The table below looks at the statistics for ETL skills in IT contracts advertised for the North West region. Included is a guide to the contractor rates offered in IT contracts that have cited ETL over the 3 months to 30 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
30 Aug 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 47 38 61
Rank change year-on-year
-9 +23
Contract jobs citing ETL 130 184 86
As % of all contract IT jobs located in the North West 3.73% 4.38% 2.79%
As % of the Processes & Methodologies category 4.58% 5.44% 3.68%
Number of daily rates quoted 97 135 55
Median daily rate £388 £425 £425
Median daily rate % change year-on-year
-8.82% -
90% offered a daily rate of more than £308 £322 £288
10% offered a daily rate of more than £493 £535 £540
UK excluding London median daily rate £400 £400 £369
% change year-on-year
- +8.47%
Number of hourly rates quoted 1 1 1
Median hourly rate £20.50 £33.00 £67.00
Median hourly rate % change year-on-year
-37.87% -50.74%
UK excluding London median hourly rate £44.00 £29.50 £67.00
% change year-on-year
+49.15% -55.97%
ETL
England

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

Processes & Methodologies Category
North West
Contract IT job ads with a match in the
Processes & Methodologies category
2836 3383 2337
As % of all contract IT jobs located in the North West 81.38% 80.59% 75.70%
Number of daily rates quoted 1781 2057 1298
Median daily rate £400 £401 £370
Median daily rate % change year-on-year
-0.12% +8.24%
90% offered a daily rate of more than £288 £290 £263
10% offered a daily rate of more than £525 £550 £525
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 88 134 102
Median hourly rate £21.05 £40.00 £25.00
Median hourly rate % change year-on-year
-47.38% +60.00%
90% offered a hourly rate of more than £12.03 £16.16 £12.50
10% offered a hourly rate of more than £59.31 £59.50 £67.00
UK excluding London median hourly rate £30.00 £32.54 £25.75
% change year-on-year
-7.80% +26.36%

ETL
Jobs Demand Trend in the North West

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

ETL Jobs Demand Trend in the North West

ETL
Daily Rate Trend in the North West

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

ETL Daily Rate Trend in the North West

ETL
Daily Rate Histogram in the North West

This chart provides a histogram of daily rates quoted in contract IT jobs citing ETL across the North West region over the 3 months to 30 August 2016.

ETL Daily Rate Histogram in the North West

ETL
Hourly Rate Trend in the North West

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

ETL Hourly Rate Trend in the North West

ETL
Contract Job Locations in the North West

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the North West region over the 3 months to 30 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
Cheshire +11 68 £388 +10.71% 4
Manchester -33 34 £400 -5.99% 15
Merseyside -5 7 £376 +36.81% 4
Lancashire -5 6 £325 -38.09% 1
ETL
England

ETL
Top 30 Related IT Skills in the North West

For the 6 months to 30 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 North West region with a requirement for ETL.

1 152 (65.24%) SQL
2 94 (40.34%) Business Intelligence
3 92 (39.48%) Talend Open Studio
3 92 (39.48%) Talend
4 88 (37.77%) SQL Server
5 81 (34.76%) Agile Software Development
6 62 (26.61%) Data Warehouse
7 54 (23.18%) SQL Server Integration Services
8 52 (22.32%) Oracle
9 51 (21.89%) Finance
10 46 (19.74%) Java
11 45 (19.31%) Data Modelling
12 44 (18.88%) E-Commerce
12 44 (18.88%) SQL Server Analysis Services
13 43 (18.45%) Vertica
14 41 (17.60%) Continuous Integration
14 41 (17.60%) Migration
15 38 (16.31%) Linux
16 35 (15.02%) Tableau
17 34 (14.59%) Analytics
18 33 (14.16%) T-SQL
18 33 (14.16%) SQL Server Reporting Services
18 33 (14.16%) Data Analysis
19 32 (13.73%) OLAP
19 32 (13.73%) SAP
20 31 (13.30%) Microsoft
20 31 (13.30%) Dimensional Modelling
20 31 (13.30%) Kimball Methodology
21 30 (12.88%) Data Migration
22 28 (12.02%) Big Data

