Period
to 17 January 2018

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 17 January 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
17 Jan 2018
Same period 2017 Same period 2016
Rank 108 58 47
Rank change year-on-year -50 -11 +30
Permanent jobs citing ETL 38 69 134
As % of all permanent IT jobs advertised in Glasgow 1.73% 3.63% 5.14%
As % of the Processes & Methodologies category 1.88% 3.94% 5.63%
Number of salaries quoted 17 44 130
Glasgow median annual salary £42,500 £50,000 £47,500
Median salary % change year-on-year -15.00% +5.26% +18.75%
10th Percentile £35,750 £37,875 £33,750
90th Percentile £60,000 £56,250 £62,750
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% +11.76%

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 2,024 1,753 2,382
As % of all permanent IT jobs advertised in Glasgow 92.29% 92.21% 91.30%
Number of salaries quoted 1,341 1,016 1,495
Glasgow median annual salary £47,500 £43,000 £42,500
Median salary % change year-on-year +10.47% +1.18% +6.25%
10th Percentile £31,500 £30,000 £28,750
90th Percentile £67,500 £60,000 £60,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 17 January 2018.

Salary histogram for ETL in Glasgow

For the 6 months to 17 January 2018, 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 23 (60.53%) Microsoft
2 22 (57.89%) Business Intelligence
3 21 (55.26%) SQL
4 20 (52.63%) SQL Server
5 18 (47.37%) Data Warehouse
6 17 (44.74%) SQL Server Integration Services
7 16 (42.11%) SQL Server Reporting Services
8 14 (36.84%) SQL Server Analysis Services
8 14 (36.84%) Performance Tuning
9 11 (28.95%) Agile Software Development
10 10 (26.32%) Analytics
11 8 (21.05%) Finance
11 8 (21.05%) PowerCenter
11 8 (21.05%) Data Integration
11 8 (21.05%) Relational Database
12 7 (18.42%) Analytical Skills
12 7 (18.42%) PowerShell
12 7 (18.42%) Data Modelling
12 7 (18.42%) RDBMS
13 6 (15.79%) OLAP
13 6 (15.79%) T-SQL
13 6 (15.79%) Advertising
13 6 (15.79%) Data Cleansing
13 6 (15.79%) User Acceptance Testing
13 6 (15.79%) Data Management
14 5 (13.16%) Test Scripting
14 5 (13.16%) QlikView
14 5 (13.16%) Stakeholder Management
14 5 (13.16%) MicroStrategy
14 5 (13.16%) Oracle

