Period
to 19 June 2018

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 19 June 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) Development
UK > Scotland
6 months to
19 Jun 2018
Same period 2017 Same period 2016
Rank 174 154 194
Rank change year-on-year -20 +40 -21
Contract jobs citing ETL Development 25 7 19
As % of all contract IT jobs advertised in Scotland 0.48% 0.18% 0.35%
As % of the Processes & Methodologies category 0.56% 0.22% 0.41%
Number of daily rates quoted 23 4 12
Scotland median daily rate £400 £463 £400
Median daily rate % change year-on-year -13.51% +15.63% -11.11%
10th Percentile £324 £364 £306
90th Percentile £453 £488 £471
UK median daily rate £450 £450 £390
% change year-on-year - +15.38% -8.24%
Number of hourly rates quoted 0 0 0
Scotland median hourly rate - - -
UK median hourly rate - - -

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 4,492 3,213 4,662
As % of all contract IT jobs advertised in Scotland 85.61% 84.46% 85.70%
Number of daily rates quoted 2,700 1,883 2,604
Scotland median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -
10th Percentile £261 £250 £235
90th Percentile £550 £513 £525
UK median daily rate £450 £438 £425
% change year-on-year +2.86% +2.94% +6.25%
Number of hourly rates quoted 85 74 90
Scotland median hourly rate £17.50 £25.50 £36.00
Median hourly rate % change year-on-year -31.37% -29.17% +20.00%
10th Percentile £10.53 £11.27 £11.25
90th Percentile £58.25 £47.01 £43.15
UK median hourly rate £21.75 £25.00 £25.00
% change year-on-year -13.00% - +17.37%

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 19 June 2018.

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 19 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -6 21 £400 -13.51%
Glasgow -29 2 £388 - 2
Renfrewshire - 1 £313 -
Inverclyde - 1 £335 -
ETL Development
UK

For the 6 months to 19 June 2018, 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 25 (100.00%) ETL
2 23 (92.00%) SQL
3 21 (84.00%) Oracle
3 21 (84.00%) Data Analysis
4 20 (80.00%) Data Migration
4 20 (80.00%) Migration
5 15 (60.00%) Finance
5 15 (60.00%) Informatica
5 15 (60.00%) PowerCenter
5 15 (60.00%) Data Warehouse
5 15 (60.00%) Data Quality
5 15 (60.00%) Oracle Database
5 15 (60.00%) Banking
6 14 (56.00%) Hadoop
6 14 (56.00%) Teradata
7 13 (52.00%) PowerExchange
7 13 (52.00%) Unix
8 11 (44.00%) Data Modelling
9 10 (40.00%) ERwin
9 10 (40.00%) CA
10 7 (28.00%) Agile Software Development
11 6 (24.00%) PL/SQL
12 5 (20.00%) Mainframe
12 5 (20.00%) Data Integration
12 5 (20.00%) Performance Tuning
12 5 (20.00%) Oracle Flashback
12 5 (20.00%) Data Lake
12 5 (20.00%) Pentaho
13 4 (16.00%) Scorecard
13 4 (16.00%) Data Architecture

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 13 (52.00%) PowerExchange
Business Applications
1 1 (4.00%) Dynamics CRM
Cloud Services
1 1 (4.00%) Azure Data Factory
1 1 (4.00%) Microsoft Azure
Database & Business Intelligence
1 15 (60.00%) Data Warehouse
1 15 (60.00%) Oracle Database
1 15 (60.00%) PowerCenter
2 14 (56.00%) Hadoop
3 5 (20.00%) Data Lake
3 5 (20.00%) Pentaho
4 4 (16.00%) SQL Server Integration Services
5 2 (8.00%) SQL Server
6 1 (4.00%) Azure SQL Database
6 1 (4.00%) Oracle Discoverer
6 1 (4.00%) Oracle Reports
6 1 (4.00%) Parquet
6 1 (4.00%) Power BI
6 1 (4.00%) RDBMS
6 1 (4.00%) Relational Database
6 1 (4.00%) SQL Server 2012
6 1 (4.00%) SQL Server Analysis Services
6 1 (4.00%) SQL Server Reporting Services
6 1 (4.00%) Star Schema
Development Applications
1 10 (40.00%) ERwin
2 4 (16.00%) JIRA
3 1 (4.00%) Git (software)
3 1 (4.00%) Oracle APEX
3 1 (4.00%) Oracle Forms
General
1 15 (60.00%) Banking
1 15 (60.00%) Finance
Job Titles
1 22 (88.00%) Developer
2 15 (60.00%) Informatica Developer
3 6 (24.00%) ETL Developer
3 6 (24.00%) Lead Developer
4 2 (8.00%) Business Intelligence Developer
4 2 (8.00%) ETL Specialist
5 1 (4.00%) Azure Developer
5 1 (4.00%) Business Intelligence Consultant
5 1 (4.00%) Consultant
5 1 (4.00%) Senior Business Intelligence Consultant
5 1 (4.00%) Senior Consultant
5 1 (4.00%) SQL BI Developer
5 1 (4.00%) SQL Developer
Libraries, Frameworks & Software Standards
1 4 (16.00%) ActiveMQ
Miscellaneous
1 5 (20.00%) Mainframe
2 1 (4.00%) Greenfield Project
Operating Systems
1 13 (52.00%) Unix
Processes & Methodologies
1 25 (100.00%) ETL
2 21 (84.00%) Data Analysis
3 20 (80.00%) Data Migration
3 20 (80.00%) Migration
4 11 (44.00%) Data Modelling
5 7 (28.00%) Agile Software Development
6 5 (20.00%) Data Integration
6 5 (20.00%) Performance Tuning
7 4 (16.00%) Data Architecture
7 4 (16.00%) Quality Management
7 4 (16.00%) Scorecard
7 4 (16.00%) Stakeholder Management
8 3 (12.00%) Business Intelligence
9 2 (8.00%) Dimensional Modelling
9 2 (8.00%) Waterfall
10 1 (4.00%) Data Mapping
10 1 (4.00%) Issue Tracking
10 1 (4.00%) Kimball Methodology
10 1 (4.00%) Release Management
10 1 (4.00%) Unit Testing
Programming Languages
1 23 (92.00%) SQL
2 6 (24.00%) PL/SQL
3 4 (16.00%) Java
4 1 (4.00%) T-SQL
Qualifications
1 1 (4.00%) Degree
Quality Assurance & Compliance
1 15 (60.00%) Data Quality
2 4 (16.00%) QA
3 2 (8.00%) Disclosure Scotland
Systems Management
1 5 (20.00%) Oracle Flashback
Vendors
1 21 (84.00%) Oracle
2 15 (60.00%) Informatica
3 14 (56.00%) Teradata
4 10 (40.00%) CA
5 1 (4.00%) Microsoft
5 1 (4.00%) Tableau
5 1 (4.00%) Twitter