Period
to 23 November 2017

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 6 months to 23 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)
Scotland > Glasgow
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 72 45 33
Rank change year-on-year -27 -12 0
Contract jobs citing ETL 24 41 77
As % of all contract IT jobs advertised in Glasgow 1.84% 3.67% 4.52%
As % of the Processes & Methodologies category 2.14% 4.43% 5.55%
Number of daily rates quoted 8 21 49
Glasgow median daily rate £375 £400 £363
Median daily rate % change year-on-year -6.25% +10.34% -1.69%
10th Percentile £216 £313 £272
90th Percentile £497 £475 £525
Scotland median daily rate £400 £400 £400
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland 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 Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Contract vacancies with a requirement for process or methodology skills 1119 926 1388
As % of all contract IT jobs advertised in Glasgow 85.94% 82.83% 81.50%
Number of daily rates quoted 608 489 737
Glasgow median daily rate £375 £350 £350
Median daily rate % change year-on-year +7.14% - -
10th Percentile £259 £215 £225
90th Percentile £500 £450 £475
Scotland median daily rate £390 £360 £375
% change year-on-year +8.33% -4.00% -
Number of hourly rates quoted 32 15 24
Glasgow median hourly rate £24.00 £21.00 £36.36
Median hourly rate % change year-on-year +14.29% -42.24% +96.51%
10th Percentile £13.00 £10.50 £12.35
90th Percentile £33.75 £44.65 £55.00
Scotland median hourly rate £24.50 £21.00 £25.00
% change year-on-year +16.67% -16.00% +11.11%

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

ETL
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing ETL in Glasgow over the 6 months to 23 November 2017.

Contractor daily rate histogram for ETL in Glasgow

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

1 15 (62.50%) SQL
2 10 (41.67%) Data Modelling
3 9 (37.50%) Finance
4 8 (33.33%) Migration
4 8 (33.33%) Data Migration
4 8 (33.33%) SQL Server Analysis Services
4 8 (33.33%) Analytical Skills
5 7 (29.17%) System Integration Testing
5 7 (29.17%) User Acceptance Testing
5 7 (29.17%) SQL Server Integration Services
5 7 (29.17%) Business Intelligence
6 6 (25.00%) Unit Testing
6 6 (25.00%) Data Warehouse
6 6 (25.00%) Team Foundation Server
7 5 (20.83%) Data Cleansing
7 5 (20.83%) Data Quality
7 5 (20.83%) Performance Tuning
7 5 (20.83%) Agile Software Development
7 5 (20.83%) Regression Testing
7 5 (20.83%) Snowflake Schema
7 5 (20.83%) Star Schema
7 5 (20.83%) Oracle
8 4 (16.67%) SQL Server
8 4 (16.67%) SQL Server Reporting Services
8 4 (16.67%) Banking
8 4 (16.67%) Functional Testing
9 3 (12.50%) Analytics
9 3 (12.50%) Microsoft Azure
9 3 (12.50%) Python
9 3 (12.50%) Informatica

