Period
to 14 December 2018

The following table provides summary statistics for contract job vacancies advertised in Yorkshire 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 14 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)
England > Yorkshire
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 56 75 63
Rank change year-on-year +19 -12 -5
Contract jobs citing ETL 173 120 184
As % of all contract IT jobs advertised in Yorkshire 3.47% 2.70% 3.46%
As % of the Processes & Methodologies category 3.99% 3.16% 4.06%
Number of daily rates quoted 118 90 123
Yorkshire median daily rate £375 £425 £380
Median daily rate % change year-on-year -11.76% +11.84% -8.43%
10th Percentile £309 £309 £310
90th Percentile £475 £488 £523
England median daily rate £455 £450 £425
% change year-on-year +1.11% +5.88% -
Number of hourly rates quoted 8 1 3
Yorkshire median hourly rate £20.25 £35.00 £25.39
Median hourly rate % change year-on-year -42.16% +37.85% -
10th Percentile £14.50 £35.00 £18.43
90th Percentile £38.77 £35.00 £45.08
England median hourly rate £20.25 £46.21 £41.00
% change year-on-year -56.19% +12.71% +36.67%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Contract vacancies with a requirement for process or methodology skills 4,332 3,793 4,537
As % of all contract IT jobs advertised in Yorkshire 87.01% 85.49% 85.25%
Number of daily rates quoted 2,951 2,509 2,939
Yorkshire median daily rate £413 £410 £400
Median daily rate % change year-on-year +0.61% +2.50% +6.67%
10th Percentile £281 £262 £260
90th Percentile £563 £550 £541
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 116 98 144
Yorkshire median hourly rate £17.00 £16.00 £14.57
Median hourly rate % change year-on-year +6.25% +9.85% +4.04%
10th Percentile £10.96 £10.50 £10.56
90th Percentile £41.50 £40.00 £34.59
England median hourly rate £22.22 £25.00 £22.92
% change year-on-year -11.14% +9.06% +4.19%

ETL
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for ETL in Yorkshire

ETL
Contractor Daily Rate Trend in Yorkshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Yorkshire.

Contractor daily rate trend for ETL in Yorkshire

ETL
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing ETL in Yorkshire over the 6 months to 14 December 2018.

Contractor daily rate histogram for ETL in Yorkshire

ETL
Contractor Hourly Rate Trend in Yorkshire

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in Yorkshire.

Contractor hourly rate trend for ETL in Yorkshire

ETL
Contractor Hourly Rate Histogram in Yorkshire

The hourly rate distribution of IT jobs citing ETL in Yorkshire over the 6 months to 14 December 2018.

Contractor hourly rate histogram for ETL in Yorkshire

ETL
Contract Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 14 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
West Yorkshire +13 125 £355 -16.47% 25
South Yorkshire +8 36 £415 -2.35% 1
North Yorkshire +4 9 £269 - 4
ETL
England

For the 6 months to 14 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 Yorkshire region with a requirement for ETL.

1 129 (74.57%) SQL
2 90 (52.02%) SQL Server
3 84 (48.55%) Data Warehouse
4 81 (46.82%) SQL Server Integration Services
5 74 (42.77%) SQL Server Reporting Services
6 70 (40.46%) Business Intelligence
7 48 (27.75%) T-SQL
8 42 (24.28%) Migration
9 40 (23.12%) Data Migration
10 35 (20.23%) Power BI
11 33 (19.08%) Microsoft
12 32 (18.50%) Finance
13 31 (17.92%) Data Modelling
14 30 (17.34%) ETL Development
15 27 (15.61%) Agile Software Development
16 23 (13.29%) SQL Server Analysis Services
17 22 (12.72%) C#
18 21 (12.14%) Relational Database
18 21 (12.14%) Analytical Skills
19 20 (11.56%) Oracle
20 19 (10.98%) Data Integration
20 19 (10.98%) Amazon AWS
21 17 (9.83%) Kimball Methodology
21 17 (9.83%) Unix
22 16 (9.25%) Analytics
22 16 (9.25%) Data Quality
22 16 (9.25%) Visualisation
23 15 (8.67%) Tableau
23 15 (8.67%) SQL Server 2016
24 13 (7.51%) Data Mapping

