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 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Scotland / Glasgow
Rank 59 56 68
Rank change year-on-year -3 +12  
Permanent jobs citing ETL 28 54 28
As % of all permanent IT jobs advertised in Glasgow 3.07% 4.16% 2.48%
As % of the Processes & Methodologies category 3.35% 4.52% 2.71%
Number of salaries quoted 19 36 16
Median salary £50,000 £47,500 £41,300
Median salary % change year-on-year +5.26% +15.01%  
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 835 1194 1033
As % of all permanent IT job vacancies advertised in Glasgow 91.46% 92.06% 91.42%
Number of salaries quoted 491 735 685
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £60,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 23 March 2017.

Salary histogram for ETL in Glasgow

ETL
Top 30 Related IT Skills in Glasgow

For the 6 months to 23 March 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 47 (74.60%) SQL
2 41 (65.08%) Data Warehouse
3 31 (49.21%) Business Intelligence
4 30 (47.62%) SQL Server
5 27 (42.86%) Oracle
6 25 (39.68%) MicroStrategy
7 23 (36.51%) Data Modelling
8 21 (33.33%) SQL Server Integration Services
9 20 (31.75%) Performance Tuning
10 19 (30.16%) PL/SQL
11 18 (28.57%) T-SQL
11 18 (28.57%) Agile Software Development
12 14 (22.22%) RDBMS
12 14 (22.22%) Relational Database
12 14 (22.22%) Oracle Database
12 14 (22.22%) Talend
12 14 (22.22%) Talend Open Studio
13 13 (20.63%) Security Cleared
13 13 (20.63%) Big Data
13 13 (20.63%) Infrastructure Management
13 13 (20.63%) Oracle Database 10g
13 13 (20.63%) PVCS
13 13 (20.63%) Oracle8/8i Database
13 13 (20.63%) Oracle9i Database
13 13 (20.63%) Unix
13 13 (20.63%) Oracle Database 11g
14 11 (17.46%) Microsoft
14 11 (17.46%) Analytics
15 10 (15.87%) SQL Server Reporting Services
16 9 (14.29%) Information Management

