Period
to 13 November 2018

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 13 November 2018 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
13 Nov 2018
Same period 2017 Same period 2016
Rank 50 74 51
Rank change year-on-year +24 -23 -18
Contract jobs citing ETL 69 23 38
As % of all contract IT jobs advertised in Glasgow 4.07% 1.74% 3.38%
As % of the Processes & Methodologies category 4.54% 1.98% 3.99%
Number of daily rates quoted 45 8 20
Glasgow median daily rate £425 £375 £450
Median daily rate % change year-on-year +13.33% -16.67% +24.14%
10th Percentile £344 £216 £318
90th Percentile £538 £497 £483
Scotland median daily rate £450 £400 £425
% change year-on-year +12.50% -5.88% +6.25%
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 1,519 1,160 952
As % of all contract IT jobs advertised in Glasgow 89.56% 87.81% 84.77%
Number of daily rates quoted 875 611 514
Glasgow median daily rate £400 £375 £350
Median daily rate % change year-on-year +6.67% +7.14% -
10th Percentile £254 £255 £219
90th Percentile £538 £500 £450
Scotland median daily rate £400 £389 £355
% change year-on-year +2.89% +9.51% -5.33%
Number of hourly rates quoted 31 34 22
Glasgow median hourly rate £19.00 £24.00 £15.25
Median hourly rate % change year-on-year -20.83% +57.38% -44.42%
10th Percentile £12.75 £10.00 £9.25
90th Percentile £39.57 £33.53 £42.73
Scotland median hourly rate £25.00 £25.00 £21.25
% change year-on-year - +17.65% +1.19%

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 13 November 2018.

Contractor daily rate histogram for ETL in Glasgow

For the 6 months to 13 November 2018, 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 43 (62.32%) SQL
2 41 (59.42%) Agile Software Development
3 27 (39.13%) Oracle
4 22 (31.88%) Data Warehouse
5 21 (30.43%) SQL Server
6 20 (28.99%) Analytics
7 19 (27.54%) Jenkins
7 19 (27.54%) Data Modelling
7 19 (27.54%) Business Intelligence
8 18 (26.09%) OO
8 18 (26.09%) Git (software)
9 17 (24.64%) Scrum
9 17 (24.64%) SQL Server Integration Services
9 17 (24.64%) JIRA
10 16 (23.19%) SQL Server Reporting Services
10 16 (23.19%) Relational Database
10 16 (23.19%) Power BI
11 15 (21.74%) Pentaho
11 15 (21.74%) Finance
12 14 (20.29%) T-SQL
12 14 (20.29%) Big Data
13 13 (18.84%) HTML5
13 13 (18.84%) Test Automation
13 13 (18.84%) HTML
13 13 (18.84%) Informatica
13 13 (18.84%) Release Management
14 12 (17.39%) Hadoop
14 12 (17.39%) Continuous Integration
15 11 (15.94%) Microsoft Azure
15 11 (15.94%) Tableau

