The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Scotland / Edinburgh
Rank 63 41 62
Rank change year-on-year -22 +21  
Permanent jobs citing ETL 29 60 42
As % of all permanent IT jobs advertised in Edinburgh 2.60% 4.48% 3.15%
As % of the Processes & Methodologies category 2.79% 4.93% 3.54%
Number of salaries quoted 21 42 34
Median salary £40,000 £47,500 £44,000
Median salary % change year-on-year -15.78% +7.95%  
90% offered a salary of more than £36,500 £34,400 £40,000
10% offered a salary of more than £77,500 £60,000 £67,500
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1039 1216 1185
As % of all permanent IT job vacancies advertised in Edinburgh 93.18% 90.88% 88.83%
Number of salaries quoted 673 818 708
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £34,000 £32,500 £32,500
10% offered a salary of more than £72,500 £59,000 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in Edinburgh

ETL
Salary Trend in Edinburgh

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

Salary trend for ETL in Edinburgh

ETL
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing ETL in Edinburgh over the 3 months to 26 March 2017.

Salary histogram for ETL in Edinburgh

ETL
Top 30 Related IT Skills in Edinburgh

For the 6 months to 26 March 2017, 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 33 (66.00%) Finance
2 26 (52.00%) Business Intelligence
3 23 (46.00%) Oracle
3 23 (46.00%) SQL Server
4 17 (34.00%) Microsoft
4 17 (34.00%) SQL
5 16 (32.00%) Project Management
6 15 (30.00%) T-SQL
6 15 (30.00%) MS Excel
6 15 (30.00%) SQL Server Reporting Services
6 15 (30.00%) SQL Server Integration Services
7 14 (28.00%) Team Foundation Server
8 13 (26.00%) Tableau
8 13 (26.00%) SQL Server 2012
8 13 (26.00%) Integration Testing
8 13 (26.00%) System Integration Testing
9 12 (24.00%) Data Modelling
9 12 (24.00%) Relational Database
10 11 (22.00%) Teradata
10 11 (22.00%) ERwin
10 11 (22.00%) Analytical Skills
11 8 (16.00%) Analytics
12 7 (14.00%) Hadoop
12 7 (14.00%) Apache Hive
12 7 (14.00%) Data Warehouse
12 7 (14.00%) RDBMS
12 7 (14.00%) DB2
13 6 (12.00%) Python
13 6 (12.00%) PL/SQL
13 6 (12.00%) Informatica

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 6 (12.00%) Apache Spark
2 4 (8.00%) Oracle SOA Suite
3 1 (2.00%) SAS
Applications
1 15 (30.00%) MS Excel
2 1 (2.00%) MS Office
Business Applications
1 2 (4.00%) Cognos Business Intelligence
2 1 (2.00%) Dynamics CRM
Database & Business Intelligence
1 23 (46.00%) SQL Server
2 15 (30.00%) SQL Server Integration Services
2 15 (30.00%) SQL Server Reporting Services
3 13 (26.00%) SQL Server 2012
4 12 (24.00%) Relational Database
5 7 (14.00%) Apache Hive
5 7 (14.00%) Data Warehouse
5 7 (14.00%) DB2
5 7 (14.00%) Hadoop
5 7 (14.00%) RDBMS
6 6 (12.00%) HBase
7 5 (10.00%) Data Mart
7 5 (10.00%) MongoDB
7 5 (10.00%) PostgreSQL
8 3 (6.00%) BusinessObjects
8 3 (6.00%) NoSQL
8 3 (6.00%) Oracle Database
8 3 (6.00%) Oracle Reports
9 2 (4.00%) Cognos Analysis Studio
9 2 (4.00%) MS Access
Development Applications
1 14 (28.00%) Team Foundation Server
2 11 (22.00%) ERwin
3 3 (6.00%) Oracle Forms
4 1 (2.00%) Cucumber
4 1 (2.00%) HP UFT
4 1 (2.00%) Selenium
4 1 (2.00%) Visual Studio
General
1 33 (66.00%) Finance
2 4 (8.00%) Banking
2 4 (8.00%) Retail
3 2 (4.00%) Retail Banking
4 1 (2.00%) Billing
4 1 (2.00%) Games
Job Titles
1 22 (44.00%) Developer
2 16 (32.00%) SQL Developer
3 14 (28.00%) Business Intelligence Developer
4 13 (26.00%) SQL BI Developer
4 13 (26.00%) SQL Server BI Developer
4 13 (26.00%) SQL Server Developer
4 13 (26.00%) SSIS Developer
5 12 (24.00%) SSRS Developer
6 7 (14.00%) Analyst
6 7 (14.00%) Architect
6 7 (14.00%) Data Architect
7 6 (12.00%) Senior Architect
7 6 (12.00%) Senior Data Architect
8 5 (10.00%) Data Modeller
9 4 (8.00%) Data Analyst
10 3 (6.00%) DBA
10 3 (6.00%) Oracle Developer
10 3 (6.00%) Service Analyst
11 2 (4.00%) Infrastructure Project Manager
11 2 (4.00%) Senior Developer
Libraries, Frameworks & Software Standards
1 6 (12.00%) Kafka
2 4 (8.00%) .NET
3 2 (4.00%) Django
4 1 (2.00%) .NET Framework
4 1 (2.00%) REST
Miscellaneous
1 11 (22.00%) Analytical Skills
2 5 (10.00%) Taxonomies
3 4 (8.00%) Computer Science
4 2 (4.00%) Driving Licence
4 2 (4.00%) Fintech
Operating Systems
1 4 (8.00%) Linux
2 1 (2.00%) Unix
Processes & Methodologies
1 26 (52.00%) Business Intelligence
2 16 (32.00%) Project Management
3 13 (26.00%) Integration Testing
3 13 (26.00%) System Integration Testing
4 12 (24.00%) Data Modelling
5 8 (16.00%) Analytics
6 6 (12.00%) Data Security
6 6 (12.00%) Enterprise Architecture
6 6 (12.00%) IT Strategy
6 6 (12.00%) Machine Learning
6 6 (12.00%) Performance Tuning
7 5 (10.00%) Agile Software Development
7 5 (10.00%) Data Management
7 5 (10.00%) ETL Development
7 5 (10.00%) Infrastructure Management
7 5 (10.00%) Master Data Management
7 5 (10.00%) Mathematics
7 5 (10.00%) Ontologies
8 4 (8.00%) Data Analysis
8 4 (8.00%) Data Architecture
Programming Languages
1 17 (34.00%) SQL
2 15 (30.00%) T-SQL
3 6 (12.00%) PL/SQL
3 6 (12.00%) Python
4 4 (8.00%) C#
5 3 (6.00%) Java
6 1 (2.00%) Perl
6 1 (2.00%) VBA
Qualifications
1 4 (8.00%) Degree
Quality Assurance & Compliance
1 1 (2.00%) Data Quality
1 1 (2.00%) QA
Vendors
1 23 (46.00%) Oracle
2 17 (34.00%) Microsoft
3 13 (26.00%) Tableau
4 11 (22.00%) Teradata
5 6 (12.00%) IBM
5 6 (12.00%) Informatica
6 5 (10.00%) Pega
7 2 (4.00%) Cognos
8 1 (2.00%) Cloudera
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