Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in West Yorkshire with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Yorkshire > West Yorkshire
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 74 87 108
Rank change year-on-year +13 +21 -19
Permanent jobs citing ETL 237 241 261
As % of all permanent IT jobs advertised in West Yorkshire 3.47% 3.13% 2.82%
As % of the Processes & Methodologies category 3.80% 3.44% 3.10%
Number of salaries quoted 212 203 193
West Yorkshire median annual salary £42,500 £45,000 £46,500
Median salary % change year-on-year -5.56% -3.23% +3.33%
10th Percentile £31,300 £32,500 £31,050
90th Percentile £57,250 £52,500 £77,500
Yorkshire median annual salary £42,500 £42,500 £45,000
% change year-on-year - -5.56% -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in West Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
West Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6236 7013 8417
As % of all permanent IT jobs advertised in West Yorkshire 91.40% 91.22% 90.98%
Number of salaries quoted 5241 6015 6760
West Yorkshire median annual salary £42,500 £42,500 £42,000
Median salary % change year-on-year - +1.19% +5.00%
10th Percentile £26,750 £26,750 £26,250
90th Percentile £61,250 £65,000 £60,000
Yorkshire median annual salary £42,500 £42,000 £40,000
% change year-on-year +1.19% +5.00% +0.69%

ETL
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for ETL in West Yorkshire

ETL
Salary Trend in West Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in West Yorkshire.

Salary trend for ETL in West Yorkshire

ETL
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing ETL in West Yorkshire over the 6 months to 24 November 2017.

Salary histogram for ETL in West Yorkshire

ETL
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the West Yorkshire region over the 6 months to 24 November 2017. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds +15 168 £41,500 -7.78% 12
Bradford -11 42 £50,000 +17.65% 1
Wakefield +7 3 £40,000 +23.08%
Huddersfield -1 3 £37,500 +7.14%
Bingley - 3 £32,500 -
Keighley - 2 £42,500 -
Halifax +16 1 £45,000 +28.57% 1
ETL
Yorkshire

For the 6 months to 24 November 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the West Yorkshire region with a requirement for ETL.

1 201 (84.81%) SQL
2 177 (74.68%) SQL Server Integration Services
3 176 (74.26%) SQL Server
4 168 (70.89%) Business Intelligence
5 141 (59.49%) Data Warehouse
6 138 (58.23%) Microsoft
7 135 (56.96%) SQL Server Reporting Services
8 125 (52.74%) SQL Server Analysis Services
9 109 (45.99%) T-SQL
10 67 (28.27%) Data Modelling
11 52 (21.94%) Agile Software Development
12 51 (21.52%) Power BI
13 42 (17.72%) Performance Tuning
14 41 (17.30%) ETL Development
15 40 (16.88%) SQL Server 2012
15 40 (16.88%) Visualisation
15 40 (16.88%) Finance
16 39 (16.46%) PowerShell
17 38 (16.03%) Migration
18 37 (15.61%) Data Visualisation
18 37 (15.61%) Analytics
19 36 (15.19%) Visual Studio
20 34 (14.35%) Microsoft Certification
21 32 (13.50%) MCSA
21 32 (13.50%) Tableau
22 31 (13.08%) Data Analysis
23 30 (12.66%) Team Foundation Server
23 30 (12.66%) SQL Server Management Studio (SSMS)
23 30 (12.66%) SQL Server 2014
24 29 (12.24%) MCSE