ETL
Top Related 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 4 (6.35%) SAS
2 3 (4.76%) Apache Pig
2 3 (4.76%) SharePoint
Applications
1 5 (7.94%) MS Excel
Cloud Services
1 7 (11.11%) Amazon AWS
2 6 (9.52%) Microsoft Azure
3 5 (7.94%) SaaS
4 4 (6.35%) Cloud Computing
5 2 (3.17%) GitHub
Communications & Networking
1 1 (1.59%) Internet
Database & Business Intelligence
1 41 (65.08%) Data Warehouse
2 30 (47.62%) SQL Server
3 21 (33.33%) SQL Server Integration Services
4 14 (22.22%) Oracle Database
4 14 (22.22%) RDBMS
4 14 (22.22%) Relational Database
5 13 (20.63%) Big Data
5 13 (20.63%) Oracle Database 10g
5 13 (20.63%) Oracle Database 11g
5 13 (20.63%) Oracle8/8i Database
5 13 (20.63%) Oracle9i Database
6 10 (15.87%) SQL Server Reporting Services
7 6 (9.52%) SQL Server 2005
8 5 (7.94%) SQL Server 2012
9 4 (6.35%) OLAP
9 4 (6.35%) OLTP
9 4 (6.35%) SQL Server Analysis Services
10 3 (4.76%) BusinessObjects
10 3 (4.76%) DB2
10 3 (4.76%) Hadoop
Development Applications
1 14 (22.22%) Talend Open Studio
2 13 (20.63%) PVCS
3 4 (6.35%) Visual Studio
4 3 (4.76%) Git (software)
5 1 (1.59%) JIRA
5 1 (1.59%) Team Foundation Server
General
1 7 (11.11%) Finance
2 3 (4.76%) Spanish Language
3 2 (3.17%) Legal
4 1 (1.59%) Retail
Job Titles
1 41 (65.08%) Developer
2 26 (41.27%) Senior Developer
3 14 (22.22%) Business Intelligence Developer
3 14 (22.22%) Oracle Developer
4 13 (20.63%) Senior Oracle Developer
5 10 (15.87%) SQL Developer
6 8 (12.70%) DBA
7 7 (11.11%) Senior SQL Developer
8 6 (9.52%) Business Intelligence Consultant
8 6 (9.52%) Consultant
8 6 (9.52%) Senior SQL Server Developer
8 6 (9.52%) SQL Server Developer
9 5 (7.94%) Administrator
10 4 (6.35%) Big Data Consultant
10 4 (6.35%) Business Intelligence Manager
10 4 (6.35%) Data Consultant
10 4 (6.35%) Data Warehouse Consultant
10 4 (6.35%) Data Warehouse Manager
10 4 (6.35%) SQL DBA
11 3 (4.76%) Netezza DBA
Libraries, Frameworks & Software Standards
1 5 (7.94%) CSS
1 5 (7.94%) HTML
2 4 (6.35%) .NET
Miscellaneous
1 4 (6.35%) Clustering
1 4 (6.35%) Enterprise Software
2 3 (4.76%) Analytical Skills
2 3 (4.76%) Replication
3 1 (1.59%) Computer Science
3 1 (1.59%) Derivative
3 1 (1.59%) Management Information System
3 1 (1.59%) Minimum Viable Product
3 1 (1.59%) Reference Data
3 1 (1.59%) Swaptions
Operating Systems
1 13 (20.63%) Unix
2 1 (1.59%) Linux
Processes & Methodologies
1 31 (49.21%) Business Intelligence
2 23 (36.51%) Data Modelling
3 20 (31.75%) Performance Tuning
4 18 (28.57%) Agile Software Development
5 13 (20.63%) Infrastructure Management
6 11 (17.46%) Analytics
7 9 (14.29%) Information Management
8 8 (12.70%) ETL Development
9 6 (9.52%) Customer Engagement
10 5 (7.94%) Data Analytics
10 5 (7.94%) Data Integration
10 5 (7.94%) Wealth Management
11 4 (6.35%) Business Analysis
11 4 (6.35%) Mathematics
11 4 (6.35%) Service Delivery
11 4 (6.35%) Visualisation
12 3 (4.76%) Data Flow Diagram
12 3 (4.76%) Data Mapping
12 3 (4.76%) MapReduce
12 3 (4.76%) Project Management
Programming Languages
1 47 (74.60%) SQL
2 19 (30.16%) PL/SQL
3 18 (28.57%) T-SQL
4 9 (14.29%) Java
5 6 (9.52%) C#
5 6 (9.52%) PowerShell
6 5 (7.94%) JavaScript
7 1 (1.59%) C
7 1 (1.59%) Python
7 1 (1.59%) VBA
Qualifications
1 13 (20.63%) Security Cleared
2 1 (1.59%) Degree
Quality Assurance & Compliance
1 6 (9.52%) Data Quality
2 3 (4.76%) QA
3 1 (1.59%) EMIR
3 1 (1.59%) MiFID
3 1 (1.59%) UCITS
System Software
1 3 (4.76%) HDFS
Systems Management
1 3 (4.76%) Oozie
Vendors
1 27 (42.86%) Oracle
2 25 (39.68%) MicroStrategy
3 14 (22.22%) Talend
4 11 (17.46%) Microsoft
5 7 (11.11%) Netezza
6 2 (3.17%) Cognos
6 2 (3.17%) DataFlux
6 2 (3.17%) IBM
6 2 (3.17%) Informatica
6 2 (3.17%) Salesforce.com
6 2 (3.17%) Tableau
6 2 (3.17%) Teradata
7 1 (1.59%) Charles River
7 1 (1.59%) SAP
Glasgow, Lanarkshire
Empiric.com
Salary: From £60,000 to £75,000 per annum Bonus and Benefits package
Posted: 14 hours ago
Glasgow, Lanarkshire
Agile Recruitment Ltd
Salary: Based on experience + bonus + benefits
Posted: Yesterday
Glasgow, Lanarkshire
Sopra Steria Recruitment
Salary: From £40,000 to £50,000 per annum Plus excellent benefits
Posted: Yesterday
Glasgow, Lanarkshire
Durham Professional Services Limited
Salary: From £20,000 to £30,000 per annum
Posted: 3 days ago
Glasgow, Lanarkshire
Harvey Nash plc
Posted: 2 days ago