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 9 May 2024 with a comparison to the same period over the previous 2 years.

6 months to
9 May 2024
Same period 2023 Same period 2022
Rank 493 578 606
Rank change year-on-year +85 +28 -70
Contract jobs citing Reference Data 98 127 244
As % of all contract jobs advertised in the UK 0.23% 0.22% 0.28%
As % of the Miscellaneous category 0.75% 0.66% 0.84%
Number of daily rates quoted 65 101 148
10th Percentile £454 £425 £423
25th Percentile £525 £500 £500
Median daily rate (50th Percentile) £650 £625 £600
Median % change year-on-year +4.00% +4.17% +4.35%
75th Percentile £925 £719 £750
90th Percentile - £800 £800
UK excluding London median daily rate £568 £500 £500
% change year-on-year +13.50% - -9.09%
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 13,067 19,290 28,879
As % of all contract IT jobs advertised in the UK 30.35% 33.26% 33.10%
Number of daily rates quoted 8,406 13,245 20,158
10th Percentile £270 £313 £313
25th Percentile £413 £450 £438
Median daily rate (50th Percentile) £540 £550 £550
Median % change year-on-year -1.82% - +10.00%
75th Percentile £663 £678 £660
90th Percentile £800 £800 £763
UK excluding London median daily rate £500 £500 £475
% change year-on-year - +5.26% +11.76%
Number of hourly rates quoted 898 636 708
10th Percentile £12.25 £9.80 £14.25
25th Percentile £15.17 £10.63 £17.00
Median hourly rate £31.13 £22.49 £27.50
Median % change year-on-year +38.43% -18.24% +4.05%
75th Percentile £61.30 £64.50 £50.00
90th Percentile £70.00 £75.25 £66.00
UK excluding London median hourly rate £28.50 £22.00 £21.00
% change year-on-year +29.55% +4.76% -12.50%

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 9 May 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 10 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 9 May 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 +87 90 £650 +4.00% 25
London +73 74 £713 +12.20% 19
Work from Home +100 25 £573 -11.92% 7
UK excluding London +42 14 £568 +13.50% 4
North of England +41 13 £568 +74.62% 2
North West - 13 £568 - 1
South West +9 4 £550 +10.00% 1
Yorkshire +20 2 - - 1
North East - 2 - -
East of England +8 1 - -

