Reference Data Contracts

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 have cited Reference Data over the 6 months to 27 April 2024 with a comparison to the same period over the previous 2 years.

6 months to
27 Apr 2024
Same period 2023 Same period 2022
Rank 504 579 618
Rank change year-on-year +75 +39 -88
Contract jobs citing Reference Data 94 140 235
As % of all contract jobs advertised in the UK 0.22% 0.23% 0.26%
As % of the Miscellaneous category 0.72% 0.70% 0.80%
Number of daily rates quoted 63 110 142
10th Percentile £460 £448 £419
25th Percentile £525 £500 £498
Median daily rate (50th Percentile) £650 £625 £588
Median % change year-on-year +4.00% +6.38% +2.17%
75th Percentile £925 £725 £738
90th Percentile - £803 £800
UK excluding London median daily rate £550 £500 £508
% change year-on-year +10.00% -1.48% -7.73%
Number of hourly rates quoted 0 0 1
10th Percentile - - -
25th Percentile - - £82.75
Median hourly rate - - £83.50
75th Percentile - - £84.25
90th Percentile - - -
UK excluding London median hourly rate - - -

All Generic Skills
UK

Reference Data is in the General and Transferable Skills category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies with a requirement for generic IT skills.

Contract vacancies with a requirement for generic IT skills 13,143 19,914 29,327
As % of all contract IT jobs advertised in the UK 30.35% 33.30% 33.01%
Number of daily rates quoted 8,422 13,704 20,462
10th Percentile £263 £308 £313
25th Percentile £413 £450 £431
Median daily rate (50th Percentile) £538 £550 £550
Median % change year-on-year -2.27% - +10.00%
75th Percentile £656 £680 £653
90th Percentile £788 £800 £756
UK excluding London median daily rate £500 £500 £475
% change year-on-year - +5.26% +11.76%
Number of hourly rates quoted 903 647 727
10th Percentile £12.25 £9.80 £14.11
25th Percentile £15.17 £10.63 £16.88
Median hourly rate £28.50 £22.49 £27.50
Median % change year-on-year +26.75% -18.24% +3.19%
75th Percentile £60.00 £64.75 £50.00
90th Percentile £70.00 £75.00 £66.00
UK excluding London median hourly rate £27.50 £22.00 £20.00
% change year-on-year +25.00% +10.00% -16.67%

Reference Data
Job Vacancy Trend

Job postings citing Reference Data as a proportion of all IT jobs advertised.

Job vacancy trend for Reference Data in the UK

Reference Data
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Reference Data.

Daily rate trend for Reference Data in the UK

Reference Data
Daily Rate Histogram

Daily rate distribution for jobs citing Reference Data over the 6 months to 27 April 2024.

Daily rate histogram for Reference Data in the UK

Reference Data
Contractor Hourly Rate Trend

3-month moving average hourly rates quoted in jobs citing Reference Data.

Hourly rate trend for Reference Data in the UK

Reference Data
Top 12 Contract 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 27 April 2024. 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 +83 86 £650 +4.00% 21
London +70 71 £713 +11.76% 14
Work from Home +98 25 £555 -14.62% 8
UK excluding London +54 13 £550 +10.00% 6
North of England +43 11 £550 +69.23% 1
North West - 11 £550 - 1
South West +15 4 £550 +10.00% 1
Yorkshire +21 2 - -
North East - 2 - -
West Midlands +30 1 £500 - 1
Midlands +21 1 £500 -2.44% 1
East of England +17 1 - - 2

