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 17 January 2026, with comparisons to the same periods in the previous two years.

6 months to
17 Jan 2026
Same period 2025 Same period 2024
Rank 569 543 626
Rank change year-on-year -26 +83 +244
Permanent jobs citing Data Extraction 86 159 114
As % of all permanent jobs in the UK 0.14% 0.30% 0.19%
As % of the Processes & Methodologies category 0.17% 0.33% 0.22%
Number of salaries quoted 52 75 81
10th Percentile £36,250 £25,000 £36,500
25th Percentile £41,063 £25,313 £43,750
Median annual salary (50th Percentile) £56,250 £45,000 £60,000
Median % change year-on-year +25.00% -25.00% +20.00%
75th Percentile £63,750 £63,750 £73,500
90th Percentile £77,500 £78,400 £80,000
UK excluding London median annual salary £55,000 £25,625 £51,250
% change year-on-year +114.63% -50.00% +4.35%

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 49,261 48,421 52,980
As % of all permanent jobs advertised in the UK 80.81% 90.77% 89.63%
Number of salaries quoted 29,011 23,517 40,505
10th Percentile £28,500 £35,000 £31,250
25th Percentile £37,500 £45,000 £42,439
Median annual salary (50th Percentile) £55,000 £60,000 £58,000
Median % change year-on-year -8.33% +3.45% -7.20%
75th Percentile £75,000 £80,000 £77,500
90th Percentile £95,000 £100,000 £97,500
UK excluding London median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% -9.09%

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 17 January 2026.

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 17 January 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
England +15 81 £57,500 +27.78% 59
UK excluding London -3 50 £55,000 +114.63% 47
London +28 34 £62,500 +4.17% 18
South East +27 15 £57,500 -17.86% 16
Work from Home +4 15 £51,250 +100.00% 36
Midlands +26 10 £35,000 -44.00% 9
North of England -5 10 £50,487 +97.02% 11
West Midlands +36 8 £35,000 -44.00% 5
East of England +18 6 £70,000 +51.35% 6
North West +15 6 £55,000 +114.63% 5
South West 0 6 £37,500 +46.34% 6
Yorkshire -27 4 £40,250 +57.07% 5
Scotland -6 3 £45,000 +75.61%
East Midlands - 2 - - 4

