Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > Scotland
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 71 72 74
Rank change year-on-year +1 +2 +37
Permanent jobs citing ETL 201 156 209
As % of all permanent IT jobs advertised in Scotland 3.55% 3.02% 3.27%
As % of the Processes & Methodologies category 3.90% 3.30% 3.59%
Number of salaries quoted 96 104 162
Scotland median annual salary £45,000 £50,000 £47,500
Median salary % change year-on-year -10.00% +5.26% +7.95%
10th Percentile £32,250 £36,250 £31,375
90th Percentile £65,000 £75,000 £68,375
UK median annual salary £50,000 £50,000 £50,000

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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5148 4729 5815
As % of all permanent IT jobs advertised in Scotland 90.87% 91.42% 90.89%
Number of salaries quoted 3286 2868 3679
Scotland median annual salary £45,000 £44,500 £42,500
Median salary % change year-on-year +1.12% +4.71% +2.41%
10th Percentile £28,250 £28,250 £27,750
90th Percentile £66,250 £65,000 £63,750
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

ETL
Job Vacancy Trend in Scotland

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

Job vacancy trend for ETL in Scotland

ETL
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in Scotland.

Salary trend for ETL in Scotland

ETL
Salary Histogram in Scotland

The salary distribution of IT jobs citing ETL in Scotland over the 6 months to 21 November 2017.

Salary histogram for ETL in Scotland

ETL
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Scotland region over the 6 months to 21 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +18 122 £45,000 -18.18% 9
Glasgow -22 63 £41,250 -14.95% 5
Inverclyde +6 9 £44,000 +17.33%
Stirling +7 8 £45,000 -
North Lanarkshire - 2 £41,250 -
Scottish Borders - 1 £35,000 -
ETL
UK

For the 6 months to 21 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 Scotland region with a requirement for ETL.

1 119 (59.20%) Business Intelligence
2 113 (56.22%) SQL
3 83 (41.29%) Data Warehouse
4 73 (36.32%) Finance
5 72 (35.82%) SQL Server Integration Services
6 71 (35.32%) SQL Server
7 57 (28.36%) Oracle
8 53 (26.37%) Agile Software Development
9 51 (25.37%) Analytical Skills
10 48 (23.88%) Microsoft
11 47 (23.38%) Degree
12 45 (22.39%) Analytics
13 42 (20.90%) SQL Server Reporting Services
14 41 (20.40%) Informatica
15 39 (19.40%) Cognos
16 37 (18.41%) MicroStrategy
17 35 (17.41%) T-SQL
18 33 (16.42%) Tableau
19 32 (15.92%) SAS
20 31 (15.42%) Information Management
21 30 (14.93%) Data Modelling
21 30 (14.93%) Stakeholder Management
22 29 (14.43%) Teradata
23 28 (13.93%) Banking
23 28 (13.93%) Data Integration
24 27 (13.43%) Data Quality
25 26 (12.94%) Data Analysis
26 25 (12.44%) Data Management
27 24 (11.94%) Python
27 24 (11.94%) Visualisation

