Period
to 16 July 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 16 July 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
16 Jul 2019
Same period 2018 Same period 2017
Rank 69 59 73
Rank change year-on-year -10 +14 -18
Contract jobs citing ETL 42 59 26
As % of all contract IT jobs advertised in Glasgow 2.74% 3.34% 2.05%
As % of the Processes & Methodologies category 3.09% 3.82% 2.34%
Number of daily rates quoted 19 44 11
Glasgow median daily rate £425 £395 £350
Median daily rate % change year-on-year +7.59% +12.86% -3.45%
10th Percentile £383 £305 £250
90th Percentile £495 £538 £438
Scotland median daily rate £440 £400 £425
% change year-on-year +10.00% -5.88% +3.03%
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland median hourly rate £45.25 - -

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 1,361 1,546 1,113
As % of all contract IT jobs advertised in Glasgow 88.78% 87.54% 87.78%
Number of daily rates quoted 809 921 583
Glasgow median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.67% +7.14%
10th Percentile £275 £263 £263
90th Percentile £575 £538 £488
Scotland median daily rate £425 £400 £380
% change year-on-year +6.25% +5.26% +1.33%
Number of hourly rates quoted 46 32 16
Glasgow median hourly rate £25.25 £15.43 £15.94
Median hourly rate % change year-on-year +63.64% -3.20% -27.55%
10th Percentile £11.17 £10.53 £13.25
90th Percentile £40.88 £35.00 £37.75
Scotland median hourly rate £22.75 £17.50 £27.50
% change year-on-year +30.00% -36.36% -23.61%

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 16 July 2019.

Contractor daily rate histogram for ETL in Glasgow

For the 6 months to 16 July 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 26 (61.90%) SQL
2 19 (45.24%) Oracle
3 14 (33.33%) Business Intelligence
4 12 (28.57%) Data Modelling
4 12 (28.57%) XML
4 12 (28.57%) PL/SQL
4 12 (28.57%) Java
4 12 (28.57%) JSON
5 10 (23.81%) SOAP
5 10 (23.81%) Web Services
5 10 (23.81%) Migration
5 10 (23.81%) Problem-Solving
6 9 (21.43%) Apache Spark
6 9 (21.43%) SQL Server
6 9 (21.43%) HTML
6 9 (21.43%) Big Data
7 8 (19.05%) Data Quality
7 8 (19.05%) Apache Hive
7 8 (19.05%) Hadoop
7 8 (19.05%) Finance
7 8 (19.05%) Agile Software Development
7 8 (19.05%) Data Management
7 8 (19.05%) Microsoft
7 8 (19.05%) Performance Tuning
8 7 (16.67%) Oracle Database
8 7 (16.67%) Shell Script
8 7 (16.67%) Unix
8 7 (16.67%) Python
8 7 (16.67%) Data Architecture
8 7 (16.67%) Data Migration

