The table below looks at the statistics for ETL skills in IT jobs advertised for the Scotland region. Included is a guide to the average salaries offered in IT jobs that have cited ETL over the 3 months to 31 July 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
31 Jul 2015
Same period 2014 Same period 2013
Extract, Transform and Load (ETL)
Rank 72 95 38
Rank change year-on-year
+23 -57
Permanent jobs citing ETL 97 82 156
As % of all permanent IT jobs located in Scotland 3.06% 2.23% 4.79%
As % of the Processes & Methodologies category 3.47% 2.66% 5.84%
Number of salaries quoted 67 52 106
Average salary £44,750 £47,000 £42,500
Average salary % change year-on-year
-4.78% +10.58%
90% offered a salary of more than £32,500 £34,550 £35,000
10% offered a salary of more than £75,900 £65,000 £55,000
UK excluding London average salary £47,500 £45,000 £45,000
% change year-on-year
+5.55% -
ETL
UK

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

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2798 3082 2673
As % of all permanent IT jobs located in Scotland 88.38% 83.80% 82.12%
Number of salaries quoted 1779 2049 1746
Average salary £43,500 £42,500 £41,500
Average salary % change year-on-year
+2.35% +2.40%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £62,500 £56,900 £60,000
UK excluding London average salary £45,000 £42,500 £40,995
% change year-on-year
+5.88% +3.67%

ETL
Jobs Demand Trend in Scotland

This chart provides a 3-month moving total of permanent IT jobs citing ETL across the Scotland region as a proportion of the total demand within the Processes & Methodologies category.

ETL Jobs Demand Trend in Scotland

ETL
Salary Trend in Scotland

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

ETL Salary Trend in Scotland

ETL
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing ETL across the Scotland region over the 3 months to 31 July 2015.

ETL Salary Histogram in Scotland

ETL
Job Locations in Scotland

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing ETL within the Scotland region over the 3 months to 31 July 2015. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +35 70 £40,000 -13.97% 9
Edinburgh +11 32 £48,750 +21.87% 4
Aberdeen - 2 £33,750 -
South Lanarkshire - 1 £32,500 -
ETL
UK

ETL
Top 30 Related IT Skills in Scotland

For the 6 months to 31 July 2015, IT jobs across the Scotland region citing ETL also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited ETL.

1 120 (62.50%) SQL
2 106 (55.21%) Business Intelligence
3 92 (47.92%) Data Warehouse
4 86 (44.79%) Finance
5 83 (43.23%) Oracle
6 57 (29.69%) SQL Server
7 55 (28.65%) Informatica
8 50 (26.04%) Microsoft
9 49 (25.52%) BusinessObjects
10 48 (25.00%) Data Modelling
11 45 (23.44%) SQL Server Integration Services
12 41 (21.35%) Agile Software Development
13 39 (20.31%) Big Data
14 35 (18.23%) Analytics
14 35 (18.23%) T-SQL
15 34 (17.71%) SQL Server Reporting Services
16 31 (16.15%) PL/SQL
17 29 (15.10%) SAP
18 28 (14.58%) Java
19 27 (14.06%) MS Excel
19 27 (14.06%) Project Management
19 27 (14.06%) QlikView
20 25 (13.02%) Degree
20 25 (13.02%) Web Services
20 25 (13.02%) Analytical Skills
20 25 (13.02%) Hadoop
21 24 (12.50%) SAS
22 22 (11.46%) Stakeholder Management
23 21 (10.94%) Banking
24 20 (10.42%) .NET

ETL
Top Related IT Skills in Scotland by Category

For the 6 months to 31 July 2015, IT jobs across the Scotland region citing ETL also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited ETL. Up to 20 skills are shown per category.

