Period
to

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 24 May 2022 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
24 May 2022
Same period 2021 Same period 2020
Rank 140 102 123
Rank change year-on-year -38 +21 +34
Permanent jobs citing ETL 146 144 91
As % of all permanent jobs advertised in Yorkshire 2.01% 2.74% 1.96%
As % of the Processes & Methodologies category 2.18% 2.92% 2.13%
Number of salaries quoted 105 114 77
10th Percentile £35,000 £32,150 £30,850
25th Percentile £43,750 £36,188 £37,500
Median annual salary (50th Percentile) £50,000 £45,000 £52,500
Median % change year-on-year +11.11% -14.29% +16.67%
75th Percentile £63,750 £60,625 £63,750
90th Percentile £77,500 £69,625 £67,500
England median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6,694 4,934 4,274
As % of all permanent IT jobs advertised in Yorkshire 92.20% 93.78% 91.91%
Number of salaries quoted 4,349 3,982 3,660
10th Percentile £30,499 £29,750 £28,000
25th Percentile £40,000 £37,000 £35,000
Median annual salary (50th Percentile) £52,500 £47,500 £47,500
Median % change year-on-year +10.53% - +11.76%
75th Percentile £67,500 £61,250 £57,500
90th Percentile £80,400 £70,000 £68,750
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

ETL
Job Vacancy Trend in Yorkshire

Job postings citing ETL as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for ETL in Yorkshire

ETL
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing ETL in Yorkshire.

Salary trend for ETL in Yorkshire

ETL
Salary Histogram in Yorkshire

Salary distribution for jobs citing ETL in Yorkshire over the 6 months to 24 May 2022.

Salary histogram for ETL in Yorkshire

ETL
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 24 May 2022. 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
West Yorkshire -27 105 £50,000 +5.26% 12
North Yorkshire -17 23 £55,000 +18.28% 2
South Yorkshire -17 18 £45,000 +9.76% 2
ETL
England

For the 6 months to 24 May 2022, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for ETL.

1 114 (78.08%) SQL
2 83 (56.85%) SQL Server
2 83 (56.85%) Azure
3 76 (52.05%) SQL Server Integration Services
4 75 (51.37%) Microsoft
5 72 (49.32%) Data Warehouse
6 61 (41.78%) Analytics
7 58 (39.73%) Business Intelligence
8 52 (35.62%) Data Modelling
9 46 (31.51%) T-SQL
10 44 (30.14%) AWS
11 38 (26.03%) SQL Server Reporting Services
11 38 (26.03%) Power BI
11 38 (26.03%) Power Platform
12 37 (25.34%) Python
13 35 (23.97%) Data Lake
13 35 (23.97%) Agile
14 33 (22.60%) DevOps
15 30 (20.55%) Requirements Gathering
16 27 (18.49%) Data Analytics
17 26 (17.81%) Data Quality
17 26 (17.81%) Visualisation
18 24 (16.44%) Microsoft Excel
18 24 (16.44%) CI/CD
19 23 (15.75%) Data Structures
19 23 (15.75%) Oracle
20 21 (14.38%) Finance
20 21 (14.38%) Data Visualisation
21 20 (13.70%) Data Governance
21 20 (13.70%) Big Data