ETL
Co-occurring IT Skills in Yorkshire 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 12 (6.94%) SAS
2 3 (1.73%) Confluence
3 1 (0.58%) SharePoint
Applications
1 13 (7.51%) Microsoft Excel
2 8 (4.62%) Spreadsheet
3 2 (1.16%) Microsoft Office
3 2 (1.16%) Microsoft PowerPoint
Business Applications
1 2 (1.16%) Dynamics CRM
1 2 (1.16%) iTrent
2 1 (0.58%) Cognos Business Intelligence
2 1 (0.58%) Dynamics NAV
2 1 (0.58%) ResourceLink
2 1 (0.58%) SAP ERP
2 1 (0.58%) SAP MM
Cloud Services
1 19 (10.98%) Amazon AWS
2 10 (5.78%) Microsoft Azure
3 5 (2.89%) Amazon EC2
3 5 (2.89%) Amazon S3
3 5 (2.89%) Virtual Private Cloud
4 3 (1.73%) Amazon EMR
4 3 (1.73%) Amazon Glacier
4 3 (1.73%) AWS Lambda
4 3 (1.73%) Dynamics 365
4 3 (1.73%) Serverless
5 2 (1.16%) Amazon CloudWatch
5 2 (1.16%) Amazon Kinesis
5 2 (1.16%) Amazon SageMaker
5 2 (1.16%) AWS CloudTrail
Communications & Networking
1 2 (1.16%) PuTTY
2 1 (0.58%) Internet
Database & Business Intelligence
1 90 (52.02%) SQL Server
2 84 (48.55%) Data Warehouse
3 81 (46.82%) SQL Server Integration Services
4 74 (42.77%) SQL Server Reporting Services
5 35 (20.23%) Power BI
6 23 (13.29%) SQL Server Analysis Services
7 21 (12.14%) Relational Database
8 15 (8.67%) SQL Server 2016
9 12 (6.94%) SQL Server 2014
10 10 (5.78%) Oracle ODI
10 10 (5.78%) QlikView
11 8 (4.62%) Data Lake
11 8 (4.62%) OLAP
11 8 (4.62%) Star Schema
12 7 (4.05%) Amazon Redshift
12 7 (4.05%) DataStage
12 7 (4.05%) Hadoop
12 7 (4.05%) SQL Server 2008
13 6 (3.47%) MongoDB
13 6 (3.47%) Oracle OLAP
Development Applications
1 9 (5.20%) Toad
1 9 (5.20%) Visual Studio
2 8 (4.62%) Team Foundation Server
3 6 (3.47%) JIRA
3 6 (3.47%) Octopus Deploy
4 4 (2.31%) Git (software)
5 3 (1.73%) TeamCity
6 2 (1.16%) MSTest
6 2 (1.16%) SpecFlow
7 1 (0.58%) LSMW
General
1 32 (18.50%) Finance
2 9 (5.20%) Banking
3 3 (1.73%) Back Office
3 3 (1.73%) Retail
4 2 (1.16%) Games
4 2 (1.16%) Publishing
5 1 (0.58%) Law
5 1 (0.58%) Manufacturing
Job Titles
1 116 (67.05%) Developer
2 56 (32.37%) SQL Developer
3 33 (19.08%) Business Intelligence Developer
4 32 (18.50%) ETL Developer
5 23 (13.29%) Analyst
6 17 (9.83%) SQL BI Developer
7 15 (8.67%) SSIS Developer
8 13 (7.51%) SQL Server Developer
9 11 (6.36%) Data Analyst
10 10 (5.78%) SQL Server BI Developer
11 9 (5.20%) ETL Analyst
12 8 (4.62%) Data Warehouse Developer
12 8 (4.62%) Test Analyst
13 7 (4.05%) Data Engineer
13 7 (4.05%) Senior Developer
13 7 (4.05%) Tester
13 7 (4.05%) T-SQL Developer
14 6 (3.47%) Consultant
15 5 (2.89%) Data Warehouse Analyst
15 5 (2.89%) Information Analyst
Libraries, Frameworks & Software Standards
1 9 (5.20%) .NET
2 8 (4.62%) Web Services
3 3 (1.73%) .NET Core
