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 7 December 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
7 Dec 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 75 65 52
Rank change year-on-year
-10 -13
Contract jobs citing ETL 46 74 83
As % of all contract IT jobs located in Scotland 2.33% 2.58% 2.96%
As % of the Processes & Methodologies category 2.89% 3.26% 3.82%
Number of daily rates quoted 26 50 48
Median daily rate £400 £425 £350
Median daily rate % change year-on-year
-5.88% +21.42%
90% offered a daily rate of more than £360 £267 £291
10% offered a daily rate of more than £488 £600 £441
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £39.50 £34.00 £37.88
% change year-on-year
+16.17% -10.23%
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
1591 2271 2173
As % of all contract IT jobs located in Scotland 80.72% 79.29% 77.39%
Number of daily rates quoted 935 1205 1214
Median daily rate £375 £375 £380
Median daily rate % change year-on-year
- -1.31%
90% offered a daily rate of more than £275 £250 £269
10% offered a daily rate of more than £513 £500 £525
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 34 41 23
Median hourly rate £38.50 £40.00 £35.00
Median hourly rate % change year-on-year
-3.75% +14.28%
90% offered a hourly rate of more than £14.50 £12.35 £16.12
10% offered a hourly rate of more than £45.00 £47.00 £45.00
UK excluding London median hourly rate £31.00 £35.00 £25.00
% change year-on-year
-11.42% +40.00%

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 7 December 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 7 December 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 -2 21 £400 -8.57% 6
Glasgow +1 20 £450 +5.88% 3
Dundee - 4 £375 -
Inverclyde - 1 £375 -
ETL
UK

ETL
Top 30 Related IT Skills in Scotland

For the 6 months to 7 December 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 63 (53.39%) Data Warehouse
2 54 (45.76%) SQL
3 49 (41.53%) Data Modelling
4 38 (32.20%) Oracle
5 34 (28.81%) Business Intelligence
6 30 (25.42%) SQL Server
6 30 (25.42%) Finance
7 29 (24.58%) Agile Software Development
8 21 (17.80%) SQL Server Integration Services
9 19 (16.10%) Relational Database
10 18 (15.25%) Talend Open Studio
10 18 (15.25%) Talend
11 17 (14.41%) Data Architecture
12 16 (13.56%) Kimball Methodology
13 15 (12.71%) BusinessObjects
13 15 (12.71%) Data Integration
13 15 (12.71%) ETL Development
14 14 (11.86%) Oracle Database
14 14 (11.86%) SQL Server 2012
14 14 (11.86%) QlikView
14 14 (11.86%) C#
15 13 (11.02%) T-SQL
15 13 (11.02%) Cognos
15 13 (11.02%) Web Services
15 13 (11.02%) BizTalk Server
15 13 (11.02%) Middleware
15 13 (11.02%) Teradata
16 12 (10.17%) PL/SQL
16 12 (10.17%) .NET
16 12 (10.17%) SQL Server Reporting Services