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 (4.17%) SharePoint
Applications
1 1 (4.17%) Microsoft Excel
Cloud Services
1 3 (12.50%) Microsoft Azure
Database & Business Intelligence
1 8 (33.33%) SQL Server Analysis Services
2 7 (29.17%) SQL Server Integration Services
3 6 (25.00%) Data Warehouse
4 5 (20.83%) Snowflake Schema
4 5 (20.83%) Star Schema
5 4 (16.67%) SQL Server
5 4 (16.67%) SQL Server Reporting Services
6 2 (8.33%) BusinessObjects
6 2 (8.33%) MariaDB
6 2 (8.33%) Power BI
7 1 (4.17%) BODI
7 1 (4.17%) BusinessObjects XI
7 1 (4.17%) DataStage
7 1 (4.17%) NoSQL
7 1 (4.17%) Oracle BI EE
7 1 (4.17%) Oracle Database
7 1 (4.17%) Oracle ODI
7 1 (4.17%) Oracle Reports
7 1 (4.17%) RDBMS
7 1 (4.17%) Relational Database
Development Applications
1 6 (25.00%) Team Foundation Server
2 2 (8.33%) Subversion
3 1 (4.17%) Artifactory
3 1 (4.17%) ClearCase
3 1 (4.17%) Git (software)
3 1 (4.17%) Jenkins
3 1 (4.17%) Maven
3 1 (4.17%) Sonatype Nexus
3 1 (4.17%) TeamCity
3 1 (4.17%) VSS/SourceSafe
General
1 9 (37.50%) Finance
2 4 (16.67%) Banking
Job Titles
1 12 (50.00%) Developer
2 7 (29.17%) Analyst
3 6 (25.00%) ETL Developer
3 6 (25.00%) Test Analyst
4 4 (16.67%) Functional Analyst
4 4 (16.67%) Functional Test Analyst
5 3 (12.50%) SSAS Developer
5 3 (12.50%) SSIS Developer
5 3 (12.50%) UAT Analyst
5 3 (12.50%) UAT Test Analyst
6 2 (8.33%) Cognos Developer
6 2 (8.33%) Consultant
6 2 (8.33%) Report Developer
6 2 (8.33%) Senior Analyst
6 2 (8.33%) Senior Test Analyst
7 1 (4.17%) Business Consultant
7 1 (4.17%) Data Analyst
7 1 (4.17%) Data Warehouse Consultant
7 1 (4.17%) Oracle Consultant
7 1 (4.17%) SAP BusinessObjects (BO) Consultant
Libraries, Frameworks & Software Standards
1 1 (4.17%) XML
Miscellaneous
1 8 (33.33%) Analytical Skills
Operating Systems
1 1 (4.17%) Linux
1 1 (4.17%) Unix
Processes & Methodologies
1 10 (41.67%) Data Modelling
2 8 (33.33%) Data Migration
2 8 (33.33%) Migration
3 7 (29.17%) Business Intelligence
3 7 (29.17%) System Integration Testing
3 7 (29.17%) User Acceptance Testing
4 6 (25.00%) Unit Testing
5 5 (20.83%) Agile Software Development
5 5 (20.83%) Data Cleansing
5 5 (20.83%) Performance Tuning
5 5 (20.83%) Regression Testing
6 4 (16.67%) Functional Testing
7 3 (12.50%) Analytics
8 2 (8.33%) Data Analysis
8 2 (8.33%) ITIL
8 2 (8.33%) Project Management
8 2 (8.33%) Waterfall
9 1 (4.17%) Business Analysis
9 1 (4.17%) Software Engineering
9 1 (4.17%) UML
Programming Languages
1 15 (62.50%) SQL
2 3 (12.50%) Python
3 2 (8.33%) T-SQL
4 1 (4.17%) Bash Shell
4 1 (4.17%) C#
4 1 (4.17%) Java
4 1 (4.17%) PowerShell
4 1 (4.17%) R
4 1 (4.17%) Scala
Qualifications
1 1 (4.17%) Degree
Quality Assurance & Compliance
1 5 (20.83%) Data Quality
System Software
1 1 (4.17%) Tivoli Workload Scheduler
Systems Management
1 1 (4.17%) Ansible
1 1 (4.17%) Control-M
1 1 (4.17%) Opscode Chef
1 1 (4.17%) Puppet
1 1 (4.17%) Terraform
1 1 (4.17%) Tivoli
Vendors
1 5 (20.83%) Oracle
2 3 (12.50%) Informatica
3 2 (8.33%) Cognos
3 2 (8.33%) Microsoft
4 1 (4.17%) Ab Initio
4 1 (4.17%) CA
4 1 (4.17%) MicroStrategy
4 1 (4.17%) Tableau
4 1 (4.17%) Teradata