The table below looks at the statistics for ETL skills in IT contracts advertised for the Scotland region. Included is a guide to the contractor rates offered in IT contracts that have cited ETL over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 59 43 67
Rank change year-on-year
-16 +24
Contract jobs citing ETL 81 114 64
As % of all contract IT jobs located in Scotland 3.12% 3.59% 2.37%
As % of the Processes & Methodologies category 3.75% 4.43% 2.98%
Number of daily rates quoted 48 68 36
Median daily rate £425 £378 £375
Median daily rate % change year-on-year
+12.58% +0.66%
90% offered a daily rate of more than £313 £290 £294
10% offered a daily rate of more than £500 £465 £538
UK excluding London median daily rate £400 £390 £368
% change year-on-year
+2.56% +6.12%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £20.50 £30.00 £37.80
% change year-on-year
-31.66% -20.63%
ETL
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Contract IT job ads with a match in the
Processes & Methodologies category
2160 2573 2148
As % of all contract IT jobs located in Scotland 83.24% 80.96% 79.44%
Number of daily rates quoted 1282 1298 1132
Median daily rate £350 £375 £375
Median daily rate % change year-on-year
-6.66% -
90% offered a daily rate of more than £238 £265 £250
10% offered a daily rate of more than £485 £475 £500
UK excluding London median daily rate £400 £385 £375
% change year-on-year
+3.89% +2.66%
Number of hourly rates quoted 36 55 36
Median hourly rate £36.00 £30.50 £30.00
Median hourly rate % change year-on-year
+18.03% +1.66%
90% offered a hourly rate of more than £12.03 £12.35 £12.50
10% offered a hourly rate of more than £43.00 £47.03 £165.00
UK excluding London median hourly rate £28.50 £30.00 £27.50
% change year-on-year
-5.00% +9.09%

ETL
Jobs Demand Trend in Scotland

The demand trend of contract jobs across the Scotland region citing ETL as a proportion of all IT contracts with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in Scotland

ETL
Daily Rate Trend in Scotland

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

ETL Daily Rate Trend in Scotland

ETL
Daily Rate Histogram in Scotland

This chart provides a histogram of daily rates quoted in contract IT jobs citing ETL across the Scotland region over the 3 months to 23 July 2016.

ETL Daily Rate Histogram in Scotland

ETL
Hourly Rate Trend in Scotland

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

ETL Hourly Rate Trend in Scotland

ETL
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 within the Scotland region over the 3 months to 23 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -12 56 £430 +10.96% 8
Glasgow -12 23 £400 +10.34% 6
ETL
UK

ETL
Top 30 Related IT Skills in Scotland

For the 6 months to 23 July 2016, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Scotland region with a requirement for ETL.

1 85 (53.13%) Finance
2 81 (50.63%) Data Warehouse
3 74 (46.25%) SQL
4 62 (38.75%) Data Modelling
5 47 (29.38%) Oracle
6 38 (23.75%) Business Intelligence
7 35 (21.88%) Migration
8 34 (21.25%) SQL Server
9 33 (20.63%) Data Migration
10 30 (18.75%) Teradata
11 29 (18.13%) Banking
11 29 (18.13%) Agile Software Development
12 26 (16.25%) Data Architecture
13 25 (15.63%) Unix
14 24 (15.00%) Oracle Database
14 24 (15.00%) Relational Database
15 23 (14.38%) Data Quality
15 23 (14.38%) Informatica
16 22 (13.75%) SQL Server Integration Services
17 20 (12.50%) ETL Development
18 18 (11.25%) Dimensional Modelling
18 18 (11.25%) Microsoft
18 18 (11.25%) Stakeholder Management
19 17 (10.63%) RDBMS
19 17 (10.63%) Data Analysis
20 14 (8.75%) User Acceptance Testing
20 14 (8.75%) Talend Open Studio
20 14 (8.75%) Talend
21 13 (8.13%) PL/SQL
22 12 (7.50%) C#

