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 29 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 Sep 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 57 43 69
Rank change year-on-year
-14 +26
Permanent jobs citing ETL 34 72 42
As % of all permanent IT jobs located in Glasgow 3.29% 5.47% 3.18%
As % of the Processes & Methodologies category 3.62% 5.99% 3.51%
Number of salaries quoted 18 45 22
Median salary £48,000 £47,500 £42,750
Median salary % change year-on-year
+1.05% +11.11%
90% offered a salary of more than £32,400 £37,500 £34,100
10% offered a salary of more than £52,500 £61,800 £57,150
UK excluding London median salary £45,000 £45,000 £45,000
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
938 1203 1195
As % of all permanent IT jobs located in Glasgow 90.89% 91.34% 90.53%
Number of salaries quoted 501 776 698
Median salary £42,500 £45,000 £40,000
Median salary % change year-on-year
-5.55% +12.50%
90% offered a salary of more than £30,000 £32,500 £30,000
10% offered a salary of more than £55,000 £60,000 £62,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 29 September 2016.

ETL Salary Histogram in Glasgow

ETL
Top 30 Related IT Skills in Glasgow

For the 6 months to 29 September 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 (56.18%) SQL
2 44 (49.44%) SQL Server
3 42 (47.19%) Business Intelligence
4 31 (34.83%) SQL Server Integration Services
5 29 (32.58%) Data Warehouse
5 29 (32.58%) Finance
6 28 (31.46%) Microsoft
7 27 (30.34%) Oracle
8 25 (28.09%) Unix
9 24 (26.97%) Java
10 22 (24.72%) Agile Software Development
11 21 (23.60%) Perl
12 20 (22.47%) T-SQL
13 19 (21.35%) Informatica
14 18 (20.22%) SDLC
15 17 (19.10%) .NET
15 17 (19.10%) Big Data
15 17 (19.10%) Performance Tuning
16 16 (17.98%) Analytical Skills
16 16 (17.98%) C#
16 16 (17.98%) Python
16 16 (17.98%) Ab Initio
17 15 (16.85%) MicroStrategy
17 15 (16.85%) Hadoop
17 15 (16.85%) Degree
17 15 (16.85%) ETL Development
18 14 (15.73%) Data Modelling
18 14 (15.73%) ASP.NET
18 14 (15.73%) MVC
19 13 (14.61%) 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 (8.99%) Apache
2 5 (5.62%) SharePoint
3 3 (3.37%) Apache Pig
3 3 (3.37%) Apache Spark
3 3 (3.37%) SAS
Applications
1 3 (3.37%) MS Excel
1 3 (3.37%) MS Visio
2 2 (2.25%) MS Office
2 2 (2.25%) MS Project
Business Applications
1 12 (13.48%) HiPortfolio
2 6 (6.74%) Cognos Business Intelligence
3 4 (4.49%) Cognos TM1
3 4 (4.49%) Oracle Assets
3 4 (4.49%) Oracle Payables
4 3 (3.37%) Dynamics CRM
5 1 (1.12%) SAP BPC
Cloud Services
1 1 (1.12%) GitHub
1 1 (1.12%) Microsoft Azure
Database & Business Intelligence
1 44 (49.44%) SQL Server
2 31 (34.83%) SQL Server Integration Services
3 29 (32.58%) Data Warehouse
4 17 (19.10%) Big Data
5 15 (16.85%) Hadoop
6 12 (13.48%) JasperReports
7 9 (10.11%) DataStage
7 9 (10.11%) Relational Database
8 8 (8.99%) RDBMS
9 7 (7.87%) Oracle Database
10 6 (6.74%) Apache Hive
10 6 (6.74%) PowerCenter
11 5 (5.62%) BusinessObjects
11 5 (5.62%) OLAP
11 5 (5.62%) OLTP
11 5 (5.62%) SQL Server 2005
12 4 (4.49%) Cognos Query Studio
12 4 (4.49%) IBM InfoSphere
12 4 (4.49%) SQL Server Reporting Services
13 3 (3.37%) GIS
Development Applications
1 6 (6.74%) Git (software)
2 5 (5.62%) JBehave
2 5 (5.62%) Jenkins
2 5 (5.62%) JUnit
2 5 (5.62%) Maven
2 5 (5.62%) Selenium
2 5 (5.62%) Subversion
2 5 (5.62%) TestNG
