Period
to 22 November 2017

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 6 months to 22 November 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
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 71 16 37
Rank change year-on-year -55 +21 +33
Contract jobs citing ETL 19 118 83
As % of all contract IT jobs advertised in Cheshire 1.42% 8.05% 4.02%
As % of the Processes & Methodologies category 1.70% 9.37% 4.78%
Number of daily rates quoted 15 86 57
Cheshire median daily rate £350 £413 £375
Median daily rate % change year-on-year -15.15% +10.00% -9.09%
10th Percentile £290 £313 £309
90th Percentile £525 £550 £475
North West median daily rate £400 £400 £425
% change year-on-year - -5.88% -
Number of hourly rates quoted 0 0 1
Cheshire median hourly rate - - £33.00
North West median hourly rate £46.21 £20.50 £33.00
% change year-on-year +125.41% -37.88% -50.75%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Cheshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheshire
Contract vacancies with a requirement for process or methodology skills 1115 1260 1737
As % of all contract IT jobs advertised in Cheshire 83.52% 86.01% 84.20%
Number of daily rates quoted 799 904 1144
Cheshire median daily rate £420 £400 £425
Median daily rate % change year-on-year +5.00% -5.88% +8.97%
10th Percentile £263 £241 £277
90th Percentile £625 £613 £600
North West median daily rate £400 £400 £400
Number of hourly rates quoted 39 31 57
Cheshire median hourly rate £13.00 £19.63 £17.50
Median hourly rate % change year-on-year -33.76% +12.14% -2.94%
10th Percentile £10.80 £13.00 £12.74
90th Percentile £35.00 £33.75 £35.00
North West median hourly rate £27.00 £22.42 £30.52
% change year-on-year +20.41% -26.53% +74.40%

ETL
Job Vacancy Trend in Cheshire

Job postings citing ETL as a percentage of all IT jobs advertised in Cheshire.

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 6 months to 22 November 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 6 months to 22 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Chester -17 7 £438 +2.94% 1
Warrington -9 3 £375 +7.14% 2
Crewe - 3 £300 - 1
Knutsford -16 1 - - 2
Runcorn - 1 - -
ETL
North West

For the 6 months to 22 November 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 11 (57.89%) Data Warehouse
2 10 (52.63%) SQL
3 9 (47.37%) Data Modelling
4 8 (42.11%) Finance
5 7 (36.84%) Business Intelligence
5 7 (36.84%) Data Cleansing
6 6 (31.58%) Oracle
7 5 (26.32%) Microsoft
7 5 (26.32%) Banking
7 5 (26.32%) Dimensional Modelling
7 5 (26.32%) ETL Development
8 4 (21.05%) SQL Server Reporting Services
8 4 (21.05%) Data Management
8 4 (21.05%) SQL Server Integration Services
8 4 (21.05%) Migration
8 4 (21.05%) JavaScript
9 3 (15.79%) C#
9 3 (15.79%) T-SQL
9 3 (15.79%) SQL Server
9 3 (15.79%) Microsoft Office
9 3 (15.79%) BusinessObjects
9 3 (15.79%) IBM
9 3 (15.79%) MS Visio
9 3 (15.79%) Data Mining
9 3 (15.79%) SAS
9 3 (15.79%) XML
9 3 (15.79%) .NET
9 3 (15.79%) SharePoint
9 3 (15.79%) Quality Management
9 3 (15.79%) DataStage

