Period
to 17 November 2017

The following table provides summary statistics for contract job vacancies advertised in Liverpool with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 6 months to 17 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
Merseyside > Liverpool
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 40 35 28
Rank change year-on-year -5 -7 +9
Contract jobs citing ETL 7 13 29
As % of all contract IT jobs advertised in Liverpool 1.70% 2.91% 4.79%
As % of the Processes & Methodologies category 2.05% 3.77% 5.91%
Number of daily rates quoted 7 8 14
Liverpool median daily rate £450 £376 £325
Median daily rate % change year-on-year +19.60% +15.77% -7.14%
10th Percentile £355 £305 £94
90th Percentile £600 £451 £388
Merseyside median daily rate £450 £356 £325
% change year-on-year +26.32% +9.62% -7.14%
Number of hourly rates quoted 0 0 0
Liverpool median hourly rate - - -
Merseyside median hourly rate - - -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Liverpool with a requirement for process or methodology skills.

All Process and Methodology Skills
Liverpool
Contract vacancies with a requirement for process or methodology skills 341 345 491
As % of all contract IT jobs advertised in Liverpool 82.97% 77.18% 81.02%
Number of daily rates quoted 226 227 278
Liverpool median daily rate £375 £388 £384
Median daily rate % change year-on-year -3.23% +0.98% +2.33%
10th Percentile £250 £239 £164
90th Percentile £538 £525 £550
Merseyside median daily rate £388 £375 £375
% change year-on-year +3.33% - +7.14%
Number of hourly rates quoted 7 5 5
Liverpool median hourly rate £13.00 £22.85 £17.50
Median hourly rate % change year-on-year -43.09% +30.54% +16.67%
10th Percentile £11.40 £10.70 £11.20
90th Percentile £20.62 £32.06 £97.58
Merseyside median hourly rate £13.00 £22.42 £17.50
% change year-on-year -42.02% +28.13% +12.90%

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
Contractor Daily Rate Trend in Liverpool

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Liverpool.

Contractor daily rate trend for ETL in Liverpool

ETL
Contractor Daily Rate Histogram in Liverpool

The daily rate distribution of IT jobs citing ETL in Liverpool over the 6 months to 17 November 2017.

Contractor daily rate histogram for ETL in Liverpool

For the 6 months to 17 November 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Liverpool region with a requirement for ETL.

1 6 (85.71%) Business Intelligence
2 5 (71.43%) Agile Software Development
3 4 (57.14%) Data Warehouse
4 3 (42.86%) Scrum
5 2 (28.57%) Adobe Illustrator
5 2 (28.57%) Banking
5 2 (28.57%) Retail
5 2 (28.57%) Games
5 2 (28.57%) SQL Server Reporting Services
5 2 (28.57%) Software Engineering
5 2 (28.57%) Data Modelling
5 2 (28.57%) ECMAScript
5 2 (28.57%) SAS
5 2 (28.57%) CSS
5 2 (28.57%) JavaScript
5 2 (28.57%) JSON
5 2 (28.57%) Apache Flex
5 2 (28.57%) Data Architecture
5 2 (28.57%) Git (software)
5 2 (28.57%) Mercurial
5 2 (28.57%) Hadoop
5 2 (28.57%) Mocha
5 2 (28.57%) Apache Hive
5 2 (28.57%) Big Data
5 2 (28.57%) Sass
5 2 (28.57%) Change Data Capture
5 2 (28.57%) Analytics
5 2 (28.57%) Kanban
5 2 (28.57%) Oracle BI EE
5 2 (28.57%) Data Governance

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 2 (28.57%) Apache Spark
1 2 (28.57%) SAS
Applications
1 2 (28.57%) Adobe Illustrator
Business Applications
1 1 (14.29%) Cognos Business Intelligence
1 1 (14.29%) Oracle ERP
Database & Business Intelligence
1 4 (57.14%) Data Warehouse
2 2 (28.57%) Apache Hive
2 2 (28.57%) Big Data
2 2 (28.57%) Hadoop
2 2 (28.57%) Oracle BI EE
2 2 (28.57%) SQL Server Reporting Services
3 1 (14.29%) Oracle Reports
3 1 (14.29%) Power BI
3 1 (14.29%) PowerPivot
3 1 (14.29%) Relational Database
3 1 (14.29%) SQL Server
3 1 (14.29%) SQL Server Analysis Services
3 1 (14.29%) SQL Server Integration Services
Development Applications
1 2 (28.57%) Babel
1 2 (28.57%) Git (software)
1 2 (28.57%) gulp
1 2 (28.57%) Mercurial
1 2 (28.57%) Mocha
1 2 (28.57%) webpack
General
1 2 (28.57%) Banking
1 2 (28.57%) Games
1 2 (28.57%) Retail
2 1 (14.29%) Finance
2 1 (14.29%) Law
Job Titles
1 3 (42.86%) Developer
2 2 (28.57%) Architect
2 2 (28.57%) Business Intelligence Developer
2 2 (28.57%) Data Architect
2 2 (28.57%) Solutions Architect
3 1 (14.29%) Cognos BI Developer
3 1 (14.29%) Cognos Developer
3 1 (14.29%) Database Developer
3 1 (14.29%) Domain Architect
3 1 (14.29%) ETL Developer
3 1 (14.29%) SQL Database Developer
3 1 (14.29%) SQL Developer
3 1 (14.29%) SQL Server Developer
3 1 (14.29%) SSAS Developer
3 1 (14.29%) SSIS Developer
Libraries, Frameworks & Software Standards
1 2 (28.57%) Apache Flex
1 2 (28.57%) CSS
1 2 (28.57%) Jest
1 2 (28.57%) JSON
1 2 (28.57%) React
1 2 (28.57%) Redux
1 2 (28.57%) Sass
2 1 (14.29%) MDX
Processes & Methodologies
1 6 (85.71%) Business Intelligence
2 5 (71.43%) Agile Software Development
3 3 (42.86%) Scrum
4 2 (28.57%) Analytics
4 2 (28.57%) Change Data Capture
4 2 (28.57%) Data Architecture
4 2 (28.57%) Data Governance
4 2 (28.57%) Data Modelling
4 2 (28.57%) Front End Development
4 2 (28.57%) Kanban
4 2 (28.57%) Software Engineering
5 1 (14.29%) Artificial Intelligence
5 1 (14.29%) Data Analysis
5 1 (14.29%) ERP
5 1 (14.29%) ETL Development
5 1 (14.29%) Migration
5 1 (14.29%) System Integration Testing
5 1 (14.29%) User Acceptance Testing
5 1 (14.29%) User Stories
Programming Languages
1 2 (28.57%) ECMAScript
1 2 (28.57%) ES6
1 2 (28.57%) JavaScript
2 1 (14.29%) Data Analysis Expressions (DAX)
2 1 (14.29%) SQL
Qualifications
1 1 (14.29%) Security Cleared
Vendors
1 1 (14.29%) Cognos
1 1 (14.29%) Microsoft
1 1 (14.29%) Oracle