Reference Data Job Trends in the North West

Reference Data
England > North West

The table below looks at the prevalence of the term Reference Data in permanent job vacancies in the North West. Included is a benchmarking guide to the salaries offered in vacancies that cited Reference Data over the 6 months leading up to 25 July 2026, comparing them to the same period in the previous two years.

6 months to
25 Jul 2026
Same period 2025 Same period 2024
Rank 245 236 263
Rank change year-on-year -9 +27 -14
Permanent jobs citing Reference Data 2 1 3
As % of all permanent jobs in the North West 0.018% 0.020% 0.033%
As % of the Miscellaneous category 0.085% 0.041% 0.11%
Number of salaries quoted 2 0 0
10th Percentile £47,750 - -
25th Percentile £50,000 - -
Median annual salary (50th Percentile) £55,000 - -
75th Percentile £60,000 - -
90th Percentile £62,250 - -
England median annual salary £90,000 £105,000 £83,750
% change year-on-year -14.29% +25.37% +10.68%

All Generic Skills
North West

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 requiring generic IT skills in the North West.

Permanent vacancies with a requirement for generic IT skills 2,345 2,457 2,829
As % of all permanent jobs advertised in the North West 20.60% 47.93% 31.14%
Number of salaries quoted 1,769 872 1,736
10th Percentile £30,000 £26,550 £27,250
25th Percentile £37,500 £33,250 £36,688
Median annual salary (50th Percentile) £55,000 £50,000 £52,500
Median % change year-on-year +10.00% -4.76% -4.55%
75th Percentile £75,000 £67,500 £67,500
90th Percentile £95,000 £83,750 £84,919
England median annual salary £59,773 £57,500 £55,000
% change year-on-year +3.95% +4.55% -15.38%

Reference Data
Job Vacancy Trend in the North West

Historical trend showing the proportion of permanent IT job postings citing Reference Data relative to all permanent IT jobs advertised in the North West.

Reference Data job vacancy trend in the North West

Reference Data
Salary Trend in the North West

Salary distribution trend for jobs in the North West citing Reference Data.

Salary distribution trend for jobs in the North West citing Reference Data

Reference Data
Salary Histogram in the North West

Salary distribution for jobs citing Reference Data in the North West over the 6 months to 25 July 2026.

Salary histogram for Reference Data in the North West

Reference Data
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Reference Data within the North West region over the 6 months to 25 July 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
Manchester -15 2 £55,000 - 1
Reference Data
England

Reference Data
Co-Occurring Skills & Capabilities in the North West 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:

Applications
1 1 (50.00%) Microsoft Excel
Cloud Services
1 1 (50.00%) Azure
1 1 (50.00%) Power Platform
Database & Business Intelligence
1 1 (50.00%) Data Lake
1 1 (50.00%) Power BI
1 1 (50.00%) Spark SQL
General
1 2 (100.00%) Analytical Skills
1 2 (100.00%) Finance
2 1 (50.00%) Banking
2 1 (50.00%) Social Skills
Job Titles
1 1 (50.00%) Analyst
1 1 (50.00%) Data Analyst
1 1 (50.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 1 (50.00%) PySpark
Miscellaneous
1 1 (50.00%) Onboarding
Processes & Methodologies
1 2 (100.00%) Analytics
2 1 (50.00%) Anomaly Detection
2 1 (50.00%) Asset Management
2 1 (50.00%) Business Analytics
2 1 (50.00%) Business Intelligence
2 1 (50.00%) Computer Science
2 1 (50.00%) Data Analysis
2 1 (50.00%) Data Architecture
2 1 (50.00%) Data Discovery
2 1 (50.00%) Data Engineering
2 1 (50.00%) Data Ingestion
2 1 (50.00%) Data Pipeline
2 1 (50.00%) Data Science
2 1 (50.00%) Decision-Making
2 1 (50.00%) Exploratory Data Analysis
2 1 (50.00%) Problem-Solving
2 1 (50.00%) Trend Analysis
Programming Languages
1 2 (100.00%) Python
1 2 (100.00%) SQL
Qualifications
1 1 (50.00%) Computer Science Degree
1 1 (50.00%) Degree
1 1 (50.00%) Microsoft Certification
Vendors
1 1 (50.00%) Databricks
1 1 (50.00%) Microsoft