ETL
Co-occurring IT Skills in Scotland 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 32 (15.92%) SAS
2 17 (8.46%) Apache Spark
3 5 (2.49%) K2 blackpearl
4 3 (1.49%) SharePoint
5 1 (0.50%) Confluence
5 1 (0.50%) Oracle SOA Suite
Applications
1 6 (2.99%) SPSS
2 2 (1.00%) Microsoft Office
3 1 (0.50%) Microsoft Excel
3 1 (0.50%) Microsoft PowerPoint
Business Applications
1 14 (6.97%) Cognos Business Intelligence
2 2 (1.00%) BusinessWorks
3 1 (0.50%) Cognos TM1
Cloud Services
1 10 (4.98%) iPaaS
2 6 (2.99%) Microsoft Azure
3 3 (1.49%) Azure Data Factory
3 3 (1.49%) Google Cloud Platform
4 1 (0.50%) Amazon AWS
4 1 (0.50%) Azure Machine Learning
4 1 (0.50%) Cloud Computing
Communications & Networking
1 1 (0.50%) Internet
Database & Business Intelligence
1 83 (41.29%) Data Warehouse
2 72 (35.82%) SQL Server Integration Services
3 71 (35.32%) SQL Server
4 42 (20.90%) SQL Server Reporting Services
5 23 (11.44%) QlikView
5 23 (11.44%) SQL Server 2012
6 18 (8.96%) SQL Server Analysis Services
7 17 (8.46%) BODI
7 17 (8.46%) Oracle OWB
8 16 (7.96%) Relational Database
9 15 (7.46%) Big Data
9 15 (7.46%) BusinessObjects
9 15 (7.46%) Power BI
9 15 (7.46%) PowerCenter
10 14 (6.97%) PostgreSQL
11 13 (6.47%) MongoDB
12 12 (5.97%) Cognos Framework Manager
12 12 (5.97%) Cognos Report Studio
13 11 (5.47%) RDBMS
14 10 (4.98%) SAP HANA
Development Applications
1 16 (7.96%) Team Foundation Server
2 10 (4.98%) JIRA
3 8 (3.98%) Selenium
4 5 (2.49%) Oracle Forms
5 3 (1.49%) ERwin
5 3 (1.49%) SQL Server Management Studio (SSMS)
6 1 (0.50%) Visual Studio
6 1 (0.50%) VSS/SourceSafe
General
1 73 (36.32%) Finance
2 28 (13.93%) Banking
3 9 (4.48%) Telecoms
4 8 (3.98%) Legal
5 5 (2.49%) Advertising
6 3 (1.49%) Retail Banking
7 1 (0.50%) Front Office
7 1 (0.50%) Investment Banking
7 1 (0.50%) Local Government
7 1 (0.50%) Manufacturing
7 1 (0.50%) Retail
Job Titles
1 73 (36.32%) Developer
2 44 (21.89%) Consultant
3 36 (17.91%) Business Intelligence Developer
3 36 (17.91%) SQL Developer
4 27 (13.43%) SSIS Developer
5 24 (11.94%) Analyst
6 23 (11.44%) SQL BI Developer
7 21 (10.45%) Teradata Consultant
8 18 (8.96%) SQL Server Developer
9 17 (8.46%) SQL Server BI Developer
10 16 (7.96%) ETL Developer
11 14 (6.97%) Architect
12 13 (6.47%) Data Scientist
13 12 (5.97%) SSRS Developer
14 10 (4.98%) Data Analyst
14 10 (4.98%) Data Warehouse Developer
14 10 (4.98%) Integration Architect
14 10 (4.98%) SAP Technical Architect
14 10 (4.98%) Senior Analyst
14 10 (4.98%) Technical Architect
Libraries, Frameworks & Software Standards
1 12 (5.97%) NumPy
2 7 (3.48%) MLlib
2 7 (3.48%) SciPy
3 6 (2.99%) AngularJS
4 5 (2.49%) .NET
4 5 (2.49%) CSS
4 5 (2.49%) Django
4 5 (2.49%) HTML
5 3 (1.49%) Middleware
6 2 (1.00%) ASP.NET
6 2 (1.00%) JMS
6 2 (1.00%) TIBCO EMS
6 2 (1.00%) Web Services
7 1 (0.50%) CGI
7 1 (0.50%) Hibernate
7 1 (0.50%) jQuery
7 1 (0.50%) JSON
7 1 (0.50%) Spring
7 1 (0.50%) Swing
7 1 (0.50%) XML
Miscellaneous
1 51 (25.37%) Analytical Skills
2 15 (7.46%) Computer Science
3 10 (4.98%) Hybrid Cloud
4 7 (3.48%) Management Information System
5 4 (1.99%) Credit Risk
6 3 (1.49%) Driving Licence
6 3 (1.49%) FMCG
6 3 (1.49%) N-Tier
7 2 (1.00%) Clustering
7 2 (1.00%) Data Structures
7 2 (1.00%) Greenfield Project
7 2 (1.00%) Mainframe
7 2 (1.00%) Reference Data
8 1 (0.50%) e-Learning
8 1 (0.50%) SCORM
8 1 (0.50%) Taxonomies
8 1 (0.50%) User Experience
Operating Systems
1 15 (7.46%) Linux
2 8 (3.98%) Unix
3 2 (1.00%) Windows
Processes & Methodologies
1 119 (59.20%) Business Intelligence
2 53 (26.37%) Agile Software Development
3 45 (22.39%) Analytics
4 31 (15.42%) Information Management
5 30 (14.93%) Data Modelling
5 30 (14.93%) Stakeholder Management
6 28 (13.93%) Data Integration
7 26 (12.94%) Data Analysis
8 25 (12.44%) Data Management
9 24 (11.94%) Visualisation
10 22 (10.95%) Project Management
11 18 (8.96%) Mentoring
12 17 (8.46%) Infrastructure Management
12 17 (8.46%) People Management
12 17 (8.46%) Software Testing
13 16 (7.96%) Machine Learning
13 16 (7.96%) Performance Tuning
13 16 (7.96%) Statistics
14 15 (7.46%) Integration Testing
14 15 (7.46%) System Integration Testing
Programming Languages
1 113 (56.22%) SQL
2 35 (17.41%) T-SQL
3 24 (11.94%) Python
4 16 (7.96%) Java
4 16 (7.96%) R
5 15 (7.46%) PL/SQL
6 13 (6.47%) C#
7 8 (3.98%) JavaScript
8 6 (2.99%) PowerShell
9 5 (2.49%) VB
10 3 (1.49%) COBOL
10 3 (1.49%) JCL
10 3 (1.49%) Perl
11 2 (1.00%) Korn
11 2 (1.00%) Scala
12 1 (0.50%) C++
12 1 (0.50%) SAS Macro
Qualifications
1 47 (23.38%) Degree
2 4 (1.99%) Microsoft Certification
3 3 (1.49%) MCSA
4 1 (0.50%) Computer Science Degree
Quality Assurance & Compliance
1 27 (13.43%) Data Quality
2 1 (0.50%) Disclosure Scotland
2 1 (0.50%) GDPR
2 1 (0.50%) QA
2 1 (0.50%) SLA
System Software
1 1 (0.50%) HDFS
Systems Management
1 2 (1.00%) Failover Clustering
Vendors
1 57 (28.36%) Oracle
2 48 (23.88%) Microsoft
3 41 (20.40%) Informatica
4 39 (19.40%) Cognos
5 37 (18.41%) MicroStrategy
6 33 (16.42%) Tableau
7 29 (14.43%) Teradata
8 15 (7.46%) IBM
9 13 (6.47%) SAP
10 12 (5.97%) Netezza
11 8 (3.98%) Cognizant
12 4 (1.99%) Perforce
13 3 (1.49%) Google
14 2 (1.00%) Ab Initio
14 2 (1.00%) Alteryx
14 2 (1.00%) TIBCO
15 1 (0.50%) Capita
15 1 (0.50%) Salesforce.com