Reference Data
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 14 (14.89%) SharePoint
2 1 (1.06%) Apache Airflow
Applications
1 11 (11.70%) MS Visio
Business Applications
1 17 (18.09%) Sparx Enterprise Architect
2 3 (3.19%) Dynamics CRM
3 2 (2.13%) SAP MDG
3 2 (2.13%) SAP S/4HANA
Cloud Services
1 26 (27.66%) Azure
2 16 (17.02%) Power Platform
3 14 (14.89%) Microsoft Purview
4 13 (13.83%) AWS
4 13 (13.83%) Azure Stack
5 5 (5.32%) GCP
6 4 (4.26%) Cloud Run
6 4 (4.26%) Google Kubernetes Engine
7 2 (2.13%) Dynamics 365
7 2 (2.13%) Snowflake
8 1 (1.06%) Amazon CloudWatch
8 1 (1.06%) AWS Lambda
8 1 (1.06%) Azure Data Factory
8 1 (1.06%) Azure Synapse Analytics
8 1 (1.06%) Dagster
8 1 (1.06%) Serverless
Database & Business Intelligence
1 40 (42.55%) Metadata
2 35 (37.23%) Data Vault
2 35 (37.23%) NoSQL
3 21 (22.34%) Metadata Repository
4 18 (19.15%) Data Warehouse
5 16 (17.02%) Power BI
6 13 (13.83%) Snowflake Schema
7 11 (11.70%) SQL Server
8 8 (8.51%) Pentaho
8 8 (8.51%) PostgreSQL
8 8 (8.51%) Qlik Sense
8 8 (8.51%) QlikView
8 8 (8.51%) SQL Server Integration Services
9 5 (5.32%) Relational Database
10 4 (4.26%) BigQuery
10 4 (4.26%) Data Lake
11 2 (2.13%) Delta Lake
11 2 (2.13%) Tableau
12 1 (1.06%) SAP Data Services
12 1 (1.06%) SAP HANA
Development Applications
1 1 (1.06%) Cucumber
1 1 (1.06%) FitNesse
1 1 (1.06%) Git
1 1 (1.06%) GitLab
1 1 (1.06%) JIRA
1 1 (1.06%) JMeter
1 1 (1.06%) kappa
1 1 (1.06%) LoadRunner
1 1 (1.06%) SpecFlow
1 1 (1.06%) TestRail
General
1 40 (42.55%) Finance
2 29 (30.85%) Public Sector
3 23 (24.47%) Social Skills
4 20 (21.28%) Electronics
4 20 (21.28%) Manufacturing
4 20 (21.28%) Marketing
4 20 (21.28%) Telecoms
5 18 (19.15%) Publishing
6 12 (12.77%) Banking
7 7 (7.45%) Analytical Skills
8 6 (6.38%) Investment Banking
9 5 (5.32%) Back Office
9 5 (5.32%) Front Office
9 5 (5.32%) Pharmaceutical
10 3 (3.19%) Influencing Skills
10 3 (3.19%) Organisational Skills
11 2 (2.13%) Corporate Banking
12 1 (1.06%) General Ledger
12 1 (1.06%) Law
12 1 (1.06%) Retail
Job Titles
1 55 (58.51%) Architect
2 51 (54.26%) Data Architect
3 19 (20.21%) Chief Architect
3 19 (20.21%) Chief Data Architect
4 13 (13.83%) Analyst
5 11 (11.70%) Senior
6 9 (9.57%) Head of Architecture
6 9 (9.57%) Head of Data Architecture
7 6 (6.38%) Data Manager
7 6 (6.38%) Data Modeller
8 5 (5.32%) Data Analyst
9 4 (4.26%) Java Engineer
10 3 (3.19%) Artificial Intelligence Architect
10 3 (3.19%) Banking Analyst
10 3 (3.19%) Credit Analyst
10 3 (3.19%) Product Manager
10 3 (3.19%) Research Analyst
10 3 (3.19%) Senior Analyst
10 3 (3.19%) Senior Java Engineer
10 3 (3.19%) Senior Research Analyst
Libraries, Frameworks & Software Standards
1 17 (18.09%) XML
2 15 (15.96%) REST
3 13 (13.83%) JSON
4 4 (4.26%) FpML
5 3 (3.19%) Middleware
6 2 (2.13%) Kafka
6 2 (2.13%) XML Schema
6 2 (2.13%) XSD
7 1 (1.06%) JAXB
7 1 (1.06%) Playwright
7 1 (1.06%) PySpark
Miscellaneous
1 15 (15.96%) Data Structures
2 14 (14.89%) Product Ownership
3 9 (9.57%) Onboarding
4 4 (4.26%) Public Cloud
5 3 (3.19%) Credit Risk
5 3 (3.19%) Equities
5 3 (3.19%) Management Information System
6 2 (2.13%) Foreign Exchange (FX)
7 1 (1.06%) Data Protection Act
7 1 (1.06%) Enterprise Software
7 1 (1.06%) Greenfield Project
7 1 (1.06%) Hedge funds
7 1 (1.06%) IoT
7 1 (1.06%) Legacy Systems
7 1 (1.06%) Life Science
7 1 (1.06%) Video Conferencing
7 1 (1.06%) Virtual Team
Operating Systems
1 1 (1.06%) Linux
Processes & Methodologies
1 69 (73.40%) Data Modelling
2 57 (60.64%) Data Architecture
3 44 (46.81%) Data Governance
4 35 (37.23%) UML
5 33 (35.11%) Data Integration
5 33 (35.11%) Data Strategy
6 30 (31.91%) Business Intelligence
7 26 (27.66%) Business Strategy
7 26 (27.66%) Data Lineage
8 24 (25.53%) Data Design
9 21 (22.34%) Data Management
10 20 (21.28%) Agile
10 20 (21.28%) Digital Marketing
10 20 (21.28%) Programme Management
11 19 (20.21%) Microservices
12 18 (19.15%) Analytics
13 16 (17.02%) ETL
13 16 (17.02%) Project Delivery
14 15 (15.96%) GAP Analysis
15 14 (14.89%) Data Protection
Programming Languages
1 13 (13.83%) SQL
2 8 (8.51%) T-SQL
3 6 (6.38%) Java
3 6 (6.38%) Python
4 3 (3.19%) MATLAB
4 3 (3.19%) VBA
5 1 (1.06%) JavaScript
5 1 (1.06%) Scala
5 1 (1.06%) TypeScript
Qualifications
1 28 (29.79%) SC Cleared
1 28 (29.79%) Security Cleared
2 8 (8.51%) Degree
3 4 (4.26%) Master's Degree
4 3 (3.19%) CFA
4 3 (3.19%) MBA
4 3 (3.19%) Postgraduate
5 2 (2.13%) BPSS Clearance
6 1 (1.06%) ISTQB
6 1 (1.06%) ISTQB Foundation Certification
6 1 (1.06%) PhD
Quality Assurance & Compliance
1 26 (27.66%) Data Quality
2 3 (3.19%) GDPR
3 1 (1.06%) QA
3 1 (1.06%) SLA
Systems Management
1 1 (1.06%) Grafana
1 1 (1.06%) Kubernetes
1 1 (1.06%) Prometheus
1 1 (1.06%) Terraform
Vendors
1 26 (27.66%) SAP
2 17 (18.09%) Sparx
3 14 (14.89%) Microsoft
4 9 (9.57%) Informatica
4 9 (9.57%) Oracle
5 8 (8.51%) ServiceNow
6 3 (3.19%) Databricks
7 1 (1.06%) Salesforce
7 1 (1.06%) TIBCO