The table below looks at the statistics for ETL skills in IT jobs advertised for the Glasgow region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 25 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jul 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 56 44 83
Rank change year-on-year
-12 +39
Permanent jobs citing ETL 54 67 34
As % of all permanent IT jobs located in Glasgow 4.24% 5.45% 2.45%
As % of the Processes & Methodologies category 4.57% 5.99% 2.71%
Number of salaries quoted 21 41 16
Median salary £46,000 £39,000 £44,750
Median salary % change year-on-year
+17.94% -12.84%
90% offered a salary of more than £33,000 £30,000 £38,750
10% offered a salary of more than £56,000 £63,000 £58,750
UK excluding London median salary £45,000 £46,500 £44,000
% change year-on-year
-3.22% +5.68%
ETL
Scotland

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

Processes & Methodologies Category
Glasgow
Permanent IT job ads with a match in the
Processes & Methodologies category
1182 1119 1255
As % of all permanent IT jobs located in Glasgow 92.78% 90.98% 90.61%
Number of salaries quoted 598 705 798
Median salary £45,000 £44,000 £40,000
Median salary % change year-on-year
+2.27% +10.00%
90% offered a salary of more than £31,000 £34,000 £30,000
10% offered a salary of more than £60,000 £60,000 £63,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

ETL
Jobs Demand Trend in Glasgow

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

ETL Jobs Demand Trend in Glasgow

ETL
Salary Trend in Glasgow

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

ETL Salary Trend in Glasgow

ETL
Salary Histogram in Glasgow

This chart provides a salary histogram for IT jobs citing ETL across the Glasgow region over the 3 months to 25 July 2016.

ETL Salary Histogram in Glasgow

ETL
Top 30 Related IT Skills in Glasgow

For the 6 months to 25 July 2016, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Glasgow region with a requirement for ETL.

1 50 (50.51%) SQL
2 47 (47.47%) Business Intelligence
3 41 (41.41%) SQL Server
4 37 (37.37%) Finance
5 34 (34.34%) Data Warehouse
6 30 (30.30%) SQL Server Integration Services
7 28 (28.28%) Java
8 27 (27.27%) Oracle
8 27 (27.27%) Asset Management
9 26 (26.26%) Agile Software Development
10 25 (25.25%) Unix
10 25 (25.25%) Microsoft
11 22 (22.22%) Perl
12 21 (21.21%) Informatica
12 21 (21.21%) SDLC
12 21 (21.21%) ETL Development
13 20 (20.20%) Cognos
13 20 (20.20%) C#
14 19 (19.19%) T-SQL
15 18 (18.18%) .NET
16 17 (17.17%) Ab Initio
16 17 (17.17%) Data Modelling
16 17 (17.17%) Big Data
16 17 (17.17%) Performance Tuning
17 16 (16.16%) Python
17 16 (16.16%) BusinessObjects
17 16 (16.16%) ASP.NET
17 16 (16.16%) Banking
17 16 (16.16%) MVC
17 16 (16.16%) Scrum

