Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Liverpool 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 20 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Merseyside > Liverpool
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 64 60 54
Rank change year-on-year -4 -6 +18
Permanent jobs citing ETL 9 35 17
As % of all permanent IT jobs advertised in Liverpool 1.17% 3.31% 2.51%
As % of the Processes & Methodologies category 1.29% 3.72% 2.87%
Number of salaries quoted 9 24 21
Liverpool median annual salary £42,500 £38,000 £40,000
Median salary % change year-on-year +11.84% -5.00% -
10th Percentile £25,200 £33,750 £30,000
90th Percentile £47,650 £47,050 £50,000
Merseyside median annual salary £35,000 £38,500 £40,000
% change year-on-year -9.09% -3.75% -14.89%

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 Liverpool with a requirement for process or methodology skills.

All Process and Methodology Skills
Liverpool
Permanent vacancies with a requirement for process or methodology skills 699 942 592
As % of all permanent IT jobs advertised in Liverpool 91.25% 88.95% 87.57%
Number of salaries quoted 521 604 469
Liverpool median annual salary £41,000 £40,000 £40,000
Median salary % change year-on-year +2.50% - -
10th Percentile £27,500 £26,250 £24,500
90th Percentile £67,500 £57,500 £65,250
Merseyside median annual salary £40,000 £40,000 £40,000

ETL
Job Vacancy Trend in Liverpool

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

Job vacancy trend for ETL in Liverpool

ETL
Salary Trend in Liverpool

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

Salary trend for ETL in Liverpool

ETL
Salary Histogram in Liverpool

The salary distribution of IT jobs citing ETL in Liverpool over the 6 months to 20 November 2017.

Salary histogram for ETL in Liverpool

For the 6 months to 20 November 2017, 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 Liverpool region with a requirement for ETL.

1 8 (88.89%) SQL Server
1 8 (88.89%) SQL
2 7 (77.78%) T-SQL
2 7 (77.78%) Business Intelligence
2 7 (77.78%) SQL Server Reporting Services
2 7 (77.78%) SQL Server Integration Services
3 5 (55.56%) SQL Server Analysis Services
3 5 (55.56%) Microsoft
3 5 (55.56%) Data Warehouse
4 4 (44.44%) Migration
4 4 (44.44%) Kimball Methodology
4 4 (44.44%) Performance Optimisation
5 3 (33.33%) SQL Server 2014
5 3 (33.33%) SQL Server 2016
5 3 (33.33%) Computer Science
5 3 (33.33%) Reverse Engineering
5 3 (33.33%) Computer Science Degree
5 3 (33.33%) Microsoft Analysis Services
5 3 (33.33%) System Testing
5 3 (33.33%) Dimensional Modelling
5 3 (33.33%) Data Migration
5 3 (33.33%) Degree
5 3 (33.33%) Finance
6 2 (22.22%) MDX
6 2 (22.22%) SQL Server 2012
6 2 (22.22%) Data Analysis Expressions (DAX)
7 1 (11.11%) SQL Server Management Studio (SSMS)
7 1 (11.11%) Mentoring
7 1 (11.11%) Coaching
7 1 (11.11%) Data Structures

ETL
Co-occurring IT Skills in Liverpool 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 (11.11%) Apache
Database & Business Intelligence
1 8 (88.89%) SQL Server
2 7 (77.78%) SQL Server Integration Services
2 7 (77.78%) SQL Server Reporting Services
3 5 (55.56%) Data Warehouse
3 5 (55.56%) SQL Server Analysis Services
4 3 (33.33%) Microsoft Analysis Services
4 3 (33.33%) SQL Server 2014
4 3 (33.33%) SQL Server 2016
5 2 (22.22%) SQL Server 2012
6 1 (11.11%) Big Data
6 1 (11.11%) Hadoop
6 1 (11.11%) MS Access
6 1 (11.11%) OLAP
6 1 (11.11%) Power BI
6 1 (11.11%) QlikView
6 1 (11.11%) Snowflake Schema
6 1 (11.11%) SQL Server 2008
Development Applications
1 1 (11.11%) SQL Server Management Studio (SSMS)
General
1 3 (33.33%) Finance
2 1 (11.11%) Advertising
2 1 (11.11%) Legal
Job Titles
1 7 (77.78%) Developer
1 7 (77.78%) SQL Developer
2 4 (44.44%) SQL Server Developer
3 1 (11.11%) Architect
3 1 (11.11%) Business Intelligence Architect
3 1 (11.11%) Business Intelligence Developer
3 1 (11.11%) Database Architect
3 1 (11.11%) DBA
3 1 (11.11%) SQL BI Developer
3 1 (11.11%) SQL DBA
3 1 (11.11%) SSAS Developer
3 1 (11.11%) SSRS Developer
Libraries, Frameworks & Software Standards
1 2 (22.22%) MDX
Miscellaneous
1 3 (33.33%) Computer Science
2 1 (11.11%) Data Structures
Operating Systems
1 1 (11.11%) Windows
Processes & Methodologies
1 7 (77.78%) Business Intelligence
2 4 (44.44%) Kimball Methodology
2 4 (44.44%) Migration
2 4 (44.44%) Performance Optimisation
3 3 (33.33%) Data Migration
3 3 (33.33%) Dimensional Modelling
3 3 (33.33%) Reverse Engineering
3 3 (33.33%) System Testing
4 1 (11.11%) Analytics
4 1 (11.11%) Business Analysis
4 1 (11.11%) Coaching
4 1 (11.11%) Data Integration
4 1 (11.11%) Database Tuning
4 1 (11.11%) Mentoring
4 1 (11.11%) Task Automation
Programming Languages
1 8 (88.89%) SQL
2 7 (77.78%) T-SQL
3 2 (22.22%) Data Analysis Expressions (DAX)
Qualifications
1 3 (33.33%) Computer Science Degree
1 3 (33.33%) Degree
Quality Assurance & Compliance
1 1 (11.11%) Data Quality
Vendors
1 5 (55.56%) Microsoft
2 1 (11.11%) Capita
2 1 (11.11%) RedGate
2 1 (11.11%) Tableau