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 24 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland / Edinburgh
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 49 71 56
Rank change year-on-year +22 -15  
Permanent jobs citing ETL 53 23 44
As % of all permanent IT jobs advertised in Edinburgh 4.34% 1.91% 3.16%
As % of the Processes & Methodologies category 4.72% 2.08% 3.52%
Number of salaries quoted 27 11 31
Median salary £45,000 £55,000 £47,500
Median salary % change year-on-year -18.18% +15.78%  
90% offered a salary of more than £40,300 £44,000 £44,000
10% offered a salary of more than £77,500 £60,000 £60,000
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 1122 1107 1249
As % of all permanent IT job vacancies advertised in Edinburgh 91.89% 91.71% 89.66%
Number of salaries quoted 684 632 762
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £27,500 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 24 June 2017.

Salary histogram for ETL in Edinburgh

For the 6 months to 24 June 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 51 (62.20%) Business Intelligence
2 43 (52.44%) SQL Server
3 35 (42.68%) Finance
4 29 (35.37%) SQL Server Integration Services
5 28 (34.15%) Oracle
6 27 (32.93%) Data Warehouse
6 27 (32.93%) Tableau
7 26 (31.71%) Microsoft
7 26 (31.71%) T-SQL
8 24 (29.27%) SQL
9 23 (28.05%) SQL Server Reporting Services
10 21 (25.61%) Agile Software Development
10 21 (25.61%) SQL Server 2012
11 20 (24.39%) Team Foundation Server
12 19 (23.17%) Integration Testing
12 19 (23.17%) System Integration Testing
12 19 (23.17%) Project Management
13 15 (18.29%) Data Management
14 14 (17.07%) Apache Spark
14 14 (17.07%) Master Data Management
14 14 (17.07%) Information Management
14 14 (17.07%) Degree
14 14 (17.07%) Teradata
14 14 (17.07%) Python
15 13 (15.85%) Mathematics
15 13 (15.85%) PostgreSQL
15 13 (15.85%) Machine Learning
15 13 (15.85%) MongoDB
16 12 (14.63%) Analytics
17 11 (13.41%) Relational Database

