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 10 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
10 Dec 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 59 59 88
Rank change year-on-year
0 +29
Contract jobs citing ETL 109 106 55
As % of all contract IT jobs located in the North West 3.47% 2.55% 1.68%
As % of the Processes & Methodologies category 4.14% 3.22% 2.17%
Number of daily rates quoted 68 70 26
Median daily rate £401 £378 £338
Median daily rate % change year-on-year
+6.29% +11.85%
90% offered a daily rate of more than £325 £275 £250
10% offered a daily rate of more than £550 £479 £505
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 0 0 2
Median hourly rate - - £51.50
UK excluding London median hourly rate £39.50 £38.50 £37.88
% change year-on-year
+2.59% +1.65%
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
2636 3292 2535
As % of all contract IT jobs located in the North West 83.90% 79.34% 77.26%
Number of daily rates quoted 1768 1993 1510
Median daily rate £413 £413 £375
Median daily rate % change year-on-year
- +10.00%
90% offered a daily rate of more than £300 £275 £250
10% offered a daily rate of more than £575 £600 £525
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 61 129 107
Median hourly rate £27.50 £30.15 £27.50
Median hourly rate % change year-on-year
-8.78% +9.63%
90% offered a hourly rate of more than £14.46 £12.35 £13.50
10% offered a hourly rate of more than £44.70 £47.71 £45.00
UK excluding London median hourly rate £30.00 £34.00 £25.00
% change year-on-year
-11.76% +36.00%

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 10 December 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 10 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
Cheshire +25 43 £403 +0.62% 5
Manchester -12 39 £450 +12.50% 14
Merseyside +8 13 £363 -3.33% 2
Lancashire -9 5 £335 -50.00% 2
Cumbria +16 1 - -
ETL
England

ETL
Top 30 Related IT Skills in the North West

For the 6 months to 10 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 North West region with a requirement for ETL.

1 142 (60.43%) SQL
2 106 (45.11%) Business Intelligence
3 93 (39.57%) SQL Server
4 86 (36.60%) Data Warehouse
5 79 (33.62%) SQL Server Integration Services
6 66 (28.09%) Finance
7 63 (26.81%) Agile Software Development
8 54 (22.98%) SQL Server Reporting Services
9 49 (20.85%) Talend Open Studio
9 49 (20.85%) Talend
10 45 (19.15%) SQL Server Analysis Services
11 44 (18.72%) Oracle
12 43 (18.30%) Data Modelling
12 43 (18.30%) Microsoft
13 41 (17.45%) T-SQL
14 38 (16.17%) Migration
15 34 (14.47%) Performance Tuning
16 32 (13.62%) Analytics
17 29 (12.34%) SAP
18 28 (11.91%) Data Migration
18 28 (11.91%) Tableau
19 26 (11.06%) Data Analysis
19 26 (11.06%) Informatica
20 25 (10.64%) E-Commerce
21 24 (10.21%) Ab Initio
22 23 (9.79%) MS Excel
22 23 (9.79%) Amazon AWS
23 22 (9.36%) Linux
23 22 (9.36%) Java
24 21 (8.94%) OLAP

