.22%) Legal
12 1 (1.22%) Manufacturing
12 1 (1.22%) Marketing
12 1 (1.22%) Pharmaceutical
Job Titles
1 15 (18.29%) Architect
2 14 (17.07%) Data Modeller
3 13 (15.85%) Analyst
4 12 (14.63%) Data Architect
4 12 (14.63%) Lead
5 11 (13.41%) Business Analyst
5 11 (13.41%) Developer
6 6 (7.32%) Data Analyst
7 5 (6.10%) Data Migration Lead
7 5 (6.10%) Python Developer
7 5 (6.10%) Scrum Master
7 5 (6.10%) Senior
8 4 (4.88%) Data Business Analyst
8 4 (4.88%) Perl Developer
9 3 (3.66%) Asset Management Analyst
9 3 (3.66%) Asset Management Business Analyst
10 2 (2.44%) Data Engineer
10 2 (2.44%) Reference Data Specialist
10 2 (2.44%) SQL Analyst
10 2 (2.44%) Subject Matter Expert
Libraries, Frameworks & Software Standards
1 3 (3.66%) JSON
2 2 (2.44%) REST
2 2 (2.44%) XML
3 1 (1.22%) GraphQL
3 1 (1.22%) JSON Schema
3 1 (1.22%) LangChain
3 1 (1.22%) NumPy
3 1 (1.22%) Pandas
Miscellaneous
1 10 (12.20%) Cloud Native
1 10 (12.20%) Data Structures
1 10 (12.20%) Fixed Income
1 10 (12.20%) Product Ownership
2 7 (8.54%) Legacy Systems
2 7 (8.54%) Management Information System
3 5 (6.10%) Onboarding
3 5 (6.10%) Virtual Team
4 3 (3.66%) Data Protection Act
4 3 (3.66%) Equities
4 3 (3.66%) Life Science
4 3 (3.66%) NHS
5 2 (2.44%) Derivative
5 2 (2.44%) Reinsurance
6 1 (1.22%) Algorithms
6 1 (1.22%) Analytical Mindset
6 1 (1.22%) Clustering
6 1 (1.22%) Foreign Exchange (FX)
6 1 (1.22%) Greenfield Project
Operating Systems
1 1 (1.22%) Unix
Processes & Methodologies
1 42 (51.22%) Data Modelling
2 29 (35.37%) Data Governance
3 22 (26.83%) Data Architecture
3 22 (26.83%) Data Management
4 21 (25.61%) Stakeholder Management
5 20 (24.39%) Problem-Solving
6 19 (23.17%) Data Lineage
7 18 (21.95%) Migration
8 17 (20.73%) Agile
9 16 (19.51%) Data Transformation
10 15 (18.29%) Analytics
10 15 (18.29%) Data Analysis
10 15 (18.29%) Metadata Management
10 15 (18.29%) Validation
11 14 (17.07%) Data Mapping
11 14 (17.07%) ETL
12 13 (15.85%) Change Management
12 13 (15.85%) User Acceptance Testing
13 12 (14.63%) Scrum
14 11 (13.41%) Data Migration
Programming Languages
1 25 (30.49%) SQL
2 12 (14.63%) Python
3 8 (9.76%) Java
4 7 (8.54%) C#
5 6 (7.32%) Perl
6 5 (6.10%) PowerShell
7 2 (2.44%) Groovy
8 1 (1.22%) Bash
8 1 (1.22%) Korn
Qualifications
1 7 (8.54%) Degree
2 5 (6.10%) Security Cleared
3 3 (3.66%) BPSS Clearance
3 3 (3.66%) SC Cleared
4 1 (1.22%) Computer Science Degree
4 1 (1.22%) Master's Degree
4 1 (1.22%) PhD
4 1 (1.22%) TOGAF Certification
Quality Assurance & Compliance
1 29 (35.37%) Data Quality
2 8 (9.76%) GDPR
3 2 (2.44%) QA
4 1 (1.22%) IFRS
4 1 (1.22%) IFRS 17
4 1 (1.22%) Solvency II
System Software
1 1 (1.22%) Docker
Systems Management
1 1 (1.22%) Grafana
1 1 (1.22%) Kubernetes
1 1 (1.22%) Prometheus
1 1 (1.22%) Terraform
Vendors
1 8 (9.76%) Databricks
2 6 (7.32%) Microsoft
2 6 (7.32%) Murex
3 5 (6.10%) GoldenSource
4 4 (4.88%) Avaloq
4 4 (4.88%) Oracle
4 4 (4.88%) Sparx
4 4 (4.88%) Temenos
5 3 (3.66%) Bloomberg
5 3 (3.66%) Informatica
5 3 (3.66%) SAP
6 2 (2.44%) IDERA
6 2 (2.44%) Refinitiv
7 1 (1.22%) Alteryx
7 1 (1.22%) Atlassian
7 1 (1.22%) Calypso
7 1 (1.22%) Charles River
7 1 (1.22%) Google
7 1 (1.22%) ION Trading
7 1 (1.22%) Reuters