Period
to 23 June 2018

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 23 June 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK > Scotland
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 96 74 89
Rank change year-on-year -22 +15 -9
Permanent jobs citing ETL 153 158 177
As % of all permanent IT jobs advertised in Scotland 2.64% 3.18% 3.06%
As % of the Processes & Methodologies category 2.84% 3.43% 3.32%
Number of salaries quoted 125 84 116
Scotland median annual salary £42,500 £45,000 £47,500
Median salary % change year-on-year -5.56% -5.26% +7.95%
10th Percentile £28,250 £35,900 £36,500
90th Percentile £70,000 £81,250 £65,000
UK median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -

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 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 5,387 4,605 5,329
As % of all permanent IT jobs advertised in Scotland 92.93% 92.54% 92.07%
Number of salaries quoted 3,606 2,912 3,216
Scotland median annual salary £45,000 £45,000 £45,000
10th Percentile £29,250 £28,750 £27,500
90th Percentile £70,000 £70,000 £65,000
UK median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +1.06%

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 23 June 2018.

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 23 June 2018. 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
Glasgow -14 84 £42,500 -5.56% 9
Edinburgh -15 80 £42,500 -5.56% 14
Aberdeen - 3 £47,000 -
West Lothian - 2 £55,000 - 1
North Lanarkshire - 1 £37,500 -
ETL
UK

For the 6 months to 23 June 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 Scotland region with a requirement for ETL.

1 121 (79.08%) SQL
2 86 (56.21%) Business Intelligence
3 61 (39.87%) Data Warehouse
4 56 (36.60%) Microsoft
4 56 (36.60%) SQL Server
5 51 (33.33%) Data Modelling
6 48 (31.37%) SQL Server Integration Services
6 48 (31.37%) Analytics
7 41 (26.80%) Oracle
7 41 (26.80%) Finance
8 36 (23.53%) Relational Database
9 31 (20.26%) SQL Server Reporting Services
10 28 (18.30%) SQL Server Analysis Services
10 28 (18.30%) Data Integration
10 28 (18.30%) SAS
11 26 (16.99%) Microsoft Azure
12 25 (16.34%) R
12 25 (16.34%) Data Analysis
12 25 (16.34%) T-SQL
13 22 (14.38%) Agile Software Development
14 21 (13.73%) Python
14 21 (13.73%) RDBMS
14 21 (13.73%) Informatica
15 20 (13.07%) Unix
15 20 (13.07%) Big Data
15 20 (13.07%) Data Virtualisation
15 20 (13.07%) Apache Spark
16 19 (12.42%) Analytical Skills
16 19 (12.42%) Machine Learning
17 18 (11.76%) Hadoop

