Period
to 19 November 2017

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 6 months to 19 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 89 66 46
Rank change year-on-year -23 -20 +43
Permanent jobs citing ETL 63 77 136
As % of all permanent IT jobs advertised in Glasgow 2.77% 3.58% 5.27%
As % of the Processes & Methodologies category 3.01% 3.86% 5.78%
Number of salaries quoted 20 42 112
Glasgow median annual salary £41,250 £48,500 £47,500
Median salary % change year-on-year -14.95% +2.11% +11.76%
10th Percentile £35,375 £33,325 £33,250
90th Percentile £56,250 £56,250 £64,750
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% +5.56%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 2090 1995 2351
As % of all permanent IT jobs advertised in Glasgow 91.83% 92.66% 91.09%
Number of salaries quoted 1344 1080 1504
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,000 £42,500
% change year-on-year +2.27% +3.53% +2.41%

ETL
Job Vacancy Trend in Glasgow

Job postings citing ETL as a percentage of all IT jobs advertised in Glasgow.

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 6 months to 19 November 2017.

Salary histogram for ETL in Glasgow

For the 6 months to 19 November 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 37 (58.73%) SQL
2 33 (52.38%) Data Warehouse
2 33 (52.38%) Business Intelligence
3 28 (44.44%) Agile Software Development
4 26 (41.27%) SQL Server
5 21 (33.33%) Microsoft
6 17 (26.98%) SQL Server Integration Services
7 16 (25.40%) SQL Server Reporting Services
7 16 (25.40%) Oracle
7 16 (25.40%) Performance Tuning
8 14 (22.22%) Analytics
8 14 (22.22%) SQL Server Analysis Services
8 14 (22.22%) Java
8 14 (22.22%) Informatica
9 12 (19.05%) PowerCenter
9 12 (19.05%) Finance
10 11 (17.46%) Information Management
10 11 (17.46%) MicroStrategy
10 11 (17.46%) SAS
10 11 (17.46%) Data Quality
10 11 (17.46%) Analytical Skills
11 10 (15.87%) Relational Database
11 10 (15.87%) User Acceptance Testing
12 9 (14.29%) Netezza
12 9 (14.29%) Scrum
12 9 (14.29%) Data Modelling
12 9 (14.29%) PL/SQL
12 9 (14.29%) JIRA
12 9 (14.29%) QlikView
13 8 (12.70%) Selenium

