Period
to 18 September 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 18 September 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
18 Sep 2018
Same period 2017 Same period 2016
Rank 70 77 62
Rank change year-on-year +7 -15 -25
Contract jobs citing ETL 56 25 37
As % of all contract IT jobs advertised in Glasgow 3.12% 1.80% 2.89%
As % of the Processes & Methodologies category 3.51% 2.07% 3.38%
Number of daily rates quoted 38 9 21
Glasgow median daily rate £414 £425 £400
Median daily rate % change year-on-year -2.65% +6.25% +6.67%
10th Percentile £325 £358 £306
90th Percentile £538 £514 £475
Scotland median daily rate £425 £413 £400
% change year-on-year +3.03% +3.13% +2.56%
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 1,595 1,208 1,095
As % of all contract IT jobs advertised in Glasgow 88.91% 86.91% 85.41%
Number of daily rates quoted 913 637 606
Glasgow median daily rate £400 £375 £350
Median daily rate % change year-on-year +6.67% +7.14% -
10th Percentile £262 £263 £219
90th Percentile £538 £500 £471
Scotland median daily rate £400 £390 £363
% change year-on-year +2.56% +7.59% -3.33%
Number of hourly rates quoted 34 28 16
Glasgow median hourly rate £18.25 £22.00 £14.00
Median hourly rate % change year-on-year -17.05% +57.14% -55.86%
10th Percentile £10.75 £10.00 £9.25
90th Percentile £35.18 £33.45 £44.38
Scotland median hourly rate £24.00 £26.25 £32.50
% change year-on-year -8.57% -19.23% +54.76%

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 September 2018.

Contractor daily rate histogram for ETL in Glasgow

For the 6 months to 18 September 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 42 (75.00%) SQL
2 33 (58.93%) Agile Software Development
3 32 (57.14%) Oracle
4 20 (35.71%) Data Warehouse
5 17 (30.36%) Relational Database
6 16 (28.57%) Scrum
6 16 (28.57%) Finance
6 16 (28.57%) Data Modelling
7 15 (26.79%) SQL Server
7 15 (26.79%) Big Data
8 14 (25.00%) Business Intelligence
8 14 (25.00%) SQL Server Integration Services
9 13 (23.21%) T-SQL
9 13 (23.21%) Hadoop
10 12 (21.43%) Pentaho
11 11 (19.64%) Git (software)
11 11 (19.64%) Analytics
12 10 (17.86%) DevOps
12 10 (17.86%) Visualisation
12 10 (17.86%) Microsoft Azure
12 10 (17.86%) Tableau
12 10 (17.86%) Informatica
12 10 (17.86%) Shell Script
12 10 (17.86%) SQL Server Analysis Services
12 10 (17.86%) Migration
12 10 (17.86%) SQL Server Reporting Services
13 9 (16.07%) Microsoft Analysis Services
13 9 (16.07%) Data Migration
13 9 (16.07%) JIRA
13 9 (16.07%) Microsoft

