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 25 March 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.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
England / North West
Rank 53 64 51
Rank change year-on-year +11 -13  
Contract jobs citing ETL 79 97 116
As % of all contract IT jobs advertised in the North West 3.04% 2.53% 3.27%
As % of the Processes & Methodologies category 3.69% 3.07% 4.15%
Number of daily rates quoted 47 68 73
Median daily rate £350 £444 £400
Median daily rate % change year-on-year -21.12% +10.93%  
90% offered a daily rate of more than £284 £319 £290
10% offered a daily rate of more than £518 £500 £595
UK excluding London median daily rate £400 £400 £400
Number of hourly rates quoted 1 0 0
Median hourly rate £35.00 - -
UK excluding London median hourly rate £37.50 - £40.00

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 2142 3164 2795
As % of all contract IT job vacancies advertised in the North West 82.35% 82.44% 78.91%
Number of daily rates quoted 1354 1915 1525
Median daily rate £400 £400 £400
90% offered a daily rate of more than £283 £290 £275
10% offered a daily rate of more than £550 £538 £550
UK excluding London median daily rate £410 £400 £400
% change year-on-year +2.50% +0.06%  
Number of hourly rates quoted 110 122 127
Median hourly rate £40.00 £37.50 £40.00
Median hourly rate % change year-on-year +6.66% -6.25%  
90% offered a hourly rate of more than £15.50 £16.00 £13.00
10% offered a hourly rate of more than £50.20 £50.00 £60.00
UK excluding London median hourly rate £36.00 £38.75 £30.00
% change year-on-year -7.09% +29.16%  

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 25 March 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 hourly rates quoted in IT contractor 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 25 March 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 +16 39 £344 -10.13% 22
Cheshire +20 27 £350 -15.40% 13
Merseyside +1 7 £380 -14.36% 1
Lancashire +5 3 - -
ETL
England

ETL
Top 30 Related IT Skills in the North West

For the 6 months to 25 March 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.

1 100 (58.82%) SQL
2 91 (53.53%) Business Intelligence
3 76 (44.71%) Data Warehouse
4 67 (39.41%) SQL Server
5 64 (37.65%) SQL Server Integration Services
6 56 (32.94%) Finance
7 53 (31.18%) SQL Server Reporting Services
8 47 (27.65%) Oracle
9 40 (23.53%) SQL Server Analysis Services
10 35 (20.59%) Agile Software Development
11 34 (20.00%) Data Modelling
12 30 (17.65%) T-SQL
13 29 (17.06%) Microsoft
14 27 (15.88%) Performance Tuning
15 25 (14.71%) Migration
16 23 (13.53%) Analytics
17 22 (12.94%) Data Migration
18 21 (12.35%) Big Data
19 19 (11.18%) Talend
19 19 (11.18%) Talend Open Studio
19 19 (11.18%) Amazon AWS
20 18 (10.59%) Data Quality
21 17 (10.00%) MDX
22 16 (9.41%) Python
23 15 (8.82%) MS Excel
23 15 (8.82%) Data Transformation
23 15 (8.82%) Relational Database
23 15 (8.82%) Analytical Skills
24 14 (8.24%) Visualisation
25 13 (7.65%) SQL Server 2012

