Period
to 15 August 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 6 months to 15 August 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
Scotland > Edinburgh
6 months to
15 Aug 2018
Same period 2017 Same period 2016
Rank 70 55 47
Rank change year-on-year -15 -8 -10
Contract jobs citing ETL 64 64 98
As % of all contract IT jobs advertised in Edinburgh 2.19% 2.74% 3.63%
As % of the Processes & Methodologies category 2.49% 3.26% 4.22%
Number of daily rates quoted 43 44 69
Edinburgh median daily rate £435 £431 £413
Median daily rate % change year-on-year +0.87% +4.55% +7.49%
10th Percentile £317 £327 £311
90th Percentile £588 £496 £525
Scotland median daily rate £425 £425 £400
% change year-on-year - +6.25% +6.67%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate £43.00 - -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Contract vacancies with a requirement for process or methodology skills 2,574 1,963 2,321
As % of all contract IT jobs advertised in Edinburgh 87.94% 84.03% 85.93%
Number of daily rates quoted 1,423 1,161 1,316
Edinburgh median daily rate £413 £400 £400
Median daily rate % change year-on-year +3.13% - +6.67%
10th Percentile £280 £263 £275
90th Percentile £558 £550 £525
Scotland median daily rate £400 £388 £375
% change year-on-year +3.23% +3.33% -
Number of hourly rates quoted 23 19 17
Edinburgh median hourly rate £17.50 £18.00 £15.82
Median hourly rate % change year-on-year -2.78% +13.82% -12.14%
10th Percentile £10.75 £12.63 £10.91
90th Percentile £43.90 £43.39 £48.38
Scotland median hourly rate £17.63 £27.50 £36.00
% change year-on-year -35.91% -23.61% +54.18%

ETL
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for ETL in Edinburgh

ETL
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Edinburgh.

Contractor daily rate trend for ETL in Edinburgh

ETL
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing ETL in Edinburgh over the 6 months to 15 August 2018.

Contractor daily rate histogram for ETL in Edinburgh

ETL
Contractor Hourly Rate Trend in Edinburgh

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in Edinburgh.

Contractor hourly rate trend for ETL in Edinburgh

For the 6 months to 15 August 2018, IT contractor 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 contract job ads across the Edinburgh region with a requirement for ETL.

1 44 (68.75%) SQL
2 34 (53.13%) Oracle
3 28 (43.75%) Finance
4 24 (37.50%) Data Warehouse
5 23 (35.94%) Agile Software Development
6 22 (34.38%) SQL Server
7 21 (32.81%) Informatica
8 20 (31.25%) Migration
9 18 (28.13%) Data Migration
10 17 (26.56%) Banking
11 16 (25.00%) ETL Development
12 14 (21.88%) Data Quality
12 14 (21.88%) Big Data
12 14 (21.88%) Oracle Database
12 14 (21.88%) Data Analysis
13 13 (20.31%) Data Integration
13 13 (20.31%) Teradata
13 13 (20.31%) Unix
14 12 (18.75%) Data Modelling
14 12 (18.75%) Business Intelligence
14 12 (18.75%) Python
14 12 (18.75%) Git (software)
15 11 (17.19%) Ansible
15 11 (17.19%) Java
16 10 (15.63%) .NET
16 10 (15.63%) Linux
16 10 (15.63%) Stakeholder Management
17 9 (14.06%) Ab Initio
17 9 (14.06%) Docker
17 9 (14.06%) DevOps

