Period
to 30 November 2021

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 30 November 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
30 Nov 2021
Same period 2020 Same period 2019
Rank 122 103 134
Rank change year-on-year -19 +31 +10
Permanent jobs citing ETL 158 75 138
As % of all permanent jobs advertised in Yorkshire 2.29% 2.35% 2.09%
As % of the Processes & Methodologies category 2.44% 2.52% 2.28%
Number of salaries quoted 130 64 123
10th Percentile £32,500 £36,188 £35,000
25th Percentile £39,813 £40,000 £37,780
Median annual salary (50th Percentile) £45,000 £45,000 £45,000
75th Percentile £57,500 £52,500 £53,125
90th Percentile £68,750 £57,500 £63,086
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 6,478 2,972 6,065
As % of all permanent IT jobs advertised in Yorkshire 94.06% 93.11% 92.01%
Number of salaries quoted 4,855 2,581 4,980
10th Percentile £31,250 £31,250 £26,250
25th Percentile £38,750 £37,500 £33,750
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +5.88%
75th Percentile £65,000 £58,250 £57,275
90th Percentile £79,200 £66,250 £67,500
England median annual salary £60,000 £55,000 £52,500
% 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 30 November 2021.

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 30 November 2021. 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
Job
Vacancies
West Yorkshire -24 88 £45,000 - 14
North Yorkshire +8 39 £55,000 +15.79% 3
South Yorkshire -28 23 £45,000 - 1
East Yorkshire - 4 £54,750 - 2
ETL
England

For the 6 months to 30 November 2021, 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.

1 120 (75.95%) SQL
2 113 (71.52%) Business Intelligence
3 99 (62.66%) Data Warehouse
4 85 (53.80%) SQL Server Integration Services
4 85 (53.80%) Power BI
4 85 (53.80%) Power Platform
5 79 (50.00%) SQL Server
6 69 (43.67%) Azure
7 52 (32.91%) Microsoft
8 47 (29.75%) Data Modelling
9 46 (29.11%) Agile Software Development
10 45 (28.48%) Analytics
11 43 (27.22%) SQL Server Analysis Services
12 39 (24.68%) Problem-Solving
13 36 (22.78%) SQL Server Reporting Services
14 34 (21.52%) Tableau
14 34 (21.52%) ETL Development
15 31 (19.62%) T-SQL
16 29 (18.35%) Social Skills
17 27 (17.09%) SAP
18 26 (16.46%) Data Management
19 24 (15.19%) Alteryx
20 21 (13.29%) Finance
20 21 (13.29%) Analytical Skills
21 20 (12.66%) Oracle
22 19 (12.03%) Microsoft Excel
22 19 (12.03%) Visualisation
22 19 (12.03%) Azure Data Factory
23 18 (11.39%) Data Engineering
23 18 (11.39%) Data Analytics