ETL
Top Related IT Skills in the North West 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 (3.00%) SAS
1 7 (3.00%) SharePoint
2 2 (0.86%) Oracle Service Bus
3 1 (0.43%) Apache
3 1 (0.43%) nginx
3 1 (0.43%) OpenStack
3 1 (0.43%) SharePoint 2013
3 1 (0.43%) WebSphere
Applications
1 21 (9.01%) MS Excel
2 5 (2.15%) MS Office
2 5 (2.15%) MS PowerPoint
Business Applications
1 4 (1.72%) SAP MDM
1 4 (1.72%) SAP Oil and Gas
1 4 (1.72%) Unit4 Business World
2 3 (1.29%) Oracle EBS
3 2 (0.86%) Dynamics CRM
4 1 (0.43%) Dynamics AX
4 1 (0.43%) Oracle EBS R12
4 1 (0.43%) SAP CRM
4 1 (0.43%) SAP hybris
Cloud Services
1 19 (8.15%) Amazon AWS
2 8 (3.43%) Amazon Kinesis
2 8 (3.43%) Amazon S3
2 8 (3.43%) AWS Elastic Beanstalk
3 4 (1.72%) Veeva
4 3 (1.29%) Google Analytics
4 3 (1.29%) Google Cloud Platform
5 2 (0.86%) SaaS
6 1 (0.43%) Cloud Computing
6 1 (0.43%) IaaS
6 1 (0.43%) Microsoft Azure
6 1 (0.43%) PaaS
Communications & Networking
1 10 (4.29%) Network Security
2 1 (0.43%) Internet
Database & Business Intelligence
1 88 (37.77%) SQL Server
2 62 (26.61%) Data Warehouse
3 54 (23.18%) SQL Server Integration Services
4 44 (18.88%) SQL Server Analysis Services
5 33 (14.16%) SQL Server Reporting Services
6 32 (13.73%) OLAP
7 28 (12.02%) Big Data
8 27 (11.59%) OLAP Cube
9 15 (6.44%) MySQL
10 14 (6.01%) Amazon Redshift
11 13 (5.58%) MongoDB
11 13 (5.58%) PostgreSQL
11 13 (5.58%) Star Schema
12 10 (4.29%) Relational Database
13 9 (3.86%) DataStage
14 8 (3.43%) Data Mining
15 7 (3.00%) Essbase
15 7 (3.00%) Power BI
15 7 (3.00%) SQL Server 2012
16 6 (2.58%) Enterprise Data Warehouse
Development Applications
1 92 (39.48%) Talend Open Studio
2 26 (11.16%) Jenkins
3 13 (5.58%) ERwin
4 10 (4.29%) Cucumber
5 3 (1.29%) SQL Server Management Studio (SSMS)
5 3 (1.29%) Team Foundation Server
6 2 (0.86%) JIRA
7 1 (0.43%) Maven
7 1 (0.43%) Vagrant
General
1 51 (21.89%) Finance
2 11 (4.72%) Banking
2 11 (4.72%) Marketing
3 9 (3.86%) Pharmaceutical
4 8 (3.43%) Advertising
4 8 (3.43%) Retail
5 4 (1.72%) Electronics
5 4 (1.72%) General Ledger
5 4 (1.72%) Manufacturing
5 4 (1.72%) Telecoms
6 1 (0.43%) Back Office
6 1 (0.43%) Front Office
6 1 (0.43%) Games
6 1 (0.43%) Investment Banking
6 1 (0.43%) Legal
6 1 (0.43%) Retail Banking
Job Titles
1 110 (47.21%) Developer
2 43 (18.45%) ETL Developer
3 33 (14.16%) Analyst
4 31 (13.30%) SQL Developer
5 28 (12.02%) Talend Developer
6 25 (10.73%) DBA
7 24 (10.30%) Consultant
8 22 (9.44%) Business Intelligence Developer
9 16 (6.87%) Tester
10 14 (6.01%) Data Analyst
10 14 (6.01%) ETL Tester
11 12 (5.15%) ETL Consultant
11 12 (5.15%) SSIS Developer
12 10 (4.29%) Designer
12 10 (4.29%) Senior Developer