2 5 (5.62%) WebDriver
3 4 (4.49%) Team Foundation Server
4 3 (3.37%) Talend Open Studio
5 1 (1.12%) PVCS
5 1 (1.12%) Visual Studio
General
1 29 (32.58%) Finance
2 7 (7.87%) Banking
3 4 (4.49%) General Ledger
3 4 (4.49%) Law
3 4 (4.49%) Legal
4 1 (1.12%) Advertising
4 1 (1.12%) Marketing
Job Titles
1 59 (66.29%) Developer
2 20 (22.47%) ETL Developer
3 18 (20.22%) SQL Developer
4 14 (15.73%) Big Data Developer
5 12 (13.48%) Consultant
6 6 (6.74%) Business Intelligence Developer
6 6 (6.74%) Data Consultant
6 6 (6.74%) ETL Consultant
7 5 (5.62%) Analyst
7 5 (5.62%) Test Automation Engineer
7 5 (5.62%) Test Engineer
8 4 (4.49%) Applications Manager
8 4 (4.49%) Applications Support Manager
8 4 (4.49%) Informatica Consultant
8 4 (4.49%) Informatica Developer
8 4 (4.49%) Integration Consultant
8 4 (4.49%) Microsoft Consultant
8 4 (4.49%) Senior Developer
8 4 (4.49%) SQL Server Developer
8 4 (4.49%) Support Manager
Libraries, Frameworks & Software Standards
1 17 (19.10%) .NET
2 14 (15.73%) ASP.NET
3 12 (13.48%) ASP.NET MVC 5
3 12 (13.48%) ASP.NET Web Forms
3 12 (13.48%) WinForms
4 5 (5.62%) MDX
4 5 (5.62%) RESTful
5 4 (4.49%) Web Services
6 3 (3.37%) CSS
6 3 (3.37%) HTML
6 3 (3.37%) OpenMP
7 2 (2.25%) XML
8 1 (1.12%) COM
8 1 (1.12%) Drools
8 1 (1.12%) FpML
8 1 (1.12%) SOAP
8 1 (1.12%) XML Schema
8 1 (1.12%) XSLT
Miscellaneous
1 16 (17.98%) Analytical Skills
2 13 (14.61%) Computer Science
3 10 (11.24%) Data Integration
4 8 (8.99%) Mathematics
5 5 (5.62%) Visualisation
6 4 (4.49%) Enterprise Software
6 4 (4.49%) Management Information System
6 4 (4.49%) Reference Data
7 3 (3.37%) Statistics
8 1 (1.12%) Clustering
8 1 (1.12%) Data Extraction
8 1 (1.12%) Replication
Operating Systems
1 25 (28.09%) Unix
2 12 (13.48%) Linux
3 7 (7.87%) Windows
4 4 (4.49%) Solaris
5 2 (2.25%) Windows Server
Processes & Methodologies
1 42 (47.19%) Business Intelligence
2 22 (24.72%) Agile Software Development
3 18 (20.22%) SDLC
4 17 (19.10%) Performance Tuning
5 15 (16.85%) ETL Development
6 14 (15.73%) Data Modelling
6 14 (15.73%) MVC
7 13 (14.61%) Analytics
7 13 (14.61%) Asset Management
7 13 (14.61%) Scrum
8 12 (13.48%) Fund Accounting
8 12 (13.48%) Software Architecture
9 11 (12.36%) Software Engineering
10 9 (10.11%) Continuous Integration
11 8 (8.99%) Data Management
11 8 (8.99%) Information Management
11 8 (8.99%) Master Data Management
12 7 (7.87%) Test Scripting
13 5 (5.62%) Test Automation
13 5 (5.62%) User Acceptance Testing
Programming Languages
1 50 (56.18%) SQL
2 24 (26.97%) Java
3 21 (23.60%) Perl
4 20 (22.47%) T-SQL
5 16 (17.98%) C#
5 16 (17.98%) Python
6 12 (13.48%) Korn
6 12 (13.48%) PL/SQL
6 12 (13.48%) VB
7 8 (8.99%) C++
8 5 (5.62%) R
8 5 (5.62%) Ruby
9 2 (2.25%) JavaScript
10 1 (1.12%) VB.NET
Qualifications
1 15 (16.85%) Degree
2 1 (1.12%) Security Cleared
Quality Assurance & Compliance
1 10 (11.24%) Data Quality
2 3 (3.37%) QA
System Software
1 3 (3.37%) Apache Flume
Systems Management
1 3 (3.37%) MOM
Vendors
1 28 (31.46%) Microsoft
2 27 (30.34%) Oracle
3 19 (21.35%) Informatica
4 16 (17.98%) Ab Initio
5 15 (16.85%) MicroStrategy
6 8 (8.99%) IBM
7 7 (7.87%) Cognos
8 6 (6.74%) Netezza
8 6 (6.74%) SAP
9 4 (4.49%) Tableau
10 3 (3.37%) ESRI
10 3 (3.37%) Talend
11 2 (2.25%) Teradata
12 1 (1.12%) Alteryx
12 1 (1.12%) Cognizant
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