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 10 (4.26%) SAS
2 7 (2.98%) Apache Spark
2 7 (2.98%) SharePoint
3 5 (2.13%) IIS
4 3 (1.28%) Apache
4 3 (1.28%) PowerExchange
5 2 (0.85%) Apache Pig
5 2 (0.85%) Oracle Service Bus
6 1 (0.43%) Elasticsearch
6 1 (0.43%) nginx
6 1 (0.43%) OpenStack
6 1 (0.43%) Oracle SOA Suite
6 1 (0.43%) SharePoint 2013
6 1 (0.43%) WebSphere
Applications
1 23 (9.79%) MS Excel
2 2 (0.85%) MS Office
2 2 (0.85%) MS PowerPoint
Business Applications
1 6 (2.55%) SAP Oil and Gas
2 4 (1.70%) Unit4 Business World
3 2 (0.85%) Oracle EBS
4 1 (0.43%) Cognos Business Intelligence
4 1 (0.43%) Dynamics AX
4 1 (0.43%) Dynamics CRM
4 1 (0.43%) Dynamics NAV
4 1 (0.43%) Oracle Financials
Cloud Services
1 23 (9.79%) Amazon AWS
2 8 (3.40%) Microsoft Azure
3 5 (2.13%) Google Cloud Platform
4 4 (1.70%) Amazon EMR
5 3 (1.28%) Google Analytics
6 2 (0.85%) Amazon S3
6 2 (0.85%) AWS Lambda
6 2 (0.85%) Cloud Computing
7 1 (0.43%) GitHub
7 1 (0.43%) IaaS
7 1 (0.43%) PaaS
7 1 (0.43%) SaaS
Communications & Networking
1 3 (1.28%) Internet
1 3 (1.28%) Network Security
2 2 (0.85%) 2G
2 2 (0.85%) 3G
2 2 (0.85%) 4G
2 2 (0.85%) Ethernet
3 1 (0.43%) Broadband
3 1 (0.43%) DHCP
3 1 (0.43%) DNS
3 1 (0.43%) Firewall
3 1 (0.43%) LTE
3 1 (0.43%) Radio Access Network
Database & Business Intelligence
1 93 (39.57%) SQL Server
2 86 (36.60%) Data Warehouse
3 79 (33.62%) SQL Server Integration Services
4 54 (22.98%) SQL Server Reporting Services
5 45 (19.15%) SQL Server Analysis Services
6 21 (8.94%) OLAP
7 15 (6.38%) Big Data
7 15 (6.38%) Oracle BI EE
8 14 (5.96%) Amazon Redshift
8 14 (5.96%) MongoDB
8 14 (5.96%) Relational Database
8 14 (5.96%) SQL Server 2008
9 13 (5.53%) Oracle Reports
9 13 (5.53%) SQL Server 2012
10 12 (5.11%) Essbase
10 12 (5.11%) Star Schema
11 11 (4.68%) Data Mart
11 11 (4.68%) OLAP Cube
12 10 (4.26%) Enterprise Data Warehouse
12 10 (4.26%) Oracle OLAP
Development Applications
1 49 (20.85%) Talend Open Studio
2 12 (5.11%) Jenkins
3 9 (3.83%) ERwin
4 7 (2.98%) Team Foundation Server
5 5 (2.13%) Cucumber
6 4 (1.70%) Visual Studio
7 3 (1.28%) Oracle APEX
7 3 (1.28%) SQL Server Management Studio (SSMS)
8 1 (0.43%) Maven
8 1 (0.43%) Oracle Forms
8 1 (0.43%) Vagrant
General
1 66 (28.09%) Finance
2 14 (5.96%) Banking
3 13 (5.53%) Marketing
4 9 (3.83%) Advertising
4 9 (3.83%) Manufacturing
4 9 (3.83%) Telecoms
5 6 (2.55%) Electronics
6 5 (2.13%) Pharmaceutical
6 5 (2.13%) Retail
7 4 (1.70%) Billing
7 4 (1.70%) General Ledger
8 2 (0.85%) Back Office
8 2 (0.85%) Local Government
9 1 (0.43%) Front Office
9 1 (0.43%) Games
9 1 (0.43%) Legal
9 1 (0.43%) Retail Banking
Job Titles
1 110 (46.81%) Developer
2 35 (14.89%) DBA
3 30 (12.77%) SQL Developer
4 29 (12.34%) Business Intelligence Developer
5 24 (10.21%) SQL DBA
6 23 (9.79%) Consultant
7 22 (9.36%) ETL Developer
8 20 (8.51%) Analyst
9 14 (5.96%) Architect
9 14 (5.96%) Data Warehouse Developer
9 14 (5.96%) SSIS Developer
10 11 (4.68%) Administrator
10 11 (4.68%) ETL Tester
