Period
to 12 December 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 12 December 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
12 Dec 2018
Same period 2017 Same period 2016
Rank 64 74 17
Rank change year-on-year +10 -57 +21
Contract jobs citing ETL 31 20 112
As % of all contract IT jobs advertised in Cheshire 2.49% 1.50% 8.13%
As % of the Processes & Methodologies category 2.90% 1.77% 9.36%
Number of daily rates quoted 24 17 80
Cheshire median daily rate £344 £338 £400
Median daily rate % change year-on-year +1.85% -15.63% +6.67%
10th Percentile £313 £298 £313
90th Percentile £488 £525 £589
North West median daily rate £375 £413 £394
% change year-on-year -9.09% +4.70% -7.29%
Number of hourly rates quoted 0 0 0
Cheshire median hourly rate - - -
North West median hourly rate £46.19 £43.11 £20.50
% change year-on-year +7.15% +110.27% -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 1,070 1,133 1,197
As % of all contract IT jobs advertised in Cheshire 86.01% 84.74% 86.87%
Number of daily rates quoted 699 818 862
Cheshire median daily rate £400 £420 £400
Median daily rate % change year-on-year -4.76% +5.00% -5.88%
10th Percentile £265 £258 £235
90th Percentile £538 £625 £600
North West median daily rate £410 £400 £400
% change year-on-year +2.50% - -
Number of hourly rates quoted 66 34 34
Cheshire median hourly rate £17.50 £15.42 £20.14
Median hourly rate % change year-on-year +13.49% -23.45% +13.35%
10th Percentile £13.45 £9.68 £13.00
90th Percentile £44.00 £35.00 £42.48
North West median hourly rate £22.29 £27.00 £22.00
% change year-on-year -17.44% +22.73% -25.98%

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 12 December 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 12 December 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
Warrington +10 11 £328 -25.14% 6
Crewe -3 7 £325 +4.00%
Chester -5 3 £389 +3.67% 4
Macclesfield - 3 £325 -
Alderley Edge - 1 £525 -
ETL
North West

For the 6 months to 12 December 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 (83.87%) SQL
2 17 (54.84%) Data Analysis
3 15 (48.39%) Business Intelligence
4 14 (45.16%) SQL Server Integration Services
5 12 (38.71%) SQL Server Reporting Services
5 12 (38.71%) SQL Server
6 9 (29.03%) Microsoft
6 9 (29.03%) XML
7 8 (25.81%) Data Warehouse
7 8 (25.81%) Oracle
7 8 (25.81%) JavaScript
8 7 (22.58%) Data Modelling
8 7 (22.58%) Talend
9 6 (19.35%) Amazon AWS
9 6 (19.35%) Amazon Redshift
9 6 (19.35%) Migration
9 6 (19.35%) T-SQL
10 5 (16.13%) Hyperion
10 5 (16.13%) SQL Server Analysis Services
10 5 (16.13%) Data Quality
10 5 (16.13%) Power BI
11 4 (12.90%) Business Process Analysis
11 4 (12.90%) Analytics
11 4 (12.90%) Data Visualisation
11 4 (12.90%) Tableau
11 4 (12.90%) GitHub
11 4 (12.90%) Amazon Aurora
11 4 (12.90%) Statistics
11 4 (12.90%) Taxonomies
11 4 (12.90%) QlikView

