Period
to 11 July 2020

The following table provides summary statistics for permanent job vacancies advertised in West 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 July 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Yorkshire > West Yorkshire
6 months to
11 Jul 2020
Same period 2019 Same period 2018
Rank 101 103 109
Rank change year-on-year +2 +6 -18
Permanent jobs citing ETL 51 116 161
As % of all permanent jobs advertised in West Yorkshire 1.97% 2.56% 2.43%
As % of the Processes & Methodologies category 2.10% 2.81% 2.58%
Number of salaries quoted 33 114 141
Median annual salary £52,500 £45,000 £45,000
Median salary % change year-on-year +16.67% - -
10th Percentile £25,250 £36,250 £33,750
90th Percentile £67,500 £63,354 £57,500
Yorkshire median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - -

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 West Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
West Yorkshire
Permanent vacancies with a requirement for process or methodology skills 2,429 4,132 6,234
As % of all permanent IT jobs advertised in West Yorkshire 93.75% 91.31% 93.97%
Number of salaries quoted 2,050 3,480 5,272
Median annual salary £50,000 £44,137 £45,000
Median salary % change year-on-year +13.28% -1.92% +5.88%
10th Percentile £29,000 £27,500 £27,000
90th Percentile £71,250 £65,000 £62,725
Yorkshire median annual salary £47,000 £42,500 £42,500
% change year-on-year +10.59% - -

ETL
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for ETL in West Yorkshire

ETL
Salary Trend in West Yorkshire

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

Salary trend for ETL in West Yorkshire

ETL
Salary Histogram in West Yorkshire

Salary distribution for jobs citing ETL in West Yorkshire over the 6 months to 11 July 2020.

Salary histogram for ETL in West Yorkshire

ETL
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the West Yorkshire region over the 6 months to 11 July 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
Leeds +10 41 £55,000 +10.00% 3
Bradford +7 4 £25,000 -44.44%
Huddersfield +16 2 £50,000 +42.86% 2
Halifax +2 1 £55,000 +29.41%
ETL
Yorkshire

For the 6 months to 11 July 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 West Yorkshire region with a requirement for ETL.

1 28 (54.90%) Business Intelligence
2 27 (52.94%) Data Warehouse
3 26 (50.98%) SQL
4 17 (33.33%) Data Modelling
5 15 (29.41%) SQL Server Integration Services
6 14 (27.45%) AWS
6 14 (27.45%) Migration
7 13 (25.49%) Analytics
8 12 (23.53%) Power BI
8 12 (23.53%) Power Platform
9 10 (19.61%) ETL Development
10 9 (17.65%) Data Analysis
10 9 (17.65%) Artificial Intelligence
11 8 (15.69%) Retail
11 8 (15.69%) Snowflake Schema
11 8 (15.69%) SQL Server
11 8 (15.69%) Microsoft Excel
11 8 (15.69%) SAP
11 8 (15.69%) Tableau
11 8 (15.69%) Netezza
12 7 (13.73%) Finance
12 7 (13.73%) Visualisation
12 7 (13.73%) Agile Software Development
12 7 (13.73%) Alteryx
13 6 (11.76%) Data Transformation
13 6 (11.76%) Analytical Skills
13 6 (11.76%) Requirements Gathering
13 6 (11.76%) Data Management
13 6 (11.76%) T-SQL
13 6 (11.76%) Big Data