ETL
Co-occurring IT Skills in Edinburgh 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 6 (9.38%) PowerExchange
2 3 (4.69%) WebSphere
3 2 (3.13%) Apache Spark
4 1 (1.56%) Apache Pig
4 1 (1.56%) Apache Solr
4 1 (1.56%) Confluence
4 1 (1.56%) Elasticsearch
4 1 (1.56%) Oracle Workflow
Applications
1 2 (3.13%) Microsoft Excel
2 1 (1.56%) Microsoft Office
2 1 (1.56%) Microsoft PowerPoint
Business Applications
1 5 (7.81%) thinkFolio
2 1 (1.56%) Dynamics CRM
2 1 (1.56%) SAP SD
Cloud Services
1 2 (3.13%) Microsoft Azure
2 1 (1.56%) Amazon AWS
Communications & Networking
1 1 (1.56%) HTTP
Database & Business Intelligence
1 24 (37.50%) Data Warehouse
2 22 (34.38%) SQL Server
3 14 (21.88%) Big Data
3 14 (21.88%) Oracle Database
4 9 (14.06%) Hadoop
5 7 (10.94%) PowerCenter
6 6 (9.38%) SQL Server Integration Services
7 5 (7.81%) Relational Database
8 4 (6.25%) Pentaho
9 3 (4.69%) NoSQL
10 2 (3.13%) Apache Hive
10 2 (3.13%) Data Lake
10 2 (3.13%) Enterprise Data Warehouse
10 2 (3.13%) SQL Server Reporting Services
11 1 (1.56%) Data Mart
11 1 (1.56%) DataStax
11 1 (1.56%) MS Access
11 1 (1.56%) Oracle Reports
11 1 (1.56%) PostgreSQL
11 1 (1.56%) RDBMS
Development Applications
1 12 (18.75%) Git (software)
2 9 (14.06%) Jenkins
3 5 (7.81%) JIRA
4 4 (6.25%) ERwin
5 2 (3.13%) Visual Studio
6 1 (1.56%) Maven
6 1 (1.56%) Subversion
6 1 (1.56%) Team Foundation Server
General
1 28 (43.75%) Finance
2 17 (26.56%) Banking
3 3 (4.69%) Investment Banking
3 3 (4.69%) Retail Banking
4 1 (1.56%) Front Office
Job Titles
1 41 (64.06%) Developer
2 9 (14.06%) SQL Developer
3 8 (12.50%) Architect
3 8 (12.50%) ETL Developer
4 7 (10.94%) Analyst
4 7 (10.94%) Informatica Developer
5 6 (9.38%) Python Developer
6 5 (7.81%) Ab Initio Developer
6 5 (7.81%) Solutions Architect
7 4 (6.25%) Data Analyst
7 4 (6.25%) Lead Developer
8 3 (4.69%) ETL Tester
8 3 (4.69%) Senior Developer
8 3 (4.69%) SQL Analyst
8 3 (4.69%) Technical Analyst
8 3 (4.69%) Tester
9 2 (3.13%) Linux Developer
9 2 (3.13%) Migration Analyst
9 2 (3.13%) SQL Data Analyst
9 2 (3.13%) SSIS Developer
Libraries, Frameworks & Software Standards
1 10 (15.63%) .NET
2 9 (14.06%) PostGIS
3 4 (6.25%) Spring
4 3 (4.69%) ActiveMQ
4 3 (4.69%) Middleware
5 2 (3.13%) CSS
5 2 (3.13%) HTML
5 2 (3.13%) REST
6 1 (1.56%) ASP.NET
6 1 (1.56%) HATEOAS
6 1 (1.56%) JSON
6 1 (1.56%) Kafka
6 1 (1.56%) RESTful
6 1 (1.56%) Spark Streaming
6 1 (1.56%) WinForms
6 1 (1.56%) XML
Miscellaneous
1 9 (14.06%) Analytical Skills
2 2 (3.13%) Data Structures
2 2 (3.13%) Mainframe
3 1 (1.56%) Enterprise Software
3 1 (1.56%) Fintech
3 1 (1.56%) FMCG
3 1 (1.56%) Greenfield Project
3 1 (1.56%) Self-Motivation
Operating Systems
1 13 (20.31%) Unix
2 10 (15.63%) Linux
Processes & Methodologies
1 23 (35.94%) Agile Software Development
2 20 (31.25%) Migration
3 18 (28.13%) Data Migration
4 16 (25.00%) ETL Development
5 14 (21.88%) Data Analysis
6 13 (20.31%) Data Integration
7 12 (18.75%) Business Intelligence
7 12 (18.75%) Data Modelling
8 10 (15.63%) Stakeholder Management
9 9 (14.06%) Data Transformation
9 9 (14.06%) DevOps
10 8 (12.50%) BDD
10 8 (12.50%) TDD
11 7 (10.94%) Asset Management
11 7 (10.94%) Refactoring
11 7 (10.94%) SDLC
12 4 (6.25%) Performance Tuning
13 3 (4.69%) Analytics
13 3 (4.69%) Open Source
13 3 (4.69%) Test Automation
Programming Languages
1 44 (68.75%) SQL
2 12 (18.75%) Python
3 11 (17.19%) Java
4 7 (10.94%) PL/SQL
5 2 (3.13%) JavaScript
5 2 (3.13%) Scala
6 1 (1.56%) Bash Shell
6 1 (1.56%) C#
6 1 (1.56%) Perl
6 1 (1.56%) PowerShell
6 1 (1.56%) T-SQL
6 1 (1.56%) VB
Qualifications
1 4 (6.25%) Degree
2 2 (3.13%) ISTQB
Quality Assurance & Compliance
1 14 (21.88%) Data Quality
2 4 (6.25%) QA
3 1 (1.56%) Disclosure Scotland
System Software
1 9 (14.06%) Docker
Systems Management
1 11 (17.19%) Ansible
2 4 (6.25%) Oracle Flashback
3 2 (3.13%) Opscode Chef
3 2 (3.13%) Puppet
Vendors
1 34 (53.13%) Oracle
2 21 (32.81%) Informatica
3 13 (20.31%) Teradata
4 9 (14.06%) Ab Initio
5 6 (9.38%) Microsoft
5 6 (9.38%) Talend
6 5 (7.81%) Bloomberg
6 5 (7.81%) CODA
6 5 (7.81%) Vermilion
7 4 (6.25%) CA
7 4 (6.25%) IBM
7 4 (6.25%) Sitecore
8 2 (3.13%) Tableau
9 1 (1.56%) Charles River
9 1 (1.56%) FactSet
9 1 (1.56%) Hyperion
9 1 (1.56%) SaltStack
9 1 (1.56%) SAP