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 (14.29%) SharePoint
2 1 (1.02%) Apache Airflow
Applications
1 11 (11.22%) MS Visio
Business Applications
1 17 (17.35%) Sparx Enterprise Architect
2 3 (3.06%) Dynamics CRM
3 2 (2.04%) SAP MDG
3 2 (2.04%) SAP S/4HANA
4 1 (1.02%) SAP CO
4 1 (1.02%) SAP FI
4 1 (1.02%) SAP FI/CO
Cloud Services
1 26 (26.53%) Azure
2 16 (16.33%) Power Platform
3 14 (14.29%) Microsoft Purview
4 13 (13.27%) AWS
4 13 (13.27%) Azure Stack
5 6 (6.12%) GCP
6 5 (5.10%) Cloud Run
6 5 (5.10%) Google Kubernetes Engine
7 2 (2.04%) Dynamics 365
7 2 (2.04%) Snowflake
8 1 (1.02%) Amazon CloudWatch
8 1 (1.02%) AWS Lambda
8 1 (1.02%) Azure Data Factory
8 1 (1.02%) Azure Synapse Analytics
8 1 (1.02%) Dagster
8 1 (1.02%) Serverless
Database & Business Intelligence
1 41 (41.84%) Metadata
2 36 (36.73%) Data Vault
2 36 (36.73%) NoSQL
3 22 (22.45%) Metadata Repository
4 18 (18.37%) Data Warehouse
5 16 (16.33%) Power BI
6 13 (13.27%) Snowflake Schema
7 11 (11.22%) SQL Server
8 8 (8.16%) Pentaho
8 8 (8.16%) PostgreSQL
8 8 (8.16%) Qlik Sense
8 8 (8.16%) QlikView
8 8 (8.16%) SQL Server Integration Services
9 6 (6.12%) Data Lake
10 5 (5.10%) BigQuery
10 5 (5.10%) Relational Database
11 2 (2.04%) Delta Lake
11 2 (2.04%) SAP HANA
11 2 (2.04%) Tableau
12 1 (1.02%) Azure SQL Data Warehouse
Development Applications
1 1 (1.02%) Cucumber
1 1 (1.02%) FitNesse
1 1 (1.02%) Git
1 1 (1.02%) GitLab
1 1 (1.02%) JIRA
1 1 (1.02%) JMeter
1 1 (1.02%) kappa
1 1 (1.02%) LoadRunner
1 1 (1.02%) SpecFlow
1 1 (1.02%) TestRail
General
1 43 (43.88%) Finance
2 30 (30.61%) Public Sector
3 24 (24.49%) Social Skills
4 21 (21.43%) Electronics
4 21 (21.43%) Manufacturing
4 21 (21.43%) Marketing
4 21 (21.43%) Telecoms
5 18 (18.37%) Publishing
6 13 (13.27%) Banking
7 9 (9.18%) Analytical Skills
8 7 (7.14%) Investment Banking
8 7 (7.14%) Pharmaceutical
9 6 (6.12%) Back Office
10 5 (5.10%) Front Office
10 5 (5.10%) Influencing Skills
11 3 (3.06%) Organisational Skills
12 2 (2.04%) Corporate Banking
13 1 (1.02%) General Ledger
13 1 (1.02%) Law
13 1 (1.02%) Retail
Job Titles
1 56 (57.14%) Architect
2 52 (53.06%) Data Architect
3 20 (20.41%) Chief Architect
3 20 (20.41%) Chief Data Architect
4 14 (14.29%) Analyst
5 12 (12.24%) Senior
6 10 (10.20%) Head of Architecture
6 10 (10.20%) Head of Data Architecture
7 7 (7.14%) Data Manager
8 6 (6.12%) Data Modeller
9 5 (5.10%) Data Analyst
9 5 (5.10%) Java Engineer
10 4 (4.08%) Product Manager
10 4 (4.08%) Senior Java Engineer
11 3 (3.06%) Banking Analyst
11 3 (3.06%) Business Analyst
11 3 (3.06%) Credit Analyst
11 3 (3.06%) Research Analyst
11 3 (3.06%) Senior Analyst
11 3 (3.06%) Senior Research Analyst
Libraries, Frameworks & Software Standards
1 17 (17.35%) XML
2 15 (15.31%) REST
3 13 (13.27%) JSON
4 4 (4.08%) FpML
5 3 (3.06%) Middleware
6 2 (2.04%) Kafka
6 2 (2.04%) XML Schema
6 2 (2.04%) XSD
7 1 (1.02%) JAXB
7 1 (1.02%) Playwright
7 1 (1.02%) PySpark
7 1 (1.02%) SAP PI
Miscellaneous
1 17 (17.35%) Product Ownership
2 15 (15.31%) Data Structures
3 9 (9.18%) Onboarding
4 5 (5.10%) Public Cloud
5 4 (4.08%) Equities
6 3 (3.06%) Credit Risk
7 2 (2.04%) Foreign Exchange (FX)
7 2 (2.04%) Management Information System
8 1 (1.02%) Data Protection Act
8 1 (1.02%) Enterprise Software
8 1 (1.02%) Greenfield Project
8 1 (1.02%) Hedge funds
8 1 (1.02%) IoT
8 1 (1.02%) Legacy Systems
8 1 (1.02%) Life Science
8 1 (1.02%) Video Conferencing
8 1 (1.02%) Virtual Team
Operating Systems
1 1 (1.02%) Linux
Processes & Methodologies
1 72 (73.47%) Data Modelling
2 58 (59.18%) Data Architecture
3 44 (44.90%) Data Governance
4 36 (36.73%) UML
5 34 (34.69%) Data Integration
5 34 (34.69%) Data Strategy
6 31 (31.63%) Business Intelligence
7 27 (27.55%) Business Strategy
8 26 (26.53%) Data Lineage
9 25 (25.51%) Data Design
10 23 (23.47%) Agile
11 21 (21.43%) Digital Marketing
11 21 (21.43%) Programme Management
12 20 (20.41%) Data Management
12 20 (20.41%) Microservices
13 18 (18.37%) Analytics
13 18 (18.37%) ETL
14 16 (16.33%) Project Delivery
15 15 (15.31%) GAP Analysis
15 15 (15.31%) Problem-Solving
Programming Languages
1 13 (13.27%) SQL
2 8 (8.16%) T-SQL
3 7 (7.14%) Java
4 6 (6.12%) Python
5 3 (3.06%) MATLAB
5 3 (3.06%) VBA
6 1 (1.02%) JavaScript
6 1 (1.02%) Scala
6 1 (1.02%) TypeScript
Qualifications
1 28 (28.57%) SC Cleared
1 28 (28.57%) Security Cleared
2 10 (10.20%) Degree
3 4 (4.08%) Master's Degree
4 3 (3.06%) CFA
4 3 (3.06%) MBA
4 3 (3.06%) Postgraduate
5 2 (2.04%) BPSS Clearance
6 1 (1.02%) ISTQB
6 1 (1.02%) ISTQB Foundation Certification
6 1 (1.02%) PhD
Quality Assurance & Compliance
1 26 (26.53%) Data Quality
2 2 (2.04%) GDPR
3 1 (1.02%) QA
3 1 (1.02%) SLA
Systems Management
1 1 (1.02%) Grafana
1 1 (1.02%) Kubernetes
1 1 (1.02%) Prometheus
1 1 (1.02%) Terraform
Vendors
1 28 (28.57%) SAP
2 17 (17.35%) Sparx
3 14 (14.29%) Microsoft
4 9 (9.18%) Informatica
4 9 (9.18%) Oracle
5 8 (8.16%) ServiceNow
6 3 (3.06%) Databricks
7 1 (1.02%) Salesforce
7 1 (1.02%) TIBCO