ETL
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 12 (8.22%) SharePoint
2 6 (4.11%) Apache Spark
3 4 (2.74%) CMS
3 4 (2.74%) Umbraco
3 4 (2.74%) WordPress
4 3 (2.05%) IIS
5 2 (1.37%) Apache Pig
5 2 (1.37%) BizTalk Server
5 2 (1.37%) Elasticsearch
6 1 (0.68%) Apache
6 1 (0.68%) Confluence
Applications
1 24 (16.44%) Microsoft Excel
2 3 (2.05%) Microsoft Office
Business Applications
1 4 (2.74%) Dynamics NAV
1 4 (2.74%) iTrent
1 4 (2.74%) SAP MDM
Cloud Services
1 83 (56.85%) Azure
2 44 (30.14%) AWS
3 38 (26.03%) Power Platform
4 17 (11.64%) Azure Data Factory
5 11 (7.53%) GCP
6 10 (6.85%) PaaS
7 9 (6.16%) Microsoft 365
7 9 (6.16%) PowerApps
8 8 (5.48%) Snowflake
9 7 (4.79%) SaaS
10 6 (4.11%) Serverless
11 5 (3.42%) Matillion
11 5 (3.42%) Power Automate
12 4 (2.74%) Amazon S3
12 4 (2.74%) Azure Cosmos DB
12 4 (2.74%) IaaS
13 3 (2.05%) AWS Lambda
13 3 (2.05%) Azure Stack
13 3 (2.05%) GitHub
14 2 (1.37%) AWS CodePipeline
Communications & Networking
1 3 (2.05%) Firewall
1 3 (2.05%) HTTP
Database & Business Intelligence
1 83 (56.85%) SQL Server
2 76 (52.05%) SQL Server Integration Services
3 72 (49.32%) Data Warehouse
4 38 (26.03%) Power BI
4 38 (26.03%) SQL Server Reporting Services
5 35 (23.97%) Data Lake
6 20 (13.70%) Big Data
7 19 (13.01%) SQL Server Analysis Services
8 14 (9.59%) MS Access
9 13 (8.90%) Tableau
10 12 (8.22%) Enterprise Data Warehouse
10 12 (8.22%) Metadata
11 11 (7.53%) PostgreSQL
12 8 (5.48%) Amazon Redshift
12 8 (5.48%) Relational Database
13 7 (4.79%) Azure SQL Database
14 6 (4.11%) Amazon QuickSight
14 6 (4.11%) MySQL
14 6 (4.11%) OLAP
15 5 (3.42%) BusinessObjects
Development Applications
1 17 (11.64%) Visual Studio
2 11 (7.53%) Git (software)
3 10 (6.85%) Jenkins
4 6 (4.11%) Octopus Deploy
5 5 (3.42%) JIRA
5 5 (3.42%) TeamCity
6 4 (2.74%) PostCSS
6 4 (2.74%) Visual Studio Code
6 4 (2.74%) Visual Studio Team System
7 3 (2.05%) GitLab
8 2 (1.37%) Atlassian Bamboo
8 2 (1.37%) SQL Server Management Studio (SSMS)
General
1 21 (14.38%) Finance
2 20 (13.70%) Social Skills
3 15 (10.27%) Legal
4 12 (8.22%) Analytical Skills
4 12 (8.22%) Public Sector
5 8 (5.48%) Retail
6 5 (3.42%) Organisational Skills
7 3 (2.05%) Automotive
7 3 (2.05%) Manufacturing
8 2 (1.37%) Inclusion and Diversity
8 2 (1.37%) Law
8 2 (1.37%) Local Government
8 2 (1.37%) Marketing
8 2 (1.37%) Telecoms
9 1 (0.68%) Banking
9 1 (0.68%) Billing
9 1 (0.68%) Publishing
9 1 (0.68%) Wholesale Banking
Job Titles
1 36 (24.66%) Data Engineer
2 31 (21.23%) Analyst
3 28 (19.18%) Developer
4 18 (12.33%) Data Analyst
5 12 (8.22%) Senior Data Engineer
6 11 (7.53%) SQL Developer
7 10 (6.85%) Business Intelligence Developer
8 9 (6.16%) Senior Developer
9 8 (5.48%) Architect
9 8 (5.48%) Data Warehouse Developer
10 7 (4.79%) Team Leader
11 6 (4.11%) Business Analyst
11 6 (4.11%) Business Intelligence Analyst
11 6 (4.11%) Data Architect
11 6 (4.11%) DBA
11 6 (4.11%) Senior Data Warehouse Developer
12 5 (3.42%) Administrator
12 5 (3.42%) Azure Engineer