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 13 (11.02%) BizTalk Server
2 5 (4.24%) Apache Spark
2 5 (4.24%) SharePoint
3 3 (2.54%) SAS
4 2 (1.69%) Oracle SOA Suite
5 1 (0.85%) PowerExchange
5 1 (0.85%) WebSphere
5 1 (0.85%) WebSphere Application Server
Applications
1 2 (1.69%) MS PowerPoint
2 1 (0.85%) MS Excel
2 1 (0.85%) Weka
Business Applications
1 7 (5.93%) Unit4 Business World
2 4 (3.39%) Markit EDM
3 3 (2.54%) Oracle EBS
3 3 (2.54%) thinkFolio
4 1 (0.85%) Cognos Business Intelligence
4 1 (0.85%) Endur
4 1 (0.85%) Findur
4 1 (0.85%) Minerva
Cloud Services
1 2 (1.69%) Microsoft Azure
2 1 (0.85%) SaaS
Communications & Networking
1 1 (0.85%) Internet
1 1 (0.85%) LAN
1 1 (0.85%) SAN
1 1 (0.85%) Wi-Fi
1 1 (0.85%) WLAN
Database & Business Intelligence
1 63 (53.39%) Data Warehouse
2 30 (25.42%) SQL Server
3 21 (17.80%) SQL Server Integration Services
4 19 (16.10%) Relational Database
5 15 (12.71%) BusinessObjects
6 14 (11.86%) Oracle Database
6 14 (11.86%) QlikView
6 14 (11.86%) SQL Server 2012
7 12 (10.17%) SQL Server Reporting Services
8 11 (9.32%) Oracle Reports
8 11 (9.32%) RDBMS
9 10 (8.47%) Enterprise Data Warehouse
10 9 (7.63%) MongoDB
11 6 (5.08%) BusinessObjects Web Intelligence
11 6 (5.08%) SAP Data Services
11 6 (5.08%) SQL Server Analysis Services
12 5 (4.24%) NoSQL
12 5 (4.24%) Oracle Database 10g
12 5 (4.24%) PostgreSQL
13 4 (3.39%) Oracle8/8i Database
Development Applications
1 18 (15.25%) Talend Open Studio
2 4 (3.39%) ERwin
2 4 (3.39%) PVCS
3 2 (1.69%) Cucumber
3 2 (1.69%) SQL Server Management Studio (SSMS)
3 2 (1.69%) Subversion
3 2 (1.69%) Team Foundation Server
4 1 (0.85%) FitNesse
4 1 (0.85%) JIRA
4 1 (0.85%) Selenium
General
1 30 (25.42%) Finance
2 7 (5.93%) Banking
3 4 (3.39%) Legal
4 3 (2.54%) Advertising
4 3 (2.54%) Retail
5 2 (1.69%) Law
5 2 (1.69%) Marketing
6 1 (0.85%) Investment Banking
6 1 (0.85%) Multimedia
6 1 (0.85%) Retail Banking
Job Titles
1 52 (44.07%) Developer
2 22 (18.64%) Architect
3 20 (16.95%) Data Architect
4 16 (13.56%) ETL Developer
5 13 (11.02%) Analyst
6 12 (10.17%) BizTalk Developer
6 12 (10.17%) Consultant
7 9 (7.63%) QlikView Developer
8 8 (6.78%) Business Intelligence Developer
9 7 (5.93%) Data Analyst
9 7 (5.93%) Data Modeller
9 7 (5.93%) Data Warehouse Architect
9 7 (5.93%) SQL Developer
10 6 (5.08%) Talend Developer
11 5 (4.24%) ETL Analyst
11 5 (4.24%) Solutions Architect
11 5 (4.24%) SQL BI Developer
12 4 (3.39%) Business Intelligence Consultant
12 4 (3.39%) Senior Consultant
12 4 (3.39%) Test Analyst
Libraries, Frameworks & Software Standards
1 13 (11.02%) Middleware
1 13 (11.02%) Web Services
2 12 (10.17%) .NET
3 5 (4.24%) XML
4 2 (1.69%) Ajax
4 2 (1.69%) ASP.NET
4 2 (1.69%) CSS
4 2 (1.69%) HTML
4 2 (1.69%) jQuery
4 2 (1.69%) LINQ
4 2 (1.69%) PostGIS
4 2 (1.69%) WPF
5 1 (0.85%) Celery
5 1 (0.85%) D3.js
5 1 (0.85%) Flask
5 1 (0.85%) FpML
5 1 (0.85%) MDX
5 1 (0.85%) Silverlight
5 1 (0.85%) XML Schema
Miscellaneous
1 15 (12.71%) Data Integration
2 9 (7.63%) Visualisation
3 8 (6.78%) Analytical Skills
3 8 (6.78%) Management Information System
4 3 (2.54%) Clustering
4 3 (2.54%) Data Structures
5 2 (1.69%) Data Extraction
5 2 (1.69%) Ontologies
5 2 (1.69%) Reference Data
6 1 (0.85%) Computer Science
6 1 (0.85%) Data Centre
6 1 (0.85%) Enterprise Software
6 1 (0.85%) Informatics
6 1 (0.85%) Mainframe
6 1 (0.85%) Private Cloud
6 1 (0.85%) Remote Sensing
6 1 (0.85%) Replication
6 1 (0.85%) Social Media
6 1 (0.85%) Statistics
Operating Systems
1 9 (7.63%) Unix
2 3 (2.54%) Linux
3 1 (0.85%) Windows
Processes & Methodologies
1 49 (41.53%) Data Modelling
2 34 (28.81%) Business Intelligence
3 29 (24.58%) Agile Software Development
4 17 (14.41%) Data Architecture
5 16 (13.56%) Kimball Methodology
6 15 (12.71%) ETL Development
7 11 (9.32%) Data Management
7 11 (9.32%) Migration
7 11 (9.32%) Physical Data Model
8 10 (8.47%) Asset Management
8 10 (8.47%) Dimensional Modelling
8 10 (8.47%) ERP
8 10 (8.47%) Logical Data Model
9 9 (7.63%) SDLC
10 8 (6.78%) Data Mapping
10 8 (6.78%) Data Migration
10 8 (6.78%) Performance Tuning
10 8 (6.78%) Stakeholder Management
10 8 (6.78%) User Acceptance Testing
11 7 (5.93%) Integration Testing
Programming Languages
1 54 (45.76%) SQL
2 14 (11.86%) C#
3 13 (11.02%) T-SQL
4 12 (10.17%) PL/SQL
5 6 (5.08%) Python
6 5 (4.24%) VB
7 4 (3.39%) Java
7 4 (3.39%) VBA
8 2 (1.69%) JavaScript
8 2 (1.69%) VB.NET
9 1 (0.85%) R
Qualifications
1 5 (4.24%) Security Cleared
2 2 (1.69%) Degree
2 2 (1.69%) Postgraduate
3 1 (0.85%) ITIL Certification
3 1 (0.85%) Oracle Certification
Quality Assurance & Compliance
1 8 (6.78%) Disclosure Scotland
2 5 (4.24%) Data Quality
3 4 (3.39%) QA
4 1 (0.85%) BS7666
Systems Management
1 3 (2.54%) HP Quality Center
Vendors
1 38 (32.20%) Oracle
2 18 (15.25%) Talend
3 13 (11.02%) Cognos
3 13 (11.02%) Teradata
4 10 (8.47%) MicroStrategy
5 9 (7.63%) Informatica
6 8 (6.78%) Microsoft
7 7 (5.93%) Tableau
8 6 (5.08%) SAP
9 5 (4.24%) IBM
10 4 (3.39%) Charles River
10 4 (3.39%) Netezza
11 3 (2.54%) HP
12 2 (1.69%) Alteryx
12 2 (1.69%) Jaspersoft
13 1 (0.85%) CA
13 1 (0.85%) Fidessa
13 1 (0.85%) Google
13 1 (0.85%) RapidMiner
13 1 (0.85%) TIBCO
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