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 (21.43%) Apache Spark
2 1 (2.38%) Apache
2 1 (2.38%) SharePoint
Applications
1 1 (2.38%) Microsoft Office
Business Applications
1 5 (11.90%) Actimize
1 5 (11.90%) Oracle AML
1 5 (11.90%) Oracle EBS
Cloud Services
1 5 (11.90%) GitHub
1 5 (11.90%) Power Platform
2 4 (9.52%) Microsoft Azure
3 2 (4.76%) Google Cloud Platform
4 1 (2.38%) Azure Data Factory
Database & Business Intelligence
1 9 (21.43%) Big Data
1 9 (21.43%) SQL Server
2 8 (19.05%) Apache Hive
2 8 (19.05%) Hadoop
3 7 (16.67%) Oracle Database
4 6 (14.29%) HBase
4 6 (14.29%) Impala
4 6 (14.29%) Spark SQL
4 6 (14.29%) SQL Server Integration Services
5 5 (11.90%) Power BI
5 5 (11.90%) TKPROF
6 4 (9.52%) Data Lake
6 4 (9.52%) NoSQL
6 4 (9.52%) Relational Database
6 4 (9.52%) SQL Server Analysis Services
6 4 (9.52%) SQL Server Reporting Services
7 3 (7.14%) Data Warehouse
7 3 (7.14%) SQL Server 2012
8 2 (4.76%) MySQL
8 2 (4.76%) RDBMS
Development Applications
1 5 (11.90%) JIRA
2 2 (4.76%) Eclipse
2 2 (4.76%) Jenkins
2 2 (4.76%) Maven
2 2 (4.76%) Subversion
3 1 (2.38%) Visual Studio
General
1 8 (19.05%) Finance
2 3 (7.14%) Pharmaceutical
3 2 (4.76%) Retail
4 1 (2.38%) Legal
4 1 (2.38%) Manufacturing
4 1 (2.38%) Telecoms
Job Titles
1 26 (61.90%) Developer
2 7 (16.67%) Architect
3 6 (14.29%) Scala Developer
4 5 (11.90%) Data Engineer
5 4 (9.52%) Integration Developer
5 4 (9.52%) Java Developer
6 3 (7.14%) Data Architect
7 2 (4.76%) Analyst
7 2 (4.76%) Analyst Developer
7 2 (4.76%) Business Intelligence Developer
7 2 (4.76%) Database Architect
7 2 (4.76%) Delivery Manager
7 2 (4.76%) Hadoop Architect
7 2 (4.76%) SQL BI Developer
7 2 (4.76%) SQL Developer
7 2 (4.76%) Technical Delivery Manager
7 2 (4.76%) Technical Manager
8 1 (2.38%) Azure Engineer
8 1 (2.38%) NoSQL Architect
8 1 (2.38%) NoSQL Specialist
Libraries, Frameworks & Software Standards
1 12 (28.57%) JSON
1 12 (28.57%) XML
2 10 (23.81%) SOAP
2 10 (23.81%) Web Services
3 9 (21.43%) HTML
4 7 (16.67%) Kafka
4 7 (16.67%) REST
5 6 (14.29%) .NET
6 3 (7.14%) RESTful
7 2 (4.76%) HTML5
7 2 (4.76%) Spring
Miscellaneous
1 5 (11.90%) Analytical Skills
2 2 (4.76%) Greenfield Project
3 1 (2.38%) Management Information System
3 1 (2.38%) User Experience
Operating Systems
1 7 (16.67%) Unix
2 5 (11.90%) Windows
3 2 (4.76%) Linux
Processes & Methodologies
1 14 (33.33%) Business Intelligence
2 12 (28.57%) Data Modelling
3 10 (23.81%) Migration
3 10 (23.81%) Problem-Solving
4 8 (19.05%) Agile Software Development
4 8 (19.05%) Data Management
4 8 (19.05%) Performance Tuning
5 7 (16.67%) Analytics
5 7 (16.67%) Data Architecture
5 7 (16.67%) Data Migration
6 6 (14.29%) Project Management
6 6 (14.29%) Software Engineering
7 5 (11.90%) Analytical Thinking
7 5 (11.90%) Data Development
7 5 (11.90%) Metadata Management
8 4 (9.52%) Mentoring
8 4 (9.52%) OO
9 3 (7.14%) Information Management
9 3 (7.14%) Quality Management
9 3 (7.14%) Stakeholder Management
Programming Languages
1 26 (61.90%) SQL
2 12 (28.57%) Java
2 12 (28.57%) PL/SQL
3 7 (16.67%) Python
3 7 (16.67%) Shell Script
4 6 (14.29%) Scala
4 6 (14.29%) T-SQL
5 5 (11.90%) C#
6 2 (4.76%) Perl
7 1 (2.38%) JavaScript
7 1 (2.38%) R
Qualifications
1 1 (2.38%) PMI Certification
1 1 (2.38%) PMP
1 1 (2.38%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 8 (19.05%) Data Quality
2 1 (2.38%) GDPR
System Software
1 6 (14.29%) HDFS
Systems Management
1 2 (4.76%) Control-M
1 2 (4.76%) Kubernetes
1 2 (4.76%) Oozie
Vendors
1 19 (45.24%) Oracle
2 8 (19.05%) Microsoft
3 3 (7.14%) Informatica
4 2 (4.76%) Ab Initio
4 2 (4.76%) Cloudera
4 2 (4.76%) Google
5 1 (2.38%) Databricks
5 1 (2.38%) IBM
5 1 (2.38%) Tableau