Period
to 27 February 2020

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 27 February 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
27 Feb 2020
Same period 2019 Same period 2018
Rank 97 81 107
Rank change year-on-year -16 +26 -41
Permanent jobs citing ETL 23 71 51
As % of all permanent IT jobs advertised in Glasgow 1.46% 3.60% 2.22%
As % of the Processes & Methodologies category 1.55% 3.82% 2.35%
Number of salaries quoted 20 54 41
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -15.00%
10th Percentile £38,750 £33,975 £28,250
90th Percentile £62,250 £79,175 £67,500
Scotland median annual salary £45,000 £42,579 £43,750
% change year-on-year +5.69% -2.68% -3.85%

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 1,486 1,860 2,172
As % of all permanent IT jobs advertised in Glasgow 94.47% 94.27% 94.52%
Number of salaries quoted 1,077 1,302 1,466
Glasgow median annual salary £45,000 £45,000 £48,925
Median salary % change year-on-year - -8.02% +9.94%
10th Percentile £31,250 £31,000 £31,500
90th Percentile £62,500 £65,000 £70,000
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 27 February 2020.

Salary histogram for ETL in Glasgow

For the 6 months to 27 February 2020, 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 17 (73.91%) SQL
2 12 (52.17%) Data Warehouse
3 10 (43.48%) Oracle
4 9 (39.13%) Data Modelling
4 9 (39.13%) Finance
5 8 (34.78%) Agile Software Development
5 8 (34.78%) Microsoft
6 7 (30.43%) SQL Server Integration Services
6 7 (30.43%) Data Integration
6 7 (30.43%) SDLC
7 6 (26.09%) Enterprise Data Warehouse
7 6 (26.09%) SQL Server Analysis Services
7 6 (26.09%) Degree
7 6 (26.09%) SQL Server Reporting Services
8 5 (21.74%) Business Intelligence
8 5 (21.74%) PL/SQL
8 5 (21.74%) Self-Motivation
8 5 (21.74%) ETL Development
8 5 (21.74%) Azure
8 5 (21.74%) Analytics
9 4 (17.39%) Kimball Methodology
9 4 (17.39%) Oracle Database
9 4 (17.39%) Performance Tuning
9 4 (17.39%) RESTful
9 4 (17.39%) SAP Data Services
9 4 (17.39%) Decision-Making
9 4 (17.39%) SAP
9 4 (17.39%) SOAP
9 4 (17.39%) Web Services
9 4 (17.39%) XML