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 9 (13.04%) Cloud Foundry
2 2 (2.90%) Apache Spark
2 2 (2.90%) Tomcat
3 1 (1.45%) Apache Pig
3 1 (1.45%) SAS
Applications
1 3 (4.35%) Microsoft Excel
1 3 (4.35%) MS Visio
Business Applications
1 3 (4.35%) Dynamics CRM
Cloud Services
1 11 (15.94%) Microsoft Azure
2 9 (13.04%) Azure Data Factory
2 9 (13.04%) Dynamics 365
2 9 (13.04%) PaaS
3 7 (10.14%) Amazon AWS
4 3 (4.35%) Amazon EC2
4 3 (4.35%) Amazon S3
4 3 (4.35%) Virtual Private Cloud
5 2 (2.90%) Office 365
6 1 (1.45%) Google Cloud Platform
6 1 (1.45%) Google Pay
6 1 (1.45%) Samsung Pay
Communications & Networking
1 1 (1.45%) Bluetooth
1 1 (1.45%) FTP
1 1 (1.45%) NFC
Database & Business Intelligence
1 22 (31.88%) Data Warehouse
2 21 (30.43%) SQL Server
3 17 (24.64%) SQL Server Integration Services
4 16 (23.19%) Power BI
4 16 (23.19%) Relational Database
4 16 (23.19%) SQL Server Reporting Services
5 15 (21.74%) Pentaho
6 14 (20.29%) Big Data
7 12 (17.39%) Hadoop
8 10 (14.49%) SQL Server Analysis Services
9 9 (13.04%) Azure SQL Database
9 9 (13.04%) Data Lake
9 9 (13.04%) HDInsight
9 9 (13.04%) Microsoft Analysis Services
10 7 (10.14%) RDBMS
11 6 (8.70%) BusinessObjects
11 6 (8.70%) MariaDB
12 4 (5.80%) BusinessObjects Web Intelligence
13 3 (4.35%) NoSQL
14 2 (2.90%) IBM InfoSphere
Development Applications
1 19 (27.54%) Jenkins
2 18 (26.09%) Git (software)
3 17 (24.64%) JIRA
4 10 (14.49%) Selenium
5 9 (13.04%) FitNesse
6 7 (10.14%) Bitbucket
6 7 (10.14%) IntelliJ
7 4 (5.80%) ClearCase
7 4 (5.80%) Subversion
8 2 (2.90%) Maven
9 1 (1.45%) Android Studio
9 1 (1.45%) Ant
9 1 (1.45%) Cucumber
9 1 (1.45%) Eclipse
9 1 (1.45%) Gradle
9 1 (1.45%) Visual Studio
9 1 (1.45%) WebDriver
General
1 15 (21.74%) Finance
2 10 (14.49%) Banking
3 6 (8.70%) Investment Banking
4 4 (5.80%) Retail
5 3 (4.35%) Manufacturing
5 3 (4.35%) Telecoms
6 2 (2.90%) Marketing
7 1 (1.45%) Electronics
7 1 (1.45%) Law
7 1 (1.45%) Retail Banking
Job Titles
1 56 (81.16%) Developer
2 18 (26.09%) ETL Developer
3 9 (13.04%) SQL Developer
4 6 (8.70%) Business Intelligence Developer
4 6 (8.70%) React Developer
5 5 (7.25%) Analyst
5 5 (7.25%) Business Developer
5 5 (7.25%) Java Developer
5 5 (7.25%) SAP BusinessObjects (BO) Developer
6 4 (5.80%) Full Stack Developer
7 3 (4.35%) Applications Developer
7 3 (4.35%) AWS Engineer
7 3 (4.35%) Data Modeller
7 3 (4.35%) Oracle Developer
7 3 (4.35%) Power BI Developer
7 3 (4.35%) SQL Analyst
7 3 (4.35%) UI Developer
8 2 (2.90%) Data Warehouse Test Analyst
8 2 (2.90%) DevOps Engineer
8 2 (2.90%) Oracle ETL Developer
Libraries, Frameworks & Software Standards
1 13 (18.84%) HTML
1 13 (18.84%) HTML5
2 9 (13.04%) CSS
2 9 (13.04%) CSS3
2 9 (13.04%) Enzyme
2 9 (13.04%) Jest
2 9 (13.04%) React
2 9 (13.04%) Redux
2 9 (13.04%) Spring Boot
3 7 (10.14%) AngularJS
3 7 (10.14%) Drools
4 5 (7.25%) JSON
4 5 (7.25%) XML
5 3 (4.35%) Web Services
6 2 (2.90%) REST
7 1 (1.45%) Android SDK
7 1 (1.45%) JDBC
7 1 (1.45%) JMS
7 1 (1.45%) Spring
7 1 (1.45%) Spring Batch
Miscellaneous
1 7 (10.14%) Cloud Native
1 7 (10.14%) Private Cloud
2 6 (8.70%) Analytical Skills
2 6 (8.70%) Greenfield Project
3 4 (5.80%) User Experience
4 3 (4.35%) Wiki
5 2 (2.90%) AS400
5 2 (2.90%) Management Information System
6 1 (1.45%) Computer Science
6 1 (1.45%) Digital Wallet
6 1 (1.45%) Mobile App
6 1 (1.45%) NHS
6 1 (1.45%) Replication
6 1 (1.45%) Smartphone
Operating Systems
1 8 (11.59%) Unix
2 4 (5.80%) Linux
2 4 (5.80%) Windows
3 1 (1.45%) Android
Processes & Methodologies
1 41 (59.42%) Agile Software Development
2 20 (28.99%) Analytics
3 19 (27.54%) Business Intelligence
3 19 (27.54%) Data Modelling
4 18 (26.09%) OO
5 17 (24.64%) Scrum
6 13 (18.84%) Release Management
6 13 (18.84%) Test Automation
7 12 (17.39%) Continuous Integration
8 11 (15.94%) DevOps
9 10 (14.49%) OOP
9 10 (14.49%) Visualisation
10 9 (13.04%) Machine Learning
10 9 (13.04%) Regression Testing
10 9 (13.04%) Software Delivery
11 8 (11.59%) Digital Transformation Programme
11 8 (11.59%) Kanban
11 8 (11.59%) Microservices
11 8 (11.59%) Migration
11 8 (11.59%) Statistics
Programming Languages
1 43 (62.32%) SQL
2 14 (20.29%) T-SQL
3 10 (14.49%) Java
4 9 (13.04%) ES6
4 9 (13.04%) Shell Script
5 7 (10.14%) Python
5 7 (10.14%) R
6 4 (5.80%) Perl
7 3 (4.35%) Bash Shell
7 3 (4.35%) Korn
7 3 (4.35%) PowerShell
8 2 (2.90%) PL/SQL
9 1 (1.45%) C
9 1 (1.45%) JavaScript
9 1 (1.45%) SAS Macro
9 1 (1.45%) VBA
Qualifications
1 2 (2.90%) Degree
1 2 (2.90%) Security Cleared
2 1 (1.45%) BC Cleared
2 1 (1.45%) BPSS Clearance
2 1 (1.45%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.45%) GDPR
1 1 (1.45%) PMO
1 1 (1.45%) QA
System Software
1 2 (2.90%) HDFS
2 1 (1.45%) Docker
Systems Management
1 4 (5.80%) Control-M
2 3 (4.35%) Ansible
2 3 (4.35%) Opscode Chef
2 3 (4.35%) Puppet
Vendors
1 27 (39.13%) Oracle
2 13 (18.84%) Informatica
3 11 (15.94%) Tableau
4 10 (14.49%) Microsoft
5 4 (5.80%) Ab Initio
5 4 (5.80%) SAP
6 2 (2.90%) Sybase
6 2 (2.90%) Talend
7 1 (1.45%) Alteryx
7 1 (1.45%) Google
7 1 (1.45%) IBM
7 1 (1.45%) MicroStrategy
7 1 (1.45%) Samsung