The following table provides summary statistics for contract job vacancies advertised in the North West with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
England / North West
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 69 75 61
Rank change year-on-year +6 -14  
Contract jobs citing ETL 74 97 94
As % of all contract IT jobs advertised in the North West 2.51% 2.59% 2.55%
As % of the Processes & Methodologies category 3.10% 3.15% 3.24%
Number of daily rates quoted 48 77 66
Median daily rate £400 £413 £400
Median daily rate % change year-on-year -3.03% +3.12%  
90% offered a daily rate of more than £325 £325 £299
10% offered a daily rate of more than £550 £493 £515
UK excluding London median daily rate £413 £400 £400
% change year-on-year +3.12% -  
Number of hourly rates quoted 2 4 1
Median hourly rate £65.00 £20.50 £33.00
Median hourly rate % change year-on-year +217.07% -37.87%  
UK excluding London median hourly rate £53.50 £20.50 £31.50
% change year-on-year +160.97% -34.92%  

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the North West with a requirement for process and methodology skills.

Contract Process & Methodology Skills
North West
Contract job vacancies with a requirement for process and methodology skills 2385 3083 2903
As % of all contract IT job vacancies advertised in the North West 80.90% 82.19% 78.63%
Number of daily rates quoted 1409 1941 1709
Median daily rate £410 £415 £385
Median daily rate % change year-on-year -1.20% +7.79%  
90% offered a daily rate of more than £300 £300 £275
10% offered a daily rate of more than £550 £575 £550
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 101 77 125
Median hourly rate £40.00 £29.25 £34.00
Median hourly rate % change year-on-year +36.75% -13.97%  
90% offered a hourly rate of more than £13.00 £12.58 £14.50
10% offered a hourly rate of more than £55.00 £53.00 £54.67
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

ETL
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing ETL as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in the North West

ETL
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for ETL in the North West

ETL
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing ETL in the North West over the 3 months to 26 June 2017.

Contractor daily rate histogram for ETL in the North West

ETL
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for ETL 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 26 June 2017. 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 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
Manchester +33 36 £375 -11.76% 22
Cheshire -3 23 £375 -9.09% 4
Merseyside -9 4 £425 +6.25% 3
Lancashire +1 3 £350 +55.55% 1
ETL
England

For the 6 months to 26 June 2017, 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 99 (65.13%) SQL
2 66 (43.42%) Business Intelligence
3 65 (42.76%) Data Warehouse
4 59 (38.82%) SQL Server
5 53 (34.87%) SQL Server Integration Services
6 47 (30.92%) Oracle
7 46 (30.26%) SQL Server Reporting Services
8 40 (26.32%) Finance
9 36 (23.68%) SQL Server Analysis Services
10 32 (21.05%) Agile Software Development
11 30 (19.74%) T-SQL
12 28 (18.42%) Data Modelling
13 26 (17.11%) Migration
14 22 (14.47%) Data Migration
15 20 (13.16%) Data Transformation
16 18 (11.84%) Big Data
16 18 (11.84%) Analytics
16 18 (11.84%) Microsoft
17 17 (11.18%) Java
18 16 (10.53%) Data Integration
19 15 (9.87%) Python
20 14 (9.21%) PL/SQL
20 14 (9.21%) Data Quality
20 14 (9.21%) Performance Tuning
21 13 (8.55%) Relational Database
21 13 (8.55%) Talend
21 13 (8.55%) Kimball Methodology
21 13 (8.55%) Talend Open Studio
21 13 (8.55%) Marketing
22 12 (7.89%) MDX