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 2 (8.70%) Apache Spark
1 2 (8.70%) SAS
2 1 (4.35%) WebSphere
2 1 (4.35%) WebSphere Application Server
Cloud Services
1 5 (21.74%) Azure
2 2 (8.70%) AWS
2 2 (8.70%) GitHub
2 2 (8.70%) Power Platform
3 1 (4.35%) Amazon EMR
3 1 (4.35%) Amazon S3
3 1 (4.35%) AWS CloudFormation
3 1 (4.35%) Azure Data Factory
Communications & Networking
1 1 (4.35%) Internet
Database & Business Intelligence
1 12 (52.17%) Data Warehouse
2 7 (30.43%) SQL Server Integration Services
3 6 (26.09%) Enterprise Data Warehouse
3 6 (26.09%) SQL Server Analysis Services
3 6 (26.09%) SQL Server Reporting Services
4 4 (17.39%) Oracle Database
4 4 (17.39%) SAP Data Services
5 3 (13.04%) Big Data
5 3 (13.04%) Relational Database
5 3 (13.04%) SQL Server
6 2 (8.70%) Apache Hive
6 2 (8.70%) Azure SQL Database
6 2 (8.70%) Hadoop
6 2 (8.70%) HBase
6 2 (8.70%) Parquet
6 2 (8.70%) Power BI
6 2 (8.70%) QlikView
7 1 (4.35%) Cosmos DB
7 1 (4.35%) Electronic Patient Records
7 1 (4.35%) SQL Server 2016
Development Applications
1 2 (8.70%) Git (software)
2 1 (4.35%) IBM UrbanCode
General
1 9 (39.13%) Finance
2 3 (13.04%) Retail
3 1 (4.35%) Banking
Job Titles
1 16 (69.57%) Developer
2 9 (39.13%) ETL Developer
3 5 (21.74%) Consultant
4 4 (17.39%) Lead Developer
5 3 (13.04%) Senior Developer
5 3 (13.04%) SQL Developer
6 2 (8.70%) Applications Consultant
6 2 (8.70%) Big Data Consultant
6 2 (8.70%) Data Consultant
6 2 (8.70%) Implementation Consultant
6 2 (8.70%) Oracle Developer
6 2 (8.70%) Senior Oracle Developer
7 1 (4.35%) Architect
7 1 (4.35%) Business Intelligence Developer
7 1 (4.35%) Cognos Developer
7 1 (4.35%) Data Architect
7 1 (4.35%) Data Engineer
7 1 (4.35%) ETL Consultant
7 1 (4.35%) Senior ETL Developer
7 1 (4.35%) Technical Specialist
Libraries, Frameworks & Software Standards
1 4 (17.39%) Apache Flex
1 4 (17.39%) RESTful
1 4 (17.39%) SOAP
1 4 (17.39%) Web Services
1 4 (17.39%) XML
2 2 (8.70%) JSON
2 2 (8.70%) Kafka
2 2 (8.70%) Middleware
Miscellaneous
1 5 (21.74%) Self-Motivation
2 4 (17.39%) Management Information System
3 3 (13.04%) Analytical Skills
4 2 (8.70%) Driving Licence
4 2 (8.70%) Enterprise Software
4 2 (8.70%) Greenfield Project
5 1 (4.35%) Public Cloud
Operating Systems
1 4 (17.39%) Linux
2 2 (8.70%) Unix
2 2 (8.70%) Windows
2 2 (8.70%) Windows Server
Processes & Methodologies
1 9 (39.13%) Data Modelling
2 8 (34.78%) Agile Software Development
3 7 (30.43%) Data Integration
3 7 (30.43%) SDLC
4 5 (21.74%) Analytics
4 5 (21.74%) Business Intelligence
4 5 (21.74%) ETL Development
5 4 (17.39%) Data Management
5 4 (17.39%) Decision-Making
5 4 (17.39%) Kimball Methodology
5 4 (17.39%) Performance Tuning
6 3 (13.04%) Data Analysis
6 3 (13.04%) Problem-Solving
6 3 (13.04%) Project Delivery
7 2 (8.70%) Capacity Management
7 2 (8.70%) Data Architecture
7 2 (8.70%) Enterprise Architecture
7 2 (8.70%) Migration
7 2 (8.70%) Software Engineering
7 2 (8.70%) Use Case
Programming Languages
1 17 (73.91%) SQL
2 5 (21.74%) PL/SQL
3 3 (13.04%) Python
4 2 (8.70%) Scala
4 2 (8.70%) T-SQL
5 1 (4.35%) Bash Shell
5 1 (4.35%) Java
5 1 (4.35%) PowerShell
5 1 (4.35%) R
5 1 (4.35%) Shell Script
Qualifications
1 6 (26.09%) Degree
2 1 (4.35%) ISTQB
2 1 (4.35%) ISTQB Foundation Certification
Systems Management
1 4 (17.39%) BMC PATROL
Vendors
1 10 (43.48%) Oracle
2 8 (34.78%) Microsoft
3 4 (17.39%) SAP
4 2 (8.70%) Cognos
4 2 (8.70%) Informatica
4 2 (8.70%) MicroStrategy
5 1 (4.35%) Ab Initio
5 1 (4.35%) IBM
5 1 (4.35%) Teradata