The following table provides summary statistics for contract job vacancies advertised in Glasgow with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 3 months to 28 June 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)
Scotland / Glasgow
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 63 47 44
Rank change year-on-year -16 -3  
Contract jobs citing ETL 5 21 27
As % of all contract IT jobs advertised in Glasgow 0.74% 2.96% 3.07%
As % of the Processes & Methodologies category 0.89% 3.66% 3.67%
Number of daily rates quoted 2 14 13
Median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.66%  
90% offered a daily rate of more than £414 £291 £278
10% offered a daily rate of more than £436 £475 £475
UK excluding London median daily rate £405 £400 £397
% change year-on-year +1.31% +0.75%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £55.00 £20.50 £31.50
% change year-on-year +168.29% -34.92%  

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Glasgow
Contract job vacancies with a requirement for process and methodology skills 562 574 735
As % of all contract IT job vacancies advertised in Glasgow 83.63% 80.85% 83.62%
Number of daily rates quoted 977 1191 1171
Median daily rate £388 £363 £350
Median daily rate % change year-on-year +6.89% +3.57%  
90% offered a daily rate of more than £284 £233 £250
10% offered a daily rate of more than £488 £488 £450
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 21 3 98
Median hourly rate £25.00 £43.00 £36.00
Median hourly rate % change year-on-year -41.86% +19.44%  
90% offered a hourly rate of more than £13.75 £43.00 £12.38
10% offered a hourly rate of more than £41.25 £43.00 £46.80
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

ETL
Job Vacancy Trend in Glasgow

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

Job vacancy trend for ETL in Glasgow

ETL
Contractor Daily Rate Trend in Glasgow

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

Contractor daily rate trend for ETL in Glasgow

For the 6 months to 28 June 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 Glasgow region with a requirement for ETL.

1 19 (67.86%) SQL
2 14 (50.00%) Finance
3 9 (32.14%) GAP Analysis
3 9 (32.14%) Data Analysis
4 8 (28.57%) Migration
4 8 (28.57%) Data Warehouse
5 7 (25.00%) Data Management
5 7 (25.00%) User Acceptance Testing
5 7 (25.00%) Data Migration
5 7 (25.00%) Analytical Skills
5 7 (25.00%) Functional Testing
6 6 (21.43%) System Integration Testing
6 6 (21.43%) Master Data Management
6 6 (21.43%) Data Quality
6 6 (21.43%) Unit Testing
6 6 (21.43%) SQL Server Reporting Services
6 6 (21.43%) SQL Server Integration Services
6 6 (21.43%) Data Modelling
6 6 (21.43%) SQL Server
7 5 (17.86%) Microsoft
8 4 (14.29%) Business Intelligence
8 4 (14.29%) Regression Testing
9 3 (10.71%) Banking
9 3 (10.71%) Oracle
9 3 (10.71%) Test Scripting
9 3 (10.71%) Data Integration
9 3 (10.71%) Logical Data Model
9 3 (10.71%) Physical Data Model
9 3 (10.71%) SQL Server 2014
9 3 (10.71%) SQL Server 2016

