Period
to 16 July 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 16 July 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 87 71 79
Rank change year-on-year -16 +8 -12
Permanent jobs citing ETL 84 78 99
As % of all permanent IT jobs advertised in Glasgow 3.42% 3.54% 3.80%
As % of the Processes & Methodologies category 3.62% 3.81% 4.07%
Number of salaries quoted 77 27 60
Glasgow median annual salary £42,500 £42,500 £47,500
Median salary % change year-on-year - -10.53% +21.79%
10th Percentile £28,250 £34,250 £36,675
90th Percentile £55,000 £50,000 £65,000
Scotland median annual salary £44,000 £45,000 £47,500
% change year-on-year -2.22% -5.26% +7.95%

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 2,323 2,048 2,431
As % of all permanent IT jobs advertised in Glasgow 94.51% 92.84% 93.39%
Number of salaries quoted 1,694 1,259 1,350
Glasgow median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% -1.71%
10th Percentile £31,145 £29,750 £27,750
90th Percentile £69,175 £70,000 £62,500
Scotland median annual salary £45,000 £45,000 £45,000

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 16 July 2018.

Salary histogram for ETL in Glasgow

For the 6 months to 16 July 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for ETL.

1 73 (86.90%) SQL
2 53 (63.10%) Business Intelligence
3 39 (46.43%) Data Modelling
3 39 (46.43%) Microsoft
4 38 (45.24%) Data Warehouse
5 28 (33.33%) SQL Server
5 28 (33.33%) SQL Server Integration Services
5 28 (33.33%) Analytics
6 22 (26.19%) Data Integration
6 22 (26.19%) SQL Server Analysis Services
7 21 (25.00%) Data Analysis
7 21 (25.00%) Microsoft Azure
8 20 (23.81%) Data Virtualisation
9 19 (22.62%) Relational Database
10 18 (21.43%) SQL Server Reporting Services
11 17 (20.24%) RDBMS
11 17 (20.24%) Big Data
12 16 (19.05%) Analytical Skills
12 16 (19.05%) Finance
12 16 (19.05%) T-SQL
13 15 (17.86%) R
14 14 (16.67%) Machine Learning
14 14 (16.67%) Hadoop
14 14 (16.67%) Power BI
14 14 (16.67%) Oracle
15 13 (15.48%) Amazon AWS
16 12 (14.29%) Apache Spark
17 11 (13.10%) Data Lake
17 11 (13.10%) Azure Data Factory
17 11 (13.10%) Data Science