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 4 (7.14%) Apache Pig
1 4 (7.14%) Tomcat
2 2 (3.57%) Apache Spark
3 1 (1.79%) SharePoint
Applications
1 2 (3.57%) Microsoft Excel
1 2 (3.57%) MS Visio
Business Applications
1 3 (5.36%) Dynamics CRM
Cloud Services
1 10 (17.86%) Microsoft Azure
2 9 (16.07%) Azure Data Factory
2 9 (16.07%) Dynamics 365
2 9 (16.07%) PaaS
3 5 (8.93%) Amazon AWS
4 2 (3.57%) Amazon EC2
4 2 (3.57%) Amazon S3
4 2 (3.57%) Office 365
4 2 (3.57%) Virtual Private Cloud
Communications & Networking
1 4 (7.14%) FTP
Database & Business Intelligence
1 20 (35.71%) Data Warehouse
2 17 (30.36%) Relational Database
3 15 (26.79%) Big Data
3 15 (26.79%) SQL Server
4 14 (25.00%) SQL Server Integration Services
5 13 (23.21%) Hadoop
6 12 (21.43%) Pentaho
7 10 (17.86%) SQL Server Analysis Services
7 10 (17.86%) SQL Server Reporting Services
8 9 (16.07%) Azure SQL Database
8 9 (16.07%) Data Lake
8 9 (16.07%) HDInsight
8 9 (16.07%) Microsoft Analysis Services
8 9 (16.07%) Power BI
9 7 (12.50%) RDBMS
10 6 (10.71%) MariaDB
10 6 (10.71%) NoSQL
11 5 (8.93%) Apache Hive
11 5 (8.93%) HBase
12 3 (5.36%) QlikView
Development Applications
1 11 (19.64%) Git (software)
2 9 (16.07%) Jenkins
2 9 (16.07%) JIRA
3 7 (12.50%) Bitbucket
3 7 (12.50%) IntelliJ
4 4 (7.14%) Maven
5 1 (1.79%) ClearCase
5 1 (1.79%) Gradle
5 1 (1.79%) Subversion
General
1 16 (28.57%) Finance
2 6 (10.71%) Banking
3 4 (7.14%) Retail
4 3 (5.36%) Manufacturing
4 3 (5.36%) Telecoms
5 2 (3.57%) Marketing
6 1 (1.79%) Electronics
6 1 (1.79%) Investment Banking
6 1 (1.79%) Law
6 1 (1.79%) Retail Banking
Job Titles
1 40 (71.43%) Developer
2 19 (33.93%) ETL Developer
3 6 (10.71%) SQL Developer
4 5 (8.93%) Analyst
4 5 (8.93%) Data Modeller
5 4 (7.14%) Java Developer
5 4 (7.14%) Test Analyst
6 3 (5.36%) Big Data Developer
6 3 (5.36%) Consultant
6 3 (5.36%) Oracle Developer
6 3 (5.36%) VB Developer
7 2 (3.57%) .NET Developer
7 2 (3.57%) Applications Developer
7 2 (3.57%) AWS DevOps
7 2 (3.57%) AWS DevOps Engineer
7 2 (3.57%) Data Analyst
7 2 (3.57%) Informatica Consultant
7 2 (3.57%) MySQL Developer
7 2 (3.57%) VB.NET Developer
7 2 (3.57%) VB6 Developer
Libraries, Frameworks & Software Standards
1 7 (12.50%) AngularJS
1 7 (12.50%) Drools
2 6 (10.71%) XML
3 4 (7.14%) HTML
3 4 (7.14%) HTML5
3 4 (7.14%) J2EE
3 4 (7.14%) JDBC
3 4 (7.14%) JMS
3 4 (7.14%) JNDI
3 4 (7.14%) JSON
3 4 (7.14%) REST
3 4 (7.14%) Spring
3 4 (7.14%) Spring Batch
3 4 (7.14%) Web Services
4 3 (5.36%) .NET
5 2 (3.57%) .NET Framework
6 1 (1.79%) ActiveMQ
6 1 (1.79%) Spring Integration
Miscellaneous
1 7 (12.50%) Cloud Native
1 7 (12.50%) Private Cloud
2 4 (7.14%) Analytical Skills
2 4 (7.14%) Greenfield Project
3 2 (3.57%) Wiki
4 1 (1.79%) Data Structures
4 1 (1.79%) Management Information System
4 1 (1.79%) NHS
Operating Systems
1 6 (10.71%) Unix
2 4 (7.14%) Linux
3 2 (3.57%) Windows
Processes & Methodologies
1 33 (58.93%) Agile Software Development
2 16 (28.57%) Data Modelling
2 16 (28.57%) Scrum
3 14 (25.00%) Business Intelligence
4 11 (19.64%) Analytics
5 10 (17.86%) DevOps
5 10 (17.86%) Migration
5 10 (17.86%) Visualisation
6 9 (16.07%) Data Migration
6 9 (16.07%) Digital Transformation Programme
6 9 (16.07%) Machine Learning
6 9 (16.07%) OO
7 8 (14.29%) Kanban
7 8 (14.29%) Statistics
8 7 (12.50%) Data Strategy
8 7 (12.50%) Microservices
8 7 (12.50%) Performance Attribution
8 7 (12.50%) Performance Measurement
8 7 (12.50%) Service Design
8 7 (12.50%) Web Development
Programming Languages
1 42 (75.00%) SQL
2 13 (23.21%) T-SQL
3 10 (17.86%) Shell Script
4 9 (16.07%) Java
5 7 (12.50%) PL/SQL
5 7 (12.50%) Python
5 7 (12.50%) R
6 4 (7.14%) Perl
6 4 (7.14%) PowerShell
7 3 (5.36%) VB
7 3 (5.36%) VB.NET
7 3 (5.36%) VB6
8 2 (3.57%) Bash Shell
8 2 (3.57%) Korn
8 2 (3.57%) VBA
9 1 (1.79%) C
9 1 (1.79%) C#
9 1 (1.79%) JavaScript
Qualifications
1 2 (3.57%) Security Cleared
2 1 (1.79%) BC Cleared
2 1 (1.79%) BPSS Clearance
2 1 (1.79%) Degree
Quality Assurance & Compliance
1 2 (3.57%) QA
2 1 (1.79%) Data Quality
2 1 (1.79%) GDPR
2 1 (1.79%) PMO
System Software
1 5 (8.93%) HDFS
2 1 (1.79%) Docker
Systems Management
1 4 (7.14%) Control-M
2 2 (3.57%) Ansible
2 2 (3.57%) Opscode Chef
2 2 (3.57%) Puppet
3 1 (1.79%) Oracle Flashback
Vendors
1 32 (57.14%) Oracle
2 10 (17.86%) Informatica
2 10 (17.86%) Tableau
3 9 (16.07%) Microsoft
4 3 (5.36%) MicroStrategy
5 2 (3.57%) SAP
5 2 (3.57%) Talend
6 1 (1.79%) Ab Initio
6 1 (1.79%) Alteryx