The table below looks at the statistics for ETL skills in IT contracts advertised for the Glasgow region. Included is a guide to the contractor rates offered in IT contracts that have cited ETL over the 3 months to 16 January 2017 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Scotland / Glasgow
Rank 21 38 23
Rank change year-on-year
+17 -15
Contract jobs citing ETL 29 21 44
As % of all contract IT jobs located in Glasgow 5.92% 3.15% 6.01%
As % of the Processes & Methodologies category 7.02% 4.18% 7.43%
Number of daily rates quoted 17 13 27
Median daily rate £375 £390 £325
Median daily rate % change year-on-year
-3.84% +20.00%
90% offered a daily rate of more than £270 £253 £298
10% offered a daily rate of more than £488 £500 £450
UK excluding London median daily rate £413 £388 £388
% change year-on-year
+6.45% -
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £39.50 £56.00 £36.75
% change year-on-year
-29.46% +52.38%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the Glasgow region.

Processes & Methodologies Category
Glasgow
Contract IT job ads with a match in the
Processes & Methodologies category
413 502 592
As % of all contract IT jobs located in Glasgow 84.29% 75.26% 80.87%
Number of daily rates quoted 215 285 343
Median daily rate £350 £338 £375
Median daily rate % change year-on-year
+3.70% -10.00%
90% offered a daily rate of more than £242 £225 £275
10% offered a daily rate of more than £500 £475 £463
UK excluding London median daily rate £410 £400 £390
% change year-on-year
+2.50% +2.56%
Number of hourly rates quoted 8 4 8
Median hourly rate £37.50 £33.71 £17.50
Median hourly rate % change year-on-year
+11.24% +92.62%
90% offered a hourly rate of more than £17.32 £16.50 £15.26
10% offered a hourly rate of more than £61.77 £49.41 £25.50
UK excluding London median hourly rate £35.00 £39.00 £26.00
% change year-on-year
-10.25% +50.00%

ETL
Jobs Demand Trend in Glasgow

The demand trend of contract jobs across the Glasgow region citing ETL as a proportion of all IT contracts with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in Glasgow

ETL
Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing ETL across the Glasgow region.

ETL Daily Rate Trend in Glasgow

ETL
Daily Rate Histogram in Glasgow

This chart provides a histogram of daily rates quoted in contract IT jobs citing ETL across the Glasgow region over the 3 months to 16 January 2017.

ETL Daily Rate Histogram in Glasgow

ETL
Top 30 Related IT Skills in Glasgow

For the 6 months to 16 January 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 23 (50.00%) SQL
2 21 (45.65%) Data Warehouse
3 19 (41.30%) Data Modelling
4 13 (28.26%) SQL Server
4 13 (28.26%) SQL Server Integration Services
5 12 (26.09%) Business Intelligence
6 11 (23.91%) Oracle
6 11 (23.91%) Data Management
7 10 (21.74%) Talend Open Studio
7 10 (21.74%) Talend
8 9 (19.57%) Relational Database
8 9 (19.57%) Data Integration
9 8 (17.39%) Visualisation
9 8 (17.39%) SQL Server 2012
9 8 (17.39%) ETL Development
10 7 (15.22%) Logical Data Model
10 7 (15.22%) Physical Data Model
10 7 (15.22%) Data Visualisation
10 7 (15.22%) QlikView
10 7 (15.22%) Agile Software Development
10 7 (15.22%) User Acceptance Testing
10 7 (15.22%) Finance
10 7 (15.22%) BusinessObjects
11 6 (13.04%) MicroStrategy
11 6 (13.04%) PL/SQL
11 6 (13.04%) Migration
11 6 (13.04%) SQL Server Reporting Services
11 6 (13.04%) SQL Server Analysis Services
11 6 (13.04%) Data Migration
11 6 (13.04%) Oracle Database

