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 1 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Jul 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 60 48 87
Rank change year-on-year
-12 +39
Permanent jobs citing ETL 55 60 22
As % of all permanent IT jobs located in Glasgow 4.25% 4.74% 1.66%
As % of the Processes & Methodologies category 4.55% 5.25% 1.85%
Number of salaries quoted 15 36 7
Median salary £46,000 £37,500 £46,500
Median salary % change year-on-year
+22.66% -19.35%
90% offered a salary of more than £38,000 £30,000 £39,000
10% offered a salary of more than £56,000 £47,500 £61,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year
- +2.27%
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
1209 1143 1187
As % of all permanent IT jobs located in Glasgow 93.36% 90.21% 89.38%
Number of salaries quoted 618 728 772
Median salary £45,000 £42,500 £41,000
Median salary % change year-on-year
+5.88% +3.65%
90% offered a salary of more than £31,000 £33,250 £30,000
10% offered a salary of more than £60,000 £60,000 £60,000
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 1 July 2016.

ETL Salary Histogram in Glasgow

ETL
Top 30 Related IT Skills in Glasgow

For the 6 months to 1 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 55 (52.88%) Business Intelligence
2 47 (45.19%) SQL
3 44 (42.31%) Data Warehouse
4 40 (38.46%) Finance
5 34 (32.69%) Oracle
6 32 (30.77%) SQL Server
7 30 (28.85%) Agile Software Development
8 29 (27.88%) Asset Management
9 28 (26.92%) ETL Development
10 27 (25.96%) SQL Server Integration Services
11 26 (25.00%) BusinessObjects
12 25 (24.04%) Java
12 25 (24.04%) Stakeholder Management
13 24 (23.08%) Informatica
13 24 (23.08%) Unix
14 23 (22.12%) Cognos
14 23 (22.12%) Microsoft
15 21 (20.19%) C#
15 21 (20.19%) Perl
16 20 (19.23%) SDLC
17 19 (18.27%) .NET
17 19 (18.27%) Data Modelling
18 18 (17.31%) QlikView
19 17 (16.35%) Oracle Database
19 17 (16.35%) Analytical Skills
19 17 (16.35%) Big Data
19 17 (16.35%) ASP.NET
19 17 (16.35%) Data Management
19 17 (16.35%) MVC
20 16 (15.38%) 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 (7.69%) Apache
2 5 (4.81%) SAS
3 3 (2.88%) Apache Pig
3 3 (2.88%) Apache Spark
4 1 (0.96%) SharePoint
Applications
1 3 (2.88%) MS Excel
2 2 (1.92%) MS Office
3 1 (0.96%) MS Visio
Business Applications
1 16 (15.38%) Hi Portfolio
2 4 (3.85%) Hyperion Planning
3 3 (2.88%) Oracle EBS R12
4 1 (0.96%) SAP BPC
Cloud Services
1 2 (1.92%) Microsoft Azure
Communications & Networking
1 1 (0.96%) TCP/IP
Database & Business Intelligence
1 44 (42.31%) Data Warehouse
2 32 (30.77%) SQL Server
3 27 (25.96%) SQL Server Integration Services
4 26 (25.00%) BusinessObjects
5 18 (17.31%) QlikView
6 17 (16.35%) Big Data
6 17 (16.35%) Oracle Database
7 16 (15.38%) JasperReports
7 16 (15.38%) PowerCenter
8 15 (14.42%) DataStage
8 15 (14.42%) Hadoop
8 15 (14.42%) Oracle ODI
9 14 (13.46%) SQL Server Reporting Services
10 12 (11.54%) Oracle Database 10g
10 12 (11.54%) Oracle Database 11g
10 12 (11.54%) SQL Server Analysis Services
11 10 (9.62%) BODI
11 10 (9.62%) Oracle BI EE
12 9 (8.65%) Relational Database
13 6 (5.77%) Apache Hive
Development Applications
1 11 (10.58%) Talend Open Studio
2 6 (5.77%) Jenkins
2 6 (5.77%) JUnit
3 5 (4.81%) Git (software)
3 5 (4.81%) JBehave
3 5 (4.81%) Maven
3 5 (4.81%) Selenium
3 5 (4.81%) Subversion
3 5 (4.81%) TestNG
3 5 (4.81%) WebDriver
4 1 (0.96%) FitNesse