12 5 (3.42%) Business Intelligence Manager
12 5 (3.42%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 18 (12.33%) HTML
2 14 (9.59%) XML
3 12 (8.22%) .NET
3 12 (8.22%) Kafka
4 8 (5.48%) Apache Avro
5 4 (2.74%) .NET Core
5 4 (2.74%) .NET Framework
5 4 (2.74%) CSS
5 4 (2.74%) Entity Framework
5 4 (2.74%) HTML5
5 4 (2.74%) MDX
5 4 (2.74%) Sass
6 3 (2.05%) React
6 3 (2.05%) RESTful
6 3 (2.05%) Web Services
7 2 (1.37%) Node.js
7 2 (1.37%) REST
7 2 (1.37%) SOAP
8 1 (0.68%) Matplotlib
8 1 (0.68%) SciPy
Miscellaneous
1 23 (15.75%) Data Structures
2 13 (8.90%) Algorithms
3 8 (5.48%) Management Information System
4 6 (4.11%) Renewable Energy
5 4 (2.74%) e-Learning
5 4 (2.74%) Greenfield Project
5 4 (2.74%) IoT
5 4 (2.74%) NHS
5 4 (2.74%) Reference Data
5 4 (2.74%) Self-Motivation
6 3 (2.05%) Life Science
6 3 (2.05%) User Experience
7 2 (1.37%) Cloud Native
7 2 (1.37%) Enterprise Software
7 2 (1.37%) Mobile App
8 1 (0.68%) Analytical Mindset
8 1 (0.68%) Blockchain
8 1 (0.68%) Blog
8 1 (0.68%) Data Centre
8 1 (0.68%) Replication
Operating Systems
1 6 (4.11%) Linux
2 4 (2.74%) Unix
3 3 (2.05%) Solaris
3 3 (2.05%) VMS
3 3 (2.05%) Windows
Processes & Methodologies
1 61 (41.78%) Analytics
2 58 (39.73%) Business Intelligence
3 52 (35.62%) Data Modelling
4 35 (23.97%) Agile
5 33 (22.60%) DevOps
6 30 (20.55%) Requirements Gathering
7 27 (18.49%) Data Analytics
8 26 (17.81%) Visualisation
9 24 (16.44%) CI/CD
10 21 (14.38%) Data Visualisation
11 20 (13.70%) Data Governance
11 20 (13.70%) Data Strategy
11 20 (13.70%) Scrum
12 19 (13.01%) Mentoring
13 17 (11.64%) Data Architecture
13 17 (11.64%) Data Integration
14 16 (10.96%) Data Management
15 15 (10.27%) Change Management
15 15 (10.27%) Continuous Integration
15 15 (10.27%) ERP
Programming Languages
1 114 (78.08%) SQL
2 46 (31.51%) T-SQL
3 37 (25.34%) Python
4 17 (11.64%) Java
4 17 (11.64%) PL/SQL
5 15 (10.27%) VBA
6 14 (9.59%) C#
7 13 (8.90%) Scala
8 8 (5.48%) JavaScript
9 6 (4.11%) Data Analysis Expressions (DAX)
10 4 (2.74%) PowerShell
11 3 (2.05%) R
12 2 (1.37%) Bash
Qualifications
1 4 (2.74%) Degree
1 4 (2.74%) ITIL Foundation Certificate
2 2 (1.37%) Microsoft Certification
3 1 (0.68%) APMP
3 1 (0.68%) Computer Science Degree
3 1 (0.68%) CTC Cleared
3 1 (0.68%) Master's Degree
3 1 (0.68%) Security Cleared
3 1 (0.68%) TOGAF Certification
Quality Assurance & Compliance
1 26 (17.81%) Data Quality
2 6 (4.11%) QA
3 4 (2.74%) Accessibility
3 4 (2.74%) GDPR
3 4 (2.74%) WAI
3 4 (2.74%) WCAG
System Software
1 14 (9.59%) Docker
2 2 (1.37%) Apache Flume
2 2 (1.37%) Apache ZooKeeper
Systems Management
1 10 (6.85%) Terraform
2 9 (6.16%) Kubernetes
3 8 (5.48%) Rancher
4 2 (1.37%) Puppet
5 1 (0.68%) Grafana
5 1 (0.68%) Prometheus
Vendors
1 75 (51.37%) Microsoft
2 23 (15.75%) Oracle
3 5 (3.42%) Databricks
4 4 (2.74%) Alteryx
4 4 (2.74%) Cognos
4 4 (2.74%) RedGate
4 4 (2.74%) SAP
5 3 (2.05%) Google
6 2 (1.37%) Citrix
6 2 (1.37%) Dataiku
6 2 (1.37%) Hortonworks
6 2 (1.37%) Informatica
7 1 (0.68%) SnapLogic