Period
to 23 February 2018

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 23 February 2018 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
23 Feb 2018
Same period 2017 Same period 2016
Rank 73 23 61
Rank change year-on-year -50 +38 +16
Contract jobs citing ETL 15 71 52
As % of all contract IT jobs advertised in Cheshire 1.14% 5.83% 2.62%
As % of the Processes & Methodologies category 1.35% 6.90% 3.18%
Number of daily rates quoted 14 44 33
Cheshire median daily rate £338 £400 £360
Median daily rate % change year-on-year -15.63% +11.11% -10.00%
10th Percentile £286 £313 £298
90th Percentile £493 £550 £475
North West median daily rate £413 £400 £425
% change year-on-year +3.13% -5.88% -5.56%
Number of hourly rates quoted 0 1 0
Cheshire median hourly rate - £35.00 -
North West median hourly rate £44.66 £35.00 -
% change year-on-year +27.59% - -

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 1,109 1,029 1,633
As % of all contract IT jobs advertised in Cheshire 84.59% 84.48% 82.31%
Number of daily rates quoted 780 750 1,099
Cheshire median daily rate £420 £400 £425
Median daily rate % change year-on-year +5.00% -5.88% +11.84%
10th Percentile £250 £225 £263
90th Percentile £625 £600 £575
North West median daily rate £413 £400 £400
% change year-on-year +3.13% - +6.67%
Number of hourly rates quoted 42 37 60
Cheshire median hourly rate £19.00 £20.63 £17.89
Median hourly rate % change year-on-year -7.88% +15.32% -14.73%
10th Percentile £10.79 £13.90 £13.00
90th Percentile £38.75 £44.23 £37.50
North West median hourly rate £24.56 £27.50 £32.50
% change year-on-year -10.69% -15.38% +62.50%

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 23 February 2018.

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 23 February 2018. 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 -18 4 £345 -13.75% 2
Crewe -19 4 £313 - 1
Knutsford -15 1 - -
Warrington -15 1 £500 +25.00% 11
Northwich - 1 £325 -
ETL
North West

For the 6 months to 23 February 2018, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Cheshire region with a requirement for ETL.

1 9 (60.00%) SQL
1 9 (60.00%) Data Warehouse
2 8 (53.33%) Business Intelligence
2 8 (53.33%) Data Modelling
2 8 (53.33%) Data Cleansing
3 5 (33.33%) ETL Development
3 5 (33.33%) Slack
3 5 (33.33%) Microsoft
3 5 (33.33%) Data Management
4 4 (26.67%) Data Analysis
4 4 (26.67%) Agile Software Development
4 4 (26.67%) Migration
4 4 (26.67%) Statistics
4 4 (26.67%) Reference Data
4 4 (26.67%) Data Architecture
4 4 (26.67%) Quality Management
4 4 (26.67%) Finance
4 4 (26.67%) BusinessObjects
4 4 (26.67%) MS Visio
4 4 (26.67%) Data Mining
4 4 (26.67%) Microsoft Office
4 4 (26.67%) XML
4 4 (26.67%) SharePoint
4 4 (26.67%) JavaScript
4 4 (26.67%) Oracle
4 4 (26.67%) Reference Data Management
4 4 (26.67%) Geospatial Data
4 4 (26.67%) Digital Transformation Programme
4 4 (26.67%) Trello
4 4 (26.67%) Master Data Management