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 10 (11.63%) Appian
2 2 (2.33%) Apache Spark
3 1 (1.16%) Apache Airflow
Applications
1 29 (33.72%) Microsoft Excel
2 4 (4.65%) Microsoft Office
3 3 (3.49%) Microsoft PowerPoint
4 2 (2.33%) Spreadsheet
5 1 (1.16%) Microsoft Project
Business Applications
1 6 (6.98%) Dynamics NAV
2 2 (2.33%) Oracle EBS
2 2 (2.33%) Visualfiles
Cloud Services
1 45 (52.33%) Power Platform
2 23 (26.74%) Azure
3 13 (15.12%) Azure Data Factory
4 12 (13.95%) Power Automate
5 11 (12.79%) AWS
6 10 (11.63%) Anthropic Claude
6 10 (11.63%) Azure AI
7 6 (6.98%) Dynamics 365
8 4 (4.65%) Boomi
8 4 (4.65%) Matillion
8 4 (4.65%) SaaS
9 3 (3.49%) AWS KMS
9 3 (3.49%) Azure DevOps
9 3 (3.49%) GCP
10 2 (2.33%) Amazon S3
10 2 (2.33%) Azure Synapse Analytics
10 2 (2.33%) SuccessFactors
11 1 (1.16%) dbt
11 1 (1.16%) Google Analytics
11 1 (1.16%) OCI
Communications & Networking
1 9 (10.47%) Intranet
Database & Business Intelligence
1 45 (52.33%) Power BI
2 24 (27.91%) SQL Server
3 12 (13.95%) Relational Database
4 10 (11.63%) Pinecone
4 10 (11.63%) Tableau
5 9 (10.47%) Data Warehouse
6 6 (6.98%) Snowflake Schema
7 5 (5.81%) Pentaho
7 5 (5.81%) Power Query
8 4 (4.65%) Big Data
8 4 (4.65%) SQL Server Reporting Services
9 3 (3.49%) Star Schema
10 2 (2.33%) Amazon Athena
10 2 (2.33%) Amazon Redshift
10 2 (2.33%) Data Lake
10 2 (2.33%) Metadata
10 2 (2.33%) SQL Server Integration Services
11 1 (1.16%) BusinessObjects Business Intelligence
11 1 (1.16%) Looker
11 1 (1.16%) Mixpanel
Development Applications
1 10 (11.63%) MLflow
2 2 (2.33%) JIRA
2 2 (2.33%) SQL Server Management Studio (SSMS)
3 1 (1.16%) Git
3 1 (1.16%) GitLab
3 1 (1.16%) IDA Disassembler
3 1 (1.16%) Visual Studio
General
1 51 (59.30%) Social Skills
2 42 (48.84%) Finance
3 37 (43.02%) Analytical Skills
4 9 (10.47%) Law
4 9 (10.47%) Legal
4 9 (10.47%) Manufacturing
5 6 (6.98%) Inclusion and Diversity
5 6 (6.98%) Public Sector
5 6 (6.98%) Retail
6 4 (4.65%) Presentation Skills
7 2 (2.33%) Marketing
8 1 (1.16%) Influencing Skills
8 1 (1.16%) Organisational Skills
Job Titles
1 35 (40.70%) Analyst
2 22 (25.58%) Data Analyst
3 12 (13.95%) Report Analyst
4 11 (12.79%) Artificial Intelligence Engineer
5 10 (11.63%) Automation Engineer
6 8 (9.30%) Developer
6 8 (9.30%) Senior
7 7 (8.14%) Senior Analyst
8 5 (5.81%) Applications Manager
8 5 (5.81%) Insight Analyst
9 4 (4.65%) Analyst Developer
9 4 (4.65%) Data Engineer
9 4 (4.65%) ERP Manager
9 4 (4.65%) Support Analyst
10 3 (3.49%) Business Manager
10 3 (3.49%) Consultant
10 3 (3.49%) Data Scientist
10 3 (3.49%) Operations Analyst
10 3 (3.49%) Senior Data Analyst
10 3 (3.49%) Systems Manager
Libraries, Frameworks & Software Standards
1 11 (12.79%) Pandas
1 11 (12.79%) PyTorch
1 11 (12.79%) scikit-learn
1 11 (12.79%) TensorFlow
2 10 (11.63%) Django
2 10 (11.63%) Faiss
2 10 (11.63%) FastAPI
2 10 (11.63%) Flask
2 10 (11.63%) Hugging Face
2 10 (11.63%) JWT
2 10 (11.63%) NumPy
2 10 (11.63%) OAuth
2 10 (11.63%) OpenAPI
2 10 (11.63%) pytest
2 10 (11.63%) REST
2 10 (11.63%) RESTful
2 10 (11.63%) Swagger
2 10 (11.63%) Web Services
3 7 (8.14%) PySpark
4 1 (1.16%) XGBoost
Miscellaneous
1 12 (13.95%) Low-Code
2 11 (12.79%) Legacy Systems
2 11 (12.79%) Self-Motivation
3 8 (9.30%) Management Information System
4 7 (8.14%) Onboarding
5 5 (5.81%) Data Structures
6 2 (2.33%) Credit Risk
6 2 (2.33%) Distributed Systems
6 2 (2.33%) Housing Association
6 2 (2.33%) Public Cloud
7 1 (1.16%) Blog
7 1 (1.16%) Clustering
7 1 (1.16%) Cyber Threat
7 1 (1.16%) Greenfield Project
7 1 (1.16%) Linux Command Line
7 1 (1.16%) Podcast
7 1 (1.16%) Social Media
Operating Systems
1 2 (2.33%) Unix
1 2 (2.33%) Windows
2 1 (1.16%) Linux
Processes & Methodologies
1 47 (54.65%) Business Intelligence
2 33 (38.37%) Analytics
2 33 (38.37%) Problem-Solving
3 27 (31.40%) ETL
4 23 (26.74%) Data Modelling
5 22 (25.58%) Decision-Making
6 20 (23.26%) Data Engineering
7 18 (20.93%) Continuous Improvement
7 18 (20.93%) Data Analysis
8 17 (19.77%) Workflow
9 16 (18.60%) Data Cleansing
10 15 (17.44%) Actionable Insight
10 15 (17.44%) AI
10 15 (17.44%) Data Pipeline
10 15 (17.44%) Machine Learning
10 15 (17.44%) Stakeholder Management
10 15 (17.44%) Validation
11 14 (16.28%) Data Validation
11 14 (16.28%) ERP
12 13 (15.12%) CI/CD
Programming Languages
1 69 (80.23%) SQL
2 30 (34.88%) Python
3 3 (3.49%) Data Analysis Expressions
4 2 (2.33%) C
4 2 (2.33%) Scala
5 1 (1.16%) C++
5 1 (1.16%) Perl
5 1 (1.16%) PL/SQL
5 1 (1.16%) T-SQL
5 1 (1.16%) VB.NET
5 1 (1.16%) VBA
Qualifications
1 14 (16.28%) Degree
2 9 (10.47%) Security Cleared
3 5 (5.81%) SC Cleared
4 3 (3.49%) DBS Check
5 2 (2.33%) Computer Science Degree
6 1 (1.16%) DV Cleared
6 1 (1.16%) Master's Degree
6 1 (1.16%) Microsoft Certification
6 1 (1.16%) Numerate Degree
6 1 (1.16%) PhD
6 1 (1.16%) PMI Certification
6 1 (1.16%) PMP
Quality Assurance & Compliance
1 32 (37.21%) Data Quality
2 4 (4.65%) GDPR
3 3 (3.49%) HIPAA
3 3 (3.49%) ISO/IEC 27001
3 3 (3.49%) NIST
3 3 (3.49%) Sarbanes-Oxley
4 2 (2.33%) QA
5 1 (1.16%) P3O
5 1 (1.16%) PMO
System Software
1 10 (11.63%) Docker
2 1 (1.16%) Active Directory
Systems Management
1 10 (11.63%) Kubernetes
2 1 (1.16%) Microsoft Clustering
Vendors
1 28 (32.56%) Microsoft
2 10 (11.63%) Automation Anywhere
2 10 (11.63%) OpenAI
2 10 (11.63%) UiPath
3 7 (8.14%) SAP
4 5 (5.81%) Alteryx
4 5 (5.81%) Oracle
5 4 (4.65%) Databricks
5 4 (4.65%) Informatica
5 4 (4.65%) MuleSoft
5 4 (4.65%) Talend
6 3 (3.49%) ServiceNow
6 3 (3.49%) Teradata
7 2 (2.33%) Intapp
8 1 (1.16%) Aderant
8 1 (1.16%) Amplitude
8 1 (1.16%) Cognos
8 1 (1.16%) Google
8 1 (1.16%) iManage
8 1 (1.16%) RedGate