Period
to 24 September 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 24 September 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
24 Sep 2018
Same period 2017 Same period 2016
Rank 60 58 23
Rank change year-on-year -2 -35 +13
Contract jobs citing ETL 33 28 128
As % of all contract IT jobs advertised in Cheshire 2.57% 2.28% 7.48%
As % of the Processes & Methodologies category 2.93% 2.76% 8.60%
Number of daily rates quoted 25 19 107
Cheshire median daily rate £375 £375 £413
Median daily rate % change year-on-year - -9.09% +10.00%
10th Percentile £305 £350 £313
90th Percentile £468 £530 £523
North West median daily rate £369 £410 £406
% change year-on-year -10.06% +0.92% -5.58%
Number of hourly rates quoted 0 0 0
Cheshire median hourly rate - - -
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 1,125 1,014 1,489
As % of all contract IT jobs advertised in Cheshire 87.55% 82.51% 87.03%
Number of daily rates quoted 747 706 1,073
Cheshire median daily rate £400 £400 £413
Median daily rate % change year-on-year - -3.03% -
10th Percentile £280 £263 £263
90th Percentile £540 £534 £600
North West median daily rate £400 £400 £400
Number of hourly rates quoted 69 43 33
Cheshire median hourly rate £19.00 £19.00 £17.00
Median hourly rate % change year-on-year - +11.76% -1.90%
10th Percentile £12.50 £11.50 £13.00
90th Percentile £45.50 £53.00 £38.35
North West median hourly rate £22.00 £30.00 £21.50
% change year-on-year -26.67% +39.53% -27.63%

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 24 September 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 24 September 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
Crewe - 7 £325 -
Warrington -2 6 £325 -10.34% 3
Chester -3 5 £390 -13.33% 4
Knutsford - 5 £403 -
Macclesfield 0 3 £325 -40.91%
Alderley Edge -3 1 £525 -
ETL
North West

For the 6 months to 24 September 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 26 (78.79%) SQL
2 16 (48.48%) Business Intelligence
3 12 (36.36%) Data Analysis
3 12 (36.36%) SQL Server Integration Services
4 10 (30.30%) Oracle
4 10 (30.30%) SQL Server
5 9 (27.27%) XML
5 9 (27.27%) Microsoft
5 9 (27.27%) Finance
5 9 (27.27%) Talend
6 8 (24.24%) Microsoft Azure
6 8 (24.24%) Migration
6 8 (24.24%) SQL Server Reporting Services
6 8 (24.24%) T-SQL
6 8 (24.24%) JavaScript
6 8 (24.24%) Power BI
7 7 (21.21%) Hyperion
7 7 (21.21%) Python
7 7 (21.21%) Data Warehouse
7 7 (21.21%) Amazon AWS
8 6 (18.18%) Data Architecture
8 6 (18.18%) Tableau
8 6 (18.18%) Analytics
8 6 (18.18%) Amazon Redshift
8 6 (18.18%) ERP
8 6 (18.18%) Data Modelling
8 6 (18.18%) Data Mining
8 6 (18.18%) SQL Server 2016
9 5 (15.15%) SQL Server 2014
9 5 (15.15%) Dynamics 365

