Period
to 11 August 2020

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 11 August 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
11 Aug 2020
Same period 2019 Same period 2018
Rank 111 155 130
Rank change year-on-year +44 -25 -21
Permanent jobs citing ETL 63 170 209
As % of all permanent jobs advertised in Yorkshire 1.88% 2.24% 2.24%
As % of the Processes & Methodologies category 2.02% 2.47% 2.41%
Number of salaries quoted 52 160 191
Median annual salary £52,000 £45,000 £45,000
Median salary % change year-on-year +15.56% - -
10th Percentile £30,350 £36,250 £28,674
90th Percentile £67,375 £67,500 £58,750
England median annual salary £55,000 £55,000 £55,000

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 3,118 6,891 8,664
As % of all permanent IT jobs advertised in Yorkshire 92.85% 90.62% 92.89%
Number of salaries quoted 2,671 5,544 7,261
Median annual salary £47,500 £42,500 £44,000
Median salary % change year-on-year +11.76% -3.41% +3.53%
10th Percentile £29,000 £26,000 £26,250
90th Percentile £68,750 £64,750 £62,500
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 11 August 2020.

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 11 August 2020. 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 +16 44 £52,500 +16.67% 4
South Yorkshire +24 13 £53,250 +24.00% 2
North Yorkshire +52 2 £33,500 -25.56% 1
East Yorkshire +23 2 £28,750 -24.34%
ETL
England

For the 6 months to 11 August 2020, 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 43 (68.25%) Business Intelligence
2 39 (61.90%) SQL
3 31 (49.21%) Data Warehouse
3 31 (49.21%) SQL Server Integration Services
4 30 (47.62%) SQL Server
5 26 (41.27%) Power BI
5 26 (41.27%) Power Platform
6 23 (36.51%) Analytics
7 18 (28.57%) T-SQL
7 18 (28.57%) Data Modelling
8 17 (26.98%) Visualisation
9 16 (25.40%) SQL Server Reporting Services
10 15 (23.81%) Agile Software Development
11 14 (22.22%) Data Analysis
12 11 (17.46%) Data Management
12 11 (17.46%) Analytical Skills
12 11 (17.46%) ETL Development
13 10 (15.87%) AWS
13 10 (15.87%) Data Visualisation
13 10 (15.87%) Microsoft
13 10 (15.87%) SAP
14 8 (12.70%) Data Analytics
14 8 (12.70%) Python
15 7 (11.11%) Microsoft Excel
15 7 (11.11%) SQL Server Analysis Services
16 6 (9.52%) QlikView
16 6 (9.52%) Migration
16 6 (9.52%) Oracle
16 6 (9.52%) Finance
16 6 (9.52%) Data Quality

