The following table provides summary statistics for permanent job vacancies advertised in Glasgow 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 27 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland / Glasgow
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 57 57 46
Rank change year-on-year 0 -11  
Permanent jobs citing ETL 49 54 58
As % of all permanent IT jobs advertised in Glasgow 4.03% 4.16% 4.60%
As % of the Processes & Methodologies category 4.36% 4.44% 5.09%
Number of salaries quoted 14 15 34
Median salary £43,750 £46,000 £37,500
Median salary % change year-on-year -4.89% +22.66%  
90% offered a salary of more than £34,750 £38,000 £30,000
10% offered a salary of more than £50,000 £56,000 £47,500
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 Glasgow with a requirement for process and methodology skills.

Process & Methodology Skills
Glasgow
Permanent job vacancies with a requirement for process and methodology skills 1123 1217 1140
As % of all permanent IT job vacancies advertised in Glasgow 92.28% 93.76% 90.48%
Number of salaries quoted 725 631 719
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88%  
90% offered a salary of more than £32,500 £30,000 £33,500
10% offered a salary of more than £67,500 £60,000 £60,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

ETL
Job Vacancy Trend in Glasgow

The job posting trend of jobs advertised in Glasgow 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 Glasgow

ETL
Salary Trend in Glasgow

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

Salary trend for ETL in Glasgow

ETL
Salary Histogram in Glasgow

The salary distribution of IT jobs citing ETL in Glasgow over the 3 months to 27 June 2017.

Salary histogram for ETL in Glasgow

For the 6 months to 27 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 Glasgow region with a requirement for ETL.

1 65 (81.25%) SQL
2 54 (67.50%) Data Warehouse
3 38 (47.50%) Business Intelligence
4 37 (46.25%) Agile Software Development
5 34 (42.50%) Oracle
6 26 (32.50%) Data Quality
7 25 (31.25%) SQL Server
8 24 (30.00%) Java
9 23 (28.75%) PL/SQL
9 23 (28.75%) MicroStrategy
9 23 (28.75%) Information Management
9 23 (28.75%) Performance Tuning
10 22 (27.50%) Relational Database
11 20 (25.00%) Customer Engagement
11 20 (25.00%) Unix
12 19 (23.75%) Data Modelling
12 19 (23.75%) Analytics
13 18 (22.50%) SQL Server Integration Services
14 17 (21.25%) RDBMS
14 17 (21.25%) Oracle Database
15 16 (20.00%) Talend
15 16 (20.00%) Talend Open Studio
16 15 (18.75%) Netezza
16 15 (18.75%) Oracle Database 10g
16 15 (18.75%) Oracle8/8i Database
16 15 (18.75%) Oracle9i Database
16 15 (18.75%) PVCS
16 15 (18.75%) Oracle Database 11g
16 15 (18.75%) Security Cleared
16 15 (18.75%) Infrastructure Management