ETL
Co-occurring 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 (4.61%) SAS
2 5 (3.29%) SharePoint
3 4 (2.63%) Apache Spark
4 2 (1.32%) Apache Pig
5 1 (0.66%) Apache
5 1 (0.66%) IIS
5 1 (0.66%) OpenStack
5 1 (0.66%) Oracle SOA Suite
Applications
1 7 (4.61%) Microsoft Excel
2 2 (1.32%) MS Visio
3 1 (0.66%) SPSS
Business Applications
1 3 (1.97%) Oracle BPM
1 3 (1.97%) Oracle Financials
2 2 (1.32%) Oracle Applications
3 1 (0.66%) Dynamics AX
3 1 (0.66%) SAP MDG
3 1 (0.66%) SAP MDM
Cloud Services
1 11 (7.24%) Amazon AWS
2 6 (3.95%) Cloud Computing
2 6 (3.95%) Force.com
3 2 (1.32%) Amazon Kinesis
3 2 (1.32%) GitHub
3 2 (1.32%) Microsoft Azure
4 1 (0.66%) IaaS
4 1 (0.66%) PaaS
Communications & Networking
1 3 (1.97%) DHCP
1 3 (1.97%) DNS
1 3 (1.97%) Firewall
1 3 (1.97%) Network Security
2 1 (0.66%) Kerberos
2 1 (0.66%) SAN
Database & Business Intelligence
1 65 (42.76%) Data Warehouse
2 59 (38.82%) SQL Server
3 53 (34.87%) SQL Server Integration Services
4 46 (30.26%) SQL Server Reporting Services
5 36 (23.68%) SQL Server Analysis Services
6 18 (11.84%) Big Data
7 13 (8.55%) Relational Database
8 12 (7.89%) QlikView
9 11 (7.24%) Power BI
9 11 (7.24%) SQL Server 2012
9 11 (7.24%) SQL Server 2014
10 7 (4.61%) MySQL
10 7 (4.61%) OLAP
10 7 (4.61%) Oracle BI EE
11 6 (3.95%) Hadoop
11 6 (3.95%) Oracle Database
12 5 (3.29%) Amazon Redshift
12 5 (3.29%) Apache Hive
12 5 (3.29%) OLAP Cube
12 5 (3.29%) Oracle Reports
Development Applications
1 13 (8.55%) Talend Open Studio
2 9 (5.92%) Team Foundation Server
3 8 (5.26%) ERwin
4 6 (3.95%) Jenkins
4 6 (3.95%) JIRA
5 4 (2.63%) Oracle Forms
5 4 (2.63%) Visual Studio
6 2 (1.32%) Octopus Deploy
6 2 (1.32%) ProC
6 2 (1.32%) Subversion
6 2 (1.32%) TeamCity
6 2 (1.32%) Toad
7 1 (0.66%) Cucumber
7 1 (0.66%) Moq
7 1 (0.66%) NUnit
7 1 (0.66%) Oracle APEX
7 1 (0.66%) SQL Server Management Studio (SSMS)
General
1 40 (26.32%) Finance
2 13 (8.55%) Marketing
3 12 (7.89%) Retail
4 6 (3.95%) Banking
5 3 (1.97%) Investment Banking
5 3 (1.97%) Pharmaceutical
6 1 (0.66%) Games
6 1 (0.66%) Local Government
6 1 (0.66%) Manufacturing
6 1 (0.66%) Publishing
Job Titles
1 90 (59.21%) Developer
2 26 (17.11%) Business Intelligence Developer
2 26 (17.11%) SQL Developer
3 22 (14.47%) ETL Developer
4 18 (11.84%) Analyst
5 14 (9.21%) Architect
6 13 (8.55%) Oracle Developer
7 11 (7.24%) SSIS Developer
8 10 (6.58%) DBA
9 9 (5.92%) Consultant
9 9 (5.92%) SQL DBA
10 8 (5.26%) Python Developer
10 8 (5.26%) SQL BI Developer
11 7 (4.61%) Data Warehouse Developer
11 7 (4.61%) SQL Analyst
11 7 (4.61%) Test Analyst
12 6 (3.95%) Data Analyst
12 6 (3.95%) Salesforce Developer
12 6 (3.95%) SSRS Developer
12 6 (3.95%) Tester
Libraries, Frameworks & Software Standards
1 12 (7.89%) MDX
2 7 (4.61%) XML
3 6 (3.95%) SOAP
4 4 (2.63%) Kafka
5 3 (1.97%) REST
6 2 (1.32%) .NET
6 2 (1.32%) .NET Framework
6 2 (1.32%) ASP.NET
6 2 (1.32%) J2EE
6 2 (1.32%) WPF
7 1 (0.66%) Ajax
7 1 (0.66%) CSS
7 1 (0.66%) HTML
7 1 (0.66%) LINQ
7 1 (0.66%) MSMQ
7 1 (0.66%) NHibernate
7 1 (0.66%) PostGIS
