Period
to 20 April 2019

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 20 April 2019 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
20 Apr 2019
Same period 2018 Same period 2017
Rank 85 79 94
Rank change year-on-year -6 +15 -18
Contract jobs citing ETL 119 137 103
As % of all contract IT jobs advertised in Yorkshire 2.51% 2.84% 2.37%
As % of the Processes & Methodologies category 2.91% 3.29% 2.78%
Number of daily rates quoted 77 93 74
Yorkshire median daily rate £375 £388 £375
Median daily rate % change year-on-year -3.23% +3.33% -
10th Percentile £313 £259 £308
90th Percentile £475 £538 £513
England median daily rate £463 £460 £450
% change year-on-year +0.54% +2.22% +5.88%
Number of hourly rates quoted 10 0 2
Yorkshire median hourly rate £20.55 - £21.88
10th Percentile £19.39 - £17.56
90th Percentile £27.26 - £24.86
England median hourly rate £24.00 £55.00 £29.82
% change year-on-year -56.36% +84.47% -46.76%

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 4,093 4,170 3,700
As % of all contract IT jobs advertised in Yorkshire 86.30% 86.50% 85.14%
Number of daily rates quoted 2,763 2,737 2,409
Yorkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - -
10th Percentile £269 £263 £263
90th Percentile £575 £538 £556
England median daily rate £475 £463 £445
% change year-on-year +2.70% +3.93% +4.71%
Number of hourly rates quoted 116 134 91
Yorkshire median hourly rate £19.41 £19.03 £14.00
Median hourly rate % change year-on-year +2.00% +35.93% -8.97%
10th Percentile £11.21 £10.50 £8.91
90th Percentile £39.97 £42.85 £34.24
England median hourly rate £24.96 £22.50 £25.00
% change year-on-year +10.91% -10.00% +8.70%

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 20 April 2019.

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 20 April 2019.

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 20 April 2019. 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 +5 86 £370 +0.34% 6
South Yorkshire -22 16 £450 +28.57% 4
North Yorkshire +13 13 £438 +94.44% 5
East Yorkshire -7 2 - - 1
ETL
England

For the 6 months to 20 April 2019, 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 90 (75.63%) SQL
2 69 (57.98%) SQL Server Integration Services
3 63 (52.94%) SQL Server
4 57 (47.90%) SQL Server Reporting Services
5 55 (46.22%) Data Warehouse
6 51 (42.86%) Business Intelligence
7 37 (31.09%) Power BI
8 34 (28.57%) Migration
9 30 (25.21%) Data Migration
10 26 (21.85%) T-SQL
11 23 (19.33%) SQL Server Analysis Services
11 23 (19.33%) Tableau
12 19 (15.97%) Microsoft
12 19 (15.97%) ETL Development
13 18 (15.13%) Finance
14 16 (13.45%) Agile Software Development
15 15 (12.61%) Data Modelling
15 15 (12.61%) Analytics
16 14 (11.76%) SQL Server 2014
16 14 (11.76%) SAP
17 13 (10.92%) Data Analysis
17 13 (10.92%) Analytical Skills
18 11 (9.24%) Data Quality
19 10 (8.40%) Validation
19 10 (8.40%) Stakeholder Management
20 9 (7.56%) Visual Studio
20 9 (7.56%) C#
20 9 (7.56%) .NET
20 9 (7.56%) SAS
21 7 (5.88%) QlikView