ETL
Top Related 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 9 (5.63%) BizTalk Server
2 7 (4.38%) SAS
3 2 (1.25%) GeoServer
3 2 (1.25%) PowerExchange
3 2 (1.25%) WebSphere
4 1 (0.63%) SharePoint
4 1 (0.63%) WebSphere Application Server
Applications
1 5 (3.13%) MS Excel
2 2 (1.25%) MS PowerPoint
Business Applications
1 7 (4.38%) Unit4 Business World
2 4 (2.50%) Markit EDM
3 1 (0.63%) thinkFolio
Cloud Services
1 7 (4.38%) Microsoft Azure
2 2 (1.25%) Amazon AWS
3 1 (0.63%) SaaS
Communications & Networking
1 1 (0.63%) HTTP
1 1 (0.63%) Internet
1 1 (0.63%) LAN
1 1 (0.63%) SAN
1 1 (0.63%) TCP/IP
1 1 (0.63%) Wi-Fi
1 1 (0.63%) WLAN
Database & Business Intelligence
1 81 (50.63%) Data Warehouse
2 34 (21.25%) SQL Server
3 24 (15.00%) Oracle Database
3 24 (15.00%) Relational Database
4 22 (13.75%) SQL Server Integration Services
5 17 (10.63%) RDBMS
6 12 (7.50%) PowerCenter
6 12 (7.50%) SQL Server Reporting Services
7 11 (6.88%) BusinessObjects
7 11 (6.88%) Enterprise Data Warehouse
8 10 (6.25%) SQL Server 2012
9 9 (5.63%) Big Data
9 9 (5.63%) Oracle Reports
10 8 (5.00%) Oracle Database 11g
11 7 (4.38%) MongoDB
11 7 (4.38%) OLTP
11 7 (4.38%) PostgreSQL
11 7 (4.38%) QlikView
11 7 (4.38%) SQL Server Analysis Services
12 6 (3.75%) DB2
Development Applications
1 14 (8.75%) Talend Open Studio
2 10 (6.25%) ERwin
3 5 (3.13%) Subversion
3 5 (3.13%) Team Foundation Server
4 4 (2.50%) Git (software)
4 4 (2.50%) PVCS
5 2 (1.25%) Bower
5 2 (1.25%) DBeaver
5 2 (1.25%) Hudson
5 2 (1.25%) Jenkins
5 2 (1.25%) LoadRunner
5 2 (1.25%) Visual Studio
6 1 (0.63%) Cucumber
6 1 (0.63%) JIRA
6 1 (0.63%) JMeter
6 1 (0.63%) Selenium
6 1 (0.63%) SQL Server Management Studio (SSMS)
6 1 (0.63%) WebDriver
General
1 85 (53.13%) Finance
2 29 (18.13%) Banking
3 11 (6.88%) Retail
4 6 (3.75%) Law
5 5 (3.13%) Retail Banking
6 2 (1.25%) Front Office
7 1 (0.63%) Advertising
7 1 (0.63%) Legal
7 1 (0.63%) Marketing
Job Titles
1 56 (35.00%) Developer
2 36 (22.50%) Architect
3 28 (17.50%) Data Architect
4 24 (15.00%) Analyst
5 16 (10.00%) Data Warehouse Architect
5 16 (10.00%) Test Analyst
6 13 (8.13%) Consultant
7 12 (7.50%) ETL Developer
8 11 (6.88%) Solutions Architect
8 11 (6.88%) SQL Developer
9 9 (5.63%) Business Intelligence Developer
10 8 (5.00%) BizTalk Developer
10 8 (5.00%) Business Developer
11 7 (4.38%) Informatica Consultant
11 7 (4.38%) QlikView Developer
11 7 (4.38%) SQL BI Developer
12 6 (3.75%) Business Objects Developer
12 6 (3.75%) Data Analyst
12 6 (3.75%) DBA
12 6 (3.75%) ETL Analyst
Libraries, Frameworks & Software Standards
1 11 (6.88%) .NET
2 8 (5.00%) Middleware
2 8 (5.00%) Web Services
3 4 (2.50%) HTML