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 2 (3.17%) Confluence
2 1 (1.59%) Apache Spark
2 1 (1.59%) SAS
2 1 (1.59%) SharePoint
Applications
1 7 (11.11%) Microsoft Excel
2 2 (3.17%) Microsoft Office
3 1 (1.59%) Microsoft PowerPoint
Cloud Services
1 26 (41.27%) Power Platform
2 10 (15.87%) AWS
3 5 (7.94%) Azure
4 3 (4.76%) Amazon Kinesis
5 2 (3.17%) Dynamics 365
6 1 (1.59%) Amazon EC2
6 1 (1.59%) Amazon SageMaker
6 1 (1.59%) Cloud Computing
6 1 (1.59%) GCP
6 1 (1.59%) IaaS
6 1 (1.59%) Office 365
6 1 (1.59%) PaaS
6 1 (1.59%) SaaS
Database & Business Intelligence
1 31 (49.21%) Data Warehouse
1 31 (49.21%) SQL Server Integration Services
2 30 (47.62%) SQL Server
3 26 (41.27%) Power BI
4 16 (25.40%) SQL Server Reporting Services
5 7 (11.11%) SQL Server Analysis Services
6 6 (9.52%) Big Data
6 6 (9.52%) QlikView
7 5 (7.94%) SAP Data Services
7 5 (7.94%) Snowflake Schema
8 4 (6.35%) BusinessObjects
9 3 (4.76%) Oracle Database
10 2 (3.17%) Looker
10 2 (3.17%) MySQL
10 2 (3.17%) Qlik Sense
11 1 (1.59%) Crystal Reports
11 1 (1.59%) Data Mining
11 1 (1.59%) Informix
11 1 (1.59%) OLAP
11 1 (1.59%) Oracle Reports
Development Applications
1 4 (6.35%) Cucumber
1 4 (6.35%) JIRA
1 4 (6.35%) Selenium
1 4 (6.35%) SpecFlow
2 1 (1.59%) Bitbucket
2 1 (1.59%) Git (software)
2 1 (1.59%) Jenkins
General
1 6 (9.52%) Finance
2 5 (7.94%) Law
2 5 (7.94%) Retail
3 3 (4.76%) Manufacturing
3 3 (4.76%) Marketing
4 1 (1.59%) Games
4 1 (1.59%) Housing Association
Job Titles
1 21 (33.33%) Developer
2 12 (19.05%) Architect
2 12 (19.05%) Business Intelligence Developer
3 11 (17.46%) Analyst
4 9 (14.29%) Business Intelligence Lead
5 6 (9.52%) Business Intelligence Analyst
5 6 (9.52%) Data Manager
5 6 (9.52%) Lead Developer
6 5 (7.94%) Data Architect
6 5 (7.94%) Senior Analyst
6 5 (7.94%) Senior Business Intelligence Analyst
6 5 (7.94%) SQL Developer
7 4 (6.35%) Business Developer
7 4 (6.35%) Data Engineer
7 4 (6.35%) Operations Manager
8 3 (4.76%) Data Analyst
8 3 (4.76%) Data Warehouse Developer
8 3 (4.76%) ETL Developer
8 3 (4.76%) SQL Server Data Warehouse Developer
8 3 (4.76%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 4 (6.35%) Gherkin
1 4 (6.35%) Kafka
2 3 (4.76%) REST
2 3 (4.76%) Web Services
3 2 (3.17%) React
4 1 (1.59%) .NET
4 1 (1.59%) HTML
4 1 (1.59%) Middleware
4 1 (1.59%) PySpark
4 1 (1.59%) RESTful
4 1 (1.59%) SOAP
Miscellaneous
1 11 (17.46%) Analytical Skills
2 2 (3.17%) Management Information System
2 2 (3.17%) Tandem
3 1 (1.59%) Analytical Mindset
3 1 (1.59%) Credit Risk
3 1 (1.59%) Mobile App
3 1 (1.59%) Self-Motivation
3 1 (1.59%) User Experience
3 1 (1.59%) Video\Live Streaming
Operating Systems
1 1 (1.59%) Linux
1 1 (1.59%) Windows
Processes & Methodologies
1 43 (68.25%) Business Intelligence
2 23 (36.51%) Analytics
3 18 (28.57%) Data Modelling
4 17 (26.98%) Visualisation
5 15 (23.81%) Agile Software Development
6 14 (22.22%) Data Analysis
7 11 (17.46%) Data Management
7 11 (17.46%) ETL Development
8 10 (15.87%) Data Visualisation
9 8 (12.70%) Data Analytics
10 6 (9.52%) Migration
10 6 (9.52%) Requirements Gathering
11 5 (7.94%) Continuous Improvement
11 5 (7.94%) Performance Tuning
11 5 (7.94%) Technical Leadership
12 4 (6.35%) BDD
12 4 (6.35%) Data Integration
12 4 (6.35%) Data Migration
12 4 (6.35%) Data Science
12 4 (6.35%) Test Automation
Programming Languages
1 39 (61.90%) SQL
2 18 (28.57%) T-SQL
3 8 (12.70%) Python
4 4 (6.35%) Java
4 4 (6.35%) JavaScript
4 4 (6.35%) PL/SQL
5 2 (3.17%) C#
5 2 (3.17%) PHP
5 2 (3.17%) Scala
6 1 (1.59%) MATLAB
6 1 (1.59%) R
6 1 (1.59%) Ruby
6 1 (1.59%) VB
Qualifications
1 3 (4.76%) Degree
2 1 (1.59%) Computer Science Degree
2 1 (1.59%) Numerate Degree
Quality Assurance & Compliance
1 6 (9.52%) Data Quality
2 4 (6.35%) QA
3 1 (1.59%) SLA
Vendors
1 10 (15.87%) Microsoft
1 10 (15.87%) SAP
2 6 (9.52%) Oracle
2 6 (9.52%) Tableau
3 5 (7.94%) Alteryx
4 2 (3.17%) Informatica
4 2 (3.17%) Netezza
4 2 (3.17%) Salesforce.com
4 2 (3.17%) SnapLogic
4 2 (3.17%) Talend
5 1 (1.59%) Cognos
5 1 (1.59%) IFS
5 1 (1.59%) MuleSoft
5 1 (1.59%) Workday