ETL
Co-occurring IT Skills in West 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 14 (5.91%) SAS
2 5 (2.11%) SharePoint
3 3 (1.27%) Apache Spark
4 2 (0.84%) Apache Pig
5 1 (0.42%) Tomcat
Applications
1 13 (5.49%) Microsoft Excel
2 7 (2.95%) Microsoft Office
3 3 (1.27%) Microsoft Project
4 1 (0.42%) SPSS
Business Applications
1 9 (3.80%) Dynamics CRM
2 1 (0.42%) Oracle ERP
Cloud Services
1 24 (10.13%) Microsoft Azure
2 2 (0.84%) Amazon AWS
2 2 (0.84%) Cortana Intelligence Suite
3 1 (0.42%) GitHub
Communications & Networking
1 1 (0.42%) SMS
Database & Business Intelligence
1 177 (74.68%) SQL Server Integration Services
2 176 (74.26%) SQL Server
3 141 (59.49%) Data Warehouse
4 135 (56.96%) SQL Server Reporting Services
5 125 (52.74%) SQL Server Analysis Services
6 51 (21.52%) Power BI
7 40 (16.88%) SQL Server 2012
8 30 (12.66%) SQL Server 2014
9 24 (10.13%) Relational Database
10 23 (9.70%) SQL Server 2016
11 20 (8.44%) Data Mining
12 17 (7.17%) DataStage
12 17 (7.17%) IBM InfoSphere
12 17 (7.17%) SQL Server 2008
13 15 (6.33%) QlikView
14 13 (5.49%) Big Data
14 13 (5.49%) Hadoop
15 11 (4.64%) BusinessObjects
15 11 (4.64%) Enterprise Data Warehouse
16 9 (3.80%) RDBMS
Development Applications
1 36 (15.19%) Visual Studio
2 30 (12.66%) SQL Server Management Studio (SSMS)
2 30 (12.66%) Team Foundation Server
3 12 (5.06%) Talend Open Studio
4 10 (4.22%) Octopus Deploy
5 4 (1.69%) TeamCity
5 4 (1.69%) Visual Studio Team System
6 3 (1.27%) Selenium
6 3 (1.27%) WebDriver
7 2 (0.84%) Git (software)
8 1 (0.42%) Eclipse
8 1 (0.42%) Oracle APEX
8 1 (0.42%) SoapUI
8 1 (0.42%) Sonatype Nexus
8 1 (0.42%) SpecFlow
General
1 40 (16.88%) Finance
2 21 (8.86%) Advertising
3 9 (3.80%) Games
4 3 (1.27%) Retail
5 1 (0.42%) Legal
5 1 (0.42%) Manufacturing
Job Titles
1 126 (53.16%) Developer
2 62 (26.16%) Business Intelligence Developer
3 40 (16.88%) DBA
4 35 (14.77%) Administrator
5 34 (14.35%) ETL Developer
5 34 (14.35%) SQL Developer
6 30 (12.66%) SSIS Developer
7 25 (10.55%) Senior DBA
8 24 (10.13%) Analyst
9 23 (9.70%) SQL DBA
10 22 (9.28%) Business Developer
11 20 (8.44%) Senior SQL DBA
12 16 (6.75%) Data Warehouse Developer
12 16 (6.75%) Senior Developer
13 15 (6.33%) Senior Business Intelligence Developer
14 11 (4.64%) Business Intelligence Analyst
14 11 (4.64%) SQL BI Developer
14 11 (4.64%) Trainer
15 9 (3.80%) Database Developer
16 7 (2.95%) SAP Developer
Libraries, Frameworks & Software Standards
1 26 (10.97%) .NET
2 10 (4.22%) XML
3 9 (3.80%) ASP.NET
4 4 (1.69%) AngularJS
4 4 (1.69%) RabbitMQ
5 3 (1.27%) .NET Core
5 3 (1.27%) JSON
5 3 (1.27%) SOAP
5 3 (1.27%) Web Services
6 2 (0.84%) REST
6 2 (0.84%) WinForms
7 1 (0.42%) .NET Framework
7 1 (0.42%) DAO
7 1 (0.42%) Kafka
7 1 (0.42%) MDX
7 1 (0.42%) Middleware
7 1 (0.42%) PhoneGap
7 1 (0.42%) RESTful
7 1 (0.42%) Spring
7 1 (0.42%) WCF
Miscellaneous
1 18 (7.59%) Analytical Skills
2 11 (4.64%) Data Structures
3 4 (1.69%) Clustering
3 4 (1.69%) Management Information System
3 4 (1.69%) NHS
4 3 (1.27%) Replication
5 2 (0.84%) Computer Science
6 1 (0.42%) Greenfield Project
6 1 (0.42%) Mobile App
Operating Systems
1 19 (8.02%) Linux
2 4 (1.69%) Unix
3 2 (0.84%) Android
3 2 (0.84%) Apple iOS
Processes & Methodologies
1 168 (70.89%) Business Intelligence
2 67 (28.27%) Data Modelling
3 52 (21.94%) Agile Software Development
4 42 (17.72%) Performance Tuning
5 41 (17.30%) ETL Development
6 40 (16.88%) Visualisation
7 38 (16.03%) Migration
8 37 (15.61%) Analytics
8 37 (15.61%) Data Visualisation
9 31 (13.08%) Data Analysis
10 27 (11.39%) Data Integration
11 23 (9.70%) Disaster Recovery
12 21 (8.86%) Data Migration
12 21 (8.86%) Mentoring
13 20 (8.44%) Stakeholder Management
14 19 (8.02%) Data Management
15 18 (7.59%) Data Cleansing
15 18 (7.59%) Kimball Methodology
16 17 (7.17%) ERP
17 16 (6.75%) Scrum
Programming Languages
1 201 (84.81%) SQL
2 109 (45.99%) T-SQL
3 39 (16.46%) PowerShell
4 26 (10.97%) C#
5 23 (9.70%) Java
6 17 (7.17%) Shell Script
7 15 (6.33%) Bash Shell
8 11 (4.64%) PL/SQL
9 8 (3.38%) VBA
10 6 (2.53%) Python
11 5 (2.11%) VB
11 5 (2.11%) VB.NET
12 3 (1.27%) JavaScript
13 2 (0.84%) XPath
14 1 (0.42%) C++
14 1 (0.42%) NATURAL
14 1 (0.42%) PHP
14 1 (0.42%) R
14 1 (0.42%) Scala
14 1 (0.42%) VBScript
Qualifications
1 34 (14.35%) Microsoft Certification
2 32 (13.50%) MCSA
3 29 (12.24%) MCSE
4 15 (6.33%) Degree
5 3 (1.27%) Computer Science Degree
5 3 (1.27%) MCP
5 3 (1.27%) SC Cleared
5 3 (1.27%) Security Cleared
6 1 (0.42%) ISEB
6 1 (0.42%) ISTQB
6 1 (0.42%) Numerate Degree
Quality Assurance & Compliance
1 19 (8.02%) QA
2 5 (2.11%) Data Quality
3 4 (1.69%) SLA
4 1 (0.42%) ISO/IEC 27001
4 1 (0.42%) PCI DSS
System Software
1 3 (1.27%) Docker
2 1 (0.42%) Apache Flume
Systems Management
1 1 (0.42%) Ansible
Vendors
1 138 (58.23%) Microsoft
2 32 (13.50%) Tableau
3 28 (11.81%) IBM
3 28 (11.81%) Oracle
4 21 (8.86%) SAP
5 16 (6.75%) Cognos
6 15 (6.33%) Netezza
7 12 (5.06%) Talend
8 4 (1.69%) Progress
9 3 (1.27%) RedGate
10 2 (0.84%) MicroStrategy
11 1 (0.42%) Alteryx
11 1 (0.42%) Capita
11 1 (0.42%) Informatica
11 1 (0.42%) Logi
11 1 (0.42%) Logi Analytics
11 1 (0.42%) Splunk
11 1 (0.42%) Sybase
11 1 (0.42%) Xamarin