Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Merseyside 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 23 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
North West > Merseyside
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 60 66 61
Rank change year-on-year +6 -5 +13
Permanent jobs citing ETL 32 41 21
As % of all permanent IT jobs advertised in Merseyside 3.24% 3.13% 2.26%
As % of the Processes & Methodologies category 3.58% 3.54% 2.56%
Number of salaries quoted 22 29 25
Merseyside median annual salary £37,000 £38,500 £40,000
Median salary % change year-on-year -3.90% -3.75% -14.89%
10th Percentile £27,500 £29,500 £30,500
90th Percentile £48,625 £57,500 £50,000
North West median annual salary £42,500 £40,000 £41,500
% change year-on-year +6.25% -3.61% +3.75%

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 Merseyside with a requirement for process or methodology skills.

All Process and Methodology Skills
Merseyside
Permanent vacancies with a requirement for process or methodology skills 895 1159 819
As % of all permanent IT jobs advertised in Merseyside 90.50% 88.47% 87.97%
Number of salaries quoted 674 780 611
Merseyside median annual salary £40,000 £38,625 £40,000
Median salary % change year-on-year +3.56% -3.44% -
10th Percentile £27,261 £26,250 £25,500
90th Percentile £66,175 £57,500 £64,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

ETL
Job Vacancy Trend in Merseyside

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

Job vacancy trend for ETL in Merseyside

ETL
Salary Trend in Merseyside

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

Salary trend for ETL in Merseyside

ETL
Salary Histogram in Merseyside

The salary distribution of IT jobs citing ETL in Merseyside over the 6 months to 23 November 2017.

Salary histogram for ETL in Merseyside

ETL
Job Locations in Merseyside

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Merseyside region over the 6 months to 23 November 2017. 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
Wirral +15 13 £37,000 -48.61%
Liverpool -1 9 £42,500 +11.84% 2
ETL
North West

For the 6 months to 23 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 Merseyside region with a requirement for ETL.

1 30 (93.75%) SQL
2 24 (75.00%) SQL Server
3 18 (56.25%) Business Intelligence
4 13 (40.63%) Apache
4 13 (40.63%) Data Integration
4 13 (40.63%) Hadoop
4 13 (40.63%) Amazon AWS
4 13 (40.63%) Big Data
4 13 (40.63%) Analytics
5 12 (37.50%) Hortonworks
5 12 (37.50%) Agile Software Development
5 12 (37.50%) SQL Server Integration Services
5 12 (37.50%) Windows
5 12 (37.50%) Microsoft
6 11 (34.38%) Data Security
6 11 (34.38%) Hibernate
6 11 (34.38%) Linux
6 11 (34.38%) Requirements Management
6 11 (34.38%) SQL Server Reporting Services
6 11 (34.38%) ZABBIX
6 11 (34.38%) JIRA
6 11 (34.38%) Continuous Integration
6 11 (34.38%) GitHub
6 11 (34.38%) Bitbucket
6 11 (34.38%) Microsoft Azure
6 11 (34.38%) Puppet
6 11 (34.38%) Jenkins
6 11 (34.38%) Ambari
6 11 (34.38%) Opscode Chef
6 11 (34.38%) DevOps

