Period
to 15 September 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 15 September 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
15 Sep 2019
Same period 2018 Same period 2017
Rank 93 67 82
Rank change year-on-year -26 +15 -14
Contract jobs citing ETL 86 152 112
As % of all contract IT jobs advertised in Yorkshire 2.15% 3.06% 2.69%
As % of the Processes & Methodologies category 2.50% 3.48% 3.10%
Number of daily rates quoted 57 102 74
Yorkshire median daily rate £425 £378 £413
Median daily rate % change year-on-year +12.58% -8.48% +10.00%
10th Percentile £325 £313 £325
90th Percentile £545 £488 £514
England median daily rate £475 £450 £450
% change year-on-year +5.56% - +5.88%
Number of hourly rates quoted 5 7 1
Yorkshire median hourly rate £27.94 £35.00 £35.00
Median hourly rate % change year-on-year -20.17% - -
England median hourly rate £35.00 £35.00 £40.00
% change year-on-year - -12.50% -9.09%

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 3,435 4,371 3,608
As % of all contract IT jobs advertised in Yorkshire 85.81% 87.95% 86.54%
Number of daily rates quoted 2,263 2,923 2,371
Yorkshire median daily rate £425 £413 £400
Median daily rate % change year-on-year +3.03% +3.13% -
10th Percentile £263 £281 £263
90th Percentile £569 £550 £545
England median daily rate £475 £464 £450
% change year-on-year +2.43% +3.06% +5.88%
Number of hourly rates quoted 146 117 93
Yorkshire median hourly rate £16.93 £17.41 £14.20
Median hourly rate % change year-on-year -2.76% +22.61% -2.07%
10th Percentile £11.17 £10.75 £8.88
90th Percentile £35.75 £41.85 £37.80
England median hourly rate £24.92 £21.00 £23.50
% change year-on-year +18.64% -10.64% +2.17%

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 15 September 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 15 September 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 15 September 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 +2 67 £425 +19.72% 23
South Yorkshire -24 15 £425 +2.41% 3
North Yorkshire +4 2 £775 +202.44% 3
East Yorkshire -4 2 £425 -10.53% 3
ETL
England

For the 6 months to 15 September 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 57 (66.28%) SQL
2 48 (55.81%) SQL Server Integration Services
3 44 (51.16%) Data Modelling
4 37 (43.02%) Business Intelligence
5 36 (41.86%) SQL Server
6 33 (38.37%) T-SQL
7 30 (34.88%) Data Warehouse
8 26 (30.23%) Migration
8 26 (30.23%) Agile Software Development
9 23 (26.74%) SQL Server Reporting Services
10 21 (24.42%) Microsoft
11 19 (22.09%) Data Migration
12 17 (19.77%) Power BI
12 17 (19.77%) Power Platform
13 15 (17.44%) Data Quality
13 15 (17.44%) QA
14 14 (16.28%) Tableau
15 12 (13.95%) Visualisation
16 11 (12.79%) SQL Server Analysis Services
17 10 (11.63%) Data Visualisation
17 10 (11.63%) Talend
18 9 (10.47%) Data Integration
18 9 (10.47%) PowerShell
18 9 (10.47%) Validation
18 9 (10.47%) Data Management
19 8 (9.30%) Project Management
19 8 (9.30%) Data Architecture
19 8 (9.30%) Azure
20 7 (8.14%) Performance Tuning
20 7 (8.14%) Data Analysis