ETL
Co-occurring IT Skills in Glasgow 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 11 (13.75%) SAS
2 3 (3.75%) SharePoint
3 2 (2.50%) K2 blackpearl
4 1 (1.25%) Apache Spark
Applications
1 2 (2.50%) Microsoft Excel
2 1 (1.25%) Microsoft Office
Business Applications
1 5 (6.25%) Cognos Business Intelligence
2 3 (3.75%) Cognos TM1
Cloud Services
1 4 (5.00%) Microsoft Azure
2 2 (2.50%) Amazon AWS
2 2 (2.50%) Cloud Computing
3 1 (1.25%) Azure Data Factory
3 1 (1.25%) SaaS
Database & Business Intelligence
1 54 (67.50%) Data Warehouse
2 25 (31.25%) SQL Server
3 22 (27.50%) Relational Database
4 18 (22.50%) SQL Server Integration Services
5 17 (21.25%) Oracle Database
5 17 (21.25%) RDBMS
6 15 (18.75%) Oracle Database 10g
6 15 (18.75%) Oracle Database 11g
6 15 (18.75%) Oracle8/8i Database
6 15 (18.75%) Oracle9i Database
7 14 (17.50%) Big Data
8 12 (15.00%) SQL Server Reporting Services
9 11 (13.75%) PowerCenter
10 8 (10.00%) BusinessObjects
11 6 (7.50%) DataStage
11 6 (7.50%) SQL Server Analysis Services
12 5 (6.25%) SQL Server 2005
13 4 (5.00%) Base SAS
13 4 (5.00%) OLAP
13 4 (5.00%) QlikView
Development Applications
1 16 (20.00%) Talend Open Studio
2 15 (18.75%) PVCS
3 6 (7.50%) Team Foundation Server
4 5 (6.25%) JIRA
4 5 (6.25%) Selenium
5 3 (3.75%) Visual Studio
6 2 (2.50%) Git (software)
General
1 9 (11.25%) Finance
2 5 (6.25%) Telecoms
3 3 (3.75%) Banking
3 3 (3.75%) Legal
4 1 (1.25%) Manufacturing
Job Titles
1 56 (70.00%) Developer
2 20 (25.00%) Consultant
2 20 (25.00%) ETL Developer
3 18 (22.50%) Business Intelligence Developer
4 17 (21.25%) Oracle Developer
5 16 (20.00%) Data Consultant
5 16 (20.00%) Senior Developer
6 15 (18.75%) Senior Oracle Developer
7 14 (17.50%) ETL Consultant
8 12 (15.00%) Business Intelligence Consultant
9 10 (12.50%) Big Data Consultant
9 10 (12.50%) Cognos Developer
9 10 (12.50%) Data Warehouse Consultant
10 9 (11.25%) Cognos BI Developer
10 9 (11.25%) SQL Developer
11 8 (10.00%) DBA
12 7 (8.75%) Data Warehouse Developer
13 6 (7.50%) Big Data Developer
13 6 (7.50%) Cognos BI Consultant
13 6 (7.50%) Cognos Consultant
Libraries, Frameworks & Software Standards
1 4 (5.00%) XML
2 3 (3.75%) AngularJS
2 3 (3.75%) CSS
2 3 (3.75%) Hibernate
2 3 (3.75%) HTML
2 3 (3.75%) jQuery
2 3 (3.75%) JSON
2 3 (3.75%) REST
2 3 (3.75%) Spring
2 3 (3.75%) Swing
3 1 (1.25%) MDX
Miscellaneous
1 7 (8.75%) Analytical Skills
1 7 (8.75%) Computer Science
2 5 (6.25%) Management Information System
3 4 (5.00%) Clustering
4 3 (3.75%) Replication
5 2 (2.50%) Enterprise Software
6 1 (1.25%) Greenfield Project
Operating Systems
1 20 (25.00%) Unix
2 5 (6.25%) Linux
Processes & Methodologies
1 38 (47.50%) Business Intelligence
2 37 (46.25%) Agile Software Development
3 23 (28.75%) Information Management
3 23 (28.75%) Performance Tuning
4 20 (25.00%) Customer Engagement
5 19 (23.75%) Analytics
5 19 (23.75%) Data Modelling
6 15 (18.75%) Infrastructure Management
7 9 (11.25%) Data Management
8 8 (10.00%) Master Data Management
9 7 (8.75%) SDLC
9 7 (8.75%) Visualisation
10 6 (7.50%) User Acceptance Testing
11 5 (6.25%) Continuous Improvement
11 5 (6.25%) ETL Development
11 5 (6.25%) Non-Functional Testing
11 5 (6.25%) Performance Testing
11 5 (6.25%) Scrum
11 5 (6.25%) Test Automation
12 4 (5.00%) Data Analytics
Programming Languages
1 65 (81.25%) SQL
2 24 (30.00%) Java
3 23 (28.75%) PL/SQL
4 14 (17.50%) T-SQL
5 4 (5.00%) C#
6 3 (3.75%) PowerShell
7 2 (2.50%) JavaScript
7 2 (2.50%) Korn
7 2 (2.50%) Perl
7 2 (2.50%) VB
7 2 (2.50%) VBA
8 1 (1.25%) Python
8 1 (1.25%) R
Qualifications
1 15 (18.75%) Security Cleared
2 4 (5.00%) Degree
3 2 (2.50%) Computer Science Degree
Quality Assurance & Compliance
1 26 (32.50%) Data Quality
System Software
1 1 (1.25%) HDFS
Vendors
1 34 (42.50%) Oracle
2 23 (28.75%) MicroStrategy
3 16 (20.00%) Talend
4 15 (18.75%) Netezza
5 13 (16.25%) Informatica
6 12 (15.00%) Cognos
7 8 (10.00%) IBM
7 8 (10.00%) Microsoft
7 8 (10.00%) Tableau
8 6 (7.50%) Teradata
9 5 (6.25%) Cognizant
10 4 (5.00%) DataFlux
11 1 (1.25%) Salesforce.com
Glasgow, Lanarkshire
Search Consultancy
Salary: £35000.00 - £40000.00 per annum
Posted: 6 days ago
Glasgow, Lanarkshire
Cognizant
Salary: Unspecified
Posted: 7 days ago
Glasgow
Cathcart Associates
Salary: Benefits
Posted: 21 days ago