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 9 (5.29%) SAS
2 5 (2.94%) Apache Spark
2 5 (2.94%) SharePoint
3 4 (2.35%) IIS
4 3 (1.76%) PowerExchange
5 2 (1.18%) Apache Pig
5 2 (1.18%) Oracle SOA Suite
6 1 (0.59%) Apache
6 1 (0.59%) Elasticsearch
6 1 (0.59%) OpenStack
Applications
1 15 (8.82%) MS Excel
2 1 (0.59%) MS Office
2 1 (0.59%) SPSS
Business Applications
1 4 (2.35%) Oracle Financials
2 2 (1.18%) SAP Oil and Gas
3 1 (0.59%) Cognos Business Intelligence
3 1 (0.59%) Dynamics AX
3 1 (0.59%) Dynamics CRM
3 1 (0.59%) Dynamics NAV
3 1 (0.59%) Oracle BPM
3 1 (0.59%) SAP MDG
3 1 (0.59%) SAP MDM
Cloud Services
1 19 (11.18%) Amazon AWS
2 8 (4.71%) Microsoft Azure
3 4 (2.35%) Cloud Computing
4 2 (1.18%) Amazon EMR
4 2 (1.18%) Amazon Kinesis
4 2 (1.18%) Google Cloud Platform
5 1 (0.59%) IaaS
5 1 (0.59%) PaaS
Communications & Networking
1 2 (1.18%) 2G
1 2 (1.18%) 3G
1 2 (1.18%) 4G
1 2 (1.18%) DHCP
1 2 (1.18%) DNS
1 2 (1.18%) Ethernet
1 2 (1.18%) Firewall
1 2 (1.18%) Internet
1 2 (1.18%) Network Security
2 1 (0.59%) Broadband
2 1 (0.59%) Kerberos
2 1 (0.59%) LTE
2 1 (0.59%) Radio Access Network
Database & Business Intelligence
1 76 (44.71%) Data Warehouse
2 67 (39.41%) SQL Server
3 64 (37.65%) SQL Server Integration Services
4 53 (31.18%) SQL Server Reporting Services
5 40 (23.53%) SQL Server Analysis Services
6 21 (12.35%) Big Data
7 15 (8.82%) Relational Database
8 13 (7.65%) SQL Server 2012
9 12 (7.06%) Hadoop
10 11 (6.47%) Oracle BI EE
10 11 (6.47%) QlikView
11 10 (5.88%) Power BI
11 10 (5.88%) SQL Server 2008
12 9 (5.29%) Amazon Redshift
12 9 (5.29%) Oracle Reports
13 8 (4.71%) SQL Server 2014
14 7 (4.12%) Essbase
14 7 (4.12%) Star Schema
15 6 (3.53%) Data Mart
15 6 (3.53%) DB2
Development Applications
1 19 (11.18%) Talend Open Studio
2 8 (4.71%) Team Foundation Server
3 6 (3.53%) ERwin
3 6 (3.53%) Visual Studio
4 3 (1.76%) JIRA
4 3 (1.76%) Oracle Forms
5 2 (1.18%) Jenkins
5 2 (1.18%) Oracle APEX
6 1 (0.59%) Cucumber
6 1 (0.59%) ProC
General
1 56 (32.94%) Finance
2 7 (4.12%) Banking
3 6 (3.53%) Marketing
4 5 (2.94%) Manufacturing
4 5 (2.94%) Pharmaceutical
4 5 (2.94%) Telecoms
5 4 (2.35%) Billing
5 4 (2.35%) Retail
6 3 (1.76%) Local Government
7 2 (1.18%) Electronics
8 1 (0.59%) Advertising
8 1 (0.59%) Back Office
8 1 (0.59%) Investment Banking
Job Titles
1 95 (55.88%) Developer
2 30 (17.65%) Business Intelligence Developer
3 19 (11.18%) SQL Developer
4 18 (10.59%) ETL Developer
5 17 (10.00%) Consultant
5 17 (10.00%) DBA
5 17 (10.00%) SQL DBA
6 13 (7.65%) Data Warehouse Developer
7 12 (7.06%) Analyst
8 11 (6.47%) Architect
9 9 (5.29%) Oracle Developer
10 8 (4.71%) SSIS Developer
11 7 (4.12%) Data Consultant
11 7 (4.12%) OBIEE Developer
11 7 (4.12%) Python Developer
11 7 (4.12%) SQL BI Developer
12 6 (3.53%) Administrator
12 6 (3.53%) Business Intelligence Architect
12 6 (3.53%) QlikView Developer
12 6 (3.53%) SSRS Developer