4 3 (1.88%) PostGIS
4 3 (1.88%) XML
5 2 (1.25%) AngularJS
5 2 (1.25%) CSS
5 2 (1.25%) Flask
5 2 (1.25%) jQuery
5 2 (1.25%) Node.js
5 2 (1.25%) OpenLayers
5 2 (1.25%) REST
5 2 (1.25%) Sass
6 1 (0.63%) ASP.NET MVC
6 1 (0.63%) FpML
6 1 (0.63%) FreeMarker
6 1 (0.63%) Gherkin
6 1 (0.63%) HTML5
6 1 (0.63%) Silverlight
Miscellaneous
1 10 (6.25%) Analytical Skills
2 8 (5.00%) Computer Science
2 8 (5.00%) Data Integration
3 5 (3.13%) Clustering
3 5 (3.13%) Hybrid Cloud
4 3 (1.88%) Data Structures
4 3 (1.88%) Fintech
4 3 (1.88%) Mainframe
4 3 (1.88%) Replication
5 2 (1.25%) Photography
5 2 (1.25%) Reference Data
6 1 (0.63%) Credit Risk
6 1 (0.63%) Data Centre
6 1 (0.63%) Enterprise Software
6 1 (0.63%) Management Information System
6 1 (0.63%) Private Cloud
Operating Systems
1 25 (15.63%) Unix
2 6 (3.75%) Linux
3 3 (1.88%) Mac OS X
4 2 (1.25%) Windows
Processes & Methodologies
1 62 (38.75%) Data Modelling
2 38 (23.75%) Business Intelligence
3 35 (21.88%) Migration
4 33 (20.63%) Data Migration
5 29 (18.13%) Agile Software Development
6 26 (16.25%) Data Architecture
7 20 (12.50%) ETL Development
8 18 (11.25%) Dimensional Modelling
8 18 (11.25%) Stakeholder Management
9 17 (10.63%) Data Analysis
10 14 (8.75%) User Acceptance Testing
11 10 (6.25%) Analytics
11 10 (6.25%) Data Mapping
12 9 (5.63%) Asset Management
12 9 (5.63%) Data Management
12 9 (5.63%) Software Testing
12 9 (5.63%) Test Scripting
13 8 (5.00%) Enterprise Architecture
13 8 (5.00%) ERP
13 8 (5.00%) Integration Testing
Programming Languages
1 74 (46.25%) SQL
2 13 (8.13%) PL/SQL
3 12 (7.50%) C#
3 12 (7.50%) Java
4 9 (5.63%) T-SQL
5 6 (3.75%) JavaScript
6 5 (3.13%) Perl
7 4 (2.50%) VB
8 3 (1.88%) Clojure
8 3 (1.88%) Python
8 3 (1.88%) Ruby
9 2 (1.25%) CoffeeScript
9 2 (1.25%) VBA
10 1 (0.63%) AWK
10 1 (0.63%) Korn
10 1 (0.63%) sed
10 1 (0.63%) Shell Script
Qualifications
1 8 (5.00%) Degree
1 8 (5.00%) Security Cleared
2 2 (1.25%) ISEB
2 2 (1.25%) SC Cleared
Quality Assurance & Compliance
1 23 (14.38%) Data Quality
2 3 (1.88%) Disclosure Scotland
3 2 (1.25%) QA
4 1 (0.63%) SLA
4 1 (0.63%) Solvency II
System Software
1 2 (1.25%) GeoWebCache
2 1 (0.63%) Tivoli Workload Scheduler
Systems Management
1 10 (6.25%) HP Quality Center
2 1 (0.63%) Tivoli
Vendors
1 47 (29.38%) Oracle
2 30 (18.75%) Teradata
3 23 (14.38%) Informatica
4 18 (11.25%) Microsoft
5 14 (8.75%) Talend
6 10 (6.25%) CA
7 9 (5.63%) MicroStrategy
8 8 (5.00%) Cognos
9 5 (3.13%) Ab Initio
9 5 (3.13%) IBM
9 5 (3.13%) Netezza
10 3 (1.88%) Charles River
10 3 (1.88%) HP
11 2 (1.25%) Jaspersoft
11 2 (1.25%) VMware
12 1 (0.63%) Murex
12 1 (0.63%) RedGate
12 1 (0.63%) Sybase
12 1 (0.63%) TIBCO