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 (17.46%) SAS
2 5 (7.94%) K2 blackpearl
3 3 (4.76%) Apache Spark
4 1 (1.59%) SharePoint
Applications
1 2 (3.17%) Microsoft Office
2 1 (1.59%) Microsoft Excel
2 1 (1.59%) Microsoft PowerPoint
Business Applications
1 2 (3.17%) Cognos Business Intelligence
2 1 (1.59%) Cognos TM1
Cloud Services
1 4 (6.35%) Microsoft Azure
2 3 (4.76%) Azure Data Factory
3 1 (1.59%) Cloud Computing
Database & Business Intelligence
1 33 (52.38%) Data Warehouse
2 26 (41.27%) SQL Server
3 17 (26.98%) SQL Server Integration Services
4 16 (25.40%) SQL Server Reporting Services
5 14 (22.22%) SQL Server Analysis Services
6 12 (19.05%) PowerCenter
7 10 (15.87%) Relational Database
8 9 (14.29%) QlikView
9 8 (12.70%) Big Data
9 8 (12.70%) BusinessObjects
9 8 (12.70%) OLAP
10 6 (9.52%) OLAP Cube
10 6 (9.52%) RDBMS
10 6 (9.52%) SAS Data Integration Studio
11 4 (6.35%) Power BI
12 3 (4.76%) Data Lake
12 3 (4.76%) DB2
12 3 (4.76%) Qlik Sense
13 2 (3.17%) OLTP
13 2 (3.17%) Star Schema
Development Applications
1 9 (14.29%) JIRA
2 8 (12.70%) Selenium
3 2 (3.17%) ERwin
3 2 (3.17%) SQL Server Management Studio (SSMS)
3 2 (3.17%) Team Foundation Server
4 1 (1.59%) Visual Studio
4 1 (1.59%) VSS/SourceSafe
General
1 12 (19.05%) Finance
2 8 (12.70%) Telecoms
3 6 (9.52%) Legal
4 5 (7.94%) Advertising
5 2 (3.17%) Banking
5 2 (3.17%) Retail Banking
6 1 (1.59%) Front Office
Job Titles
1 27 (42.86%) Developer
2 12 (19.05%) Consultant
3 11 (17.46%) ETL Developer
4 10 (15.87%) Business Intelligence Developer
5 9 (14.29%) Analyst
6 8 (12.70%) ETL Tester
6 8 (12.70%) Informatica Developer
6 8 (12.70%) Tester
7 6 (9.52%) ETL Consultant
7 6 (9.52%) SAS BI Developer
7 6 (9.52%) SAS Developer
7 6 (9.52%) SSIS Developer
8 5 (7.94%) Informatica BI Developer
9 4 (6.35%) Data Consultant
9 4 (6.35%) Data Engineer
10 3 (4.76%) Business Consultant
10 3 (4.76%) Cognos Developer
10 3 (4.76%) SAP Business Consultant
10 3 (4.76%) SAP Support
10 3 (4.76%) SAP Support Consultant
Libraries, Frameworks & Software Standards
1 3 (4.76%) HTML
2 2 (3.17%) CSS
2 2 (3.17%) MLlib
2 2 (3.17%) NumPy
2 2 (3.17%) SciPy
3 1 (1.59%) AngularJS
3 1 (1.59%) CGI
3 1 (1.59%) Hibernate
3 1 (1.59%) jQuery
3 1 (1.59%) JSON
3 1 (1.59%) REST
3 1 (1.59%) Spring
3 1 (1.59%) Swing
3 1 (1.59%) XML
Miscellaneous
1 11 (17.46%) Analytical Skills
2 8 (12.70%) Computer Science
3 6 (9.52%) Management Information System
4 3 (4.76%) FMCG
5 2 (3.17%) Data Structures
6 1 (1.59%) e-Learning
6 1 (1.59%) Greenfield Project
6 1 (1.59%) Mainframe
6 1 (1.59%) SCORM
6 1 (1.59%) User Experience
Operating Systems
1 4 (6.35%) Linux
1 4 (6.35%) Unix
2 1 (1.59%) Windows
Processes & Methodologies
1 33 (52.38%) Business Intelligence
2 28 (44.44%) Agile Software Development
3 16 (25.40%) Performance Tuning
4 14 (22.22%) Analytics
5 11 (17.46%) Information Management
6 10 (15.87%) User Acceptance Testing
7 9 (14.29%) Data Modelling
7 9 (14.29%) Scrum
8 8 (12.70%) Customer Engagement
8 8 (12.70%) Data Management
8 8 (12.70%) Non-Functional Testing
8 8 (12.70%) Performance Testing
8 8 (12.70%) Test Automation
8 8 (12.70%) Test Scripting
9 7 (11.11%) Data Integration
9 7 (11.11%) SDLC
10 6 (9.52%) Data Analytics
10 6 (9.52%) Data Cleansing
10 6 (9.52%) Master Data Management
11 5 (7.94%) Visualisation
Programming Languages
1 37 (58.73%) SQL
2 14 (22.22%) Java
3 9 (14.29%) PL/SQL
4 7 (11.11%) C#
4 7 (11.11%) T-SQL
5 6 (9.52%) JavaScript
5 6 (9.52%) PowerShell
6 5 (7.94%) VB
7 4 (6.35%) Python
7 4 (6.35%) R
8 3 (4.76%) Perl
9 2 (3.17%) Korn
10 1 (1.59%) C++
Qualifications
1 6 (9.52%) Degree
2 3 (4.76%) MCSA
2 3 (4.76%) Microsoft Certification
Quality Assurance & Compliance
1 11 (17.46%) Data Quality
2 1 (1.59%) QA
System Software
1 1 (1.59%) HDFS
Vendors
1 21 (33.33%) Microsoft
2 16 (25.40%) Oracle
3 14 (22.22%) Informatica
4 11 (17.46%) MicroStrategy
5 9 (14.29%) Netezza
6 8 (12.70%) Cognizant
7 6 (9.52%) Cognos
8 4 (6.35%) Tableau
8 4 (6.35%) Teradata
9 3 (4.76%) SAP
10 2 (3.17%) IBM
11 1 (1.59%) Salesforce.com