Application Platforms
1 24 (12.50%) SAS
2 14 (7.29%) NetWeaver
3 13 (6.77%) Apache Pig
4 10 (5.21%) Apache
5 5 (2.60%) JBoss
6 4 (2.08%) WebSphere
6 4 (2.08%) Apache Spark
7 3 (1.56%) SharePoint
8 2 (1.04%) Tomcat
8 2 (1.04%) SharePoint 2010
8 2 (1.04%) PowerExchange
8 2 (1.04%) SharePoint 2013
9 1 (0.52%) BizTalk Server
Applications
1 27 (14.06%) MS Excel
2 10 (5.21%) SPSS
3 1 (0.52%) MS Visio
Business Applications
1 8 (4.17%) Markit EDM
2 3 (1.56%) LatentZero
2 3 (1.56%) thinkFolio
3 2 (1.04%) Oracle Financials
4 1 (0.52%) Oracle 11i
4 1 (0.52%) Oracle EBS
Cloud Services
1 6 (3.13%) Amazon EC2
1 6 (3.13%) Amazon AWS
2 5 (2.60%) Amazon EMR
2 5 (2.60%) Cloud Computing
3 1 (0.52%) Microsoft Azure
Communications & Networking
1 3 (1.56%) LDAP
2 1 (0.52%) DAB
Database & Business Intelligence
1 92 (47.92%) Data Warehouse
2 57 (29.69%) SQL Server
3 49 (25.52%) BusinessObjects
4 45 (23.44%) SQL Server Integration Services
5 39 (20.31%) Big Data
6 34 (17.71%) SQL Server Reporting Services
7 27 (14.06%) QlikView
8 25 (13.02%) Hadoop
9 20 (10.42%) Relational Database
10 18 (9.38%) MongoDB
11 17 (8.85%) SQL Server Analysis Services
12 14 (7.29%) SAP BI
12 14 (7.29%) SAP BW
13 13 (6.77%) Apache Hive
13 13 (6.77%) HBase
14 12 (6.25%) RDBMS
15 11 (5.73%) NoSQL
16 10 (5.21%) Pentaho
16 10 (5.21%) Enterprise Data Warehouse
16 10 (5.21%) Oracle Database
Development Applications
1 12 (6.25%) Talend Open Studio
2 10 (5.21%) Git (software)
3 9 (4.69%) Selenium
4 8 (4.17%) TeamCity
4 8 (4.17%) Visual Studio
4 8 (4.17%) WatiN
4 8 (4.17%) Cucumber
4 8 (4.17%) MSBuild
4 8 (4.17%) SpecFlow
4 8 (4.17%) Subversion
4 8 (4.17%) GitLab
5 2 (1.04%) SQL Server Management Studio (SSMS)
5 2 (1.04%) HP UFT
6 1 (0.52%) LoadRunner
6 1 (0.52%) Oracle Forms
6 1 (0.52%) TestDirector
6 1 (0.52%) FitNesse
General
1 86 (44.79%) Finance
2 21 (10.94%) Banking
3 7 (3.65%) Retail
4 5 (2.60%) Manufacturing
5 4 (2.08%) Front Office
6 1 (0.52%) Telecoms
6 1 (0.52%) Advertising
6 1 (0.52%) Investment Banking
6 1 (0.52%) Marketing
6 1 (0.52%) Financial Institution
Job Titles
1 77 (40.10%) Developer
2 35 (18.23%) Consultant
3 25 (13.02%) Analyst
4 24 (12.50%) Senior Developer
5 21 (10.94%) Architect
5 21 (10.94%) SQL Developer
6 20 (10.42%) Data Architect
7 19 (9.90%) Business Intelligence Consultant
8 17 (8.85%) Business Consultant
9 15 (7.81%) SAP Consultant
9 15 (7.81%) SAP Business Consultant
10 14 (7.29%) SAP BI Consultant
10 14 (7.29%) Business Intelligence Developer
11 12 (6.25%) .NET Developer
12 11 (5.73%) Data Warehouse Developer
13 9 (4.69%) Test Analyst
14 8 (4.17%) Senior .NET Developer
15 6 (3.13%) ETL Developer
15 6 (3.13%) Oracle Data Warehouse Developer
15 6 (3.13%) Report Developer
Libraries, Frameworks & Software Standards
1 25 (13.02%) Web Services
2 20 (10.42%) .NET
3 18 (9.38%) ASP.NET
4 11 (5.73%) XML
5 10 (5.21%) SOAP