10 11 (4.68%) OBIEE Developer
10 11 (4.68%) SQL BI Developer
10 11 (4.68%) Tester
11 10 (4.26%) Designer
12 9 (3.83%) Talend Developer
13 8 (3.40%) Cognos Developer
13 8 (3.40%) Data Consultant
Libraries, Frameworks & Software Standards
1 18 (7.66%) MDX
2 15 (6.38%) .NET
3 13 (5.53%) Web Services
4 9 (3.83%) XML
5 4 (1.70%) XSLT
6 3 (1.28%) .NET Framework
6 3 (1.28%) ASP.NET
6 3 (1.28%) Spark Streaming
6 3 (1.28%) WinForms
6 3 (1.28%) WPF
7 1 (0.43%) J2EE
7 1 (0.43%) Kafka
7 1 (0.43%) Oracle Fusion
7 1 (0.43%) PostGIS
7 1 (0.43%) REST
Miscellaneous
1 16 (6.81%) Analytical Skills
2 15 (6.38%) Replication
3 13 (5.53%) Data Integration
3 13 (5.53%) Visualisation
4 9 (3.83%) Data Structures
5 8 (3.40%) Management Information System
6 6 (2.55%) Clustering
6 6 (2.55%) Data Extraction
7 5 (2.13%) Enterprise Software
8 4 (1.70%) Data Centre
9 3 (1.28%) Credit Risk
9 3 (1.28%) Virtual Team
10 2 (0.85%) Digital Media
11 1 (0.43%) FMCG
11 1 (0.43%) iPad
11 1 (0.43%) Mathematics
11 1 (0.43%) Taxonomies
Operating Systems
1 22 (9.36%) Linux
2 12 (5.11%) Windows
3 8 (3.40%) Unix
4 7 (2.98%) Windows Server
5 5 (2.13%) Windows Server 2008
6 1 (0.43%) CentOS
Processes & Methodologies
1 106 (45.11%) Business Intelligence
2 63 (26.81%) Agile Software Development
3 43 (18.30%) Data Modelling
4 38 (16.17%) Migration
5 34 (14.47%) Performance Tuning
6 32 (13.62%) Analytics
7 28 (11.91%) Data Migration
8 26 (11.06%) Data Analysis
9 25 (10.64%) E-Commerce
10 18 (7.66%) Performance Monitoring
11 16 (6.81%) High Availability
11 16 (6.81%) Scrum
12 15 (6.38%) Continuous Integration
13 14 (5.96%) ETL Development
14 13 (5.53%) Kimball Methodology
15 12 (5.11%) Database Mirroring
15 12 (5.11%) Dimensional Modelling
16 10 (4.26%) Data Management
16 10 (4.26%) Unit Testing
17 9 (3.83%) Performance Management
Programming Languages
1 142 (60.43%) SQL
2 41 (17.45%) T-SQL
3 22 (9.36%) Java
4 13 (5.53%) PowerShell
5 12 (5.11%) C#
6 8 (3.40%) PL/SQL
7 7 (2.98%) Python
8 6 (2.55%) R
9 3 (1.28%) VB.NET
10 2 (0.85%) C
10 2 (0.85%) JavaScript
10 2 (0.85%) Perl
10 2 (0.85%) PHP
10 2 (0.85%) Ruby
10 2 (0.85%) Shell Script
11 1 (0.43%) Scala
11 1 (0.43%) VB
11 1 (0.43%) VBA
Qualifications
1 10 (4.26%) Security Cleared
2 9 (3.83%) SC Cleared
3 2 (0.85%) Degree
3 2 (0.85%) ISEB
4 1 (0.43%) BC Cleared
Quality Assurance & Compliance
1 13 (5.53%) Data Quality
2 3 (1.28%) QA
3 1 (0.43%) SLA
Systems Management
1 3 (1.28%) Failover Clustering
2 2 (0.85%) HP Quality Center
2 2 (0.85%) Puppet
Vendors
1 49 (20.85%) Talend
2 44 (18.72%) Oracle
3 43 (18.30%) Microsoft
4 29 (12.34%) SAP
5 28 (11.91%) Tableau
6 26 (11.06%) Informatica
7 24 (10.21%) Ab Initio
8 17 (7.23%) Hyperion
8 17 (7.23%) Vertica
9 15 (6.38%) Cognos
10 10 (4.26%) Teradata
11 6 (2.55%) MicroStrategy
12 5 (2.13%) Google
13 3 (1.28%) IBM
13 3 (1.28%) ParAccel
14 2 (0.85%) Alteryx
14 2 (0.85%) Huawei
14 2 (0.85%) NEC
14 2 (0.85%) Nokia Networks
14 2 (0.85%) Sybase
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