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 28 (18.30%) SAS
2 20 (13.07%) Apache Spark
3 7 (4.58%) Apache Pig
4 3 (1.96%) SharePoint
5 2 (1.31%) Tomcat
6 1 (0.65%) Apache
6 1 (0.65%) CMS
6 1 (0.65%) JBoss
6 1 (0.65%) nginx
Applications
1 2 (1.31%) Microsoft Excel
Business Applications
1 7 (4.58%) Cognos Business Intelligence
2 3 (1.96%) Cognos TM1
3 1 (0.65%) Dynamics CRM
Cloud Services
1 26 (16.99%) Microsoft Azure
2 16 (10.46%) Amazon AWS
3 11 (7.19%) Azure Data Factory
4 9 (5.88%) Cloud Computing
5 7 (4.58%) Amazon EMR
6 2 (1.31%) Google Cloud Platform
7 1 (0.65%) Amazon EC2
7 1 (0.65%) Amazon S3
7 1 (0.65%) AWS Data Pipeline
7 1 (0.65%) AWS Lambda
7 1 (0.65%) Cortana Intelligence Suite
7 1 (0.65%) Serverless
Communications & Networking
1 1 (0.65%) DMZ
1 1 (0.65%) F5 BIG-IP GTM
1 1 (0.65%) F5 BIG-IP LTM
1 1 (0.65%) HTTP
1 1 (0.65%) Network Security
Database & Business Intelligence
1 61 (39.87%) Data Warehouse
2 56 (36.60%) SQL Server
3 48 (31.37%) SQL Server Integration Services
4 36 (23.53%) Relational Database
5 31 (20.26%) SQL Server Reporting Services
6 28 (18.30%) SQL Server Analysis Services
7 21 (13.73%) RDBMS
8 20 (13.07%) Big Data
9 18 (11.76%) Hadoop
9 18 (11.76%) Power BI
10 11 (7.19%) Data Lake
10 11 (7.19%) Star Schema
11 9 (5.88%) Apache Hive
11 9 (5.88%) Oracle Database
12 8 (5.23%) Cognos Report Studio
12 8 (5.23%) Data Mining
12 8 (5.23%) SQL Server 2012
13 7 (4.58%) Cognos Framework Manager
13 7 (4.58%) DB2
13 7 (4.58%) SAS Data Integration Studio
Development Applications
1 6 (3.92%) Oracle Forms
2 5 (3.27%) Team Foundation Server
3 4 (2.61%) SQL Server Management Studio (SSMS)
3 4 (2.61%) Visual Studio
4 1 (0.65%) Cucumber
4 1 (0.65%) FitNesse
4 1 (0.65%) Git (software)
4 1 (0.65%) Gradle
4 1 (0.65%) JIRA
4 1 (0.65%) Selenium
General
1 41 (26.80%) Finance
2 13 (8.50%) Banking
3 6 (3.92%) Retail
4 4 (2.61%) Advertising
4 4 (2.61%) Manufacturing
5 3 (1.96%) Financial Institution
5 3 (1.96%) Legal
6 1 (0.65%) Investment Banking
6 1 (0.65%) Law
6 1 (0.65%) Retail Finance
6 1 (0.65%) Telecoms
Job Titles
1 43 (28.10%) Developer
2 39 (25.49%) Analyst
3 23 (15.03%) Consultant
4 14 (9.15%) Data Analyst
5 13 (8.50%) Data Scientist
6 12 (7.84%) Business Intelligence Analyst
7 11 (7.19%) Data Integration Developer
7 11 (7.19%) Integration Developer
7 11 (7.19%) Senior Analyst
8 10 (6.54%) ETL Developer
9 9 (5.88%) Business Intelligence Developer
9 9 (5.88%) DBA
9 9 (5.88%) Integration Analyst
9 9 (5.88%) Senior Integration Analyst
10 7 (4.58%) AWS Consultant
10 7 (4.58%) Data Consultant
10 7 (4.58%) Data Engineer
10 7 (4.58%) Oracle Developer
10 7 (4.58%) SQL DBA
11 6 (3.92%) Migration Analyst
Libraries, Frameworks & Software Standards
1 4 (2.61%) .NET
1 4 (2.61%) MLlib
1 4 (2.61%) NumPy
1 4 (2.61%) SciPy
2 2 (1.31%) CSS
2 2 (1.31%) HTML
2 2 (1.31%) Kafka
2 2 (1.31%) OpenGL
2 2 (1.31%) XML
3 1 (0.65%) D3.js
3 1 (0.65%) Natural Language Processing
3 1 (0.65%) Spring
3 1 (0.65%) Web Services
Miscellaneous
1 19 (12.42%) Analytical Skills
2 6 (3.92%) Algorithms
3 5 (3.27%) Mainframe
3 5 (3.27%) Reference Data
4 4 (2.61%) Computer Science
5 3 (1.96%) Analytical Mindset
5 3 (1.96%) Driving Licence
5 3 (1.96%) Fintech
6 2 (1.31%) Augmented Reality
6 2 (1.31%) Management Information System
7 1 (0.65%) Clustering
7 1 (0.65%) Data Structures
7 1 (0.65%) FMCG
7 1 (0.65%) Private Cloud
7 1 (0.65%) Public Cloud
7 1 (0.65%) Social Media
Operating Systems
1 20 (13.07%) Unix
2 7 (4.58%) Windows
3 2 (1.31%) Linux
Processes & Methodologies
1 86 (56.21%) Business Intelligence
2 51 (33.33%) Data Modelling
3 48 (31.37%) Analytics
4 28 (18.30%) Data Integration
5 25 (16.34%) Data Analysis
6 22 (14.38%) Agile Software Development
7 20 (13.07%) Data Virtualisation
8 19 (12.42%) Machine Learning
9 16 (10.46%) Data Science
9 16 (10.46%) Problem-Solving
10 15 (9.80%) Data Analytics
10 15 (9.80%) Performance Tuning
10 15 (9.80%) Statistics
11 12 (7.84%) Data Architecture
11 12 (7.84%) Stakeholder Management
12 11 (7.19%) Creative Thinking
12 11 (7.19%) Data Transformation
13 10 (6.54%) Master Data Management
14 9 (5.88%) Data Management
14 9 (5.88%) Migration
Programming Languages
1 121 (79.08%) SQL
2 25 (16.34%) R
2 25 (16.34%) T-SQL
3 21 (13.73%) Python
4 7 (4.58%) PL/SQL
5 5 (3.27%) C#
6 3 (1.96%) Java
6 3 (1.96%) Shell Script
7 2 (1.31%) C++
7 2 (1.31%) JavaScript
7 2 (1.31%) PowerShell
8 1 (0.65%) Data Analysis Expressions (DAX)
8 1 (0.65%) MATLAB
8 1 (0.65%) Perl
8 1 (0.65%) Scala
8 1 (0.65%) VBA
Qualifications
1 9 (5.88%) Degree
2 2 (1.31%) Computer Science Degree
2 2 (1.31%) Numerate Degree
3 1 (0.65%) Security Cleared
Quality Assurance & Compliance
1 15 (9.80%) Data Quality
2 1 (0.65%) Dodd-Frank
2 1 (0.65%) EMIR
2 1 (0.65%) FATCA
2 1 (0.65%) MiFID
2 1 (0.65%) QA
2 1 (0.65%) SLA
2 1 (0.65%) Solvency II
System Software
1 9 (5.88%) HDFS
Systems Management
1 7 (4.58%) Oozie
2 1 (0.65%) Systems Management Server (SMS)
Vendors
1 56 (36.60%) Microsoft
2 41 (26.80%) Oracle
3 21 (13.73%) Informatica
4 16 (10.46%) Cognos
5 10 (6.54%) IBM
6 9 (5.88%) Tableau
7 6 (3.92%) Talend
8 5 (3.27%) Vertica
9 4 (2.61%) SAP
10 3 (1.96%) Google
11 2 (1.31%) CA
11 2 (1.31%) Netezza
11 2 (1.31%) OutlookSoft
11 2 (1.31%) ServiceNow
11 2 (1.31%) SolarWinds
12 1 (0.65%) Apple
12 1 (0.65%) Pegasus
12 1 (0.65%) Splunk
12 1 (0.65%) Sybase
12 1 (0.65%) Twitter