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 9 (7.56%) SAS
2 1 (0.84%) Apache Spark
Applications
1 7 (5.88%) Microsoft Excel
2 6 (5.04%) Spreadsheet
Business Applications
1 1 (0.84%) Cognos Business Intelligence
1 1 (0.84%) Cognos TM1
1 1 (0.84%) Dynamics AX
Cloud Services
1 5 (4.20%) Amazon AWS
1 5 (4.20%) Google Analytics
2 3 (2.52%) Microsoft Azure
3 2 (1.68%) AWS Lambda
3 2 (1.68%) Dynamics 365
3 2 (1.68%) Serverless
Communications & Networking
1 1 (0.84%) PuTTY
Database & Business Intelligence
1 69 (57.98%) SQL Server Integration Services
2 63 (52.94%) SQL Server
3 57 (47.90%) SQL Server Reporting Services
4 55 (46.22%) Data Warehouse
5 37 (31.09%) Power BI
6 23 (19.33%) SQL Server Analysis Services
7 14 (11.76%) SQL Server 2014
8 7 (5.88%) BusinessObjects
8 7 (5.88%) QlikView
8 7 (5.88%) SAP Data Services
9 6 (5.04%) Relational Database
10 3 (2.52%) Data Lake
10 3 (2.52%) SAS Enterprise Guide
10 3 (2.52%) SQL Server 2008
11 2 (1.68%) Big Data
11 2 (1.68%) MongoDB
11 2 (1.68%) NoSQL
11 2 (1.68%) Oracle BI Publisher
11 2 (1.68%) SQL Server 2016
11 2 (1.68%) Star Schema
Development Applications
1 9 (7.56%) Visual Studio
2 7 (5.88%) Team Foundation Server
3 3 (2.52%) Git (software)
4 2 (1.68%) Octopus Deploy
5 1 (0.84%) ERwin
5 1 (0.84%) Hudson
5 1 (0.84%) JIRA
5 1 (0.84%) MSTest
5 1 (0.84%) Selenium
5 1 (0.84%) SoapUI
5 1 (0.84%) Toad
General
1 18 (15.13%) Finance
2 3 (2.52%) Games
3 2 (1.68%) Back Office
3 2 (1.68%) Banking
3 2 (1.68%) Marketing
3 2 (1.68%) Retail Banking
4 1 (0.84%) Manufacturing
Job Titles
1 75 (63.03%) Developer
2 37 (31.09%) SQL Developer
3 21 (17.65%) Business Intelligence Developer
4 18 (15.13%) Analyst
5 11 (9.24%) SQL BI Developer
6 8 (6.72%) ETL Developer
7 6 (5.04%) Data Manager
7 6 (5.04%) Data Warehouse Developer
7 6 (5.04%) ETL Analyst
7 6 (5.04%) Test Analyst
8 5 (4.20%) Business Developer
8 5 (4.20%) SQL Analyst
8 5 (4.20%) SQL Server Developer
8 5 (4.20%) SSIS Developer
8 5 (4.20%) Tester
9 4 (3.36%) Data Analyst
9 4 (3.36%) Data Warehouse Analyst
9 4 (3.36%) Database Developer
9 4 (3.36%) DBA
9 4 (3.36%) SQL DBA
Libraries, Frameworks & Software Standards
1 9 (7.56%) .NET
2 4 (3.36%) .NET Framework
2 4 (3.36%) WCF
3 2 (1.68%) .NET Core
3 2 (1.68%) AngularJS
3 2 (1.68%) ASP.NET
3 2 (1.68%) MDX
3 2 (1.68%) RxJS
3 2 (1.68%) SAP XI
3 2 (1.68%) Web Services
4 1 (0.84%) J2EE
4 1 (0.84%) Kafka
4 1 (0.84%) NumPy
4 1 (0.84%) Pandas
4 1 (0.84%) RESTful
4 1 (0.84%) SOAP
Miscellaneous
1 13 (10.92%) Analytical Skills
2 7 (5.88%) Data Structures
3 5 (4.20%) Management Information System
4 4 (3.36%) NHS
5 3 (2.52%) Greenfield Project
6 1 (0.84%) Algorithms
Operating Systems
1 1 (0.84%) Unix
Processes & Methodologies
1 51 (42.86%) Business Intelligence
2 34 (28.57%) Migration
3 30 (25.21%) Data Migration
4 19 (15.97%) ETL Development
5 16 (13.45%) Agile Software Development
6 15 (12.61%) Analytics
6 15 (12.61%) Data Modelling
7 13 (10.92%) Data Analysis
8 10 (8.40%) Stakeholder Management
8 10 (8.40%) Validation
9 7 (5.88%) Data Extraction
9 7 (5.88%) Data Integration
9 7 (5.88%) Performance Tuning
10 6 (5.04%) Open Source
10 6 (5.04%) Scenario Testing
11 5 (4.20%) Change Data Capture
11 5 (4.20%) Data Validation
11 5 (4.20%) Kimball Methodology
11 5 (4.20%) System Testing
11 5 (4.20%) Waterfall
Programming Languages
1 90 (75.63%) SQL
2 26 (21.85%) T-SQL
3 9 (7.56%) C#
4 5 (4.20%) PL/SQL
4 5 (4.20%) Python
5 3 (2.52%) PowerShell
5 3 (2.52%) R
6 2 (1.68%) Data Analysis Expressions (DAX)
6 2 (1.68%) Java
6 2 (1.68%) TypeScript
7 1 (0.84%) Shell Script
7 1 (0.84%) VBA
Qualifications
1 3 (2.52%) MCSE
1 3 (2.52%) Microsoft Certification
1 3 (2.52%) PMP
2 2 (1.68%) MCITP
3 1 (0.84%) ISTQB
3 1 (0.84%) MCSA
Quality Assurance & Compliance
1 11 (9.24%) Data Quality
2 5 (4.20%) QA
Vendors
1 23 (19.33%) Tableau
2 19 (15.97%) Microsoft
3 14 (11.76%) SAP
4 5 (4.20%) Google
4 5 (4.20%) Oracle
5 4 (3.36%) Talend
6 3 (2.52%) Salesforce.com
7 2 (1.68%) Alteryx
7 2 (1.68%) Informatica
7 2 (1.68%) RedGate
8 1 (0.84%) Capita
8 1 (0.84%) Cloudera
8 1 (0.84%) Cognos
8 1 (0.84%) Databricks
8 1 (0.84%) Hortonworks
8 1 (0.84%) IBM
8 1 (0.84%) MapR
8 1 (0.84%) Netezza
8 1 (0.84%) Teradata
8 1 (0.84%) Twitter