The following table provides summary statistics for contract job vacancies advertised in Cheshire 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 23 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)
North West / Cheshire
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 35 29 38
Rank change year-on-year -6 +9  
Contract jobs citing ETL 23 60 37
As % of all contract IT jobs advertised in Cheshire 3.59% 6.52% 3.69%
As % of the Processes & Methodologies category 4.31% 7.75% 4.36%
Number of daily rates quoted 15 54 23
Median daily rate £375 £419 £400
Median daily rate % change year-on-year -10.44% +4.68%  
90% offered a daily rate of more than £350 £325 £321
10% offered a daily rate of more than £530 £518 £515
UK excluding London median daily rate £413 £400 £400
% change year-on-year +3.12% -  
Number of hourly rates quoted 0 0 1
Median hourly rate - - £33.00
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 Cheshire with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Cheshire
Contract job vacancies with a requirement for process and methodology skills 534 774 848
As % of all contract IT job vacancies advertised in Cheshire 83.44% 84.13% 84.55%
Number of daily rates quoted 362 562 508
Median daily rate £400 £428 £400
Median daily rate % change year-on-year -6.43% +6.87%  
90% offered a daily rate of more than £295 £325 £300
10% offered a daily rate of more than £550 £600 £525
UK excluding London median daily rate £415 £400 £383
% change year-on-year +3.75% +4.57%  
Number of hourly rates quoted 28 13 33
Median hourly rate £32.00 £26.75 £18.48
Median hourly rate % change year-on-year +19.62% +44.79%  
90% offered a hourly rate of more than £13.00 £15.00 £14.50
10% offered a hourly rate of more than £65.00 £62.50 £35.00
UK excluding London median hourly rate £33.50 £28.50 £30.00
% change year-on-year +17.54% -5.00%  

ETL
Job Vacancy Trend in Cheshire

The job posting trend of jobs advertised in Cheshire 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 Cheshire

ETL
Contractor Daily Rate Trend in Cheshire

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

Contractor daily rate trend for ETL in Cheshire

ETL
Contractor Daily Rate Histogram in Cheshire

The daily rate distribution of IT jobs citing ETL in Cheshire over the 3 months to 23 June 2017.

Contractor daily rate histogram for ETL in Cheshire

ETL
Contractor Hourly Rate Trend in Cheshire

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

Contractor hourly rate trend for ETL in Cheshire

ETL
Contract Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Cheshire region over the 3 months to 23 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
Warrington +28 6 £363 +11.53% 2
Chester -14 5 £400 -3.03%
Macclesfield 0 2 £550 +12.82%
Alderley Edge - 1 - -
Runcorn - 1 - -
ETL
North West

For the 6 months to 23 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 Cheshire region with a requirement for ETL.

1 33 (66.00%) SQL
2 23 (46.00%) Data Warehouse
3 19 (38.00%) SQL Server
4 18 (36.00%) Business Intelligence
4 18 (36.00%) SQL Server Integration Services
5 17 (34.00%) SQL Server Reporting Services
6 15 (30.00%) Finance
6 15 (30.00%) SQL Server Analysis Services
7 14 (28.00%) Big Data
7 14 (28.00%) Oracle
8 12 (24.00%) Agile Software Development
8 12 (24.00%) Talend
8 12 (24.00%) Talend Open Studio
9 10 (20.00%) Performance Tuning
9 10 (20.00%) T-SQL
10 9 (18.00%) Analytics
11 8 (16.00%) Data Integration
12 7 (14.00%) Ab Initio
12 7 (14.00%) MDX
12 7 (14.00%) Team Foundation Server
12 7 (14.00%) Amazon AWS
13 6 (12.00%) Cloud Computing
13 6 (12.00%) Integration Testing
13 6 (12.00%) Continuous Integration
13 6 (12.00%) Kimball Methodology
13 6 (12.00%) PL/SQL
13 6 (12.00%) Unix
14 5 (10.00%) Linux
14 5 (10.00%) Java
14 5 (10.00%) Microsoft

