Data Extraction Job Trends

Data Extraction
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Data Extraction skills. It covers permanent job vacancies from the 6 months leading up to 30 December 2025, with comparisons to the same periods in the previous two years.

6 months to
30 Dec 2025
Same period 2024 Same period 2023
Rank 565 560 606
Rank change year-on-year -5 +46 +273
Permanent jobs citing Data Extraction 82 154 107
As % of all permanent jobs in the UK 0.14% 0.28% 0.21%
As % of the Processes & Methodologies category 0.17% 0.31% 0.23%
Number of salaries quoted 52 63 73
10th Percentile £36,250 £25,313 £36,500
25th Percentile £38,000 £44,145 £42,500
Median annual salary (50th Percentile) £55,000 £60,000 £57,500
Median % change year-on-year -8.33% +4.35% +15.35%
75th Percentile £63,750 £70,625 £70,000
90th Percentile £77,500 £82,500 £80,000
UK excluding London median annual salary £45,487 £50,000 £50,000
% change year-on-year -9.03% - +3.36%

All Process & Methodology Skills
UK

Data Extraction falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 48,662 49,693 47,075
As % of all permanent jobs advertised in the UK 82.06% 89.92% 91.48%
Number of salaries quoted 28,549 24,753 35,968
10th Percentile £28,500 £35,000 £31,750
25th Percentile £36,565 £45,000 £42,750
Median annual salary (50th Percentile) £55,000 £60,000 £60,000
Median % change year-on-year -8.33% - -4.00%
75th Percentile £75,000 £80,000 £80,000
90th Percentile £95,000 £100,000 £97,500
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% -3.83%

Data Extraction
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Data Extraction relative to all permanent IT jobs advertised.

Data Extraction job vacancy trend in the UK

Data Extraction
Salary Trend

Salary distribution trend for jobs in the UK citing Data Extraction.

Salary distribution trend for jobs in the UK citing Data Extraction

Data Extraction
Salary Histogram

Salary distribution for jobs citing Data Extraction over the 6 months to 30 December 2025.

Salary histogram for Data Extraction in the UK

Data Extraction
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Extraction within the UK over the 6 months to 30 December 2025. 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
England +8 77 £55,000 -8.33% 319
UK excluding London +26 50 £45,487 -9.03% 293
London +16 30 £62,500 -1.96% 56
South East +18 15 £57,500 -17.86% 73
Work from Home +34 14 £51,250 +11.23% 141
North of England +11 11 £42,500 -26.09% 65
Midlands +33 10 £35,000 -44.00% 53
West Midlands +29 8 £35,000 -44.00% 28
South West +17 6 £37,500 +46.34% 31
Yorkshire -2 6 £38,000 -39.20% 23
North West +22 5 £55,000 +32.33% 36
East of England +17 5 £65,000 +40.54% 51
Scotland +9 3 £45,000 +77.78% 14
East Midlands - 2 - - 23