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 (12.12%) Apache Spark
2 1 (3.03%) Apache
2 1 (3.03%) SAS
2 1 (3.03%) SharePoint
Applications
1 1 (3.03%) Microsoft Office
1 1 (3.03%) MS Visio
Cloud Services
1 8 (24.24%) Microsoft Azure
2 7 (21.21%) Amazon AWS
3 5 (15.15%) Dynamics 365
4 4 (12.12%) GitHub
5 1 (3.03%) Boomi
5 1 (3.03%) Cloud Computing
5 1 (3.03%) Google Cloud Platform
5 1 (3.03%) Slack
5 1 (3.03%) Trello
Database & Business Intelligence
1 12 (36.36%) SQL Server Integration Services
2 10 (30.30%) SQL Server
3 8 (24.24%) Power BI
3 8 (24.24%) SQL Server Reporting Services
4 7 (21.21%) Data Warehouse
5 6 (18.18%) Amazon Redshift
5 6 (18.18%) Data Mining
5 6 (18.18%) SQL Server 2016
6 5 (15.15%) Big Data
6 5 (15.15%) QlikView
6 5 (15.15%) SQL Server 2014
7 4 (12.12%) Amazon Aurora
7 4 (12.12%) BusinessObjects
8 3 (9.09%) Hadoop
9 2 (6.06%) Apache Hive
9 2 (6.06%) Impala
9 2 (6.06%) OLAP
9 2 (6.06%) Oracle ODI
9 2 (6.06%) Oracle OLAP
9 2 (6.06%) SQL Server Analysis Services
Development Applications
1 1 (3.03%) ER Studio
General
1 9 (27.27%) Finance
2 4 (12.12%) Banking
3 3 (9.09%) Retail
4 2 (6.06%) Pharmaceutical
5 1 (3.03%) Billing
Job Titles
1 13 (39.39%) Developer
2 8 (24.24%) Business Intelligence Developer
3 7 (21.21%) Analyst
3 7 (21.21%) Data Analyst
3 7 (21.21%) Data Engineer
4 5 (15.15%) AWS Engineer
4 5 (15.15%) SSRS Developer
5 2 (6.06%) Architect
5 2 (6.06%) Data Architect
5 2 (6.06%) Data Integration Architect
5 2 (6.06%) Data Integration Specialist
5 2 (6.06%) Data Scientist
5 2 (6.06%) ETL Developer
5 2 (6.06%) Integration Architect
5 2 (6.06%) Integration Specialist
5 2 (6.06%) Senior Data Scientist
5 2 (6.06%) SQL Developer
6 1 (3.03%) Python Developer
6 1 (3.03%) Talend Developer
6 1 (3.03%) Test Leader
Libraries, Frameworks & Software Standards
1 9 (27.27%) XML
2 2 (6.06%) Pandas
2 2 (6.06%) scikit-learn
3 1 (3.03%) COM
3 1 (3.03%) Natural Language Processing
3 1 (3.03%) XGBoost
Miscellaneous
1 4 (12.12%) Analytical Skills
1 4 (12.12%) Taxonomies
2 2 (6.06%) NHS
3 1 (3.03%) Computer Science
3 1 (3.03%) Enterprise Software
3 1 (3.03%) Management Information System
3 1 (3.03%) Reference Data
Operating Systems
1 5 (15.15%) Unix
Processes & Methodologies
1 16 (48.48%) Business Intelligence
2 12 (36.36%) Data Analysis
3 8 (24.24%) Migration
4 6 (18.18%) Analytics
4 6 (18.18%) Data Architecture
4 6 (18.18%) Data Modelling
4 6 (18.18%) ERP
5 5 (15.15%) Data Visualisation
5 5 (15.15%) Project Management
5 5 (15.15%) Stakeholder Management
5 5 (15.15%) Statistics
5 5 (15.15%) Visualisation
6 4 (12.12%) Business Analysis
6 4 (12.12%) Data Cleansing
6 4 (12.12%) Data Integration
6 4 (12.12%) Data Migration
6 4 (12.12%) Performance Tuning
6 4 (12.12%) Quality Management
6 4 (12.12%) Risk Management
6 4 (12.12%) Software Engineering
Programming Languages
1 26 (78.79%) SQL
2 8 (24.24%) JavaScript
2 8 (24.24%) T-SQL
3 7 (21.21%) Python
4 5 (15.15%) Java
5 4 (12.12%) Perl
5 4 (12.12%) PL/SQL
6 1 (3.03%) C#
Qualifications
1 3 (9.09%) Security Cleared
2 2 (6.06%) Degree
3 1 (3.03%) ISEB
3 1 (3.03%) ISTQB
3 1 (3.03%) PhD
Quality Assurance & Compliance
1 5 (15.15%) Data Quality
2 2 (6.06%) PMO
3 1 (3.03%) GDPR
System Software
1 1 (3.03%) Tivoli Workload Scheduler
Systems Management
1 1 (3.03%) Tivoli
Vendors
1 10 (30.30%) Oracle
2 9 (27.27%) Microsoft
2 9 (27.27%) Talend
3 7 (21.21%) Hyperion
4 6 (18.18%) Tableau
5 3 (9.09%) SAP
6 2 (6.06%) Informatica
6 2 (6.06%) Vertica
7 1 (3.03%) Ab Initio
7 1 (3.03%) Dell
7 1 (3.03%) Google
7 1 (3.03%) Hortonworks
7 1 (3.03%) IBM