ETL
Top Related 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 5 (10.87%) Apache Spark
2 1 (2.17%) BizTalk Server
2 1 (2.17%) SAS
Applications
1 1 (2.17%) MS Excel
1 1 (2.17%) Weka
Business Applications
1 2 (4.35%) Oracle EBS
Cloud Services
1 3 (6.52%) Microsoft Azure
Database & Business Intelligence
1 21 (45.65%) Data Warehouse
2 13 (28.26%) SQL Server
2 13 (28.26%) SQL Server Integration Services
3 9 (19.57%) Relational Database
4 8 (17.39%) SQL Server 2012
5 7 (15.22%) BusinessObjects
5 7 (15.22%) QlikView
6 6 (13.04%) Oracle Database
6 6 (13.04%) SQL Server Analysis Services
6 6 (13.04%) SQL Server Reporting Services
7 5 (10.87%) MongoDB
7 5 (10.87%) NoSQL
8 4 (8.70%) Apache Cassandra
8 4 (8.70%) Oracle Database 10g
8 4 (8.70%) Power BI
8 4 (8.70%) RDBMS
9 3 (6.52%) Big Data
9 3 (6.52%) Enterprise Data Warehouse
9 3 (6.52%) SQL Server 2014
9 3 (6.52%) SQL Server 2016
Development Applications
1 10 (21.74%) Talend Open Studio
2 3 (6.52%) PVCS
3 1 (2.17%) Team Foundation Server
General
1 7 (15.22%) Finance
2 2 (4.35%) Legal
3 1 (2.17%) Banking
3 1 (2.17%) Law
3 1 (2.17%) Marketing
3 1 (2.17%) Multimedia
3 1 (2.17%) Telecoms
Job Titles
1 17 (36.96%) Developer
2 9 (19.57%) Analyst
2 9 (19.57%) Architect
3 7 (15.22%) ETL Developer
4 6 (13.04%) Data Architect
4 6 (13.04%) SQL Developer
5 5 (10.87%) Consultant
5 5 (10.87%) Data Analyst
6 4 (8.70%) Test Analyst
7 3 (6.52%) Business Intelligence Architect
7 3 (6.52%) Data Modeller
7 3 (6.52%) Functional Analyst
7 3 (6.52%) Functional Test Analyst
7 3 (6.52%) Oracle Consultant
7 3 (6.52%) Senior Consultant
7 3 (6.52%) Senior Oracle Consultant
7 3 (6.52%) SQL BI Architect
8 2 (4.35%) Power BI Consultant
8 2 (4.35%) QlikView Developer
8 2 (4.35%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 2 (4.35%) Middleware
1 2 (4.35%) Web Services
2 1 (2.17%) D3.js
2 1 (2.17%) MDX
2 1 (2.17%) PostGIS
Miscellaneous
1 9 (19.57%) Data Integration
2 8 (17.39%) Visualisation
3 5 (10.87%) Management Information System
4 4 (8.70%) Analytical Skills
5 3 (6.52%) Data Extraction
6 2 (4.35%) Enterprise Software
7 1 (2.17%) Ontologies
7 1 (2.17%) Remote Sensing
7 1 (2.17%) Social Media
7 1 (2.17%) Statistics
Operating Systems
1 3 (6.52%) Unix
Processes & Methodologies
1 19 (41.30%) Data Modelling
2 12 (26.09%) Business Intelligence
3 11 (23.91%) Data Management
4 8 (17.39%) ETL Development
5 7 (15.22%) Agile Software Development
5 7 (15.22%) Data Visualisation
5 7 (15.22%) Logical Data Model
5 7 (15.22%) Physical Data Model
5 7 (15.22%) User Acceptance Testing
6 6 (13.04%) Data Migration
6 6 (13.04%) Migration
7 5 (10.87%) Data Architecture
7 5 (10.87%) Kimball Methodology
8 4 (8.70%) Data Analysis
8 4 (8.70%) Master Data Management
8 4 (8.70%) Performance Tuning
8 4 (8.70%) Unit Testing
9 3 (6.52%) GAP Analysis
9 3 (6.52%) Requirements Analysis
9 3 (6.52%) Test Scripting
Programming Languages
1 23 (50.00%) SQL
2 6 (13.04%) PL/SQL
3 5 (10.87%) T-SQL
4 2 (4.35%) Python
5 1 (2.17%) C#
5 1 (2.17%) Java
5 1 (2.17%) R
Qualifications
1 3 (6.52%) Security Cleared
2 2 (4.35%) Postgraduate
3 1 (2.17%) Degree
3 1 (2.17%) ITIL Certification
Quality Assurance & Compliance
1 3 (6.52%) Data Quality
2 2 (4.35%) QA
3 1 (2.17%) BS7666
3 1 (2.17%) Disclosure Scotland
Vendors
1 11 (23.91%) Oracle
2 10 (21.74%) Talend
3 6 (13.04%) MicroStrategy
4 4 (8.70%) Cognos
4 4 (8.70%) Tableau
5 3 (6.52%) Microsoft
6 2 (4.35%) Alteryx
7 1 (2.17%) IBM
7 1 (2.17%) Jaspersoft
7 1 (2.17%) Netezza
7 1 (2.17%) RapidMiner
7 1 (2.17%) SAP