ETL
Co-occurring IT Skills in Cheshire 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 3 (6.00%) SAS
2 2 (4.00%) Apache Pig
2 2 (4.00%) Apache Spark
3 1 (2.00%) Oracle SOA Suite
3 1 (2.00%) SharePoint
Applications
1 1 (2.00%) Microsoft Excel
1 1 (2.00%) SPSS
Business Applications
1 1 (2.00%) Oracle BPM
1 1 (2.00%) Oracle Financials
1 1 (2.00%) SAP MDG
1 1 (2.00%) SAP MDM
Cloud Services
1 7 (14.00%) Amazon AWS
2 6 (12.00%) Cloud Computing
3 2 (4.00%) Amazon Kinesis
3 2 (4.00%) GitHub
Database & Business Intelligence
1 23 (46.00%) Data Warehouse
2 19 (38.00%) SQL Server
3 18 (36.00%) SQL Server Integration Services
4 17 (34.00%) SQL Server Reporting Services
5 15 (30.00%) SQL Server Analysis Services
6 14 (28.00%) Big Data
7 5 (10.00%) Amazon Redshift
7 5 (10.00%) SQL Server 2014
8 4 (8.00%) Essbase
8 4 (8.00%) Hadoop
8 4 (8.00%) Oracle BI EE
9 3 (6.00%) Apache Hive
9 3 (6.00%) MongoDB
9 3 (6.00%) MySQL
9 3 (6.00%) OLAP
9 3 (6.00%) SQL Server 2012
10 2 (4.00%) OLAP Cube
10 2 (4.00%) Oracle Database
10 2 (4.00%) Oracle Database 12c
10 2 (4.00%) Relational Database
Development Applications
1 12 (24.00%) Talend Open Studio
2 7 (14.00%) Team Foundation Server
3 3 (6.00%) Jenkins
3 3 (6.00%) JIRA
4 2 (4.00%) ERwin
4 2 (4.00%) Octopus Deploy
4 2 (4.00%) Subversion
4 2 (4.00%) TeamCity
4 2 (4.00%) Toad
5 1 (2.00%) Cucumber
5 1 (2.00%) Moq
5 1 (2.00%) NUnit
5 1 (2.00%) Oracle APEX
5 1 (2.00%) Oracle Forms
5 1 (2.00%) ProC
5 1 (2.00%) SQL Server Management Studio (SSMS)
5 1 (2.00%) Visual Studio
General
1 15 (30.00%) Finance
2 5 (10.00%) Banking
3 3 (6.00%) Investment Banking
3 3 (6.00%) Pharmaceutical
4 2 (4.00%) Retail
5 1 (2.00%) Local Government
5 1 (2.00%) Manufacturing
5 1 (2.00%) Marketing
5 1 (2.00%) Publishing
Job Titles
1 28 (56.00%) Developer
2 8 (16.00%) SQL Developer
3 7 (14.00%) Analyst
4 6 (12.00%) Test Analyst
4 6 (12.00%) Tester
5 5 (10.00%) Business Intelligence Developer
6 4 (8.00%) Consultant
6 4 (8.00%) ETL Developer
6 4 (8.00%) SQL Analyst
6 4 (8.00%) Talend Developer
6 4 (8.00%) Test Data Analyst
7 3 (6.00%) Ab Initio Developer
7 3 (6.00%) Business Developer
7 3 (6.00%) Data Engineer
7 3 (6.00%) DBA
8 2 (4.00%) Data Warehouse Developer
8 2 (4.00%) Database Developer
8 2 (4.00%) Oracle Developer
8 2 (4.00%) PL/SQL Developer
8 2 (4.00%) SQL DBA
Libraries, Frameworks & Software Standards
1 7 (14.00%) MDX
2 3 (6.00%) Kafka
3 2 (4.00%) .NET
3 2 (4.00%) .NET Framework
3 2 (4.00%) ASP.NET
3 2 (4.00%) WPF
4 1 (2.00%) Ajax
4 1 (2.00%) Castle Windsor
4 1 (2.00%) CSS
4 1 (2.00%) Entity Framework
4 1 (2.00%) HTML
4 1 (2.00%) LINQ
4 1 (2.00%) LINQ to SQL
4 1 (2.00%) MSMQ
4 1 (2.00%) NHibernate
4 1 (2.00%) Ninject
4 1 (2.00%) REST
4 1 (2.00%) WCF
4 1 (2.00%) WinForms
4 1 (2.00%) XML
Miscellaneous
1 4 (8.00%) Replication
2 1 (2.00%) Analytical Skills
2 1 (2.00%) Credit Risk
2 1 (2.00%) Management Information System
2 1 (2.00%) Taxonomies
2 1 (2.00%) User Experience
Operating Systems
1 6 (12.00%) Unix
2 5 (10.00%) Linux
3 3 (6.00%) Windows
Processes & Methodologies
1 18 (36.00%) Business Intelligence
2 12 (24.00%) Agile Software Development
3 10 (20.00%) Performance Tuning
4 9 (18.00%) Analytics
5 8 (16.00%) Data Integration
6 6 (12.00%) Continuous Integration
6 6 (12.00%) Integration Testing
6 6 (12.00%) Kimball Methodology
7 5 (10.00%) High Availability
7 5 (10.00%) Open Source
8 4 (8.00%) Data Modelling
8 4 (8.00%) Dimensional Modelling
8 4 (8.00%) Performance Monitoring
8 4 (8.00%) Performance Testing
8 4 (8.00%) Process Improvement
8 4 (8.00%) Software Testing
8 4 (8.00%) Validation
9 3 (6.00%) Data Management
9 3 (6.00%) E-Commerce
9 3 (6.00%) Migration
Programming Languages
1 33 (66.00%) SQL
2 10 (20.00%) T-SQL
3 6 (12.00%) PL/SQL
4 5 (10.00%) Java
5 4 (8.00%) Shell Script
6 2 (4.00%) C#
6 2 (4.00%) JavaScript
6 2 (4.00%) PowerShell
6 2 (4.00%) Python
7 1 (2.00%) ANSI SQL
7 1 (2.00%) C
7 1 (2.00%) Data Analysis Expressions (DAX)
7 1 (2.00%) Perl
7 1 (2.00%) PROC SQL
7 1 (2.00%) R
7 1 (2.00%) SAS Macro
7 1 (2.00%) VB.NET
7 1 (2.00%) VBA
Qualifications
1 4 (8.00%) ISEB
2 3 (6.00%) ISTQB
3 1 (2.00%) Degree
3 1 (2.00%) SAS Certification
Quality Assurance & Compliance
1 4 (8.00%) Data Quality
2 2 (4.00%) QA
System Software
1 1 (2.00%) Tivoli Workload Scheduler
Systems Management
1 3 (6.00%) HP Quality Center
2 2 (4.00%) Control-M
3 1 (2.00%) Tivoli
Vendors
1 14 (28.00%) Oracle
2 12 (24.00%) Talend
3 7 (14.00%) Ab Initio
4 5 (10.00%) Hyperion
4 5 (10.00%) Microsoft
5 3 (6.00%) Vertica
6 2 (4.00%) Google
6 2 (4.00%) IBM
6 2 (4.00%) Teradata
7 1 (2.00%) Informatica
7 1 (2.00%) SAP
7 1 (2.00%) Tableau
7 1 (2.00%) Telerik
7 1 (2.00%) Twitter