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 (15.79%) SAS
1 3 (15.79%) SharePoint
Applications
1 3 (15.79%) Microsoft Office
1 3 (15.79%) MS Visio
2 1 (5.26%) Microsoft Excel
Cloud Services
1 3 (15.79%) Slack
1 3 (15.79%) Trello
2 1 (5.26%) Dynamics 365
Database & Business Intelligence
1 11 (57.89%) Data Warehouse
2 4 (21.05%) SQL Server Integration Services
2 4 (21.05%) SQL Server Reporting Services
3 3 (15.79%) Big Data
3 3 (15.79%) BusinessObjects
3 3 (15.79%) Data Mart
3 3 (15.79%) Data Mining
3 3 (15.79%) DataStage
3 3 (15.79%) Geospatial Data
3 3 (15.79%) IBM InfoSphere
3 3 (15.79%) Spatial Data
3 3 (15.79%) SQL Server
3 3 (15.79%) SQL Server Analysis Services
4 2 (10.53%) Oracle Database
4 2 (10.53%) Oracle Database 10g
4 2 (10.53%) Oracle Database 11g
4 2 (10.53%) Oracle Database 12c
4 2 (10.53%) Oracle9i Database
4 2 (10.53%) SAS Enterprise Guide
5 1 (5.26%) GIS
Development Applications
1 2 (10.53%) Team Foundation Server
1 2 (10.53%) Toad
2 1 (5.26%) Moq
2 1 (5.26%) NUnit
2 1 (5.26%) Octopus Deploy
2 1 (5.26%) ProC
2 1 (5.26%) TeamCity
General
1 8 (42.11%) Finance
2 5 (26.32%) Banking
3 2 (10.53%) Investment Banking
4 1 (5.26%) Marketing
4 1 (5.26%) Publishing
Job Titles
1 13 (68.42%) Developer
2 5 (26.32%) Analyst
2 5 (26.32%) ETL Developer
3 4 (21.05%) SQL Developer
4 3 (15.79%) Data Analyst
4 3 (15.79%) DataStage Developer
4 3 (15.79%) Technical Analyst
5 2 (10.53%) .NET Developer
5 2 (10.53%) Database Developer
5 2 (10.53%) Oracle Database Developer
5 2 (10.53%) Oracle Developer
5 2 (10.53%) PL/SQL Developer
5 2 (10.53%) SQL Database Developer
6 1 (5.26%) Business Intelligence Developer
6 1 (5.26%) C# Developer
6 1 (5.26%) Data Warehouse Analyst
6 1 (5.26%) Data Warehouse Developer
6 1 (5.26%) Microsoft Developer
6 1 (5.26%) SAS Analyst
6 1 (5.26%) SAS Consultant
Libraries, Frameworks & Software Standards
1 3 (15.79%) .NET
1 3 (15.79%) XML
2 2 (10.53%) WPF
3 1 (5.26%) .NET Framework
3 1 (5.26%) Ajax
3 1 (5.26%) ASP.NET
3 1 (5.26%) Castle Windsor
3 1 (5.26%) CSS
3 1 (5.26%) Entity Framework
3 1 (5.26%) HTML
3 1 (5.26%) LINQ
3 1 (5.26%) LINQ to SQL
3 1 (5.26%) MSMQ
3 1 (5.26%) NHibernate
3 1 (5.26%) Ninject
3 1 (5.26%) SignalR
3 1 (5.26%) Unity DI Container
3 1 (5.26%) WCF
Miscellaneous
1 3 (15.79%) Reference Data
2 1 (5.26%) Credit Risk
2 1 (5.26%) Data Protection Act
2 1 (5.26%) Replication
Operating Systems
1 2 (10.53%) Linux
2 1 (5.26%) Unix
2 1 (5.26%) Windows
Processes & Methodologies
1 9 (47.37%) Data Modelling
2 7 (36.84%) Business Intelligence
2 7 (36.84%) Data Cleansing
3 5 (26.32%) Dimensional Modelling
3 5 (26.32%) ETL Development
4 4 (21.05%) Data Management
4 4 (21.05%) Migration
5 3 (15.79%) Analytics
5 3 (15.79%) Data Analysis
5 3 (15.79%) Data Architecture
5 3 (15.79%) Digital Transformation Programme
5 3 (15.79%) Integration Testing
5 3 (15.79%) Kimball Methodology
5 3 (15.79%) Logical Data Model
5 3 (15.79%) Master Data Management
5 3 (15.79%) Quality Management
5 3 (15.79%) Reference Data Management
5 3 (15.79%) SDLC
5 3 (15.79%) Statistics
6 2 (10.53%) System Integration Testing
Programming Languages
1 10 (52.63%) SQL
2 4 (21.05%) JavaScript
3 3 (15.79%) C#
3 3 (15.79%) T-SQL
4 2 (10.53%) PL/SQL
4 2 (10.53%) Shell Script
5 1 (5.26%) Java
5 1 (5.26%) PROC SQL
5 1 (5.26%) R
5 1 (5.26%) SAS Macro
5 1 (5.26%) VB.NET
5 1 (5.26%) VBA
Qualifications
1 1 (5.26%) Degree
1 1 (5.26%) ISEB
1 1 (5.26%) ISTQB
1 1 (5.26%) SAS Certification
Quality Assurance & Compliance
1 3 (15.79%) Data Quality
System Software
1 3 (15.79%) Tivoli Workload Scheduler
Systems Management
1 3 (15.79%) Tivoli
2 1 (5.26%) HP Quality Center
Vendors
1 6 (31.58%) Oracle
2 5 (26.32%) Microsoft
3 3 (15.79%) IBM
4 1 (5.26%) Remedy
4 1 (5.26%) Telerik