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 6 (6.98%) SAS
2 2 (2.33%) Apache Spark
2 2 (2.33%) Confluence
Applications
1 7 (8.14%) Microsoft Excel
2 5 (5.81%) MS Visio
3 1 (1.16%) Spreadsheet
Business Applications
1 1 (1.16%) OPENHousing
1 1 (1.16%) Oracle CRM
Cloud Services
1 17 (19.77%) Power Platform
2 8 (9.30%) Azure
3 3 (3.49%) Dynamics 365
4 2 (2.33%) Azure Data Factory
5 1 (1.16%) AWS
5 1 (1.16%) Azure Functions
5 1 (1.16%) Azure Machine Learning
5 1 (1.16%) Microsoft Flow
5 1 (1.16%) PowerApps
5 1 (1.16%) Serverless
Communications & Networking
1 1 (1.16%) PuTTY
Database & Business Intelligence
1 48 (55.81%) SQL Server Integration Services
2 36 (41.86%) SQL Server
3 30 (34.88%) Data Warehouse
4 23 (26.74%) SQL Server Reporting Services
5 17 (19.77%) Power BI
6 11 (12.79%) SQL Server Analysis Services
7 5 (5.81%) Qlik Sense
7 5 (5.81%) QlikView
8 3 (3.49%) Azure SQL Database
9 2 (2.33%) Big Data
9 2 (2.33%) KNIME
9 2 (2.33%) Oracle Database
9 2 (2.33%) Relational Database
9 2 (2.33%) SAS Data Integration Studio
9 2 (2.33%) SQL Server 2008
9 2 (2.33%) SQL Server 2014
10 1 (1.16%) Amazon RDS
10 1 (1.16%) Hadoop
10 1 (1.16%) IBM InfoSphere
10 1 (1.16%) Oracle Database 12c
Development Applications
1 5 (5.81%) Git (software)
1 5 (5.81%) JIRA
2 4 (4.65%) ER Studio
2 4 (4.65%) ERwin
2 4 (4.65%) PowerDesigner
3 2 (2.33%) Team Foundation Server
4 1 (1.16%) ProC
4 1 (1.16%) Selenium
4 1 (1.16%) SoapUI
4 1 (1.16%) SQL Server Management Studio (SSMS)
General
1 7 (8.14%) Finance
2 5 (5.81%) Public Sector
2 5 (5.81%) Retail
3 2 (2.33%) Banking
3 2 (2.33%) Retail Banking
4 1 (1.16%) Italian Language
4 1 (1.16%) Publishing
Job Titles
1 42 (48.84%) Developer
2 24 (27.91%) SQL Developer
3 10 (11.63%) SQL Server Developer
4 9 (10.47%) Analyst
4 9 (10.47%) Business Intelligence Developer
4 9 (10.47%) ETL Developer
5 8 (9.30%) Architect
5 8 (9.30%) Data Manager
6 7 (8.14%) SSIS Developer
7 5 (5.81%) Data Analyst
7 5 (5.81%) Data Architect
7 5 (5.81%) Data Modeller
7 5 (5.81%) SQL BI Developer
7 5 (5.81%) T-SQL Developer
8 4 (4.65%) Talend Developer
9 3 (3.49%) Delivery Manager
9 3 (3.49%) Enterprise Architect
9 3 (3.49%) Enterprise Data Architect
9 3 (3.49%) ETL Analyst
9 3 (3.49%) Tester
Libraries, Frameworks & Software Standards
1 5 (5.81%) RESTful
2 2 (2.33%) HTML
2 2 (2.33%) JSON
2 2 (2.33%) Web Services
2 2 (2.33%) XML
3 1 (1.16%) .NET
3 1 (1.16%) CSS
3 1 (1.16%) Hibernate
3 1 (1.16%) iBATIS
3 1 (1.16%) Middleware
3 1 (1.16%) SOAP
3 1 (1.16%) Spring
Miscellaneous
1 4 (4.65%) Analytical Skills
1 4 (4.65%) Data Structures
2 3 (3.49%) NHS
2 3 (3.49%) Reference Data
3 2 (2.33%) User Experience
4 1 (1.16%) Client/Server
4 1 (1.16%) CMDB
4 1 (1.16%) Enterprise Software
4 1 (1.16%) Greenfield Project
4 1 (1.16%) Management Information System
4 1 (1.16%) Taxonomies
Operating Systems
1 1 (1.16%) Linux
1 1 (1.16%) Unix
Processes & Methodologies
1 44 (51.16%) Data Modelling
2 37 (43.02%) Business Intelligence
3 26 (30.23%) Agile Software Development
3 26 (30.23%) Migration
4 19 (22.09%) Data Migration
5 12 (13.95%) Visualisation
6 10 (11.63%) Data Visualisation
7 9 (10.47%) Data Integration
7 9 (10.47%) Data Management
7 9 (10.47%) Validation
8 8 (9.30%) Data Architecture
8 8 (9.30%) Project Management
9 7 (8.14%) Data Analysis
9 7 (8.14%) Performance Tuning
10 6 (6.98%) Scrum
11 5 (5.81%) Data Mapping
11 5 (5.81%) Problem-Solving
12 4 (4.65%) Conceptual Models
12 4 (4.65%) Data Engineering
12 4 (4.65%) Inmon Methodology
Programming Languages
1 57 (66.28%) SQL
2 33 (38.37%) T-SQL
3 9 (10.47%) PowerShell
4 3 (3.49%) PL/SQL
5 2 (2.33%) Java
5 2 (2.33%) Python
5 2 (2.33%) Shell Script
5 2 (2.33%) VBA
6 1 (1.16%) Bash Shell
6 1 (1.16%) JavaScript
6 1 (1.16%) Scala
Qualifications
1 2 (2.33%) Degree
2 1 (1.16%) Computer Science Degree
2 1 (1.16%) ISTQB
2 1 (1.16%) Master's Degree
2 1 (1.16%) Oracle Certification
2 1 (1.16%) Security Cleared
Quality Assurance & Compliance
1 15 (17.44%) Data Quality
1 15 (17.44%) QA
2 1 (1.16%) GDPR
2 1 (1.16%) PMO
2 1 (1.16%) SLA
Vendors
1 21 (24.42%) Microsoft
2 14 (16.28%) Tableau
3 10 (11.63%) Talend
4 5 (5.81%) Oracle
5 3 (3.49%) Capita
5 3 (3.49%) Informatica
5 3 (3.49%) SAP
6 2 (2.33%) Alteryx
6 2 (2.33%) Liquidlogic
6 2 (2.33%) Paxata
7 1 (1.16%) Databricks
7 1 (1.16%) IBM
7 1 (1.16%) Netezza
7 1 (1.16%) RedGate