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 8 (8.08%) Apache
2 5 (5.05%) SAS
3 3 (3.03%) Apache Pig
3 3 (3.03%) Apache Spark
4 1 (1.01%) SharePoint
Applications
1 3 (3.03%) MS Excel
1 3 (3.03%) MS Visio
2 2 (2.02%) MS Office
2 2 (2.02%) MS Project
Business Applications
1 15 (15.15%) Hi Portfolio
2 6 (6.06%) Cognos Business Intelligence
3 4 (4.04%) Cognos TM1
4 2 (2.02%) Oracle Assets
4 2 (2.02%) Oracle Payables
5 1 (1.01%) Hyperion Planning
5 1 (1.01%) Oracle EBS R12
5 1 (1.01%) SAP BPC
Cloud Services
1 2 (2.02%) Microsoft Azure
Communications & Networking
1 1 (1.01%) TCP/IP
Database & Business Intelligence
1 41 (41.41%) SQL Server
2 34 (34.34%) Data Warehouse
3 30 (30.30%) SQL Server Integration Services
4 17 (17.17%) Big Data
5 16 (16.16%) BusinessObjects
6 15 (15.15%) Hadoop
6 15 (15.15%) JasperReports
7 14 (14.14%) DataStage
8 12 (12.12%) Oracle Database
8 12 (12.12%) QlikView
9 11 (11.11%) PowerCenter
9 11 (11.11%) Relational Database
10 9 (9.09%) SQL Server Reporting Services
11 8 (8.08%) Oracle ODI
12 7 (7.07%) BODI
12 7 (7.07%) Oracle Database 10g
12 7 (7.07%) Oracle Database 11g
12 7 (7.07%) RDBMS
13 6 (6.06%) Apache Hive
13 6 (6.06%) SQL Server Analysis Services
Development Applications
1 6 (6.06%) Jenkins
1 6 (6.06%) JUnit
2 5 (5.05%) Git (software)
2 5 (5.05%) JBehave
2 5 (5.05%) Maven
2 5 (5.05%) Selenium
2 5 (5.05%) Subversion
2 5 (5.05%) Talend Open Studio
2 5 (5.05%) TestNG
2 5 (5.05%) WebDriver
3 4 (4.04%) Team Foundation Server
4 1 (1.01%) FitNesse
4 1 (1.01%) Visual Studio
General
1 37 (37.37%) Finance
2 16 (16.16%) Banking
3 2 (2.02%) Corporate Banking
3 2 (2.02%) General Ledger
3 2 (2.02%) Retail
4 1 (1.01%) Law
4 1 (1.01%) Manufacturing
4 1 (1.01%) Marketing
Job Titles
1 65 (65.66%) Developer
2 21 (21.21%) Consultant
3 19 (19.19%) ETL Developer
4 18 (18.18%) SQL Developer
5 14 (14.14%) Big Data Developer
5 14 (14.14%) Business Intelligence Consultant
6 9 (9.09%) Business Consultant
6 9 (9.09%) Business Intelligence Developer
7 6 (6.06%) Analyst
7 6 (6.06%) ETL Consultant
8 5 (5.05%) Applications Developer
8 5 (5.05%) QlikView Developer
8 5 (5.05%) Test Automation Engineer
8 5 (5.05%) Test Engineer
9 4 (4.04%) Analyst Programmer
9 4 (4.04%) Informatica Consultant
9 4 (4.04%) Informatica Developer
9 4 (4.04%) Integration Consultant
9 4 (4.04%) Microsoft Consultant
9 4 (4.04%) Programmer
Libraries, Frameworks & Software Standards
1 18 (18.18%) .NET
2 16 (16.16%) ASP.NET
3 15 (15.15%) ASP.NET MVC 5
3 15 (15.15%) ASP.NET Web Forms
3 15 (15.15%) WinForms
4 5 (5.05%) Drools
4 5 (5.05%) RESTful
5 4 (4.04%) MDX
5 4 (4.04%) Web Services
6 3 (3.03%) OpenMP
7 2 (2.02%) .NET Framework
7 2 (2.02%) XML
8 1 (1.01%) COM
8 1 (1.01%) CSS
8 1 (1.01%) Entity Framework
8 1 (1.01%) jQuery
8 1 (1.01%) SOAP
8 1 (1.01%) Spring
8 1 (1.01%) WCF
8 1 (1.01%) XSLT
Miscellaneous
1 16 (16.16%) Analytical Skills
2 9 (9.09%) Computer Science
2 9 (9.09%) Visualisation
3 8 (8.08%) Mathematics
4 5 (5.05%) Data Integration
5 4 (4.04%) Management Information System
6 3 (3.03%) Statistics
7 2 (2.02%) Clustering
7 2 (2.02%) Enterprise Software
7 2 (2.02%) Reference Data
8 1 (1.01%) Algorithms
8 1 (1.01%) Data Structures
8 1 (1.01%) Replication
Operating Systems
1 25 (25.25%) Unix
2 11 (11.11%) Linux
3 8 (8.08%) Windows
4 2 (2.02%) Solaris
4 2 (2.02%) Windows Server
Processes & Methodologies
1 47 (47.47%) Business Intelligence
2 27 (27.27%) Asset Management
3 26 (26.26%) Agile Software Development
4 21 (21.21%) ETL Development
4 21 (21.21%) SDLC
5 17 (17.17%) Data Modelling
5 17 (17.17%) Performance Tuning
6 16 (16.16%) MVC
6 16 (16.16%) Scrum
7 15 (15.15%) Fund Accounting
7 15 (15.15%) Software Architecture
8 14 (14.14%) Stakeholder Management
9 13 (13.13%) Analytics
10 11 (11.11%) Data Management
11 10 (10.10%) Software Engineering
12 9 (9.09%) Continuous Integration
13 7 (7.07%) Data Analysis
13 7 (7.07%) Dimensional Modelling
13 7 (7.07%) Test Scripting
14 6 (6.06%) Master Data Management
Programming Languages
1 50 (50.51%) SQL
2 28 (28.28%) Java
3 22 (22.22%) Perl
4 20 (20.20%) C#
5 19 (19.19%) T-SQL
6 16 (16.16%) Python
7 15 (15.15%) Korn
7 15 (15.15%) VB
8 9 (9.09%) PL/SQL
8 9 (9.09%) R
9 8 (8.08%) C++
10 5 (5.05%) Ruby
11 3 (3.03%) JavaScript
12 1 (1.01%) Shell Script
12 1 (1.01%) VB.NET
Qualifications
1 13 (13.13%) Degree
2 5 (5.05%) PRINCE2 Practitioner
2 5 (5.05%) Security Cleared
3 2 (2.02%) ISEB
3 2 (2.02%) ISTQB
3 2 (2.02%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 11 (11.11%) Data Quality
2 3 (3.03%) QA
System Software
1 3 (3.03%) Apache Flume
Systems Management
1 3 (3.03%) MOM
2 1 (1.01%) Control-M
Vendors
1 27 (27.27%) Oracle
2 25 (25.25%) Microsoft
3 21 (21.21%) Informatica
4 20 (20.20%) Cognos
5 17 (17.17%) Ab Initio
6 9 (9.09%) MicroStrategy
6 9 (9.09%) Tableau
7 8 (8.08%) IBM
8 7 (7.07%) Teradata
9 6 (6.06%) SAP
10 5 (5.05%) Talend
11 4 (4.04%) Netezza
12 3 (3.03%) ESRI
13 1 (1.01%) Cognizant
13 1 (1.01%) Hyperion
Glasgow
Vivid Resourcing
Posted: 5 days ago
Glasgow
Hays Specialist Recruitment Ltd
Salary: £45000.00 - £60000.00 per annum
Posted: 10 days ago
Glasgow
Hays Specialist Recruitment Ltd
Salary: £45000.00 - £52000.00 per annum
Posted: 21 days ago
Glasgow
Recruitment Revolution Limited
Posted: 12 days ago
Glasgow City Centre
JP Morgan Glasgow
Salary: Competitive + full benefits
Posted: 13 days ago
Glasgow, UK
JP Morgan Glasgow
Salary: Highly Competitive Benefits Package
Posted: 19 days ago