7 1 (0.66%) Unity DI Container
7 1 (0.66%) WCF
7 1 (0.66%) WinForms
Miscellaneous
1 8 (5.26%) Analytical Skills
2 4 (2.63%) Replication
3 3 (1.97%) Credit Risk
4 2 (1.32%) Computer Science
4 2 (1.32%) Management Information System
5 1 (0.66%) Clustering
5 1 (0.66%) Data Centre
5 1 (0.66%) Digital Media
5 1 (0.66%) iPad
5 1 (0.66%) Private Cloud
5 1 (0.66%) Taxonomies
5 1 (0.66%) User Experience
Operating Systems
1 10 (6.58%) Linux
2 9 (5.92%) Unix
3 5 (3.29%) Windows
4 3 (1.97%) CentOS
5 2 (1.32%) Solaris
6 1 (0.66%) Red Hat Enterprise Linux
6 1 (0.66%) Ubuntu
6 1 (0.66%) Windows Server
Processes & Methodologies
1 66 (43.42%) Business Intelligence
2 32 (21.05%) Agile Software Development
3 28 (18.42%) Data Modelling
4 26 (17.11%) Migration
5 22 (14.47%) Data Migration
6 20 (13.16%) Data Transformation
7 18 (11.84%) Analytics
8 16 (10.53%) Data Integration
9 14 (9.21%) Performance Tuning
10 13 (8.55%) Kimball Methodology
11 12 (7.89%) Data Cleansing
12 10 (6.58%) CRM
12 10 (6.58%) Data Management
12 10 (6.58%) ERP
13 9 (5.92%) Dimensional Modelling
13 9 (5.92%) ETL Development
14 8 (5.26%) High Availability
14 8 (5.26%) Master Data Management
14 8 (5.26%) Process Improvement
14 8 (5.26%) Waterfall
Programming Languages
1 99 (65.13%) SQL
2 30 (19.74%) T-SQL
3 17 (11.18%) Java
4 15 (9.87%) Python
5 14 (9.21%) PL/SQL
6 5 (3.29%) Shell Script
7 4 (2.63%) JavaScript
8 3 (1.97%) Ruby
8 3 (1.97%) VBA
9 2 (1.32%) C#
9 2 (1.32%) PowerShell
9 2 (1.32%) PROC SQL
9 2 (1.32%) R
9 2 (1.32%) SAS Macro
10 1 (0.66%) ANSI SQL
10 1 (0.66%) C
10 1 (0.66%) Data Analysis Expressions (DAX)
10 1 (0.66%) Perl
10 1 (0.66%) PHP
10 1 (0.66%) VB.NET
Qualifications
1 7 (4.61%) Degree
2 4 (2.63%) ISEB
3 3 (1.97%) ISTQB
4 2 (1.32%) SAS Certification
5 1 (0.66%) HND
5 1 (0.66%) SC Cleared
5 1 (0.66%) Security Cleared
Quality Assurance & Compliance
1 14 (9.21%) Data Quality
2 5 (3.29%) QA
System Software
1 1 (0.66%) HDFS
1 1 (0.66%) Oracle RAC
1 1 (0.66%) Tivoli Workload Scheduler
1 1 (0.66%) Virtual Machines
1 1 (0.66%) VMware ESXi
1 1 (0.66%) vSphere
Systems Management
1 4 (2.63%) Puppet
2 3 (1.97%) HP Quality Center
3 1 (0.66%) Ansible
3 1 (0.66%) Control-M
3 1 (0.66%) Data Guard
3 1 (0.66%) Failover Clustering
3 1 (0.66%) Salt
3 1 (0.66%) Tivoli
Vendors
1 47 (30.92%) Oracle
2 18 (11.84%) Microsoft
3 13 (8.55%) Talend
4 7 (4.61%) Tableau
5 6 (3.95%) Ab Initio
5 6 (3.95%) Salesforce.com
5 6 (3.95%) Teradata
6 5 (3.29%) Hyperion
6 5 (3.29%) SAP
7 3 (1.97%) IBM
7 3 (1.97%) JD Edwards
7 3 (1.97%) Red Hat
7 3 (1.97%) RightScale
7 3 (1.97%) Vertica
8 2 (1.32%) Google
8 2 (1.32%) Informatica
9 1 (0.66%) Cognos
9 1 (0.66%) Telerik
9 1 (0.66%) Twitter
9 1 (0.66%) VMware
Manchester, Lancashire
Lawrence Harvey
Rate: £400 - £500 per day
Posted: 2 days ago
Manchester, Lancashire
Nigel Frank International Ltd
Posted: 3 days ago
Manchester
Vivid Resourcing
Posted: 5 days ago
Blackpool, Lancashire
Digital Gurus
Rate: £400 - £450 per day
Posted: 4 days ago
Manchester
CPS Group Limited
Rate: £300 - £350 per day
Posted: 9 days ago