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 27 August 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
27 Aug 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 56 34 61
Rank change year-on-year
-22 +27
Contract jobs citing ETL 71 131 74
As % of all contract IT jobs located in Scotland 3.17% 4.00% 2.65%
As % of the Processes & Methodologies category 3.84% 4.89% 3.31%
Number of daily rates quoted 38 83 41
Median daily rate £430 £390 £395
Median daily rate % change year-on-year
+10.25% -1.26%
90% offered a daily rate of more than £300 £300 £325
10% offered a daily rate of more than £500 £501 £525
UK excluding London median daily rate £400 £400 £373
% change year-on-year
- +7.38%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £44.00 £29.50 £67.00
% change year-on-year
+49.15% -55.97%
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
1850 2681 2236
As % of all contract IT jobs located in Scotland 82.63% 81.84% 80.14%
Number of daily rates quoted 1088 1400 1155
Median daily rate £360 £375 £375
Median daily rate % change year-on-year
-4.00% -
90% offered a daily rate of more than £270 £269 £251
10% offered a daily rate of more than £475 £480 £490
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 39 61 30
Median hourly rate £38.00 £30.50 £30.00
Median hourly rate % change year-on-year
+24.59% +1.66%
90% offered a hourly rate of more than £11.37 £12.35 £12.00
10% offered a hourly rate of more than £47.25 £55.00 £165.00
UK excluding London median hourly rate £30.00 £33.00 £26.00
% change year-on-year
-9.09% +26.92%

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 27 August 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 27 August 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 -14 46 £428 +6.87% 3
Glasgow -15 20 £450 +24.13% 2
Stirling - 2 £475 - 1
ETL
UK

ETL
Top 30 Related IT Skills in Scotland

For the 6 months to 27 August 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 70 (53.03%) Data Warehouse
2 69 (52.27%) Finance
3 61 (46.21%) Data Modelling
4 56 (42.42%) SQL
5 39 (29.55%) Oracle
6 31 (23.48%) Migration
7 30 (22.73%) Teradata
8 29 (21.97%) Data Migration
9 25 (18.94%) SQL Server
10 24 (18.18%) Informatica
11 23 (17.42%) Data Architecture
12 22 (16.67%) Oracle Database
12 22 (16.67%) Business Intelligence
12 22 (16.67%) Unix
13 21 (15.91%) Agile Software Development
13 21 (15.91%) Banking
14 18 (13.64%) Dimensional Modelling
14 18 (13.64%) SQL Server Integration Services
15 17 (12.88%) Relational Database
15 17 (12.88%) Data Quality
16 16 (12.12%) Data Analysis
16 16 (12.12%) ETL Development
17 15 (11.36%) Stakeholder Management
17 15 (11.36%) Talend
17 15 (11.36%) Talend Open Studio
18 14 (10.61%) Microsoft
19 13 (9.85%) User Acceptance Testing
19 13 (9.85%) Enterprise Data Warehouse
20 12 (9.09%) RDBMS
20 12 (9.09%) PowerCenter