Data Extraction
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 7 (8.54%) Appian
2 2 (2.44%) Apache Spark
3 1 (1.22%) Apache Airflow
3 1 (1.22%) ArcGIS
Applications
1 26 (31.71%) Microsoft Excel
2 4 (4.88%) Microsoft Office
2 4 (4.88%) Spreadsheet
3 2 (2.44%) Microsoft PowerPoint
4 1 (1.22%) Microsoft Project
Business Applications
1 6 (7.32%) Dynamics NAV
2 2 (2.44%) Oracle EBS
2 2 (2.44%) Visualfiles
Cloud Services
1 43 (52.44%) Power Platform
2 19 (23.17%) Azure
3 10 (12.20%) Azure Data Factory
4 9 (10.98%) AWS
4 9 (10.98%) Power Automate
5 7 (8.54%) Anthropic Claude
5 7 (8.54%) Azure AI
6 6 (7.32%) Dynamics 365
7 3 (3.66%) Azure DevOps
7 3 (3.66%) Boomi
7 3 (3.66%) GCP
7 3 (3.66%) Matillion
7 3 (3.66%) SaaS
8 2 (2.44%) Amazon S3
8 2 (2.44%) AWS KMS
8 2 (2.44%) Azure Synapse Analytics
8 2 (2.44%) SuccessFactors
9 1 (1.22%) GitHub
9 1 (1.22%) Microsoft 365
9 1 (1.22%) PowerApps
Communications & Networking
1 8 (9.76%) Intranet
Database & Business Intelligence
1 43 (52.44%) Power BI
2 21 (25.61%) SQL Server
3 11 (13.41%) Relational Database
4 10 (12.20%) Tableau
5 8 (9.76%) Data Warehouse
6 7 (8.54%) Pinecone
7 5 (6.10%) Snowflake Schema
8 4 (4.88%) Big Data
8 4 (4.88%) Pentaho
8 4 (4.88%) Power Query
8 4 (4.88%) SQL Server Reporting Services
9 2 (2.44%) Amazon Athena
9 2 (2.44%) Amazon Redshift
9 2 (2.44%) Data Lake
9 2 (2.44%) Metadata
9 2 (2.44%) SQL Server Integration Services
9 2 (2.44%) Star Schema
10 1 (1.22%) BusinessObjects
10 1 (1.22%) GIS
10 1 (1.22%) SAP BW
Development Applications
1 7 (8.54%) MLflow
2 2 (2.44%) JIRA
3 1 (1.22%) Git
3 1 (1.22%) GitLab
3 1 (1.22%) IDA Disassembler
3 1 (1.22%) SQL Server Management Studio (SSMS)
3 1 (1.22%) Visual Studio
General
1 46 (56.10%) Social Skills
2 38 (46.34%) Finance
3 37 (45.12%) Analytical Skills
4 9 (10.98%) Legal
5 8 (9.76%) Law
5 8 (9.76%) Manufacturing
6 6 (7.32%) Inclusion and Diversity
6 6 (7.32%) Retail
7 4 (4.88%) Public Sector
8 3 (3.66%) Presentation Skills
9 2 (2.44%) Marketing
10 1 (1.22%) Influencing Skills
10 1 (1.22%) Organisational Skills
Job Titles
1 34 (41.46%) Analyst
2 19 (23.17%) Data Analyst
3 11 (13.41%) Report Analyst
4 8 (9.76%) Artificial Intelligence Engineer
4 8 (9.76%) Developer
4 8 (9.76%) Senior
5 7 (8.54%) Automation Engineer
5 7 (8.54%) Senior Analyst
6 6 (7.32%) Support Analyst
7 5 (6.10%) Applications Manager
7 5 (6.10%) Insight Analyst
7 5 (6.10%) Operations Analyst
8 4 (4.88%) Analyst Developer
8 4 (4.88%) Data Engineer
8 4 (4.88%) Data Scientist
8 4 (4.88%) ERP Manager
8 4 (4.88%) Operational Support Analyst
8 4 (4.88%) Operations Support Analyst
9 3 (3.66%) Business Manager
9 3 (3.66%) Report Developer
Libraries, Frameworks & Software Standards
1 8 (9.76%) Pandas
1 8 (9.76%) PyTorch
1 8 (9.76%) scikit-learn
1 8 (9.76%) TensorFlow
2 7 (8.54%) Django
