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 28 August 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
28 Aug 2015
Same period 2014 Same period 2013
Extract, Transform and Load (ETL)
Rank 65 91 35
Rank change year-on-year
+26 -56
Permanent jobs citing ETL 110 78 179
As % of all permanent IT jobs located in Scotland 3.33% 2.12% 5.91%
As % of the Processes & Methodologies category 3.76% 2.54% 7.11%
Number of salaries quoted 74 49 118
Average salary £47,500 £46,500 £42,500
Average salary % change year-on-year
+2.15% +9.41%
90% offered a salary of more than £34,700 £32,500 £35,000
10% offered a salary of more than £70,200 £65,000 £55,500
UK excluding London average salary £46,000 £45,000 £45,000
% change year-on-year
+2.22% -
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
2928 3074 2517
As % of all permanent IT jobs located in Scotland 88.54% 83.56% 83.04%
Number of salaries quoted 1832 1990 1631
Average salary £45,000 £42,000 £41,500
Average salary % change year-on-year
+7.14% +1.20%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £65,000 £56,500 £60,000
UK excluding London average salary £45,000 £42,500 £41,500
% change year-on-year
+5.88% +2.40%

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 28 August 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 28 August 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 +31 75 £47,500 +2.15% 10
Edinburgh +16 42 £47,500 +21.79% 6
Aberdeen - 2 £33,750 -
Renfrewshire - 2 - -
ETL
UK

ETL
Top 30 Related IT Skills in Scotland

For the 6 months to 28 August 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 (58.54%) SQL
2 106 (51.71%) Business Intelligence
3 93 (45.37%) Finance
4 90 (43.90%) Data Warehouse
5 85 (41.46%) Oracle
6 65 (31.71%) SQL Server
7 57 (27.80%) Informatica
8 52 (25.37%) Microsoft
8 52 (25.37%) SQL Server Integration Services
9 46 (22.44%) Agile Software Development
10 45 (21.95%) BusinessObjects
11 44 (21.46%) Big Data
12 40 (19.51%) Data Modelling
12 40 (19.51%) SQL Server Reporting Services
13 38 (18.54%) Analytics
14 34 (16.59%) T-SQL
15 32 (15.61%) Hadoop
16 31 (15.12%) MS Excel
17 30 (14.63%) QlikView
18 29 (14.15%) Analytical Skills
19 28 (13.66%) Java
20 27 (13.17%) Degree
20 27 (13.17%) SQL Server Analysis Services
21 26 (12.68%) SAP
22 25 (12.20%) PL/SQL
23 24 (11.71%) Project Management
24 23 (11.22%) SAS
24 23 (11.22%) Stakeholder Management
25 22 (10.73%) Banking
25 22 (10.73%) Cognos