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 7 (5.30%) BizTalk Server
2 4 (3.03%) SAS
3 2 (1.52%) GeoServer
3 2 (1.52%) PowerExchange
4 1 (0.76%) SharePoint
4 1 (0.76%) WebSphere
4 1 (0.76%) WebSphere Application Server
Applications
1 2 (1.52%) MS PowerPoint
Business Applications
1 3 (2.27%) Markit EDM
1 3 (2.27%) Unit4 Business World
2 1 (0.76%) thinkFolio
Cloud Services
1 1 (0.76%) SaaS
Communications & Networking
1 1 (0.76%) Internet
1 1 (0.76%) LAN
1 1 (0.76%) SAN
1 1 (0.76%) Wi-Fi
1 1 (0.76%) WLAN
Database & Business Intelligence
1 70 (53.03%) Data Warehouse
2 25 (18.94%) SQL Server
3 22 (16.67%) Oracle Database
4 18 (13.64%) SQL Server Integration Services
5 17 (12.88%) Relational Database
6 13 (9.85%) Enterprise Data Warehouse
7 12 (9.09%) PowerCenter
7 12 (9.09%) RDBMS
8 11 (8.33%) SQL Server 2012
8 11 (8.33%) SQL Server Reporting Services
9 10 (7.58%) Oracle Reports
10 9 (6.82%) Big Data
10 9 (6.82%) QlikView
11 7 (5.30%) MongoDB
11 7 (5.30%) SQL Server 2008
12 6 (4.55%) PostgreSQL
13 5 (3.79%) IBM PureData
13 5 (3.79%) Oracle Database 11g
13 5 (3.79%) Oracle Exadata
13 5 (3.79%) Oracle8/8i Database
Development Applications
1 15 (11.36%) Talend Open Studio
2 12 (9.09%) ERwin
3 6 (4.55%) Team Foundation Server
4 5 (3.79%) PVCS
5 3 (2.27%) Subversion
6 2 (1.52%) Bower
6 2 (1.52%) DBeaver
6 2 (1.52%) Git (software)
6 2 (1.52%) Hudson
6 2 (1.52%) Jenkins
6 2 (1.52%) LoadRunner
6 2 (1.52%) Visual Studio
7 1 (0.76%) Cucumber
7 1 (0.76%) FitNesse
7 1 (0.76%) JIRA
7 1 (0.76%) SQL Server Management Studio (SSMS)
General
1 69 (52.27%) Finance
2 21 (15.91%) Banking
3 7 (5.30%) Retail
4 6 (4.55%) Law
5 2 (1.52%) Retail Banking
6 1 (0.76%) Advertising
6 1 (0.76%) Investment Banking
6 1 (0.76%) Legal
6 1 (0.76%) Marketing
Job Titles
1 43 (32.58%) Developer
2 28 (21.21%) Architect
3 27 (20.45%) Data Architect
4 21 (15.91%) Analyst
5 16 (12.12%) Data Warehouse Architect
6 15 (11.36%) Test Analyst
7 14 (10.61%) Consultant
8 13 (9.85%) ETL Developer
9 11 (8.33%) Solutions Architect
10 10 (7.58%) SQL Developer
11 9 (6.82%) Business Intelligence Developer
11 9 (6.82%) Informatica Consultant
11 9 (6.82%) QlikView Developer
12 7 (5.30%) ETL Analyst
12 7 (5.30%) SQL BI Developer
13 6 (4.55%) BizTalk Developer
13 6 (4.55%) Data Analyst
13 6 (4.55%) SSIS Developer
14 5 (3.79%) Senior Analyst
14 5 (3.79%) Senior Test Analyst
Libraries, Frameworks & Software Standards
1 6 (4.55%) .NET
1 6 (4.55%) Middleware
2 5 (3.79%) Web Services
3 3 (2.27%) XML
4 2 (1.52%) AngularJS
4 2 (1.52%) CSS
4 2 (1.52%) Flask
4 2 (1.52%) HTML
4 2 (1.52%) jQuery
4 2 (1.52%) Node.js
4 2 (1.52%) OpenLayers
4 2 (1.52%) PostGIS
4 2 (1.52%) REST
4 2 (1.52%) Sass
5 1 (0.76%) COM
5 1 (0.76%) FpML
5 1 (0.76%) FreeMarker
5 1 (0.76%) Silverlight
5 1 (0.76%) XML Schema
5 1 (0.76%) XSLT
Miscellaneous
1 11 (8.33%) Analytical Skills
2 9 (6.82%) Data Integration
3 5 (3.79%) Clustering
4 4 (3.03%) Computer Science
5 3 (2.27%) Reference Data
5 3 (2.27%) Replication
6 2 (1.52%) Mainframe
6 2 (1.52%) Photography
7 1 (0.76%) Credit Risk
7 1 (0.76%) Data Centre
7 1 (0.76%) Data Structures
7 1 (0.76%) Informatics
7 1 (0.76%) Private Cloud
Operating Systems
1 22 (16.67%) Unix
2 2 (1.52%) Linux
3 1 (0.76%) Windows
Processes & Methodologies
1 61 (46.21%) Data Modelling
2 31 (23.48%) Migration
3 29 (21.97%) Data Migration
4 23 (17.42%) Data Architecture
5 22 (16.67%) Business Intelligence
6 21 (15.91%) Agile Software Development
7 18 (13.64%) Dimensional Modelling
8 16 (12.12%) Data Analysis
8 16 (12.12%) ETL Development
9 15 (11.36%) Stakeholder Management
10 13 (9.85%) User Acceptance Testing
11 10 (7.58%) Asset Management
11 10 (7.58%) Data Mapping
11 10 (7.58%) Performance Tuning
12 9 (6.82%) Test Scripting
13 8 (6.06%) System Integration Testing
14 7 (5.30%) Data Management
14 7 (5.30%) Kimball Methodology
15 6 (4.55%) ERP
15 6 (4.55%) Software Testing
Programming Languages
1 56 (42.42%) SQL
2 10 (7.58%) PL/SQL
3 8 (6.06%) T-SQL
4 7 (5.30%) Java
5 6 (4.55%) C#
5 6 (4.55%) VB
6 4 (3.03%) Python
7 3 (2.27%) Perl
8 2 (1.52%) CoffeeScript
8 2 (1.52%) JavaScript
8 2 (1.52%) VBA
9 1 (0.76%) AWK
9 1 (0.76%) Korn
9 1 (0.76%) sed
9 1 (0.76%) Shell Script
Qualifications
1 5 (3.79%) Security Cleared
2 4 (3.03%) Degree
3 1 (0.76%) ISEB
Quality Assurance & Compliance
1 17 (12.88%) Data Quality
2 3 (2.27%) Disclosure Scotland
2 3 (2.27%) QA
3 1 (0.76%) Solvency II
System Software
1 2 (1.52%) GeoWebCache
Systems Management
1 10 (7.58%) HP Quality Center
Vendors
1 39 (29.55%) Oracle
2 30 (22.73%) Teradata
3 24 (18.18%) Informatica
4 15 (11.36%) Talend
5 14 (10.61%) Microsoft
6 10 (7.58%) CA
6 10 (7.58%) MicroStrategy
7 9 (6.82%) Cognos
8 5 (3.79%) IBM
8 5 (3.79%) Netezza
9 4 (3.03%) Ab Initio
9 4 (3.03%) HP
10 2 (1.52%) Jaspersoft
10 2 (1.52%) VMware
11 1 (0.76%) Charles River
11 1 (0.76%) Murex
11 1 (0.76%) Pega
11 1 (0.76%) RedGate
11 1 (0.76%) TIBCO
Edinburgh, Midlothian
Cathcart Associates Ltd
Rate: £350 - £375 per day
Posted: 2 days ago
Scotland
Harvey Nash plc
Rate: £300 - £350 per day
Posted: 2 days ago