Period
to 22 January 2018

The following table provides summary statistics for permanent job vacancies advertised in Warrington 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 22 January 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cheshire > Warrington
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 57 49 27
Rank change year-on-year -8 -22 +47
Permanent jobs citing ETL 18 23 76
As % of all permanent IT jobs advertised in Warrington 3.00% 3.59% 9.04%
As % of the Processes & Methodologies category 3.64% 3.97% 10.04%
Number of salaries quoted 17 21 79
Warrington median annual salary £47,500 £37,500 £37,500
Median salary % change year-on-year +26.67% - +25.00%
10th Percentile £33,250 £30,750 £31,250
90th Percentile £53,500 £45,000 £46,000
Cheshire median annual salary £47,500 £42,500 £40,000
% change year-on-year +11.76% +6.25% -

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 Warrington with a requirement for process or methodology skills.

All Process and Methodology Skills
Warrington
Permanent vacancies with a requirement for process or methodology skills 495 579 757
As % of all permanent IT jobs advertised in Warrington 82.50% 90.33% 90.01%
Number of salaries quoted 407 495 675
Warrington median annual salary £42,500 £37,500 £40,000
Median salary % change year-on-year +13.33% -6.25% +6.67%
10th Percentile £26,000 £22,500 £22,500
90th Percentile £67,500 £53,750 £53,750
Cheshire median annual salary £45,000 £38,500 £40,000
% change year-on-year +16.88% -3.75% -

ETL
Job Vacancy Trend in Warrington

Job postings citing ETL as a percentage of all IT jobs advertised in Warrington.

Job vacancy trend for ETL in Warrington

ETL
Salary Trend in Warrington

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in Warrington.

Salary trend for ETL in Warrington

ETL
Salary Histogram in Warrington

The salary distribution of IT jobs citing ETL in Warrington over the 6 months to 22 January 2018.

Salary histogram for ETL in Warrington

For the 6 months to 22 January 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Warrington region with a requirement for ETL.

1 18 (100.00%) SQL Server
2 16 (88.89%) SQL
2 16 (88.89%) SQL Server Reporting Services
3 15 (83.33%) SQL Server Integration Services
3 15 (83.33%) SQL Server Analysis Services
4 13 (72.22%) Business Intelligence
5 12 (66.67%) T-SQL
6 11 (61.11%) Data Warehouse
7 10 (55.56%) Microsoft
8 7 (38.89%) Power BI
9 6 (33.33%) High Availability
9 6 (33.33%) Performance Tuning
9 6 (33.33%) OLAP
10 5 (27.78%) MySQL
10 5 (27.78%) Advertising
10 5 (27.78%) Kimball Methodology
11 4 (22.22%) Analytics
11 4 (22.22%) Logistics
11 4 (22.22%) MDX
11 4 (22.22%) WPF
11 4 (22.22%) Database Tuning
11 4 (22.22%) Team Foundation Server
11 4 (22.22%) Replication
11 4 (22.22%) C#
11 4 (22.22%) .NET
11 4 (22.22%) OLAP Cube
12 3 (16.67%) Greenfield Project
12 3 (16.67%) Python
12 3 (16.67%) Visualisation
12 3 (16.67%) Microsoft Azure

ETL
Co-occurring IT Skills in Warrington 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 1 (5.56%) SharePoint
1 1 (5.56%) SharePoint 2010
Applications
1 2 (11.11%) Microsoft Excel
Cloud Services
1 3 (16.67%) Microsoft Azure
2 2 (11.11%) Amazon AWS
Database & Business Intelligence
1 18 (100.00%) SQL Server
2 16 (88.89%) SQL Server Reporting Services
3 15 (83.33%) SQL Server Analysis Services
3 15 (83.33%) SQL Server Integration Services
4 11 (61.11%) Data Warehouse
5 7 (38.89%) Power BI
6 6 (33.33%) OLAP
7 5 (27.78%) MySQL
8 4 (22.22%) OLAP Cube
9 3 (16.67%) QlikView
10 2 (11.11%) Amazon Redshift
10 2 (11.11%) Apache Cassandra
10 2 (11.11%) MariaDB
10 2 (11.11%) OLTP
10 2 (11.11%) Oracle Database
10 2 (11.11%) Oracle OLAP
10 2 (11.11%) SQL Server 2012
11 1 (5.56%) SQL Server 2016
Development Applications
1 4 (22.22%) Team Foundation Server
2 2 (11.11%) SQL Server Management Studio (SSMS)
3 1 (5.56%) Visual Studio Team System
General
1 5 (27.78%) Advertising
2 2 (11.11%) Manufacturing
3 1 (5.56%) Finance
3 1 (5.56%) Marketing
Job Titles
1 13 (72.22%) Developer
2 10 (55.56%) SQL Developer
3 9 (50.00%) Business Intelligence Developer
4 8 (44.44%) SQL BI Developer
5 4 (22.22%) Business Developer
6 2 (11.11%) .NET Developer
6 2 (11.11%) Data Engineer
6 2 (11.11%) DBA
6 2 (11.11%) Oracle DBA
6 2 (11.11%) Senior .NET Developer
6 2 (11.11%) Senior Developer
6 2 (11.11%) SQL DBA
7 1 (5.56%) Analyst
7 1 (5.56%) Microsoft BI Developer
7 1 (5.56%) SSAS Developer
7 1 (5.56%) SSIS Developer
7 1 (5.56%) SSRS Developer
Libraries, Frameworks & Software Standards
1 4 (22.22%) .NET
1 4 (22.22%) MDX
1 4 (22.22%) WPF
2 2 (11.11%) .NET Framework
2 2 (11.11%) ASP.NET
2 2 (11.11%) WinForms
Miscellaneous
1 4 (22.22%) Replication
2 3 (16.67%) Greenfield Project
3 2 (11.11%) Clustering
Operating Systems
1 2 (11.11%) Windows
Processes & Methodologies
1 13 (72.22%) Business Intelligence
2 6 (33.33%) High Availability
2 6 (33.33%) Performance Tuning
3 5 (27.78%) Kimball Methodology
4 4 (22.22%) Analytics
4 4 (22.22%) Database Tuning
4 4 (22.22%) Logistics
5 3 (16.67%) Visualisation
6 2 (11.11%) Agile Software Development
6 2 (11.11%) Database Optimisation
6 2 (11.11%) Disaster Recovery
7 1 (5.56%) Business Development
7 1 (5.56%) Data Analysis
7 1 (5.56%) Data Analytics
7 1 (5.56%) Data Modelling
7 1 (5.56%) Data Visualisation
7 1 (5.56%) Dimensional Modelling
Programming Languages
1 16 (88.89%) SQL
2 12 (66.67%) T-SQL
3 4 (22.22%) C#
4 3 (16.67%) PowerShell
4 3 (16.67%) Python
5 2 (11.11%) VB
5 2 (11.11%) VB6
Vendors
1 10 (55.56%) Microsoft
2 3 (16.67%) Tableau
3 2 (11.11%) Oracle
4 1 (5.56%) RedGate