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 12 (14.29%) Apache Spark
2 8 (9.52%) SAS
3 6 (7.14%) Apache Pig
4 2 (2.38%) SharePoint
5 1 (1.19%) Tomcat
Applications
1 1 (1.19%) Microsoft Excel
Business Applications
1 1 (1.19%) Cognos Business Intelligence
1 1 (1.19%) Cognos TM1
Cloud Services
1 21 (25.00%) Microsoft Azure
2 13 (15.48%) Amazon AWS
3 11 (13.10%) Azure Data Factory
4 9 (10.71%) Cloud Computing
5 6 (7.14%) Amazon EMR
Database & Business Intelligence
1 38 (45.24%) Data Warehouse
2 28 (33.33%) SQL Server
2 28 (33.33%) SQL Server Integration Services
3 22 (26.19%) SQL Server Analysis Services
4 19 (22.62%) Relational Database
5 18 (21.43%) SQL Server Reporting Services
6 17 (20.24%) Big Data
6 17 (20.24%) RDBMS
7 14 (16.67%) Hadoop
7 14 (16.67%) Power BI
8 11 (13.10%) Data Lake
9 8 (9.52%) Data Mining
9 8 (9.52%) SQL Server 2012
10 7 (8.33%) QlikView
11 6 (7.14%) Amazon Redshift
11 6 (7.14%) Apache Hive
11 6 (7.14%) Qlik Sense
11 6 (7.14%) Snowflake Schema
11 6 (7.14%) Sqoop
11 6 (7.14%) Star Schema
Development Applications
1 1 (1.19%) Cucumber
1 1 (1.19%) FitNesse
1 1 (1.19%) Gradle
1 1 (1.19%) Oracle Forms
1 1 (1.19%) Selenium
1 1 (1.19%) Team Foundation Server
General
1 16 (19.05%) Finance
2 7 (8.33%) Banking
3 4 (4.76%) Advertising
3 4 (4.76%) Retail
4 2 (2.38%) Investment Banking
4 2 (2.38%) Law
4 2 (2.38%) Legal
5 1 (1.19%) Manufacturing
5 1 (1.19%) Retail Finance
5 1 (1.19%) Telecoms
Job Titles
1 32 (38.10%) Developer
2 17 (20.24%) Analyst
3 11 (13.10%) Consultant
3 11 (13.10%) Data Integration Developer
3 11 (13.10%) ETL Developer
3 11 (13.10%) Integration Developer
4 10 (11.90%) Senior Analyst
5 9 (10.71%) Data Scientist
5 9 (10.71%) Integration Analyst
5 9 (10.71%) Senior Integration Analyst
6 7 (8.33%) Business Intelligence Developer
6 7 (8.33%) Data Consultant
7 6 (7.14%) AWS Consultant
7 6 (7.14%) Designer
7 6 (7.14%) Support Analyst
8 5 (5.95%) Big Data Consultant
8 5 (5.95%) Business Intelligence Analyst
8 5 (5.95%) Data Engineer
9 4 (4.76%) Database Developer
9 4 (4.76%) SQL Developer
Libraries, Frameworks & Software Standards
1 2 (2.38%) .NET
1 2 (2.38%) XML
2 1 (1.19%) Spring
2 1 (1.19%) Web Services
Miscellaneous
1 16 (19.05%) Analytical Skills
2 6 (7.14%) Algorithms
3 5 (5.95%) Reference Data
4 2 (2.38%) Analytical Mindset
4 2 (2.38%) Driving Licence
4 2 (2.38%) Management Information System
5 1 (1.19%) Clustering
5 1 (1.19%) Computer Science
5 1 (1.19%) Greenfield Project
Operating Systems
1 10 (11.90%) Unix
2 2 (2.38%) Windows
Processes & Methodologies
1 53 (63.10%) Business Intelligence
2 39 (46.43%) Data Modelling
3 28 (33.33%) Analytics
4 22 (26.19%) Data Integration
5 21 (25.00%) Data Analysis
6 20 (23.81%) Data Virtualisation
7 14 (16.67%) Machine Learning
8 11 (13.10%) Data Science
9 10 (11.90%) Agile Software Development
9 10 (11.90%) Master Data Management
9 10 (11.90%) Problem-Solving
10 9 (10.71%) Data Transformation
11 8 (9.52%) Anomaly Detection
11 8 (9.52%) Data Architecture
11 8 (9.52%) Data Engineering
12 7 (8.33%) Artificial Intelligence
12 7 (8.33%) Collaborative Working
12 7 (8.33%) Information Management
12 7 (8.33%) Predictive Modelling
12 7 (8.33%) Statistical Modelling
Programming Languages
1 73 (86.90%) SQL
2 16 (19.05%) T-SQL
3 15 (17.86%) R
4 10 (11.90%) Python
5 3 (3.57%) C#
6 2 (2.38%) Shell Script
7 1 (1.19%) Java
7 1 (1.19%) Perl
7 1 (1.19%) PL/SQL
Qualifications
1 2 (2.38%) Degree
2 1 (1.19%) Computer Science Degree
Quality Assurance & Compliance
1 9 (10.71%) Data Quality
2 1 (1.19%) QA
2 1 (1.19%) SLA
System Software
1 8 (9.52%) HDFS
Systems Management
1 6 (7.14%) Oozie
Vendors
1 39 (46.43%) Microsoft
2 14 (16.67%) Oracle
3 9 (10.71%) Informatica
4 8 (9.52%) Cognos
5 5 (5.95%) Vertica
6 4 (4.76%) IBM
7 3 (3.57%) SAP
8 2 (2.38%) OutlookSoft
9 1 (1.19%) Alteryx
9 1 (1.19%) MicroStrategy
9 1 (1.19%) Netezza
9 1 (1.19%) Salesforce.com
9 1 (1.19%) Sybase
9 1 (1.19%) Tableau
9 1 (1.19%) Talend
9 1 (1.19%) Twitter