Period
to 16 January 2019

The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for ETL Development skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL Development over the 6 months to 16 January 2019 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) Development
UK > Scotland
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 160 175 159
Rank change year-on-year +15 -16 +28
Contract jobs citing ETL Development 24 9 12
As % of all contract IT jobs advertised in Scotland 0.51% 0.19% 0.32%
As % of the Processes & Methodologies category 0.58% 0.22% 0.38%
Number of daily rates quoted 14 8 7
Scotland median daily rate £513 £400 £400
Median daily rate % change year-on-year +28.13% - +6.67%
10th Percentile £357 £350 £328
90th Percentile £588 £488 £488
UK median daily rate £425 £450 £400
% change year-on-year -5.56% +12.50% -5.88%
Number of hourly rates quoted 0 0 0
Scotland median hourly rate - - -
UK median hourly rate £70.00 £44.66 £48.00
% change year-on-year +56.75% -6.96% -

ETL Development 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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Contract vacancies with a requirement for process or methodology skills 4,172 4,080 3,192
As % of all contract IT jobs advertised in Scotland 87.87% 86.17% 85.14%
Number of daily rates quoted 2,290 2,362 1,847
Scotland median daily rate £413 £400 £375
Median daily rate % change year-on-year +3.13% +6.67% -
10th Percentile £244 £250 £250
90th Percentile £563 £538 £500
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +1.19%
Number of hourly rates quoted 96 87 106
Scotland median hourly rate £24.25 £21.00 £22.75
Median hourly rate % change year-on-year +15.48% -7.69% +8.33%
10th Percentile £12.04 £11.25 £10.25
90th Percentile £44.27 £37.53 £52.00
UK median hourly rate £23.50 £23.00 £22.92
% change year-on-year +2.17% +0.34% -0.34%

ETL Development
Job Vacancy Trend in Scotland

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

Job vacancy trend for ETL Development in Scotland

ETL Development
Contractor Daily Rate Trend in Scotland

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

Contractor daily rate trend for ETL Development in Scotland

ETL Development
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing ETL Development in Scotland over the 6 months to 16 January 2019.

Contractor daily rate histogram for ETL Development in Scotland

ETL Development
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL Development within the Scotland region over the 6 months to 16 January 2019. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +12 20 £525 +31.25% 1
Glasgow - 3 £363 - 1
Stirling - 1 - -
ETL Development
UK

For the 6 months to 16 January 2019, IT contractor jobs citing ETL Development 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 Scotland region with a requirement for ETL Development.

1 24 (100.00%) ETL
2 19 (79.17%) Oracle
3 18 (75.00%) Data Warehouse
4 15 (62.50%) SQL Server
4 15 (62.50%) Ab Initio
5 14 (58.33%) Teradata
6 10 (41.67%) Data Integration
6 10 (41.67%) SQL
7 9 (37.50%) Unix
8 8 (33.33%) Business Intelligence
8 8 (33.33%) Shell Script
8 8 (33.33%) QA
9 7 (29.17%) User Acceptance Testing
9 7 (29.17%) Investment Management
9 7 (29.17%) Retail
10 5 (20.83%) Performance Tuning
11 4 (16.67%) Big Data
11 4 (16.67%) Metadata Management
11 4 (16.67%) Oracle Database
11 4 (16.67%) Finance
11 4 (16.67%) Informatica
11 4 (16.67%) Banking
11 4 (16.67%) Agile Software Development
12 3 (12.50%) Java
13 2 (8.33%) JSP
13 2 (8.33%) Servlets
13 2 (8.33%) Web Services
13 2 (8.33%) XML
13 2 (8.33%) Migration
13 2 (8.33%) Data Modelling

ETL Development
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 1 (4.17%) Apache Spark
Cloud Services
1 1 (4.17%) Amazon AWS
Database & Business Intelligence
1 18 (75.00%) Data Warehouse
2 15 (62.50%) SQL Server
3 4 (16.67%) Big Data
3 4 (16.67%) Oracle Database
4 2 (8.33%) Enterprise Data Warehouse
4 2 (8.33%) MariaDB
5 1 (4.17%) Hadoop
5 1 (4.17%) MySQL
5 1 (4.17%) OLAP
5 1 (4.17%) Pentaho
5 1 (4.17%) RDBMS
5 1 (4.17%) Relational Database
Development Applications
1 2 (8.33%) Hudson
2 1 (4.17%) Git (software)
2 1 (4.17%) JIRA
General
1 7 (29.17%) Retail
2 4 (16.67%) Banking
2 4 (16.67%) Finance
3 2 (8.33%) Retail Banking
4 1 (4.17%) Pharmaceutical
Job Titles
1 18 (75.00%) Developer
2 14 (58.33%) Ab Initio Developer
3 5 (20.83%) Consultant
4 4 (16.67%) ETL Consultant
5 3 (12.50%) ETL Developer
6 2 (8.33%) Senior Consultant
7 1 (4.17%) .NET Developer
7 1 (4.17%) .NET Software Developer
7 1 (4.17%) Ab Initio Consultant
7 1 (4.17%) AWS Developer
7 1 (4.17%) Data Engineer
7 1 (4.17%) MySQL Developer
7 1 (4.17%) Oracle Developer
7 1 (4.17%) Oracle ETL Developer
7 1 (4.17%) Software Developer
Libraries, Frameworks & Software Standards
1 2 (8.33%) Java EE
1 2 (8.33%) JSP
1 2 (8.33%) Servlets
1 2 (8.33%) Web Services
1 2 (8.33%) XML
2 1 (4.17%) .NET
2 1 (4.17%) .NET Framework
2 1 (4.17%) ActiveMQ
2 1 (4.17%) ASP.NET
2 1 (4.17%) CSS
2 1 (4.17%) CSS3
2 1 (4.17%) HTML
2 1 (4.17%) HTML5
2 1 (4.17%) REST
2 1 (4.17%) Spring
Operating Systems
1 9 (37.50%) Unix
Processes & Methodologies
1 24 (100.00%) ETL
2 10 (41.67%) Data Integration
3 8 (33.33%) Business Intelligence
4 7 (29.17%) Investment Management
4 7 (29.17%) User Acceptance Testing
5 5 (20.83%) Performance Tuning
6 4 (16.67%) Agile Software Development
6 4 (16.67%) Metadata Management
7 2 (8.33%) Conceptual Models
7 2 (8.33%) Data Analysis
7 2 (8.33%) Data Migration
7 2 (8.33%) Data Modelling
7 2 (8.33%) Logical Data Model
7 2 (8.33%) Migration
7 2 (8.33%) Open Source
8 1 (4.17%) Analytics
8 1 (4.17%) Continuous Delivery
8 1 (4.17%) Data Analytics
8 1 (4.17%) SDLC
8 1 (4.17%) Technical Leadership
Programming Languages
1 10 (41.67%) SQL
2 8 (33.33%) Shell Script
3 3 (12.50%) Java
4 1 (4.17%) C#
4 1 (4.17%) Perl
4 1 (4.17%) PL/SQL
4 1 (4.17%) Python
4 1 (4.17%) Ruby
4 1 (4.17%) T-SQL
4 1 (4.17%) VB.NET
Quality Assurance & Compliance
1 8 (33.33%) QA
2 1 (4.17%) Data Quality
Systems Management
1 1 (4.17%) Oracle Flashback
Vendors
1 19 (79.17%) Oracle
2 15 (62.50%) Ab Initio
3 14 (58.33%) Teradata
4 4 (16.67%) Informatica
5 1 (4.17%) Hitachi
5 1 (4.17%) Talend