ETL
Co-occurring IT Skills in Glasgow 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 (3.57%) SAS
Applications
1 1 (3.57%) Spreadsheet
Database & Business Intelligence
1 8 (28.57%) Data Warehouse
2 6 (21.43%) SQL Server
2 6 (21.43%) SQL Server Integration Services
2 6 (21.43%) SQL Server Reporting Services
3 3 (10.71%) SQL Server 2014
3 3 (10.71%) SQL Server 2016
4 2 (7.14%) BusinessObjects
4 2 (7.14%) Data Mining
4 2 (7.14%) Relational Database
4 2 (7.14%) SQL Server 2012
4 2 (7.14%) SQL Server Analysis Services
5 1 (3.57%) Big Data
5 1 (3.57%) BusinessObjects Web Intelligence
5 1 (3.57%) Enterprise Data Warehouse
5 1 (3.57%) MS Access
5 1 (3.57%) Oracle Reports
5 1 (3.57%) RDBMS
5 1 (3.57%) SAP BW
5 1 (3.57%) SQL Server 2005
Development Applications
1 2 (7.14%) Subversion
1 2 (7.14%) Talend Open Studio
2 1 (3.57%) Artifactory
2 1 (3.57%) ClearCase
2 1 (3.57%) Git (software)
2 1 (3.57%) Jenkins
2 1 (3.57%) LoadRunner
2 1 (3.57%) Maven
2 1 (3.57%) Oracle APEX
2 1 (3.57%) Sonatype Nexus
2 1 (3.57%) TeamCity
2 1 (3.57%) Toad
2 1 (3.57%) Visual Studio
General
1 14 (50.00%) Finance
2 3 (10.71%) Banking
3 1 (3.57%) Telecoms
Job Titles
1 18 (64.29%) Analyst
2 10 (35.71%) Data Analyst
2 10 (35.71%) Test Analyst
3 6 (21.43%) Functional Analyst
3 6 (21.43%) Functional Test Analyst
4 4 (14.29%) Developer
5 3 (10.71%) DBA
5 3 (10.71%) SQL DBA
5 3 (10.71%) Test Data Analyst
5 3 (10.71%) UAT Analyst
5 3 (10.71%) UAT Test Analyst
6 2 (7.14%) Administrator
6 2 (7.14%) ETL Developer
6 2 (7.14%) SQL Server DBA
7 1 (3.57%) Data Modeller
7 1 (3.57%) Data Warehouse Developer
7 1 (3.57%) Senior Analyst
7 1 (3.57%) Senior Test Analyst
7 1 (3.57%) SQL Developer
7 1 (3.57%) SQL Server Developer
Miscellaneous
1 7 (25.00%) Analytical Skills
2 1 (3.57%) Enterprise Software
2 1 (3.57%) Management Information System
Operating Systems
1 1 (3.57%) Linux
1 1 (3.57%) Unix
Processes & Methodologies
1 9 (32.14%) Data Analysis
1 9 (32.14%) GAP Analysis
2 8 (28.57%) Migration
3 7 (25.00%) Data Management
3 7 (25.00%) Data Migration
3 7 (25.00%) Functional Testing
3 7 (25.00%) User Acceptance Testing
4 6 (21.43%) Data Modelling
4 6 (21.43%) Master Data Management
4 6 (21.43%) System Integration Testing
4 6 (21.43%) Unit Testing
5 4 (14.29%) Business Intelligence
5 4 (14.29%) Regression Testing
6 3 (10.71%) Data Integration
6 3 (10.71%) Logical Data Model
6 3 (10.71%) Physical Data Model
6 3 (10.71%) Test Scripting
7 2 (7.14%) Database Tuning
7 2 (7.14%) High Availability
7 2 (7.14%) Test Automation
Programming Languages
1 19 (67.86%) SQL
2 2 (7.14%) PL/SQL
3 1 (3.57%) ABAP
3 1 (3.57%) Bash Shell
3 1 (3.57%) Java
3 1 (3.57%) PowerShell
3 1 (3.57%) Python
3 1 (3.57%) VB
Quality Assurance & Compliance
1 6 (21.43%) Data Quality
2 1 (3.57%) Sarbanes-Oxley
System Software
1 1 (3.57%) Tivoli Workload Scheduler
Systems Management
1 1 (3.57%) Ansible
1 1 (3.57%) Control-M
1 1 (3.57%) HP Quality Center
1 1 (3.57%) Opscode Chef
1 1 (3.57%) Puppet
1 1 (3.57%) Terraform
1 1 (3.57%) Tivoli
Vendors
1 5 (17.86%) Microsoft
2 3 (10.71%) Oracle
3 2 (7.14%) Informatica
3 2 (7.14%) Talend
4 1 (3.57%) Ab Initio
4 1 (3.57%) CA
4 1 (3.57%) HP
4 1 (3.57%) MicroStrategy
4 1 (3.57%) Netezza
4 1 (3.57%) SAP
4 1 (3.57%) Twitter