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 1 (3.23%) SharePoint
Applications
1 1 (3.23%) Microsoft Office
1 1 (3.23%) MS Visio
Cloud Services
1 6 (19.35%) Amazon AWS
2 4 (12.90%) GitHub
2 4 (12.90%) Microsoft Azure
3 3 (9.68%) Dynamics 365
4 2 (6.45%) Boomi
5 1 (3.23%) Slack
5 1 (3.23%) Trello
Database & Business Intelligence
1 14 (45.16%) SQL Server Integration Services
2 12 (38.71%) SQL Server
2 12 (38.71%) SQL Server Reporting Services
3 8 (25.81%) Data Warehouse
4 6 (19.35%) Amazon Redshift
5 5 (16.13%) Power BI
5 5 (16.13%) SQL Server Analysis Services
6 4 (12.90%) Amazon Aurora
6 4 (12.90%) BusinessObjects
6 4 (12.90%) Data Mining
6 4 (12.90%) QlikView
7 3 (9.68%) Big Data
7 3 (9.68%) SQL Server 2014
7 3 (9.68%) SQL Server 2016
8 2 (6.45%) Geospatial Data
8 2 (6.45%) SQL Server 2012
9 1 (3.23%) Data Lake
9 1 (3.23%) Qlik Sense
9 1 (3.23%) SAP HANA
9 1 (3.23%) SQL Server 2008
General
1 4 (12.90%) Finance
2 2 (6.45%) Pharmaceutical
2 2 (6.45%) Retail
3 1 (3.23%) Billing
Job Titles
1 11 (35.48%) Developer
2 7 (22.58%) Analyst
2 7 (22.58%) Data Analyst
3 6 (19.35%) Business Intelligence Developer
3 6 (19.35%) Data Engineer
4 5 (16.13%) AWS Engineer
4 5 (16.13%) DBA
4 5 (16.13%) SQL DBA
5 3 (9.68%) SQL Developer
5 3 (9.68%) SSRS Developer
6 2 (6.45%) ETL Developer
7 1 (3.23%) Business Intelligence Manager
7 1 (3.23%) Business Manager
7 1 (3.23%) QlikView Developer
7 1 (3.23%) SQL Server Developer
7 1 (3.23%) SSIS Developer
7 1 (3.23%) Technical Analyst
7 1 (3.23%) Test Engineer
7 1 (3.23%) Test Leader
7 1 (3.23%) Tester
Libraries, Frameworks & Software Standards
1 9 (29.03%) XML
Miscellaneous
1 4 (12.90%) Taxonomies
2 2 (6.45%) NHS
3 1 (3.23%) Analytical Skills
3 1 (3.23%) Management Information System
3 1 (3.23%) Reference Data
Operating Systems
1 4 (12.90%) Unix
Processes & Methodologies
1 17 (54.84%) Data Analysis
2 15 (48.39%) Business Intelligence
3 7 (22.58%) Data Modelling
4 6 (19.35%) Migration
5 4 (12.90%) Analytics
5 4 (12.90%) Business Analysis
5 4 (12.90%) Business Process Analysis
5 4 (12.90%) Data Architecture
5 4 (12.90%) Data Cleansing
5 4 (12.90%) Data Visualisation
5 4 (12.90%) Project Management
5 4 (12.90%) Quality Management
5 4 (12.90%) Software Engineering
5 4 (12.90%) Statistics
5 4 (12.90%) Visualisation
6 3 (9.68%) Data Migration
6 3 (9.68%) ERP
6 3 (9.68%) Master Data Management
7 2 (6.45%) Data Integration
7 2 (6.45%) Stakeholder Management
Programming Languages
1 26 (83.87%) SQL
2 8 (25.81%) JavaScript
3 6 (19.35%) T-SQL
4 4 (12.90%) Java
4 4 (12.90%) Perl
4 4 (12.90%) PL/SQL
4 4 (12.90%) Python
Qualifications
1 3 (9.68%) Security Cleared
2 1 (3.23%) ISEB
2 1 (3.23%) ISTQB
Quality Assurance & Compliance
1 5 (16.13%) Data Quality
2 2 (6.45%) PMO
3 1 (3.23%) GDPR
Vendors
1 9 (29.03%) Microsoft
2 8 (25.81%) Oracle
3 7 (22.58%) Talend
4 5 (16.13%) Hyperion
5 4 (12.90%) Tableau
6 2 (6.45%) Dell
7 1 (3.23%) Ab Initio
7 1 (3.23%) SAP
7 1 (3.23%) Vertica