ETL
Co-occurring IT Skills in West 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 3 (5.88%) Confluence
2 1 (1.96%) Apache Spark
2 1 (1.96%) SAS
2 1 (1.96%) SharePoint
Applications
1 8 (15.69%) Microsoft Excel
2 1 (1.96%) Microsoft Office
2 1 (1.96%) Microsoft PowerPoint
Business Applications
1 1 (1.96%) SAP BPC
1 1 (1.96%) SAP CO
1 1 (1.96%) SAP FI
1 1 (1.96%) SAP FI/CO
Cloud Services
1 14 (27.45%) AWS
2 12 (23.53%) Power Platform
3 4 (7.84%) Amazon Kinesis
4 3 (5.88%) Azure
4 3 (5.88%) GCP
5 2 (3.92%) Amazon EC2
5 2 (3.92%) Amazon SageMaker
5 2 (3.92%) Dynamics 365
6 1 (1.96%) Cloud Computing
6 1 (1.96%) IaaS
6 1 (1.96%) Office 365
6 1 (1.96%) PaaS
6 1 (1.96%) SaaS
Database & Business Intelligence
1 27 (52.94%) Data Warehouse
2 15 (29.41%) SQL Server Integration Services
3 12 (23.53%) Power BI
4 8 (15.69%) Snowflake Schema
4 8 (15.69%) SQL Server
5 6 (11.76%) Big Data
6 4 (7.84%) SQL Server Reporting Services
7 3 (5.88%) Looker
7 3 (5.88%) QlikView
7 3 (5.88%) SAP Data Services
7 3 (5.88%) SQL Server Analysis Services
8 2 (3.92%) Amazon Athena
8 2 (3.92%) Amazon Aurora
8 2 (3.92%) Amazon RDS
8 2 (3.92%) BusinessObjects
8 2 (3.92%) Data Lake
8 2 (3.92%) Hadoop
8 2 (3.92%) Oracle Database
8 2 (3.92%) Pentaho
9 1 (1.96%) Data Mining
Development Applications
1 3 (5.88%) JIRA
2 2 (3.92%) Bitbucket
3 1 (1.96%) Cucumber
3 1 (1.96%) Git (software)
3 1 (1.96%) Jenkins
3 1 (1.96%) Selenium
3 1 (1.96%) SpecFlow
General
1 8 (15.69%) Retail
2 7 (13.73%) Finance
3 1 (1.96%) Games
3 1 (1.96%) Marketing
Job Titles
1 14 (27.45%) Analyst
2 13 (25.49%) Data Manager
3 12 (23.53%) Operations Manager
4 10 (19.61%) Architect
5 8 (15.69%) Business Intelligence Analyst
6 6 (11.76%) Data Analyst
7 5 (9.80%) Developer
7 5 (9.80%) Senior Analyst
7 5 (9.80%) Senior Business Intelligence Analyst
8 4 (7.84%) Data Architect
8 4 (7.84%) Financial Analyst
9 3 (5.88%) Data Engineer
9 3 (5.88%) ETL Developer
10 2 (3.92%) AWS Architect
10 2 (3.92%) Business Intelligence Developer
10 2 (3.92%) Finance Systems Analyst
10 2 (3.92%) Junior
10 2 (3.92%) Junior Analyst
10 2 (3.92%) Solutions Architect
10 2 (3.92%) Systems Analyst
Libraries, Frameworks & Software Standards
1 3 (5.88%) Web Services
2 1 (1.96%) Gherkin
2 1 (1.96%) Kafka
2 1 (1.96%) PySpark
2 1 (1.96%) RESTful
Miscellaneous
1 6 (11.76%) Analytical Skills
2 2 (3.92%) Management Information System
2 2 (3.92%) Tandem
3 1 (1.96%) Analytical Mindset
3 1 (1.96%) Credit Risk
3 1 (1.96%) User Experience
3 1 (1.96%) Video\Live Streaming
Operating Systems
1 1 (1.96%) Linux
1 1 (1.96%) Windows
Processes & Methodologies
1 28 (54.90%) Business Intelligence
2 17 (33.33%) Data Modelling
3 14 (27.45%) Migration
4 13 (25.49%) Analytics
5 10 (19.61%) ETL Development
6 9 (17.65%) Artificial Intelligence
6 9 (17.65%) Data Analysis
7 7 (13.73%) Agile Software Development
7 7 (13.73%) Visualisation
8 6 (11.76%) Data Management
8 6 (11.76%) Data Transformation
8 6 (11.76%) Data Visualisation
8 6 (11.76%) Requirements Gathering
9 5 (9.80%) Data Analytics
9 5 (9.80%) Data Integration
9 5 (9.80%) Data Science
10 4 (7.84%) Continuous Improvement
10 4 (7.84%) Data Extraction
10 4 (7.84%) Data Migration
10 4 (7.84%) Project Management
Programming Languages
1 26 (50.98%) SQL
2 6 (11.76%) T-SQL
3 5 (9.80%) JavaScript
3 5 (9.80%) Python
4 4 (7.84%) Java
5 3 (5.88%) C#
5 3 (5.88%) PL/SQL
5 3 (5.88%) Scala
6 2 (3.92%) Ruby
7 1 (1.96%) MATLAB
7 1 (1.96%) R
Qualifications
1 2 (3.92%) Degree
2 1 (1.96%) Computer Science Degree
2 1 (1.96%) Numerate Degree
Quality Assurance & Compliance
1 6 (11.76%) Data Quality
Systems Management
1 2 (3.92%) Ansible
1 2 (3.92%) Kubernetes
1 2 (3.92%) Opscode Chef
1 2 (3.92%) Puppet
Vendors
1 8 (15.69%) Netezza
1 8 (15.69%) SAP
1 8 (15.69%) Tableau
2 7 (13.73%) Alteryx
3 5 (9.80%) Oracle
4 4 (7.84%) Microsoft
5 2 (3.92%) Informatica
6 1 (1.96%) Anaplan
6 1 (1.96%) Cognos
6 1 (1.96%) Talend