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 8 (5.06%) SharePoint
2 2 (1.27%) Apache
2 2 (1.27%) Apache Airflow
2 2 (1.27%) Apache Spark
3 1 (0.63%) Confluence
3 1 (0.63%) SAS
Applications
1 19 (12.03%) Microsoft Excel
2 3 (1.90%) Microsoft Office
3 1 (0.63%) MS Visio
Business Applications
1 2 (1.27%) Workday HCM
2 1 (0.63%) Cognos Business Intelligence
2 1 (0.63%) Dynamics AX
2 1 (0.63%) Dynamics NAV
2 1 (0.63%) IBM Planning Analytics
2 1 (0.63%) iTrent
2 1 (0.63%) NetSuite
2 1 (0.63%) SAP ERP
2 1 (0.63%) SAP MDG
Cloud Services
1 85 (53.80%) Power Platform
2 69 (43.67%) Azure
3 19 (12.03%) Azure Data Factory
4 16 (10.13%) AWS
5 14 (8.86%) SaaS
6 9 (5.70%) GCP
7 6 (3.80%) Azure Synapse Analytics
7 6 (3.80%) PaaS
7 6 (3.80%) Power Automate
7 6 (3.80%) PowerApps
8 5 (3.16%) Serverless
8 5 (3.16%) Snowflake
9 3 (1.90%) Azure Stack
10 2 (1.27%) AWS CloudFormation
10 2 (1.27%) AWS Lambda
10 2 (1.27%) AWS Step Functions
10 2 (1.27%) Azure Pipelines
10 2 (1.27%) Boomi
10 2 (1.27%) Matillion
10 2 (1.27%) Virtual Private Cloud
Communications & Networking
1 2 (1.27%) Intranet
2 1 (0.63%) Broadband
2 1 (0.63%) Firewall
2 1 (0.63%) FTP
Database & Business Intelligence
1 99 (62.66%) Data Warehouse
2 85 (53.80%) Power BI
2 85 (53.80%) SQL Server Integration Services
3 79 (50.00%) SQL Server
4 43 (27.22%) SQL Server Analysis Services
5 36 (22.78%) SQL Server Reporting Services
6 34 (21.52%) Tableau
7 14 (8.86%) Azure SQL Database
8 11 (6.96%) OLAP
8 11 (6.96%) QlikView
9 10 (6.33%) Data Lake
9 10 (6.33%) MySQL
9 10 (6.33%) PostgreSQL
9 10 (6.33%) SAP Data Services
9 10 (6.33%) SQL Server 2016
10 9 (5.70%) Oracle Reports
11 8 (5.06%) BusinessObjects Business Intelligence
11 8 (5.06%) DataStage
11 8 (5.06%) Oracle OLAP
11 8 (5.06%) SSDT
Development Applications
1 12 (7.59%) Visual Studio
2 10 (6.33%) Git (software)
3 8 (5.06%) VSS/SourceSafe
4 1 (0.63%) Bitbucket
4 1 (0.63%) Flyway
4 1 (0.63%) GitLab
4 1 (0.63%) Jenkins
4 1 (0.63%) JIRA
4 1 (0.63%) Oracle Forms
4 1 (0.63%) SQL Server Management Studio (SSMS)
General
1 29 (18.35%) Social Skills
2 21 (13.29%) Analytical Skills
2 21 (13.29%) Finance
3 9 (5.70%) Public Sector
3 9 (5.70%) Retail
4 7 (4.43%) Manufacturing
5 5 (3.16%) Automotive
5 5 (3.16%) Organisational Skills
6 3 (1.90%) Legal
7 2 (1.27%) Billing
7 2 (1.27%) Inclusion and Diversity
7 2 (1.27%) Law
7 2 (1.27%) Marketing
8 1 (0.63%) Publishing
Job Titles
1 70 (44.30%) Developer
2 32 (20.25%) Business Intelligence Developer
3 30 (18.99%) Data Engineer
4 26 (16.46%) Analyst
5 17 (10.76%) Business Intelligence Analyst
6 13 (8.23%) Senior Developer
7 12 (7.59%) Business Intelligence Lead
8 9 (5.70%) Data Warehouse Developer
9 8 (5.06%) Data Integration Developer
9 8 (5.06%) Integration Developer
9 8 (5.06%) Power BI Developer
10 7 (4.43%) Senior Data Engineer
10 7 (4.43%) Test Analyst
11 5 (3.16%) Architect
11 5 (3.16%) Azure Engineer
11 5 (3.16%) Business Developer
11 5 (3.16%) Data Manager