ETL
Top Related IT Skills in Scotland by Category

For the 6 months to 28 August 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 23 (11.22%) SAS
2 13 (6.34%) Apache
2 13 (6.34%) Apache Pig
3 11 (5.37%) Apache Spark
4 10 (4.88%) NetWeaver
5 5 (2.44%) JBoss
6 4 (1.95%) WebSphere
7 3 (1.46%) SharePoint
8 2 (0.98%) SharePoint 2010
8 2 (0.98%) PowerExchange
8 2 (0.98%) SharePoint 2013
9 1 (0.49%) BizTalk Server
9 1 (0.49%) Tomcat
Applications
1 31 (15.12%) MS Excel
2 11 (5.37%) SPSS
3 1 (0.49%) MS PowerPoint
3 1 (0.49%) MS Visio
Business Applications
1 8 (3.90%) Markit EDM
2 3 (1.46%) LatentZero
2 3 (1.46%) thinkFolio
3 2 (0.98%) Oracle Financials
Cloud Services
1 8 (3.90%) Amazon AWS
2 7 (3.41%) Cloud Computing
3 6 (2.93%) Amazon EC2
4 5 (2.44%) Amazon EMR
5 3 (1.46%) Microsoft Azure
6 2 (0.98%) SaaS
Communications & Networking
1 3 (1.46%) LDAP
2 2 (0.98%) DAB
Database & Business Intelligence
1 90 (43.90%) Data Warehouse
2 65 (31.71%) SQL Server
3 52 (25.37%) SQL Server Integration Services
4 45 (21.95%) BusinessObjects
5 44 (21.46%) Big Data
6 40 (19.51%) SQL Server Reporting Services
7 32 (15.61%) Hadoop
8 30 (14.63%) QlikView
9 27 (13.17%) SQL Server Analysis Services
10 19 (9.27%) MongoDB
11 17 (8.29%) Apache Hive
12 16 (7.80%) Relational Database
13 14 (6.83%) NoSQL
14 13 (6.34%) HBase
15 11 (5.37%) Pentaho
16 10 (4.88%) SQL Server 2012
16 10 (4.88%) SQL Server 2008
16 10 (4.88%) SAP BW
16 10 (4.88%) SAP BI
16 10 (4.88%) DTS
Development Applications
1 18 (8.78%) Talend Open Studio
2 10 (4.88%) Visual Studio
3 9 (4.39%) Git (software)
4 8 (3.90%) Subversion
5 7 (3.41%) Selenium
5 7 (3.41%) TeamCity
5 7 (3.41%) Cucumber
5 7 (3.41%) MSBuild
5 7 (3.41%) SpecFlow
5 7 (3.41%) WatiN
5 7 (3.41%) GitLab
6 3 (1.46%) Oracle Forms
7 2 (0.98%) SQL Server Management Studio (SSMS)
8 1 (0.49%) JBehave
8 1 (0.49%) TestDirector
8 1 (0.49%) HP UFT
8 1 (0.49%) FitNesse
8 1 (0.49%) Maven
8 1 (0.49%) Jenkins
8 1 (0.49%) Team Foundation Server
General
1 93 (45.37%) Finance
2 22 (10.73%) Banking
3 8 (3.90%) Retail
4 5 (2.44%) Manufacturing
5 4 (1.95%) Front Office
6 2 (0.98%) Retail Banking
7 1 (0.49%) Marketing
7 1 (0.49%) Advertising
7 1 (0.49%) Financial Institution
7 1 (0.49%) Telecoms
7 1 (0.49%) Law
7 1 (0.49%) Investment Banking
7 1 (0.49%) General Ledger
Job Titles
1 91 (44.39%) Developer
2 38 (18.54%) Consultant
3 25 (12.20%) Senior Developer
4 22 (10.73%) Analyst
4 22 (10.73%) SQL Developer
5 21 (10.24%) Business Intelligence Developer
6 20 (9.76%) Business Intelligence Consultant
7 19 (9.27%) Architect
8 16 (7.80%) Data Architect
9 13 (6.34%) DBA
9 13 (6.34%) Business Consultant
10 11 (5.37%) SAP Consultant
10 11 (5.37%) Data Warehouse Developer
10 11 (5.37%) .NET Developer
10 11 (5.37%) SAP Business Consultant
11 10 (4.88%) SAP BI Consultant
12 9 (4.39%) Test Analyst
13 8 (3.90%) SQL DBA
14 7 (3.41%) Senior .NET Developer
14 7 (3.41%) Big Data Developer
Libraries, Frameworks & Software Standards
1 22 (10.73%) .NET
1 22 (10.73%) Web Services
2 16 (7.80%) ASP.NET
3 9 (4.39%) CSS
3 9 (4.39%) HTML
3 9 (4.39%) SOAP
3 9 (4.39%) Drools
4 8 (3.90%) .NET Framework
4 8 (3.90%) XML
4 8 (3.90%) XSD
4 8 (3.90%) XSLT
5 7 (3.41%) LINQ
5 7 (3.41%) HTML5
5 7 (3.41%) Entity Framework
5 7 (3.41%) LINQ to SQL
5 7 (3.41%) KnockoutJS
5 7 (3.41%) AngularJS
5 7 (3.41%) Twitter Bootstrap
5 7 (3.41%) ASP.NET Web Forms
5 7 (3.41%) NHibernate
Miscellaneous
1 29 (14.15%) Analytical Skills
2 21 (10.24%) Visualisation