3 3 (1.73%) .NET Framework
3 3 (1.73%) AngularJS
3 3 (1.73%) RxJS
3 3 (1.73%) WCF
4 2 (1.16%) ASP.NET
4 2 (1.16%) HTML
5 1 (0.58%) ASP.NET MVC
5 1 (0.58%) CSS
5 1 (0.58%) jQuery
5 1 (0.58%) Pandas
5 1 (0.58%) PySpark
5 1 (0.58%) RESTful
5 1 (0.58%) WinForms
Miscellaneous
1 21 (12.14%) Analytical Skills
2 8 (4.62%) Mainframe
3 5 (2.89%) Greenfield Project
4 3 (1.73%) Management Information System
5 2 (1.16%) Data Centre
5 2 (1.16%) Data Structures
5 2 (1.16%) NHS
5 2 (1.16%) VSAM
6 1 (0.58%) Enterprise Software
Operating Systems
1 17 (9.83%) Unix
2 8 (4.62%) Linux
3 3 (1.73%) Red Hat Enterprise Linux
4 2 (1.16%) Solaris
4 2 (1.16%) Windows
4 2 (1.16%) Windows Server
5 1 (0.58%) Windows Server 2003
5 1 (0.58%) zOS
Processes & Methodologies
1 70 (40.46%) Business Intelligence
2 42 (24.28%) Migration
3 40 (23.12%) Data Migration
4 31 (17.92%) Data Modelling
5 30 (17.34%) ETL Development
6 27 (15.61%) Agile Software Development
7 19 (10.98%) Data Integration
8 17 (9.83%) Kimball Methodology
9 16 (9.25%) Analytics
9 16 (9.25%) Visualisation
10 13 (7.51%) Data Mapping
10 13 (7.51%) Validation
11 10 (5.78%) Data Analysis
11 10 (5.78%) Data Management
11 10 (5.78%) Problem-Solving
12 9 (5.20%) Change Data Capture
12 9 (5.20%) Data Visualisation
13 8 (4.62%) Data Validation
13 8 (4.62%) Test Scripting
14 7 (4.05%) Waterfall
Programming Languages
1 129 (74.57%) SQL
2 48 (27.75%) T-SQL
3 22 (12.72%) C#
4 13 (7.51%) PL/SQL
4 13 (7.51%) Python
5 11 (6.36%) VBA
6 6 (3.47%) Java
6 6 (3.47%) Shell Script
7 5 (2.89%) Perl
8 4 (2.31%) COBOL
8 4 (2.31%) JavaScript
9 3 (1.73%) R
9 3 (1.73%) TypeScript
9 3 (1.73%) VB
10 2 (1.16%) PowerShell
10 2 (1.16%) Ruby
10 2 (1.16%) Scala
11 1 (0.58%) Data Analysis Expressions (DAX)
11 1 (0.58%) PHP
11 1 (0.58%) Smalltalk
Qualifications
1 3 (1.73%) Degree
1 3 (1.73%) MCITP
1 3 (1.73%) MCSE
1 3 (1.73%) Microsoft Certification
2 2 (1.16%) AWS Certification
3 1 (0.58%) Computer Science Degree
3 1 (0.58%) SC Cleared
3 1 (0.58%) Security Cleared
Quality Assurance & Compliance
1 16 (9.25%) Data Quality
2 10 (5.78%) QA
3 3 (1.73%) PCI DSS
4 2 (1.16%) SLA
5 1 (0.58%) GDPR
5 1 (0.58%) PMO
System Software
1 2 (1.16%) Docker
Systems Management
1 3 (1.73%) Control-M
1 3 (1.73%) Opscode Chef
Vendors
1 33 (19.08%) Microsoft
2 20 (11.56%) Oracle
3 15 (8.67%) Tableau
4 9 (5.20%) IBM
5 8 (4.62%) SAP
6 4 (2.31%) Ab Initio
6 4 (2.31%) RedGate
6 4 (2.31%) Talend
7 3 (1.73%) Axway
7 3 (1.73%) Hortonworks
7 3 (1.73%) IBM Sterling
7 3 (1.73%) ServiceNow
7 3 (1.73%) Splunk
8 2 (1.16%) Alteryx
8 2 (1.16%) HP
8 2 (1.16%) Informatica
9 1 (0.58%) BMC
9 1 (0.58%) Cognos
9 1 (0.58%) DataFlux
9 1 (0.58%) VMware