11 5 (3.16%) Senior Analyst
11 5 (3.16%) SQL Developer
12 4 (2.53%) ETL Developer
Libraries, Frameworks & Software Standards
1 10 (6.33%) .NET
1 10 (6.33%) Web Services
1 10 (6.33%) XML
2 9 (5.70%) MDX
3 8 (5.06%) JSON
3 8 (5.06%) RESTful
4 3 (1.90%) ASP.NET
4 3 (1.90%) CSS
4 3 (1.90%) PySpark
5 2 (1.27%) HTML
5 2 (1.27%) Lambda Expressions
5 2 (1.27%) REST
5 2 (1.27%) SOAP
5 2 (1.27%) XSD
6 1 (0.63%) Entity Framework
6 1 (0.63%) Kafka
6 1 (0.63%) LESS
6 1 (0.63%) Node.js
6 1 (0.63%) Sass
6 1 (0.63%) WPF
Miscellaneous
1 17 (10.76%) Data Structures
2 10 (6.33%) Management Information System
3 9 (5.70%) Data Protection Act
4 5 (3.16%) Life Science
4 5 (3.16%) Renewable Energy
5 4 (2.53%) User Experience
6 3 (1.90%) Greenfield Project
6 3 (1.90%) Hybrid Cloud
7 2 (1.27%) Algorithms
7 2 (1.27%) Cloud Native
7 2 (1.27%) Reference Data
8 1 (0.63%) Analytical Mindset
8 1 (0.63%) Data Centre
8 1 (0.63%) e-Learning
8 1 (0.63%) Freedom of Information
8 1 (0.63%) Freedom of Information Act
8 1 (0.63%) NHS
8 1 (0.63%) Self-Motivation
Operating Systems
1 2 (1.27%) Linux
2 1 (0.63%) Unix
2 1 (0.63%) Windows
2 1 (0.63%) Windows 10
Processes & Methodologies
1 113 (71.52%) Business Intelligence
2 47 (29.75%) Data Modelling
3 46 (29.11%) Agile Software Development
4 45 (28.48%) Analytics
5 39 (24.68%) Problem-Solving
6 34 (21.52%) ETL Development
7 26 (16.46%) Data Management
8 19 (12.03%) Visualisation
9 18 (11.39%) Data Analytics
9 18 (11.39%) Data Engineering
10 14 (8.86%) Migration
11 13 (8.23%) Decision-Making
11 13 (8.23%) DevOps
12 12 (7.59%) Configuration Management
12 12 (7.59%) Data Governance
12 12 (7.59%) Data Transformation
13 11 (6.96%) Requirements Gathering
13 11 (6.96%) Unit Testing
14 10 (6.33%) Data Pipeline
14 10 (6.33%) Software Delivery
Programming Languages
1 120 (75.95%) SQL
2 31 (19.62%) T-SQL
3 16 (10.13%) Data Analysis Expressions (DAX)
4 13 (8.23%) Python
4 13 (8.23%) VBA
5 12 (7.59%) PL/SQL
5 12 (7.59%) R
6 8 (5.06%) C#
7 7 (4.43%) Java
8 3 (1.90%) JavaScript
9 1 (0.63%) Go
9 1 (0.63%) HiveQL
9 1 (0.63%) PowerShell
9 1 (0.63%) TypeScript
9 1 (0.63%) X++
Qualifications
1 6 (3.80%) Degree
2 3 (1.90%) Computer Science Degree
3 1 (0.63%) TOGAF Certification
Quality Assurance & Compliance
1 15 (9.49%) Data Quality
2 12 (7.59%) GDPR
3 4 (2.53%) QA
4 2 (1.27%) Accessibility
System Software
1 5 (3.16%) Docker
2 3 (1.90%) VMware Infrastructure
3 1 (0.63%) HDFS
3 1 (0.63%) Oracle RAC
Systems Management
1 5 (3.16%) Kubernetes
2 2 (1.27%) Puppet
2 2 (1.27%) Terraform
3 1 (0.63%) Ansible
Vendors
1 52 (32.91%) Microsoft
2 27 (17.09%) SAP
3 24 (15.19%) Alteryx
4 20 (12.66%) Oracle
5 8 (5.06%) Ab Initio
6 7 (4.43%) Databricks
7 6 (3.80%) Google
7 6 (3.80%) Informatica
7 6 (3.80%) Talend
8 5 (3.16%) Cognos
9 4 (2.53%) Minitab
10 3 (1.90%) Citrix
10 3 (1.90%) VMware
11 2 (1.27%) Dataiku
11 2 (1.27%) Dell
11 2 (1.27%) IBM
11 2 (1.27%) RedGate
11 2 (1.27%) SnapLogic
11 2 (1.27%) Workday
12 1 (0.63%) Xamarin