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 4 (26.67%) SharePoint
2 3 (20.00%) SAS
3 1 (6.67%) Confluence
Applications
1 4 (26.67%) Microsoft Office
1 4 (26.67%) MS Visio
Business Applications
1 1 (6.67%) Dynamics NAV
Cloud Services
1 5 (33.33%) Slack
2 4 (26.67%) Trello
Database & Business Intelligence
1 9 (60.00%) Data Warehouse
2 4 (26.67%) Big Data
2 4 (26.67%) BusinessObjects
2 4 (26.67%) Data Mining
2 4 (26.67%) Geospatial Data
3 3 (20.00%) Data Mart
3 3 (20.00%) Oracle Database
3 3 (20.00%) Oracle Database 11g
3 3 (20.00%) Oracle Database 12c
3 3 (20.00%) Spatial Data
4 1 (6.67%) GIS
4 1 (6.67%) Oracle BI EE
4 1 (6.67%) SAS Enterprise Guide
4 1 (6.67%) SQL Server
4 1 (6.67%) SQL Server 2016
4 1 (6.67%) SQL Server Reporting Services
4 1 (6.67%) Star Schema
4 1 (6.67%) ZAP BI
Development Applications
1 3 (20.00%) Toad
2 1 (6.67%) Burp Suite
2 1 (6.67%) Git (software)
2 1 (6.67%) HP UFT
2 1 (6.67%) Jenkins
2 1 (6.67%) JIRA
2 1 (6.67%) JMeter
2 1 (6.67%) LoadRunner
2 1 (6.67%) Selenium
General
1 4 (26.67%) Finance
2 1 (6.67%) Banking
Job Titles
1 9 (60.00%) Developer
2 5 (33.33%) Analyst
3 4 (26.67%) Data Analyst
3 4 (26.67%) Oracle Developer
4 3 (20.00%) ETL Developer
4 3 (20.00%) Technical Analyst
5 2 (13.33%) SQL Developer
6 1 (6.67%) Business Data Analyst
6 1 (6.67%) Data Scientist
6 1 (6.67%) ETL Analyst
6 1 (6.67%) JIRA Engineer
6 1 (6.67%) Linux Developer
6 1 (6.67%) Linux Scripter
6 1 (6.67%) OBIEE Developer
6 1 (6.67%) Oracle Financials Developer
6 1 (6.67%) PL/SQL Developer
6 1 (6.67%) SAP BusinessObjects (BO) Analyst
6 1 (6.67%) SAS Analyst
6 1 (6.67%) Support Analyst
6 1 (6.67%) Test Engineer
Libraries, Frameworks & Software Standards
1 4 (26.67%) XML
2 1 (6.67%) .NET
2 1 (6.67%) REST
Miscellaneous
1 4 (26.67%) Reference Data
2 1 (6.67%) Data Protection Act
2 1 (6.67%) Greenfield Project
2 1 (6.67%) Replication
Operating Systems
1 3 (20.00%) Linux
Processes & Methodologies
1 8 (53.33%) Business Intelligence
1 8 (53.33%) Data Cleansing
1 8 (53.33%) Data Modelling
2 5 (33.33%) Data Management
2 5 (33.33%) ETL Development
3 4 (26.67%) Agile Software Development
3 4 (26.67%) BDD
3 4 (26.67%) Data Analysis
3 4 (26.67%) Data Architecture
3 4 (26.67%) Digital Transformation Programme
3 4 (26.67%) Master Data Management
3 4 (26.67%) Migration
3 4 (26.67%) Quality Management
3 4 (26.67%) Reference Data Management
3 4 (26.67%) Statistics
3 4 (26.67%) Waterfall
4 3 (20.00%) Dimensional Modelling
4 3 (20.00%) Integration Testing
4 3 (20.00%) IT Strategy
4 3 (20.00%) Kanban
Programming Languages
1 9 (60.00%) SQL
2 4 (26.67%) JavaScript
3 3 (20.00%) PL/SQL
3 3 (20.00%) Shell Script
4 1 (6.67%) C#
4 1 (6.67%) R
4 1 (6.67%) T-SQL
4 1 (6.67%) VB.NET
Quality Assurance & Compliance
1 4 (26.67%) Data Quality
2 1 (6.67%) WCAG
Systems Management
1 1 (6.67%) Nessus
Vendors
1 5 (33.33%) Microsoft
2 4 (26.67%) Oracle
3 1 (6.67%) Remedy