12 10 (4.29%) SQL Analyst
13 9 (3.86%) Data Consultant
13 9 (3.86%) SQL BI Developer
13 9 (3.86%) SQL DBA
14 8 (3.43%) Data Engineer
Libraries, Frameworks & Software Standards
1 7 (3.00%) .NET
1 7 (3.00%) Web Services
2 6 (2.58%) MDX
2 6 (2.58%) XML
3 1 (0.43%) J2EE
3 1 (0.43%) JSON
3 1 (0.43%) RESTful
3 1 (0.43%) SOAP
3 1 (0.43%) WCF
3 1 (0.43%) WPF
3 1 (0.43%) XML Schema
Miscellaneous
1 23 (9.87%) Data Integration
2 12 (5.15%) Analytical Skills
3 10 (4.29%) Digital Media
4 8 (3.43%) Replication
5 6 (2.58%) Enterprise Software
6 5 (2.15%) Management Information System
7 4 (1.72%) iPad
7 4 (1.72%) Virtual Team
8 3 (1.29%) Clustering
8 3 (1.29%) Credit Risk
9 2 (0.86%) Data Extraction
9 2 (0.86%) Reference Data
9 2 (0.86%) Visualisation
10 1 (0.43%) Data Conversion
10 1 (0.43%) Data Structures
10 1 (0.43%) FMCG
10 1 (0.43%) Taxonomies
Operating Systems
1 38 (16.31%) Linux
2 11 (4.72%) Unix
3 2 (0.86%) Solaris
4 1 (0.43%) Windows
4 1 (0.43%) Windows 7
Processes & Methodologies
1 94 (40.34%) Business Intelligence
2 81 (34.76%) Agile Software Development
3 45 (19.31%) Data Modelling
4 44 (18.88%) E-Commerce
5 41 (17.60%) Continuous Integration
5 41 (17.60%) Migration
6 34 (14.59%) Analytics
7 33 (14.16%) Data Analysis
8 31 (13.30%) Dimensional Modelling
8 31 (13.30%) Kimball Methodology
9 30 (12.88%) Data Migration
10 20 (8.58%) Performance Tuning
11 19 (8.15%) CRM
12 18 (7.73%) Scrum
13 15 (6.44%) ETL Development
14 14 (6.01%) ERP
15 13 (5.58%) Mentoring
16 12 (5.15%) Continuous Deployment
17 11 (4.72%) SOA
18 10 (4.29%) Web Development
Programming Languages
1 152 (65.24%) SQL
2 46 (19.74%) Java
3 33 (14.16%) T-SQL
4 21 (9.01%) PL/SQL
5 10 (4.29%) JavaScript
5 10 (4.29%) PHP
6 9 (3.86%) R
7 5 (2.15%) Shell Script
7 5 (2.15%) VB
8 3 (1.29%) C#
9 1 (0.43%) PowerShell
9 1 (0.43%) Python
9 1 (0.43%) Ruby
9 1 (0.43%) VBA
9 1 (0.43%) VBScript
Qualifications
1 5 (2.15%) SC Cleared
1 5 (2.15%) Security Cleared
2 1 (0.43%) BPSS Clearance
2 1 (0.43%) ISEB
2 1 (0.43%) ISTQB
Quality Assurance & Compliance
1 7 (3.00%) Data Quality
2 2 (0.86%) QA
System Software
1 8 (3.43%) Docker
2 1 (0.43%) Oracle RAC
Systems Management
1 2 (0.86%) Failover Clustering
2 1 (0.43%) Puppet
Vendors
1 92 (39.48%) Talend
2 52 (22.32%) Oracle
3 43 (18.45%) Vertica
4 35 (15.02%) Tableau
5 32 (13.73%) SAP
6 31 (13.30%) Microsoft
7 27 (11.59%) Ab Initio
8 21 (9.01%) Informatica
9 12 (5.15%) Cognos
10 7 (3.00%) Concur
10 7 (3.00%) IBM
11 5 (2.15%) Hyperion
11 5 (2.15%) Salesforce.com
11 5 (2.15%) Siebel
11 5 (2.15%) Teradata
12 4 (1.72%) Infor
13 3 (1.29%) CODA
13 3 (1.29%) Google
13 3 (1.29%) Maconomy
13 3 (1.29%) ServiceNow