Libraries, Frameworks & Software Standards
1 17 (10.00%) MDX
2 6 (3.53%) Web Services
3 5 (2.94%) .NET
4 4 (2.35%) Kafka
4 4 (2.35%) REST
4 4 (2.35%) XML
5 3 (1.76%) .NET Framework
5 3 (1.76%) ASP.NET
5 3 (1.76%) Spark Streaming
5 3 (1.76%) WinForms
5 3 (1.76%) WPF
6 1 (0.59%) Oracle Fusion
6 1 (0.59%) PostGIS
Miscellaneous
1 15 (8.82%) Analytical Skills
2 9 (5.29%) Replication
3 5 (2.94%) Management Information System
4 4 (2.35%) Data Structures
5 3 (1.76%) Credit Risk
6 2 (1.18%) Clustering
7 1 (0.59%) Computer Science
7 1 (0.59%) Data Centre
7 1 (0.59%) FMCG
7 1 (0.59%) iPad
7 1 (0.59%) Private Cloud
7 1 (0.59%) Taxonomies
7 1 (0.59%) User Experience
Operating Systems
1 11 (6.47%) Windows
2 7 (4.12%) Unix
2 7 (4.12%) Windows Server
3 6 (3.53%) Linux
4 4 (2.35%) Windows Server 2008
5 2 (1.18%) CentOS
6 1 (0.59%) Red Hat Enterprise Linux
6 1 (0.59%) Ubuntu
Processes & Methodologies
1 91 (53.53%) Business Intelligence
2 35 (20.59%) Agile Software Development
3 34 (20.00%) Data Modelling
4 27 (15.88%) Performance Tuning
5 25 (14.71%) Migration
6 23 (13.53%) Analytics
7 22 (12.94%) Data Migration
8 15 (8.82%) Data Transformation
9 14 (8.24%) Visualisation
10 12 (7.06%) High Availability
10 12 (7.06%) Performance Monitoring
11 11 (6.47%) Data Cleansing
11 11 (6.47%) Data Integration
12 10 (5.88%) Data Analysis
12 10 (5.88%) Data Management
12 10 (5.88%) Scrum
12 10 (5.88%) Stakeholder Management
13 9 (5.29%) Data Extraction
13 9 (5.29%) Open Source
14 8 (4.71%) Database Mirroring
Programming Languages
1 100 (58.82%) SQL
2 30 (17.65%) T-SQL
3 16 (9.41%) Python
4 12 (7.06%) PL/SQL
5 7 (4.12%) Java
5 7 (4.12%) PowerShell
6 6 (3.53%) C#
7 3 (1.76%) VB.NET
8 2 (1.18%) R
8 2 (1.18%) Ruby
8 2 (1.18%) Shell Script
9 1 (0.59%) ANSI SQL
9 1 (0.59%) Data Analysis Expressions (DAX)
9 1 (0.59%) JavaScript
9 1 (0.59%) Perl
9 1 (0.59%) PROC SQL
9 1 (0.59%) SAS Macro
9 1 (0.59%) Scala
9 1 (0.59%) VBA
Qualifications
1 5 (2.94%) Degree
2 2 (1.18%) ISEB
3 1 (0.59%) HND
3 1 (0.59%) SAS Certification
3 1 (0.59%) SC Cleared
3 1 (0.59%) Security Cleared
Quality Assurance & Compliance
1 18 (10.59%) Data Quality
2 3 (1.76%) QA
3 1 (0.59%) SLA
System Software
1 1 (0.59%) HDFS
1 1 (0.59%) Oracle RAC
1 1 (0.59%) VMware ESXi
1 1 (0.59%) vSphere
Systems Management
1 3 (1.76%) Puppet
2 2 (1.18%) Control-M
2 2 (1.18%) HP Quality Center
3 1 (0.59%) Ansible
3 1 (0.59%) Data Guard
3 1 (0.59%) Salt
Vendors
1 47 (27.65%) Oracle
2 29 (17.06%) Microsoft
3 19 (11.18%) Talend
4 13 (7.65%) Tableau
5 12 (7.06%) Hyperion
5 12 (7.06%) Informatica
5 12 (7.06%) SAP
6 9 (5.29%) Teradata
7 6 (3.53%) Ab Initio
8 5 (2.94%) Cognos
9 4 (2.35%) Google
9 4 (2.35%) IBM
10 2 (1.18%) Huawei
10 2 (1.18%) MicroStrategy
10 2 (1.18%) NEC
10 2 (1.18%) Nokia Networks
10 2 (1.18%) Red Hat
10 2 (1.18%) RightScale
10 2 (1.18%) Tellabs
11 1 (0.59%) JD Edwards
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