3 18 (8.78%) Data Integration
4 10 (4.88%) Computer Science
5 7 (3.41%) Management Information System
5 7 (3.41%) Statistics
6 5 (2.44%) Mathematics
6 5 (2.44%) Credit Risk
7 2 (0.98%) Clustering
8 1 (0.49%) Economics
8 1 (0.49%) Replication
8 1 (0.49%) Reference Data
8 1 (0.49%) Data Conversion
8 1 (0.49%) N-Tier
8 1 (0.49%) User Experience
Operating Systems
1 13 (6.34%) UNIX
2 11 (5.37%) Linux
3 10 (4.88%) Windows
4 5 (2.44%) Windows Server 2008
5 1 (0.49%) Windows Server 2012
5 1 (0.49%) Solaris
Processes & Methodologies
1 106 (51.71%) Business Intelligence
2 46 (22.44%) Agile Software Development
3 40 (19.51%) Data Modelling
4 38 (18.54%) Analytics
5 24 (11.71%) Project Management
6 23 (11.22%) Stakeholder Management
7 20 (9.76%) SDLC
8 18 (8.78%) Data Management
9 17 (8.29%) Performance Tuning
10 16 (7.80%) Migration
11 15 (7.32%) Scrum
11 15 (7.32%) Data Migration
12 14 (6.83%) Data Analytics
13 13 (6.34%) Requirements Analysis
14 11 (5.37%) Continuous Integration
14 11 (5.37%) Configuration Management
14 11 (5.37%) ETL Development
15 10 (4.88%) Integration Testing
15 10 (4.88%) User Acceptance Testing
15 10 (4.88%) Asset Management
Programming Languages
1 120 (58.54%) SQL
2 34 (16.59%) T-SQL
3 28 (13.66%) Java
4 25 (12.20%) PL/SQL
5 20 (9.76%) C#
6 18 (8.78%) Python
7 12 (5.85%) Shell Script
8 11 (5.37%) R
8 11 (5.37%) ABAP
9 10 (4.88%) JavaScript
10 8 (3.90%) Perl
11 6 (2.93%) Scala
12 5 (2.44%) PowerShell
12 5 (2.44%) C++
12 5 (2.44%) PHP
13 2 (0.98%) VBA
14 1 (0.49%) sed
Qualifications
1 27 (13.17%) Degree
2 11 (5.37%) Security Cleared
3 8 (3.90%) PRINCE2 Practitioner
4 3 (1.46%) Microsoft Certification
5 2 (0.98%) MCTS
5 2 (0.98%) MCITP
5 2 (0.98%) ISEB
6 1 (0.49%) ISTQB
6 1 (0.49%) HNC
6 1 (0.49%) HND
Quality Assurance & Compliance
1 18 (8.78%) QA
2 10 (4.88%) SLA
3 9 (4.39%) Data Quality
4 2 (0.98%) FATCA
4 2 (0.98%) COREP
4 2 (0.98%) FINREP
System Software
1 11 (5.37%) Apache Flume
2 1 (0.49%) HDFS
2 1 (0.49%) GPFS
Systems Management
1 7 (3.41%) MOM
2 5 (2.44%) Opscode Chef
3 3 (1.46%) Control-M
3 3 (1.46%) Foglight
4 1 (0.49%) HP Quality Center
Vendors
1 85 (41.46%) Oracle
2 57 (27.80%) Informatica
3 52 (25.37%) Microsoft
4 26 (12.68%) SAP
5 22 (10.73%) Cognos
6 21 (10.24%) Teradata
7 18 (8.78%) Talend
8 10 (4.88%) MicroStrategy
9 8 (3.90%) Charles River
9 8 (3.90%) IBM
9 8 (3.90%) Tableau
10 7 (3.41%) Netezza
10 7 (3.41%) TIBCO
10 7 (3.41%) Sybase
11 6 (2.93%) Perforce
11 6 (2.93%) Greenplum
11 6 (2.93%) Vertica
12 2 (0.98%) Hortonworks
12 2 (0.98%) Cloudera
12 2 (0.98%) MapR
Edinburgh & Lothians
ANSON MCCADE
Salary: £30, 000 - £65,000
Posted: 17 hours ago
Glasgow Area
ANSON MCCADE
Salary: £40k-£55k+benefits, progession +package
Posted: Yesterday
Glasgow, Lanarkshire
Harvey Nash plc
Salary: £40000 - £45000 per annum + Pension, Healthcare, Bonus
Posted: Yesterday
Edinburgh, Midlothian
Search Consultancy
Salary: benefits, D.O.E.
Posted: 2 days ago
Glasgow, Lanarkshire
Search Consultancy
Salary: Negotiable
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £70,000-£90,000 plus attractive benefits,
Posted: 3 days ago
Edinburgh
Sanderson
Posted: 3 days ago
Glasgow
Computer Futures
Salary: competitive
Posted: 4 days ago
Glasgow
Computer Futures
Salary: competitive
Posted: 4 days ago
Glasgow, Lanarkshire
Lawrence Harvey Enterprise
Salary: £50000.00 - £55000.00 per annum + Benefits and Bonus
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £45000 per annum + Flexible Benefits
Posted: 10 days ago