The table below looks at the statistics for ETL skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 57 65 82
Rank change year-on-year
+8 +17
Permanent jobs citing ETL 37 34 28
As % of all permanent IT jobs located in Edinburgh 3.12% 2.34% 1.90%
As % of the Processes & Methodologies category 3.43% 2.59% 2.16%
Number of salaries quoted 22 26 24
Median salary £55,000 £50,000 £44,500
Median salary % change year-on-year
+10.00% +12.35%
90% offered a salary of more than £40,000 £44,000 £32,500
10% offered a salary of more than £65,000 £79,500 £80,000
UK excluding London median salary £45,000 £46,000 £44,000
% change year-on-year
-2.17% +4.54%
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 Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1078 1315 1296
As % of all permanent IT jobs located in Edinburgh 90.97% 90.50% 87.86%
Number of salaries quoted 623 842 861
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £31,500 £32,000 £30,000
10% offered a salary of more than £65,722 £60,000 £65,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

ETL
Jobs Demand Trend in Edinburgh

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

ETL Jobs Demand Trend in Edinburgh

ETL
Salary Trend in Edinburgh

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

ETL Salary Trend in Edinburgh

ETL
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing ETL across the Edinburgh region over the 3 months to 23 July 2016.

ETL Salary Histogram in Edinburgh

ETL
Top 30 Related IT Skills in Edinburgh

For the 6 months to 23 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 Edinburgh region with a requirement for ETL.

1 56 (67.47%) Finance
2 39 (46.99%) Data Warehouse
3 34 (40.96%) Oracle
4 31 (37.35%) SQL
5 27 (32.53%) Banking
6 25 (30.12%) Agile Software Development
6 25 (30.12%) Informatica
7 24 (28.92%) Data Modelling
7 24 (28.92%) Business Intelligence
8 22 (26.51%) Data Architecture
9 18 (21.69%) Stakeholder Management
10 17 (20.48%) Data Management
11 16 (19.28%) Project Management
11 16 (19.28%) Hadoop
12 15 (18.07%) Retail
12 15 (18.07%) Cognos
12 15 (18.07%) Perl
13 14 (16.87%) BusinessObjects
13 14 (16.87%) PowerCenter
13 14 (16.87%) Apache Hive
14 13 (15.66%) HBase
15 12 (14.46%) Information Management
15 12 (14.46%) Data Governance
15 12 (14.46%) QlikView
15 12 (14.46%) Investment Management
15 12 (14.46%) Disruptive Innovation
16 11 (13.25%) Oracle Database
16 11 (13.25%) SQL Server Analysis Services
16 11 (13.25%) SQL Server Integration Services
16 11 (13.25%) Asset Management