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 5 (13.16%) SAS
2 2 (5.26%) Apache Spark
2 2 (5.26%) K2 blackpearl
Applications
1 1 (2.63%) Microsoft Excel
1 1 (2.63%) Microsoft Office
1 1 (2.63%) Microsoft PowerPoint
Cloud Services
1 3 (7.89%) Azure Data Factory
1 3 (7.89%) Microsoft Azure
Database & Business Intelligence
1 20 (52.63%) SQL Server
2 18 (47.37%) Data Warehouse
3 17 (44.74%) SQL Server Integration Services
4 16 (42.11%) SQL Server Reporting Services
5 14 (36.84%) SQL Server Analysis Services
6 8 (21.05%) PowerCenter
6 8 (21.05%) Relational Database
7 7 (18.42%) RDBMS
8 6 (15.79%) OLAP
9 5 (13.16%) QlikView
10 4 (10.53%) Big Data
10 4 (10.53%) BusinessObjects
10 4 (10.53%) Power BI
10 4 (10.53%) SAS Data Integration Studio
11 3 (7.89%) Data Lake
11 3 (7.89%) OLAP Cube
12 2 (5.26%) MongoDB
12 2 (5.26%) OLTP
12 2 (5.26%) PostgreSQL
12 2 (5.26%) Star Schema
Development Applications
1 2 (5.26%) ERwin
1 2 (5.26%) SQL Server Management Studio (SSMS)
2 1 (2.63%) JIRA
2 1 (2.63%) Team Foundation Server
2 1 (2.63%) VSS/SourceSafe
General
1 8 (21.05%) Finance
2 6 (15.79%) Advertising
3 3 (7.89%) Legal
4 2 (5.26%) Retail
4 2 (5.26%) Retail Banking
5 1 (2.63%) Banking
5 1 (2.63%) Front Office
Job Titles
1 9 (23.68%) Consultant
1 9 (23.68%) Developer
2 7 (18.42%) Analyst
3 4 (10.53%) Business Intelligence Consultant
3 4 (10.53%) Business Intelligence Developer
3 4 (10.53%) ETL Developer
3 4 (10.53%) SSIS Consultant
4 3 (7.89%) Analytics Consultant
4 3 (7.89%) Business Analytics Consultant
4 3 (7.89%) Business Consultant
4 3 (7.89%) Customer Analytics Consultant
4 3 (7.89%) Data Engineer
4 3 (7.89%) Data Scientist
4 3 (7.89%) Informatica BI Developer
4 3 (7.89%) Informatica Developer
4 3 (7.89%) SAP Consultant
4 3 (7.89%) SAP Support
4 3 (7.89%) SAP Support Consultant
4 3 (7.89%) SAS Developer
4 3 (7.89%) SSIS Developer
Libraries, Frameworks & Software Standards
1 2 (5.26%) HTML
1 2 (5.26%) MLlib
1 2 (5.26%) NumPy
1 2 (5.26%) SciPy
2 1 (2.63%) CGI
2 1 (2.63%) CSS
Miscellaneous
1 7 (18.42%) Analytical Skills
2 3 (7.89%) FMCG
3 2 (5.26%) Data Structures
3 2 (5.26%) Management Information System
4 1 (2.63%) e-Learning
4 1 (2.63%) Mainframe
4 1 (2.63%) SCORM
4 1 (2.63%) User Experience
Operating Systems
1 1 (2.63%) Linux
1 1 (2.63%) Unix
1 1 (2.63%) Windows
Processes & Methodologies
1 22 (57.89%) Business Intelligence
2 14 (36.84%) Performance Tuning
3 11 (28.95%) Agile Software Development
4 10 (26.32%) Analytics
5 8 (21.05%) Data Integration
6 7 (18.42%) Data Modelling
7 6 (15.79%) Data Cleansing
7 6 (15.79%) Data Management
7 6 (15.79%) User Acceptance Testing
8 5 (13.16%) Data Analytics
8 5 (13.16%) Stakeholder Management
8 5 (13.16%) Test Scripting
9 4 (10.53%) Machine Learning
10 3 (7.89%) Business Analytics
10 3 (7.89%) Creative Thinking
10 3 (7.89%) Front End Development
10 3 (7.89%) SDLC
10 3 (7.89%) Statistics
10 3 (7.89%) Visualisation
11 2 (5.26%) Database Tuning
Programming Languages
1 21 (55.26%) SQL
2 7 (18.42%) PowerShell
3 6 (15.79%) T-SQL
4 3 (7.89%) JavaScript
4 3 (7.89%) Python
4 3 (7.89%) R
5 2 (5.26%) C#
5 2 (5.26%) VB
6 1 (2.63%) C++
6 1 (2.63%) Java
6 1 (2.63%) Perl
6 1 (2.63%) PL/SQL
Qualifications
1 4 (10.53%) Degree
2 3 (7.89%) MCSA
2 3 (7.89%) Microsoft Certification
Quality Assurance & Compliance
1 3 (7.89%) Data Quality
2 1 (2.63%) QA
Vendors
1 23 (60.53%) Microsoft
2 5 (13.16%) MicroStrategy
2 5 (13.16%) Oracle
3 4 (10.53%) Informatica
4 3 (7.89%) SAP
5 2 (5.26%) IBM
6 1 (2.63%) Cognos
6 1 (2.63%) Netezza
6 1 (2.63%) Tableau
6 1 (2.63%) Teradata