Period
to 18 January 2019

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 18 January 2019 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
18 Jan 2019
Same period 2018 Same period 2017
Rank 46 62 38
Rank change year-on-year +16 -24 +4
Contract jobs citing ETL 66 26 46
As % of all contract IT jobs advertised in Glasgow 4.21% 2.24% 4.29%
As % of the Processes & Methodologies category 4.68% 2.57% 5.00%
Number of daily rates quoted 43 16 24
Glasgow median daily rate £425 £381 £400
Median daily rate % change year-on-year +11.48% -4.69% +6.67%
10th Percentile £334 £266 £266
90th Percentile £538 £494 £497
Scotland median daily rate £450 £400 £400
% change year-on-year +12.50% - -
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland median hourly rate £43.00 - -

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 1,410 1,013 920
As % of all contract IT jobs advertised in Glasgow 89.92% 87.25% 85.82%
Number of daily rates quoted 848 581 468
Glasgow median daily rate £400 £375 £350
Median daily rate % change year-on-year +6.67% +7.14% -
10th Percentile £263 £255 £200
90th Percentile £550 £506 £451
Scotland median daily rate £413 £400 £375
% change year-on-year +3.13% +6.67% -
Number of hourly rates quoted 33 30 23
Glasgow median hourly rate £22.75 £24.00 £21.00
Median hourly rate % change year-on-year -5.21% +14.29% -16.00%
10th Percentile £12.25 £10.00 £10.00
90th Percentile £42.25 £33.88 £45.50
Scotland median hourly rate £24.50 £21.00 £21.50
% change year-on-year +16.67% -2.33% +2.38%

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 18 January 2019.

Contractor daily rate histogram for ETL in Glasgow

For the 6 months to 18 January 2019, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Glasgow region with a requirement for ETL.

1 37 (56.06%) SQL
2 32 (48.48%) Agile Software Development
3 19 (28.79%) Jenkins
4 18 (27.27%) Oracle
4 18 (27.27%) OO
5 17 (25.76%) Data Warehouse
5 17 (25.76%) SQL Server
6 16 (24.24%) Git (software)
7 15 (22.73%) Test Automation
7 15 (22.73%) JIRA
7 15 (22.73%) Release Management
8 14 (21.21%) Continuous Integration
9 13 (19.70%) Scrum
9 13 (19.70%) HTML
9 13 (19.70%) Informatica
10 12 (18.18%) OOP
10 12 (18.18%) Business Intelligence
10 12 (18.18%) SQL Server Integration Services
10 12 (18.18%) Pentaho
10 12 (18.18%) Analytics
10 12 (18.18%) Relational Database
10 12 (18.18%) HTML5
11 11 (16.67%) Selenium
11 11 (16.67%) Banking
11 11 (16.67%) Finance
12 10 (15.15%) FitNesse
12 10 (15.15%) Investment Banking
12 10 (15.15%) Regression Testing
12 10 (15.15%) CSS
12 10 (15.15%) Data Modelling

