Reference Data Jobs with Hybrid/Remote/WFH Options

Reference Data
UK > Work from Home

The table below looks at the prevalence of the term Reference Data in remote or hybrid work. Included is a benchmarking guide to the salaries offered in vacancies that cited Reference Data over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 385 570 569
Rank change year-on-year +185 -1 +209
Permanent jobs citing Reference Data 12 22 104
As % of all permanent jobs with a WFH option 0.080% 0.065% 0.24%
As % of the Miscellaneous category 0.21% 0.18% 0.63%
Number of salaries quoted 9 16 82
10th Percentile £45,184 £40,788 £57,500
25th Percentile £47,231 £44,750 £61,180
Median annual salary (50th Percentile) £75,000 £70,743 £82,500
Median % change year-on-year +6.02% -14.25% -5.71%
75th Percentile £80,000 £90,000 £92,500
90th Percentile £130,500 - £121,125
UK median annual salary £75,000 £86,000 £70,000
% change year-on-year -12.79% +22.86% -17.65%

All Generic Skills
Work from Home

Reference Data falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies with remote or hybrid options requiring generic IT skills.

Permanent vacancies with a requirement for generic IT skills 5,843 12,025 16,498
As % of all permanent jobs with a WFH option 39.07% 35.54% 38.59%
Number of salaries quoted 3,833 9,250 11,895
10th Percentile £35,000 £32,500 £39,000
25th Percentile £47,231 £42,500 £48,750
Median annual salary (50th Percentile) £64,750 £59,300 £65,000
Median % change year-on-year +9.19% -8.77% -
75th Percentile £85,000 £78,750 £86,250
90th Percentile £122,500 £101,250 £107,500
UK median annual salary £60,000 £55,000 £65,000
% change year-on-year +9.09% -15.38% +4.00%

Reference Data
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing Reference Data as a proportion of all IT jobs advertised.

Reference Data trend for jobs with Hybrid/Remote/WFH options

Reference Data
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with remote working options citing Reference Data.

Reference Data salary trend for jobs with a WFH option

Reference Data
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with remote working options citing Reference Data over the 6 months to 1 May 2025.

Reference Data salary histogram for jobs with a WFH option

Reference Data
Co-occurring Skills and Capabilities with WFH Options 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:

Business Applications
1 3 (25.00%) Q-Pulse
2 1 (8.33%) Oracle ERP
Cloud Services
1 2 (16.67%) GCP
Database & Business Intelligence
1 1 (8.33%) Relational Database
Development Applications
1 2 (16.67%) Git
2 1 (8.33%) Jenkins
2 1 (8.33%) JUnit
2 1 (8.33%) Maven
2 1 (8.33%) Mockito
2 1 (8.33%) Oracle Forms
General
1 11 (91.67%) Finance
2 6 (50.00%) Banking
3 3 (25.00%) Advertising
3 3 (25.00%) Aerospace
3 3 (25.00%) Aviation
3 3 (25.00%) Military
3 3 (25.00%) Prime Brokerage
4 2 (16.67%) Front Office
5 1 (8.33%) Analytical Skills
5 1 (8.33%) Investment Banking
5 1 (8.33%) Retail
5 1 (8.33%) Social Skills
Job Titles
1 5 (41.67%) Software Engineer
2 4 (33.33%) Analyst
2 4 (33.33%) Senior
3 3 (25.00%) GCP Engineer
3 3 (25.00%) Implementation Analyst
3 3 (25.00%) Senior Analyst
3 3 (25.00%) Systems Engineer
4 2 (16.67%) Developer
4 2 (16.67%) GCP Software Engineer
5 1 (8.33%) Data Engineer
5 1 (8.33%) Front Office Developer
5 1 (8.33%) GCP Data Engineer
5 1 (8.33%) Graduate
5 1 (8.33%) Graduate Analyst
5 1 (8.33%) Java Developer
5 1 (8.33%) Java Pricing Developer
5 1 (8.33%) Pricing Developer
5 1 (8.33%) Senior C++ Developer
5 1 (8.33%) Senior Developer
5 1 (8.33%) Support Analyst
Libraries, Frameworks & Software Standards
1 3 (25.00%) JSON
1 3 (25.00%) XML
2 2 (16.67%) Jinja
2 2 (16.67%) React
3 1 (8.33%) FIX Protocol
3 1 (8.33%) Flask
3 1 (8.33%) Kafka
3 1 (8.33%) Motif
3 1 (8.33%) Spring
3 1 (8.33%) Spring Boot
3 1 (8.33%) Web Services
Miscellaneous
1 5 (41.67%) Derivative
2 3 (25.00%) e-Learning
3 1 (8.33%) Equity Derivative
3 1 (8.33%) Foreign Exchange (FX)
Operating Systems
1 2 (16.67%) Linux
1 2 (16.67%) Unix
Processes & Methodologies
1 6 (50.00%) Software Engineering
2 4 (33.33%) SDLC
3 3 (25.00%) Agile
3 3 (25.00%) Client Onboarding
3 3 (25.00%) Customer Requirements
3 3 (25.00%) Data Analysis
3 3 (25.00%) Data Mapping
3 3 (25.00%) Data Modelling
3 3 (25.00%) DevOps
3 3 (25.00%) Domain Models
3 3 (25.00%) ETL
3 3 (25.00%) Innovative Thinking
3 3 (25.00%) Migration
3 3 (25.00%) Project Management
3 3 (25.00%) Regression Testing
4 2 (16.67%) Data Pipeline
5 1 (8.33%) CI/CD
5 1 (8.33%) Customer Service
5 1 (8.33%) Order Management
5 1 (8.33%) Problem-Solving
Programming Languages
1 7 (58.33%) Python
1 7 (58.33%) SQL
2 3 (25.00%) Java
2 3 (25.00%) PL/SQL
3 1 (8.33%) Bash
3 1 (8.33%) C
3 1 (8.33%) C++
Qualifications
1 3 (25.00%) Security Cleared
2 1 (8.33%) Degree
Quality Assurance & Compliance
1 3 (25.00%) Data Quality
Vendors
1 2 (16.67%) Google
2 1 (8.33%) Oracle
2 1 (8.33%) Solace