ETL
Co-occurring IT Skills in Merseyside 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 13 (40.63%) Apache
2 1 (3.13%) Apache Spark
Applications
1 4 (12.50%) Microsoft Excel
2 3 (9.38%) Microsoft Office
Cloud Services
1 13 (40.63%) Amazon AWS
2 11 (34.38%) Amazon CloudWatch
2 11 (34.38%) AWS CloudFormation
2 11 (34.38%) GitHub
2 11 (34.38%) Microsoft Azure
3 1 (3.13%) AWS Lambda
3 1 (3.13%) Serverless
Communications & Networking
1 1 (3.13%) SMS
Database & Business Intelligence
1 24 (75.00%) SQL Server
2 13 (40.63%) Big Data
2 13 (40.63%) Hadoop
3 12 (37.50%) SQL Server Integration Services
4 11 (34.38%) SQL Server Reporting Services
5 9 (28.13%) Data Warehouse
6 7 (21.88%) QlikView
6 7 (21.88%) SQL Server Analysis Services
7 3 (9.38%) Microsoft Analysis Services
7 3 (9.38%) SQL Server 2014
7 3 (9.38%) SQL Server 2016
8 2 (6.25%) Power BI
8 2 (6.25%) SQL Server 2012
9 1 (3.13%) Data Lake
9 1 (3.13%) MariaDB
9 1 (3.13%) MongoDB
9 1 (3.13%) MS Access
9 1 (3.13%) OLAP
9 1 (3.13%) Snowflake Schema
9 1 (3.13%) SQL Server 2008
Development Applications
1 11 (34.38%) Bitbucket
1 11 (34.38%) Jenkins
1 11 (34.38%) JIRA
2 4 (12.50%) Visual Studio
3 2 (6.25%) SQL Server Management Studio (SSMS)
3 2 (6.25%) Talend Open Studio
General
1 9 (28.13%) Marketing
2 7 (21.88%) Manufacturing
3 5 (15.63%) Advertising
4 4 (12.50%) Finance
5 1 (3.13%) Law
5 1 (3.13%) Legal
Job Titles
1 12 (37.50%) Developer
2 10 (31.25%) SQL Developer
3 7 (21.88%) Architect
4 6 (18.75%) Analyst
4 6 (18.75%) Business Intelligence Developer
4 6 (18.75%) Database Architect
4 6 (18.75%) Database Engineer
5 4 (12.50%) SQL BI Developer
5 4 (12.50%) SQL Server Developer
6 3 (9.38%) Graduate
6 3 (9.38%) Graduate Business Intelligence Developer
6 3 (9.38%) Graduate Developer
6 3 (9.38%) Graduate SQL Developer
7 2 (6.25%) Business Intelligence Analyst
7 2 (6.25%) Business Intelligence Architect
7 2 (6.25%) DBA
8 1 (3.13%) Business Intelligence Lead
8 1 (3.13%) Cloud Architect
8 1 (3.13%) SSAS Developer
8 1 (3.13%) SSRS Developer
Libraries, Frameworks & Software Standards
1 11 (34.38%) Hibernate
2 3 (9.38%) MDX
Miscellaneous
1 7 (21.88%) Life Science
2 5 (15.63%) Analytical Skills
2 5 (15.63%) iPad
3 3 (9.38%) Computer Science
4 2 (6.25%) Analytical Mindset
5 1 (3.13%) Data Structures
5 1 (3.13%) Replication
Operating Systems
1 12 (37.50%) Windows
2 11 (34.38%) Linux
Processes & Methodologies
1 18 (56.25%) Business Intelligence
2 13 (40.63%) Analytics
2 13 (40.63%) Data Integration
3 12 (37.50%) Agile Software Development
4 11 (34.38%) Collaborative Working
4 11 (34.38%) Continuous Integration
4 11 (34.38%) Data Security
4 11 (34.38%) DevOps
4 11 (34.38%) Requirements Management
5 6 (18.75%) Data Modelling
6 5 (15.63%) Database Security
6 5 (15.63%) Kimball Methodology
6 5 (15.63%) Performance Monitoring
7 4 (12.50%) Migration
7 4 (12.50%) Performance Optimisation
8 3 (9.38%) Data Migration
8 3 (9.38%) Dimensional Modelling
8 3 (9.38%) Mathematics
8 3 (9.38%) Reverse Engineering
8 3 (9.38%) System Testing
Programming Languages
1 30 (93.75%) SQL
2 8 (25.00%) T-SQL
3 4 (12.50%) ANSI SQL
4 3 (9.38%) JavaScript
5 2 (6.25%) Data Analysis Expressions (DAX)
6 1 (3.13%) PowerShell
Qualifications
1 3 (9.38%) Computer Science Degree
1 3 (9.38%) Degree
Quality Assurance & Compliance
1 3 (9.38%) Data Quality
Systems Management
1 11 (34.38%) Ambari
1 11 (34.38%) Opscode Chef
1 11 (34.38%) Puppet
1 11 (34.38%) ZABBIX
Vendors
1 12 (37.50%) Hortonworks
1 12 (37.50%) Microsoft
2 9 (28.13%) Google
3 6 (18.75%) Tableau
4 2 (6.25%) Oracle
4 2 (6.25%) Talend
5 1 (3.13%) Capita
5 1 (3.13%) Cognos
5 1 (3.13%) RedGate