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

3 months to
1 Oct 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 54 56 102
Rank change year-on-year
+2 +46
Permanent jobs citing ETL 38 53 12
As % of all permanent IT jobs located in Edinburgh 3.37% 3.39% 0.79%
As % of the Processes & Methodologies category 3.69% 3.76% 0.90%
Number of salaries quoted 30 40 8
Median salary £55,500 £47,500 £47,000
Median salary % change year-on-year
+16.84% +1.06%
90% offered a salary of more than £40,000 £32,500 £31,450
10% offered a salary of more than £75,000 £72,750 £58,000
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 Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1030 1408 1330
As % of all permanent IT jobs located in Edinburgh 91.23% 89.97% 87.10%
Number of salaries quoted 737 865 892
Median salary £47,500 £44,000 £41,500
Median salary % change year-on-year
+7.95% +6.02%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £72,500 £60,000 £64,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 1 October 2016.

ETL Salary Histogram in Edinburgh

ETL
Top 30 Related IT Skills in Edinburgh

For the 6 months to 1 October 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 49 (75.38%) Finance
2 39 (60.00%) Data Warehouse
3 36 (55.38%) Oracle
4 31 (47.69%) Informatica
5 27 (41.54%) Data Modelling
6 26 (40.00%) Data Architecture
7 24 (36.92%) Agile Software Development
8 22 (33.85%) Hadoop
8 22 (33.85%) Apache Hive
9 21 (32.31%) HBase
9 21 (32.31%) Perl
10 19 (29.23%) SQL
11 17 (26.15%) Banking
12 16 (24.62%) Retail
12 16 (24.62%) Project Management
13 15 (23.08%) OLAP
14 14 (21.54%) Scrum
14 14 (21.54%) Relational Database
15 13 (20.00%) Disruptive Innovation
15 13 (20.00%) Information Management
15 13 (20.00%) Investment Management
15 13 (20.00%) Kanban
15 13 (20.00%) Big Data
15 13 (20.00%) Data Governance
16 12 (18.46%) REST
16 12 (18.46%) Oracle OLAP
16 12 (18.46%) Software Engineering
16 12 (18.46%) Shell Script
16 12 (18.46%) Telecoms
16 12 (18.46%) Games

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 1 (1.54%) SAS
Applications
1 3 (4.62%) MS Excel
2 1 (1.54%) MS PowerPoint
Business Applications
1 2 (3.08%) Markit EDM
Cloud Services
1 9 (13.85%) SaaS
2 1 (1.54%) Microsoft Azure
Database & Business Intelligence
1 39 (60.00%) Data Warehouse
2 22 (33.85%) Apache Hive
2 22 (33.85%) Hadoop
3 21 (32.31%) HBase
4 15 (23.08%) OLAP
5 14 (21.54%) Relational Database
6 13 (20.00%) Big Data
7 12 (18.46%) Oracle OLAP
8 9 (13.85%) Data Mart
8 9 (13.85%) DB2
8 9 (13.85%) MongoDB
8 9 (13.85%) Oracle Reports
8 9 (13.85%) PowerCenter
9 4 (6.15%) Oracle Database
9 4 (6.15%) QlikView
9 4 (6.15%) SQL Server
9 4 (6.15%) SQL Server Analysis Services
9 4 (6.15%) SQL Server Integration Services
10 3 (4.62%) Power BI
10 3 (4.62%) SQL Server Reporting Services
Development Applications
1 9 (13.85%) ERwin
2 5 (7.69%) Cucumber
2 5 (7.69%) HP UFT
2 5 (7.69%) Selenium
2 5 (7.69%) Team Foundation Server
3 1 (1.54%) PVCS
3 1 (1.54%) Talend Open Studio
General
1 49 (75.38%) Finance
2 17 (26.15%) Banking
3 16 (24.62%) Retail
4 12 (18.46%) Games
4 12 (18.46%) Telecoms
5 3 (4.62%) Retail Banking
6 1 (1.54%) Billing
6 1 (1.54%) Corporate Banking
Job Titles
1 26 (40.00%) Architect
2 13 (20.00%) Data Architect
2 13 (20.00%) Solutions Architect
3 9 (13.85%) Data Engineer
3 9 (13.85%) Data Modeller
4 5 (7.69%) Hadoop Architect
4 5 (7.69%) Test Leader
5 4 (6.15%) Developer
6 3 (4.62%) Analyst
6 3 (4.62%) Infrastructure Manager
6 3 (4.62%) Infrastructure Project Manager
6 3 (4.62%) Project Manager
6 3 (4.62%) Team Leader
6 3 (4.62%) Technical Leader
6 3 (4.62%) Test Team Leader
7 2 (3.08%) Development Manager
7 2 (3.08%) Senior Developer
8 1 (1.54%) Applications Specialist
8 1 (1.54%) Lead Developer
8 1 (1.54%) Senior Analyst
Libraries, Frameworks & Software Standards
1 12 (18.46%) REST
2 4 (6.15%) MDX
3 1 (1.54%) .NET
3 1 (1.54%) ASP.NET
3 1 (1.54%) Middleware
Miscellaneous
1 12 (18.46%) Analytical Skills
2 1 (1.54%) Data Integration
Operating Systems
1 10 (15.38%) Linux
1 10 (15.38%) Unix
2 1 (1.54%) Windows
2 1 (1.54%) Windows Server
Processes & Methodologies
1 27 (41.54%) Data Modelling
2 26 (40.00%) Data Architecture
3 24 (36.92%) Agile Software Development
4 16 (24.62%) Project Management
5 14 (21.54%) Scrum
6 13 (20.00%) Data Governance
6 13 (20.00%) Disruptive Innovation
6 13 (20.00%) Information Management
6 13 (20.00%) Investment Management
6 13 (20.00%) Kanban
7 12 (18.46%) Logical Data Model
7 12 (18.46%) Physical Data Model
7 12 (18.46%) Software Engineering
8 10 (15.38%) Performance Tuning
9 9 (13.85%) ETL Development
9 9 (13.85%) High Availability
9 9 (13.85%) Infrastructure Management
10 6 (9.23%) Software Testing
11 5 (7.69%) Test Management
11 5 (7.69%) Test Strategy
Programming Languages
1 21 (32.31%) Perl
2 19 (29.23%) SQL
3 12 (18.46%) Shell Script
4 11 (16.92%) PL/SQL
5 2 (3.08%) C#
5 2 (3.08%) Java
6 1 (1.54%) PowerShell
6 1 (1.54%) VBA
Qualifications
1 1 (1.54%) Degree
1 1 (1.54%) ISEB
1 1 (1.54%) ISTQB
1 1 (1.54%) ISTQB Foundation Certification
1 1 (1.54%) Security Cleared
Quality Assurance & Compliance
1 5 (7.69%) QA
2 1 (1.54%) COBIT
Vendors
1 36 (55.38%) Oracle
2 31 (47.69%) Informatica
3 9 (13.85%) Cloudera
3 9 (13.85%) Microsoft
3 9 (13.85%) Pega
3 9 (13.85%) Teradata
4 3 (4.62%) Tableau
5 1 (1.54%) Ab Initio
5 1 (1.54%) MicroStrategy
5 1 (1.54%) Talend
Edinburgh & Lothians
Meraki Talent Ltd
Salary: Excellent plus bonus and benefits
Posted: 5 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: 16 days ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £50000.00 per annum
Posted: 4 days ago
Edinburgh
OHO Group Ltd.
Salary: £40000 - £65000 per annum, Benefits: Bonus
Posted: 26 days ago