2 7 (8.54%) Faiss
2 7 (8.54%) FastAPI
2 7 (8.54%) Flask
2 7 (8.54%) Hugging Face
2 7 (8.54%) JWT
2 7 (8.54%) NumPy
2 7 (8.54%) OAuth
2 7 (8.54%) OpenAPI
2 7 (8.54%) pytest
2 7 (8.54%) REST
2 7 (8.54%) RESTful
2 7 (8.54%) Swagger
2 7 (8.54%) Web Services
3 6 (7.32%) PySpark
4 1 (1.22%) PostGIS
Miscellaneous
1 11 (13.41%) Self-Motivation
2 9 (10.98%) Low-Code
3 8 (9.76%) Management Information System
4 7 (8.54%) Legacy Systems
4 7 (8.54%) Onboarding
5 4 (4.88%) Data Structures
6 2 (2.44%) Credit Risk
6 2 (2.44%) Distributed Systems
6 2 (2.44%) Housing Association
6 2 (2.44%) Public Cloud
7 1 (1.22%) Blog
7 1 (1.22%) Clustering
7 1 (1.22%) Cyber Threat
7 1 (1.22%) Greenfield Project
7 1 (1.22%) Linux Command Line
7 1 (1.22%) Podcast
7 1 (1.22%) Social Media
Operating Systems
1 2 (2.44%) Unix
1 2 (2.44%) Windows
2 1 (1.22%) Linux
Processes & Methodologies
1 45 (54.88%) Business Intelligence
2 31 (37.80%) Analytics
3 30 (36.59%) Problem-Solving
4 23 (28.05%) Decision-Making
4 23 (28.05%) ETL
5 20 (24.39%) Data Modelling
6 17 (20.73%) Continuous Improvement
6 17 (20.73%) Data Analysis
7 16 (19.51%) Actionable Insight
8 15 (18.29%) Data Engineering
9 14 (17.07%) Workflow
10 13 (15.85%) Data Management
10 13 (15.85%) ERP
10 13 (15.85%) Machine Learning
11 12 (14.63%) AI
11 12 (14.63%) Data Cleansing
11 12 (14.63%) Data Pipeline
12 11 (13.41%) Data Analytics
12 11 (13.41%) Stakeholder Management
12 11 (13.41%) Visualisation
Programming Languages
1 62 (75.61%) SQL
2 25 (30.49%) Python
3 3 (3.66%) Data Analysis Expressions
4 2 (2.44%) C
4 2 (2.44%) Scala
5 1 (1.22%) C++
5 1 (1.22%) JavaScript
5 1 (1.22%) Perl
5 1 (1.22%) PL/SQL
5 1 (1.22%) T-SQL
5 1 (1.22%) VB.NET
5 1 (1.22%) VBA
Qualifications
1 14 (17.07%) Degree
2 7 (8.54%) Security Cleared
3 3 (3.66%) DBS Check
3 3 (3.66%) SC Cleared
4 2 (2.44%) Computer Science Degree
5 1 (1.22%) DV Cleared
5 1 (1.22%) Master's Degree
5 1 (1.22%) Microsoft Certification
5 1 (1.22%) Numerate Degree
5 1 (1.22%) PhD
5 1 (1.22%) PMI Certification
5 1 (1.22%) PMP
Quality Assurance & Compliance
1 26 (31.71%) Data Quality
2 3 (3.66%) GDPR
3 2 (2.44%) HIPAA
3 2 (2.44%) ISO/IEC 27001
3 2 (2.44%) NIST
3 2 (2.44%) QA
3 2 (2.44%) Sarbanes-Oxley
4 1 (1.22%) P3O
4 1 (1.22%) PMO
System Software
1 7 (8.54%) Docker
2 1 (1.22%) Active Directory
Systems Management
1 7 (8.54%) Kubernetes
2 1 (1.22%) Microsoft Clustering
Vendors
1 29 (35.37%) Microsoft
2 7 (8.54%) Automation Anywhere
2 7 (8.54%) OpenAI
2 7 (8.54%) SAP
2 7 (8.54%) UiPath
3 5 (6.10%) Alteryx
3 5 (6.10%) Oracle
4 4 (4.88%) Databricks
5 3 (3.66%) Informatica
5 3 (3.66%) MuleSoft
5 3 (3.66%) Talend
5 3 (3.66%) Teradata
6 2 (2.44%) Intapp
6 2 (2.44%) ServiceNow
7 1 (1.22%) Aderant
7 1 (1.22%) Amplitude
7 1 (1.22%) Google
7 1 (1.22%) iManage
7 1 (1.22%) Mapinfo
7 1 (1.22%) RedGate