ETL
Co-occurring 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 14 (17.07%) Apache Spark
2 7 (8.54%) SAS
3 6 (7.32%) Oracle SOA Suite
4 1 (1.22%) Elasticsearch
4 1 (1.22%) OpenStack
Applications
1 1 (1.22%) Microsoft Office
Business Applications
1 2 (2.44%) BusinessWorks
1 2 (2.44%) Cognos Business Intelligence
2 1 (1.22%) Dynamics CRM
2 1 (1.22%) Eloqua
Cloud Services
1 1 (1.22%) iPaaS
Communications & Networking
1 1 (1.22%) Broadband
Database & Business Intelligence
1 43 (52.44%) SQL Server
2 29 (35.37%) SQL Server Integration Services
3 27 (32.93%) Data Warehouse
4 23 (28.05%) SQL Server Reporting Services
5 21 (25.61%) SQL Server 2012
6 13 (15.85%) MongoDB
6 13 (15.85%) PostgreSQL
7 11 (13.41%) RDBMS
7 11 (13.41%) Relational Database
8 9 (10.98%) Apache Hive
8 9 (10.98%) Hadoop
8 9 (10.98%) PowerCenter
9 8 (9.76%) DB2
9 8 (9.76%) HBase
10 6 (7.32%) BusinessObjects
10 6 (7.32%) Cognos Report Studio
10 6 (7.32%) DataStage
11 5 (6.10%) Cognos Analysis Studio
11 5 (6.10%) Cognos Framework Manager
11 5 (6.10%) SQL Server Analysis Services
Development Applications
1 20 (24.39%) Team Foundation Server
2 8 (9.76%) ERwin
3 2 (2.44%) Cucumber
3 2 (2.44%) HP UFT
3 2 (2.44%) Oracle Forms
3 2 (2.44%) Selenium
3 2 (2.44%) Visual Studio
General
1 35 (42.68%) Finance
2 2 (2.44%) Banking
2 2 (2.44%) Local Government
3 1 (1.22%) Games
3 1 (1.22%) Marketing
3 1 (1.22%) Retail
Job Titles
1 39 (47.56%) Developer
2 25 (30.49%) SQL Developer
3 21 (25.61%) SQL Server Developer
4 19 (23.17%) Business Intelligence Developer
4 19 (23.17%) SQL BI Developer
4 19 (23.17%) SQL Server BI Developer
4 19 (23.17%) SSIS Developer
5 15 (18.29%) Consultant
5 15 (18.29%) SSRS Developer
6 10 (12.20%) Architect
7 8 (9.76%) Data Architect
7 8 (9.76%) Data Consultant
7 8 (9.76%) Data Scientist
7 8 (9.76%) Senior Architect
7 8 (9.76%) Senior Data Architect
8 7 (8.54%) ETL Developer
9 6 (7.32%) Analyst
9 6 (7.32%) ETL Consultant
10 5 (6.10%) Data Warehouse Consultant
10 5 (6.10%) Service Analyst
Libraries, Frameworks & Software Standards
1 7 (8.54%) Kafka
2 6 (7.32%) NumPy
3 5 (6.10%) MLlib
3 5 (6.10%) SciPy
4 4 (4.88%) .NET
5 3 (3.66%) Django
6 2 (2.44%) CSS
6 2 (2.44%) JMS
6 2 (2.44%) TIBCO EMS
6 2 (2.44%) Web Services
7 1 (1.22%) .NET Framework
7 1 (1.22%) AngularJS
7 1 (1.22%) HTML
7 1 (1.22%) REST
7 1 (1.22%) RESTful
Miscellaneous
1 7 (8.54%) Analytical Skills
1 7 (8.54%) Computer Science
2 6 (7.32%) Driving Licence
2 6 (7.32%) Taxonomies
3 1 (1.22%) Data Structures
3 1 (1.22%) Fintech
3 1 (1.22%) Hybrid Cloud
Operating Systems
1 7 (8.54%) Linux
2 1 (1.22%) Unix
Processes & Methodologies
1 51 (62.20%) Business Intelligence
2 21 (25.61%) Agile Software Development
3 19 (23.17%) Integration Testing
3 19 (23.17%) Project Management
3 19 (23.17%) System Integration Testing
4 15 (18.29%) Data Management
5 14 (17.07%) Information Management
5 14 (17.07%) Master Data Management
6 13 (15.85%) Machine Learning
6 13 (15.85%) Mathematics
7 12 (14.63%) Analytics
8 10 (12.20%) Data Modelling
9 9 (10.98%) Statistics
10 8 (9.76%) Customer Engagement
10 8 (9.76%) Data Integration
10 8 (9.76%) Prototyping
10 8 (9.76%) SOA
11 7 (8.54%) IT Strategy
11 7 (8.54%) Visualisation
12 6 (7.32%) Data Architecture
Programming Languages
1 26 (31.71%) T-SQL
2 24 (29.27%) SQL
3 14 (17.07%) Python
4 4 (4.88%) C#
4 4 (4.88%) PL/SQL
5 3 (3.66%) Java
6 1 (1.22%) C++
6 1 (1.22%) Perl
6 1 (1.22%) R
6 1 (1.22%) SAS Macro
6 1 (1.22%) VBA
Qualifications
1 14 (17.07%) Degree
2 1 (1.22%) Oracle Certification
Quality Assurance & Compliance
1 11 (13.41%) Data Quality
2 4 (4.88%) QA
System Software
1 1 (1.22%) Docker
Vendors
1 28 (34.15%) Oracle
2 27 (32.93%) Tableau
3 26 (31.71%) Microsoft
4 14 (17.07%) Teradata
5 11 (13.41%) IBM
6 9 (10.98%) Cognos
6 9 (10.98%) Informatica
7 6 (7.32%) MicroStrategy
7 6 (7.32%) Netezza
8 2 (2.44%) TIBCO
9 1 (1.22%) Cloudera
9 1 (1.22%) Salesforce.com
9 1 (1.22%) SAP
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 13 days ago