Period
to 22 June 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 22 June 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
22 Jun 2018
Same period 2017 Same period 2016
Rank 75 40 41
Rank change year-on-year -35 +1 +1
Contract jobs citing ETL 21 48 91
As % of all contract IT jobs advertised in Cheshire 1.61% 4.11% 4.77%
As % of the Processes & Methodologies category 1.90% 4.85% 5.64%
Number of daily rates quoted 14 31 74
Cheshire median daily rate £403 £363 £413
Median daily rate % change year-on-year +11.03% -12.12% +3.13%
10th Percentile £329 £325 £313
90th Percentile £484 £538 £538
North West median daily rate £375 £375 £413
% change year-on-year - -9.09% -
Number of hourly rates quoted 0 1 0
Cheshire median hourly rate - £35.00 -
North West median hourly rate £55.00 £65.00 £20.50
% change year-on-year -15.38% +217.07% -37.88%

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 1,108 989 1,614
As % of all contract IT jobs advertised in Cheshire 85.17% 84.75% 84.59%
Number of daily rates quoted 696 687 1,083
Cheshire median daily rate £400 £400 £425
Median daily rate % change year-on-year - -5.88% +6.25%
10th Percentile £263 £263 £263
90th Percentile £550 £525 £575
North West median daily rate £400 £400 £400
Number of hourly rates quoted 54 46 40
Cheshire median hourly rate £19.27 £30.00 £19.00
Median hourly rate % change year-on-year -35.78% +57.89% +2.70%
10th Percentile £10.91 £13.00 £13.00
90th Percentile £56.13 £52.50 £38.73
North West median hourly rate £23.20 £35.00 £32.50
% change year-on-year -33.71% +7.69% +30.00%

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 June 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 22 June 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
Knutsford -6 6 £403 -
Chester -8 3 £398 +13.57% 2
Widnes - 3 £475 -
Warrington -6 2 £313 -15.25% 4
Crewe -15 1 £375 +7.14% 1
ETL
North West

For the 6 months to 22 June 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 11 (52.38%) SQL
2 9 (42.86%) Finance
3 7 (33.33%) Business Intelligence
3 7 (33.33%) SQL Server Integration Services
3 7 (33.33%) Data Integration
4 6 (28.57%) Hadoop
4 6 (28.57%) SQL Server
4 6 (28.57%) Data Warehouse
5 5 (23.81%) Oracle
5 5 (23.81%) Migration
5 5 (23.81%) Stakeholder Management
5 5 (23.81%) Microsoft Azure
6 4 (19.05%) Amazon AWS
6 4 (19.05%) Apache Spark
6 4 (19.05%) Banking
6 4 (19.05%) Risk Management
6 4 (19.05%) SQL Server Reporting Services
6 4 (19.05%) ERP
7 3 (14.29%) SAP
7 3 (14.29%) T-SQL
7 3 (14.29%) Python
7 3 (14.29%) Microsoft
7 3 (14.29%) Retail
7 3 (14.29%) Billing
7 3 (14.29%) Text Mining
7 3 (14.29%) ETL Development
7 3 (14.29%) Power BI
7 3 (14.29%) SQL Server 2016
7 3 (14.29%) Performance Tuning
7 3 (14.29%) Coaching