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 10 (15.15%) Cloud Foundry
2 1 (1.52%) SAS
2 1 (1.52%) SharePoint
2 1 (1.52%) Tomcat
Applications
1 7 (10.61%) Microsoft Excel
2 4 (6.06%) MS Visio
3 1 (1.52%) Microsoft Office
Cloud Services
1 6 (9.09%) Amazon AWS
2 4 (6.06%) Amazon EC2
2 4 (6.06%) Amazon S3
2 4 (6.06%) Virtual Private Cloud
3 3 (4.55%) Microsoft Azure
4 1 (1.52%) Google Cloud Platform
4 1 (1.52%) Google Pay
4 1 (1.52%) Samsung Pay
Communications & Networking
1 3 (4.55%) HTTP
2 1 (1.52%) Bluetooth
2 1 (1.52%) DKIM
2 1 (1.52%) DMARC
2 1 (1.52%) DNS
2 1 (1.52%) Firewall
2 1 (1.52%) NFC
2 1 (1.52%) OpenLDAP
2 1 (1.52%) SMTP
Database & Business Intelligence
1 17 (25.76%) Data Warehouse
1 17 (25.76%) SQL Server
2 12 (18.18%) Pentaho
2 12 (18.18%) Relational Database
2 12 (18.18%) SQL Server Integration Services
3 8 (12.12%) Power BI
3 8 (12.12%) SQL Server Reporting Services
4 6 (9.09%) BusinessObjects
5 5 (7.58%) BusinessObjects Web Intelligence
5 5 (7.58%) RDBMS
5 5 (7.58%) SQL Server Analysis Services
6 3 (4.55%) MariaDB
6 3 (4.55%) SQL Server 2000
6 3 (4.55%) SQL Server 2016
7 2 (3.03%) Big Data
7 2 (3.03%) Hadoop
7 2 (3.03%) IBM InfoSphere
7 2 (3.03%) SQL Server 2012
8 1 (1.52%) Base SAS
8 1 (1.52%) QlikView
Development Applications
1 19 (28.79%) Jenkins
2 16 (24.24%) Git (software)
3 15 (22.73%) JIRA
4 11 (16.67%) Selenium
5 10 (15.15%) FitNesse
6 5 (7.58%) Bitbucket
6 5 (7.58%) ClearCase
6 5 (7.58%) IntelliJ
6 5 (7.58%) Subversion
7 3 (4.55%) Visual Studio
8 1 (1.52%) Android Studio
8 1 (1.52%) Ant
8 1 (1.52%) Cucumber
8 1 (1.52%) Eclipse
8 1 (1.52%) Gradle
8 1 (1.52%) Maven
8 1 (1.52%) WebDriver
General
1 11 (16.67%) Banking
1 11 (16.67%) Finance
2 10 (15.15%) Investment Banking
3 3 (4.55%) Retail
4 2 (3.03%) Manufacturing
4 2 (3.03%) Telecoms
5 1 (1.52%) Law
5 1 (1.52%) Publishing
Job Titles
1 50 (75.76%) Developer
2 12 (18.18%) SQL Developer
3 7 (10.61%) Business Intelligence Developer
4 6 (9.09%) ETL Developer
4 6 (9.09%) React Developer
5 5 (7.58%) Analyst
5 5 (7.58%) Business Developer
5 5 (7.58%) Full Stack Developer
5 5 (7.58%) SAP BusinessObjects (BO) Developer
6 4 (6.06%) AWS Engineer
6 4 (6.06%) Java Developer
6 4 (6.06%) SQL BI Developer
7 3 (4.55%) Applications Developer
7 3 (4.55%) Power BI Developer
7 3 (4.55%) SQL Analyst
7 3 (4.55%) UI Developer
8 2 (3.03%) Data Warehouse Test Analyst
8 2 (3.03%) DevOps Engineer
8 2 (3.03%) Platform Engineer
8 2 (3.03%) SSIS Developer
Libraries, Frameworks & Software Standards
1 13 (19.70%) HTML
2 12 (18.18%) HTML5
3 10 (15.15%) CSS
3 10 (15.15%) CSS3
3 10 (15.15%) Enzyme
3 10 (15.15%) Jest
3 10 (15.15%) React
3 10 (15.15%) Redux
3 10 (15.15%) Spring Boot
4 6 (9.09%) JSON
4 6 (9.09%) XML
5 5 (7.58%) AngularJS
5 5 (7.58%) Drools
5 5 (7.58%) Web Services
6 3 (4.55%) RESTful
6 3 (4.55%) SOAP
7 1 (1.52%) Android SDK
7 1 (1.52%) LDAP
7 1 (1.52%) REST
Miscellaneous
1 6 (9.09%) Analytical Skills
2 5 (7.58%) Cloud Native
2 5 (7.58%) Greenfield Project
2 5 (7.58%) Private Cloud
3 4 (6.06%) User Experience
3 4 (6.06%) Wiki
4 2 (3.03%) AS400
4 2 (3.03%) Management Information System
5 1 (1.52%) Digital Wallet
5 1 (1.52%) Mobile App
5 1 (1.52%) NHS
5 1 (1.52%) PKI
5 1 (1.52%) Replication
5 1 (1.52%) Smartphone
Operating Systems
1 7 (10.61%) Unix
2 5 (7.58%) Windows
3 3 (4.55%) Linux
4 1 (1.52%) Android
Processes & Methodologies
1 32 (48.48%) Agile Software Development
2 18 (27.27%) OO
3 15 (22.73%) Release Management
3 15 (22.73%) Test Automation
4 14 (21.21%) Continuous Integration
5 13 (19.70%) Scrum
6 12 (18.18%) Analytics
6 12 (18.18%) Business Intelligence
6 12 (18.18%) OOP
7 10 (15.15%) Data Modelling
7 10 (15.15%) DevOps
7 10 (15.15%) Regression Testing
8 9 (13.64%) Microservices
8 9 (13.64%) Software Delivery
9 8 (12.12%) Migration
10 6 (9.09%) Data Analysis
10 6 (9.09%) Statistics
11 5 (7.58%) Performance Attribution
11 5 (7.58%) Wealth Management
11 5 (7.58%) Web Development
Programming Languages
1 37 (56.06%) SQL
2 10 (15.15%) ES6
3 9 (13.64%) Java
4 7 (10.61%) Python
4 7 (10.61%) Shell Script
5 5 (7.58%) R
5 5 (7.58%) T-SQL
6 4 (6.06%) Bash Shell
6 4 (6.06%) Korn
6 4 (6.06%) PowerShell
7 3 (4.55%) Perl
8 2 (3.03%) JavaScript
9 1 (1.52%) PL/SQL
9 1 (1.52%) SAS Macro
9 1 (1.52%) VBA
Qualifications
1 2 (3.03%) Degree
2 1 (1.52%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.52%) Disclosure Scotland
1 1 (1.52%) GDPR
1 1 (1.52%) PMO
1 1 (1.52%) QA
System Software
1 1 (1.52%) Docker
1 1 (1.52%) Postfix
1 1 (1.52%) Sendmail
Systems Management
1 4 (6.06%) Ansible
1 4 (6.06%) Opscode Chef
1 4 (6.06%) Puppet
2 2 (3.03%) Control-M
Vendors
1 18 (27.27%) Oracle
2 13 (19.70%) Informatica
3 5 (7.58%) Ab Initio
4 4 (6.06%) SAP
5 3 (4.55%) Microsoft
5 3 (4.55%) Talend
6 2 (3.03%) Sybase
6 2 (3.03%) Tableau
7 1 (1.52%) Alteryx
7 1 (1.52%) Google
7 1 (1.52%) IBM
7 1 (1.52%) MicroStrategy
7 1 (1.52%) Proofpoint
7 1 (1.52%) Salesforce.com
7 1 (1.52%) Samsung