4 1 (0.96%) Visual Studio
General
1 40 (38.46%) Finance
2 15 (14.42%) Banking
3 6 (5.77%) Manufacturing
4 2 (1.92%) Corporate Banking
4 2 (1.92%) Retail
5 1 (0.96%) Marketing
Job Titles
1 68 (65.38%) Developer
2 29 (27.88%) Consultant
3 22 (21.15%) Business Intelligence Consultant
4 20 (19.23%) ETL Developer
5 17 (16.35%) Business Intelligence Developer
6 14 (13.46%) Big Data Developer
7 13 (12.50%) SQL Developer
8 9 (8.65%) Business Consultant
9 7 (6.73%) ETL Consultant
10 6 (5.77%) Analyst
11 5 (4.81%) Applications Developer
11 5 (4.81%) Oracle BI Developer
11 5 (4.81%) Oracle Developer
11 5 (4.81%) QlikView Developer
11 5 (4.81%) Test Automation Engineer
11 5 (4.81%) Test Engineer
12 4 (3.85%) Big Data Consultant
12 4 (3.85%) Data Integration Consultant
12 4 (3.85%) Data Integration Developer
12 4 (3.85%) Integration Developer
Libraries, Frameworks & Software Standards
1 19 (18.27%) .NET
2 17 (16.35%) ASP.NET
3 16 (15.38%) ASP.NET MVC 5
3 16 (15.38%) ASP.NET Web Forms
3 16 (15.38%) WinForms
4 5 (4.81%) Drools
4 5 (4.81%) RESTful
5 4 (3.85%) Web Services
6 3 (2.88%) OpenMP
7 2 (1.92%) .NET Framework
7 2 (1.92%) XML
8 1 (0.96%) COM
8 1 (0.96%) CSS
8 1 (0.96%) FpML
8 1 (0.96%) jQuery
8 1 (0.96%) SOAP
8 1 (0.96%) Spring
8 1 (0.96%) WCF
8 1 (0.96%) XML Schema
8 1 (0.96%) XSLT
Miscellaneous
1 17 (16.35%) Analytical Skills
2 11 (10.58%) Visualisation
3 9 (8.65%) Computer Science
4 8 (7.69%) Mathematics
5 5 (4.81%) Data Integration
6 3 (2.88%) Statistics
7 2 (1.92%) Clustering
8 1 (0.96%) Algorithms
8 1 (0.96%) Data Structures
8 1 (0.96%) Enterprise Software
8 1 (0.96%) Management Information System
8 1 (0.96%) Replication
Operating Systems
1 24 (23.08%) Unix
2 9 (8.65%) Linux
3 6 (5.77%) Windows
Processes & Methodologies
1 55 (52.88%) Business Intelligence
2 30 (28.85%) Agile Software Development
3 29 (27.88%) Asset Management
4 28 (26.92%) ETL Development
5 25 (24.04%) Stakeholder Management
6 20 (19.23%) SDLC
7 19 (18.27%) Data Modelling
8 17 (16.35%) Data Management
8 17 (16.35%) MVC
9 16 (15.38%) Fund Accounting
9 16 (15.38%) Scrum
9 16 (15.38%) Software Architecture
10 13 (12.50%) Performance Tuning
11 12 (11.54%) Dimensional Modelling
12 11 (10.58%) Enterprise Data Management
12 11 (10.58%) PRINCE2
13 10 (9.62%) Analytics
13 10 (9.62%) Data Analysis
13 10 (9.62%) Software Engineering
14 9 (8.65%) Continuous Integration
Programming Languages
1 47 (45.19%) SQL
2 25 (24.04%) Java
3 21 (20.19%) C#
3 21 (20.19%) Perl
4 16 (15.38%) Korn
4 16 (15.38%) Python
4 16 (15.38%) VB
5 14 (13.46%) PL/SQL
6 11 (10.58%) T-SQL
7 8 (7.69%) C++
7 8 (7.69%) R
8 5 (4.81%) Ruby
9 1 (0.96%) JavaScript
9 1 (0.96%) Shell Script
9 1 (0.96%) VB.NET
Qualifications
1 11 (10.58%) Degree
1 11 (10.58%) PRINCE2 Practitioner
1 11 (10.58%) Security Cleared
2 2 (1.92%) ISEB
2 2 (1.92%) ISTQB
2 2 (1.92%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 11 (10.58%) Data Quality
2 5 (4.81%) QA
System Software
1 3 (2.88%) Apache Flume
Systems Management
1 3 (2.88%) MOM
2 1 (0.96%) Control-M
Vendors
1 34 (32.69%) Oracle
2 24 (23.08%) Informatica
3 23 (22.12%) Cognos
3 23 (22.12%) Microsoft
4 16 (15.38%) Ab Initio
5 11 (10.58%) MicroStrategy
5 11 (10.58%) Talend
6 10 (9.62%) Tableau
6 10 (9.62%) Teradata
7 5 (4.81%) SAP
8 4 (3.85%) Hyperion
8 4 (3.85%) IBM
8 4 (3.85%) Netezza
9 3 (2.88%) ESRI
10 1 (0.96%) Cognizant
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