ETL
Top Related IT Skills in Edinburgh 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 (9.64%) SAS
2 1 (1.20%) SharePoint
Applications
1 5 (6.02%) MS Excel
2 4 (4.82%) MS PowerPoint
3 1 (1.20%) SPSS
Business Applications
1 4 (4.82%) Markit EDM
2 1 (1.20%) Cognos TM1
2 1 (1.20%) Oracle Applications
2 1 (1.20%) Oracle EBS
2 1 (1.20%) Oracle Retail
Cloud Services
1 5 (6.02%) SaaS
2 1 (1.20%) Amazon AWS
2 1 (1.20%) Microsoft Azure
Database & Business Intelligence
1 39 (46.99%) Data Warehouse
2 16 (19.28%) Hadoop
3 14 (16.87%) Apache Hive
3 14 (16.87%) BusinessObjects
3 14 (16.87%) PowerCenter
4 13 (15.66%) HBase
5 12 (14.46%) QlikView
6 11 (13.25%) OLAP
6 11 (13.25%) Oracle Database
6 11 (13.25%) SQL Server
6 11 (13.25%) SQL Server Analysis Services
6 11 (13.25%) SQL Server Integration Services
7 10 (12.05%) Relational Database
7 10 (12.05%) SQL Server Reporting Services
8 9 (10.84%) Big Data
8 9 (10.84%) DataStage
8 9 (10.84%) Oracle Database 11g
8 9 (10.84%) Oracle ODI
9 8 (9.64%) Oracle Database 10g
9 8 (9.64%) Oracle OLAP
Development Applications
1 5 (6.02%) Talend Open Studio
1 5 (6.02%) Team Foundation Server
2 4 (4.82%) Cucumber
2 4 (4.82%) HP UFT
2 4 (4.82%) Selenium
3 1 (1.20%) Git (software)
3 1 (1.20%) SQL Server Management Studio (SSMS)
3 1 (1.20%) Toad
General
1 56 (67.47%) Finance
2 27 (32.53%) Banking
3 15 (18.07%) Retail
4 8 (9.64%) Games
4 8 (9.64%) Telecoms
5 3 (3.61%) Corporate Banking
5 3 (3.61%) Retail Banking
6 2 (2.41%) Front Office
7 1 (1.20%) Billing
Job Titles
1 23 (27.71%) Architect
2 17 (20.48%) Consultant
3 15 (18.07%) Developer
4 13 (15.66%) Business Intelligence Consultant
4 13 (15.66%) Solutions Architect
5 9 (10.84%) Data Architect
6 8 (9.64%) Business Consultant
7 7 (8.43%) Business Intelligence Developer
8 6 (7.23%) Analyst
9 5 (6.02%) Data Engineer
9 5 (6.02%) Test Analyst
10 4 (4.82%) Senior Data Warehouse Specialist
10 4 (4.82%) Test Leader
11 3 (3.61%) Data Integration Specialist
11 3 (3.61%) ETL Developer
11 3 (3.61%) Hadoop Architect
11 3 (3.61%) Integration Specialist
11 3 (3.61%) Project Manager
11 3 (3.61%) Senior Developer
11 3 (3.61%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (9.64%) REST
2 5 (6.02%) Middleware
3 4 (4.82%) MDX
4 1 (1.20%) .NET
4 1 (1.20%) ASP.NET
4 1 (1.20%) Web Services
Miscellaneous
1 9 (10.84%) Data Integration
2 7 (8.43%) Analytical Skills
3 6 (7.23%) Fintech
3 6 (7.23%) Visualisation
4 3 (3.61%) Management Information System
5 2 (2.41%) Driving Licence
5 2 (2.41%) Virtual Team
6 1 (1.20%) EPoS
Operating Systems
1 10 (12.05%) Unix
2 7 (8.43%) Linux
3 2 (2.41%) Windows
4 1 (1.20%) AIX
4 1 (1.20%) Windows Server
Processes & Methodologies
1 25 (30.12%) Agile Software Development
2 24 (28.92%) Business Intelligence
2 24 (28.92%) Data Modelling
3 22 (26.51%) Data Architecture
4 18 (21.69%) Stakeholder Management
5 17 (20.48%) Data Management
6 16 (19.28%) Project Management
7 12 (14.46%) Data Governance
7 12 (14.46%) Disruptive Innovation
7 12 (14.46%) Information Management
7 12 (14.46%) Investment Management
8 11 (13.25%) Asset Management
9 10 (12.05%) Data Analysis
9 10 (12.05%) Scrum
10 9 (10.84%) ETL Development
10 9 (10.84%) Kanban
10 9 (10.84%) Software Testing
11 8 (9.64%) Logical Data Model
11 8 (9.64%) Physical Data Model
11 8 (9.64%) Software Engineering
Programming Languages
1 31 (37.35%) SQL
2 15 (18.07%) Perl
3 11 (13.25%) PL/SQL
4 8 (9.64%) Shell Script
5 6 (7.23%) C#
6 4 (4.82%) Java
7 2 (2.41%) VBA
8 1 (1.20%) PowerShell
8 1 (1.20%) T-SQL
Qualifications
1 5 (6.02%) PRINCE2 Practitioner
1 5 (6.02%) Security Cleared
2 4 (4.82%) ISEB
2 4 (4.82%) ISTQB
2 4 (4.82%) ISTQB Foundation Certification
3 3 (3.61%) Degree
Quality Assurance & Compliance
1 5 (6.02%) Data Quality
2 4 (4.82%) COBIT
2 4 (4.82%) QA
3 1 (1.20%) ISO 9001
Systems Management
1 1 (1.20%) HP Quality Center
Vendors
1 34 (40.96%) Oracle
2 25 (30.12%) Informatica
3 15 (18.07%) Cognos
4 10 (12.05%) Tableau
5 9 (10.84%) Microsoft
6 8 (9.64%) Teradata
7 5 (6.02%) Cloudera
7 5 (6.02%) Talend
8 3 (3.61%) IBM
9 2 (2.41%) Charles River
10 1 (1.20%) Ab Initio
10 1 (1.20%) ATG
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