6 9 (4.69%) XSD
6 9 (4.69%) XSLT
6 9 (4.69%) .NET Framework
7 8 (4.17%) NHibernate
7 8 (4.17%) HTML
7 8 (4.17%) CSS
7 8 (4.17%) LINQ
7 8 (4.17%) jQuery
7 8 (4.17%) HTML5
7 8 (4.17%) Entity Framework
7 8 (4.17%) LINQ to SQL
7 8 (4.17%) KnockoutJS
7 8 (4.17%) AngularJS
7 8 (4.17%) Twitter Bootstrap
7 8 (4.17%) ASP.NET Web Forms
Miscellaneous
1 25 (13.02%) Analytical Skills
2 16 (8.33%) Visualisation
3 14 (7.29%) Data Integration
4 5 (2.60%) Management Information System
4 5 (2.60%) Computer Science
5 3 (1.56%) Reference Data
6 2 (1.04%) Credit Risk
7 1 (0.52%) N-Tier
7 1 (0.52%) Replication
7 1 (0.52%) Clustering
7 1 (0.52%) Economics
7 1 (0.52%) Statistics
7 1 (0.52%) Mathematics
7 1 (0.52%) User Experience
Operating Systems
1 14 (7.29%) UNIX
2 12 (6.25%) Linux
3 8 (4.17%) Windows
4 5 (2.60%) Windows Server 2008
5 1 (0.52%) Windows Server 2012
5 1 (0.52%) Solaris
Processes & Methodologies
1 106 (55.21%) Business Intelligence
2 48 (25.00%) Data Modelling
3 41 (21.35%) Agile Software Development
4 35 (18.23%) Analytics
5 27 (14.06%) Project Management
6 22 (11.46%) Stakeholder Management
7 19 (9.90%) SDLC
8 17 (8.85%) Data Management
9 15 (7.81%) Data Analytics
10 14 (7.29%) Performance Tuning
10 14 (7.29%) Integration Testing
11 13 (6.77%) Requirements Analysis
12 11 (5.73%) Scrum
12 11 (5.73%) Migration
12 11 (5.73%) Configuration Management
12 11 (5.73%) User Acceptance Testing
12 11 (5.73%) Data Migration
13 10 (5.21%) Asset Management
14 9 (4.69%) Waterfall
14 9 (4.69%) Software Testing
Programming Languages
1 120 (62.50%) SQL
2 35 (18.23%) T-SQL
3 31 (16.15%) PL/SQL
4 28 (14.58%) Java
5 20 (10.42%) C#
6 15 (7.81%) ABAP
7 13 (6.77%) Python
8 12 (6.25%) R
9 11 (5.73%) Shell Script
10 9 (4.69%) JavaScript
10 9 (4.69%) Perl
11 5 (2.60%) PHP
12 3 (1.56%) Scala
13 2 (1.04%) VBA
13 2 (1.04%) sed
14 1 (0.52%) C++
14 1 (0.52%) VB.NET
Qualifications
1 25 (13.02%) Degree
2 5 (2.60%) Security Cleared
3 4 (2.08%) PRINCE2 Practitioner
4 3 (1.56%) ISEB
5 2 (1.04%) ISTQB
6 1 (0.52%) Microsoft Certification
6 1 (0.52%) HNC
6 1 (0.52%) HND
Quality Assurance & Compliance
1 19 (9.90%) QA
2 14 (7.29%) SLA
3 7 (3.65%) Data Quality
System Software
1 11 (5.73%) Apache Flume
2 1 (0.52%) HDFS
2 1 (0.52%) GPFS
Systems Management
1 9 (4.69%) MOM
2 5 (2.60%) Opscode Chef
3 3 (1.56%) Control-M
3 3 (1.56%) Foglight
4 1 (0.52%) HP Quality Center
Vendors
1 83 (43.23%) Oracle
2 55 (28.65%) Informatica
3 50 (26.04%) Microsoft
4 29 (15.10%) SAP
5 18 (9.38%) Cognos
6 17 (8.85%) Teradata
7 12 (6.25%) Talend
8 10 (5.21%) IBM
8 10 (5.21%) MicroStrategy
9 8 (4.17%) TIBCO
9 8 (4.17%) Charles River
10 7 (3.65%) Sybase
11 6 (3.13%) Perforce
11 6 (3.13%) Netezza
11 6 (3.13%) Greenplum
11 6 (3.13%) Tableau
11 6 (3.13%) Vertica
12 3 (1.56%) Siebel
13 2 (1.04%) PeopleSoft
13 2 (1.04%) Hyperion
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