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 (19.05%) Apache Spark
2 1 (4.76%) Apache
2 1 (4.76%) SAS
Cloud Services
1 5 (23.81%) Microsoft Azure
2 4 (19.05%) Amazon AWS
3 2 (9.52%) Dynamics 365
4 1 (4.76%) Cloud Computing
4 1 (4.76%) Google Cloud Platform
Database & Business Intelligence
1 7 (33.33%) SQL Server Integration Services
2 6 (28.57%) Data Warehouse
2 6 (28.57%) Hadoop
2 6 (28.57%) SQL Server
3 4 (19.05%) SQL Server Reporting Services
4 3 (14.29%) Power BI
4 3 (14.29%) SQL Server 2016
4 3 (14.29%) Text Mining
5 2 (9.52%) Apache Hive
5 2 (9.52%) Big Data
5 2 (9.52%) Cloudera CDH
5 2 (9.52%) Data Mining
5 2 (9.52%) Essbase
5 2 (9.52%) OLAP
5 2 (9.52%) Oracle ODI
5 2 (9.52%) Oracle OLAP
5 2 (9.52%) QlikView
5 2 (9.52%) SQL Server 2014
5 2 (9.52%) SQL Server Analysis Services
5 2 (9.52%) Sqoop
Development Applications
1 1 (4.76%) ER Studio
1 1 (4.76%) Toad
General
1 9 (42.86%) Finance
2 4 (19.05%) Banking
3 3 (14.29%) Billing
3 3 (14.29%) Retail
Job Titles
1 8 (38.10%) Developer
2 5 (23.81%) Analyst
3 4 (19.05%) Data Analyst
4 3 (14.29%) Architect
4 3 (14.29%) Business Intelligence Developer
4 3 (14.29%) Data Architect
5 2 (9.52%) Data Integration Architect
5 2 (9.52%) Data Integration Specialist
5 2 (9.52%) Data Migration Analyst
5 2 (9.52%) Data Scientist
5 2 (9.52%) Integration Architect
5 2 (9.52%) Integration Specialist
5 2 (9.52%) Migration Analyst
5 2 (9.52%) Oracle Developer
5 2 (9.52%) Senior Data Scientist
5 2 (9.52%) SSRS Developer
6 1 (4.76%) Apache Spark Developer
6 1 (4.76%) C# Architect
6 1 (4.76%) Data Engineer
6 1 (4.76%) OBIEE Developer
Libraries, Frameworks & Software Standards
1 2 (9.52%) Pandas
1 2 (9.52%) scikit-learn
2 1 (4.76%) .NET
2 1 (4.76%) COM
2 1 (4.76%) MDX
2 1 (4.76%) Natural Language Processing
2 1 (4.76%) XGBoost
Miscellaneous
1 3 (14.29%) Analytical Skills
2 1 (4.76%) Computer Science
2 1 (4.76%) Enterprise Software
2 1 (4.76%) Reference Data
2 1 (4.76%) Self-Motivation
Operating Systems
1 1 (4.76%) Linux
1 1 (4.76%) Unix
Processes & Methodologies
1 7 (33.33%) Business Intelligence
1 7 (33.33%) Data Integration
2 5 (23.81%) Migration
2 5 (23.81%) Stakeholder Management
3 4 (19.05%) ERP
3 4 (19.05%) Risk Management
4 3 (14.29%) Coaching
4 3 (14.29%) Data Architecture
4 3 (14.29%) Data Migration
4 3 (14.29%) Dimensional Modelling
4 3 (14.29%) ETL Development
4 3 (14.29%) Performance Tuning
5 2 (9.52%) Actionable Insight
5 2 (9.52%) Analytics
5 2 (9.52%) Complex ETL
5 2 (9.52%) Dashboard Development
5 2 (9.52%) Data Engineering
5 2 (9.52%) Data Science
5 2 (9.52%) Machine Learning
5 2 (9.52%) Re-Platforming
Programming Languages
1 11 (52.38%) SQL
2 3 (14.29%) Python
2 3 (14.29%) T-SQL
3 2 (9.52%) C#
4 1 (4.76%) Java
4 1 (4.76%) PL/SQL
4 1 (4.76%) Shell Script
4 1 (4.76%) VB
Qualifications
1 2 (9.52%) Degree
Quality Assurance & Compliance
1 1 (4.76%) Data Quality
System Software
1 2 (9.52%) Apache Flume
2 1 (4.76%) Tivoli Workload Scheduler
Systems Management
1 1 (4.76%) Tivoli
Vendors
1 5 (23.81%) Oracle
2 3 (14.29%) Microsoft
2 3 (14.29%) SAP
2 3 (14.29%) Tableau
3 2 (9.52%) Hyperion
3 2 (9.52%) Informatica
3 2 (9.52%) Talend
4 1 (4.76%) Google
4 1 (4.76%) Hortonworks
4 1 (4.76%) IBM
4 1 (4.76%) Symantec
4 1 (4.76%) Vertica