Period
to 24 February 2018

The following table provides summary statistics for permanent job vacancies advertised in 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 February 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 103 133 75
Rank change year-on-year +30 -58 +48
Permanent jobs citing ETL 268 234 456
As % of all permanent IT jobs advertised in Yorkshire 2.69% 2.18% 3.55%
As % of the Processes & Methodologies category 2.97% 2.43% 3.99%
Number of salaries quoted 232 199 354
Yorkshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £31,250 £32,500 £29,400
90th Percentile £57,500 £72,500 £63,750
England median annual salary £52,500 £52,500 £51,500
% change year-on-year - +1.94% -1.90%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 9,024 9,639 11,434
As % of all permanent IT jobs advertised in Yorkshire 90.67% 89.82% 88.98%
Number of salaries quoted 7,691 8,267 9,389
Yorkshire median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £26,000 £26,250
90th Percentile £60,000 £60,000 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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
Salary Trend in Yorkshire

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

Salary trend for ETL in Yorkshire

ETL
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing ETL in Yorkshire over the 6 months to 24 February 2018.

Salary histogram for ETL in Yorkshire

ETL
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 24 February 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire +23 206 £42,500 - 21
East Yorkshire +19 30 £47,000 +16.05%
South Yorkshire +10 18 £37,500 +7.14% 6
North Yorkshire +3 8 £45,000 +28.57% 4
ETL
England

For the 6 months to 24 February 2018, IT 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 permanent job ads across the Yorkshire region with a requirement for ETL.

1 193 (72.01%) SQL
2 184 (68.66%) Business Intelligence
3 183 (68.28%) SQL Server Integration Services
4 173 (64.55%) SQL Server
5 168 (62.69%) Data Warehouse
6 148 (55.22%) SQL Server Reporting Services
7 116 (43.28%) SQL Server Analysis Services
8 113 (42.16%) Microsoft
9 104 (38.81%) T-SQL
10 70 (26.12%) Data Modelling
11 66 (24.63%) Analytics
12 63 (23.51%) Agile Software Development
13 47 (17.54%) SQL Server 2016
14 46 (17.16%) Data Analysis
15 42 (15.67%) Oracle
15 42 (15.67%) Power BI
16 41 (15.30%) Finance
17 39 (14.55%) Data Integration
18 38 (14.18%) SAP
19 37 (13.81%) Tableau
20 35 (13.06%) SQL Server 2014
21 34 (12.69%) Performance Tuning
21 34 (12.69%) Migration
22 32 (11.94%) SQL Server 2012
23 30 (11.19%) Microsoft Certification
24 29 (10.82%) Data Quality
25 27 (10.07%) SQL Server 2008
26 26 (9.70%) Advertising
26 26 (9.70%) Visualisation
26 26 (9.70%) ETL Development

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 (3.36%) SAS
2 5 (1.87%) Apache Spark
3 4 (1.49%) Oracle Workflow
3 4 (1.49%) SharePoint
4 1 (0.37%) Oracle Application Server
4 1 (0.37%) Tomcat
4 1 (0.37%) WebLogic
Applications
1 9 (3.36%) Microsoft Excel
2 2 (0.75%) Microsoft Project
3 1 (0.37%) MS Visio
Business Applications
1 6 (2.24%) Dynamics CRM
2 5 (1.87%) SAP Hybris
3 2 (0.75%) Epicor Tropos
3 2 (0.75%) NetSuite
4 1 (0.37%) Oracle Applications
4 1 (0.37%) Oracle ERP
Cloud Services
1 18 (6.72%) Microsoft Azure
2 6 (2.24%) Amazon AWS
3 4 (1.49%) Google Cloud Platform
4 2 (0.75%) Google Analytics
5 1 (0.37%) Azure Data Factory
5 1 (0.37%) Cortana Intelligence Suite
5 1 (0.37%) Serverless
Communications & Networking
1 1 (0.37%) DSL
1 1 (0.37%) Ethernet
1 1 (0.37%) Wireless
Database & Business Intelligence
1 183 (68.28%) SQL Server Integration Services
2 173 (64.55%) SQL Server
3 168 (62.69%) Data Warehouse
4 148 (55.22%) SQL Server Reporting Services
5 116 (43.28%) SQL Server Analysis Services
6 47 (17.54%) SQL Server 2016
7 42 (15.67%) Power BI
8 35 (13.06%) SQL Server 2014
9 32 (11.94%) SQL Server 2012
10 27 (10.07%) SQL Server 2008
11 25 (9.33%) QlikView
12 21 (7.84%) Enterprise Data Warehouse
13 19 (7.09%) SAP HANA
14 18 (6.72%) Big Data
15 17 (6.34%) SQL Server 2005
16 15 (5.60%) BusinessObjects
17 14 (5.22%) SQL Server 2000
18 12 (4.48%) Data Mining
19 11 (4.10%) SAP BW
19 11 (4.10%) SAP Data Services
Development Applications
1 22 (8.21%) Team Foundation Server
1 22 (8.21%) Visual Studio
2 9 (3.36%) SQL Server Management Studio (SSMS)
3 5 (1.87%) Octopus Deploy
4 4 (1.49%) TeamCity
5 3 (1.12%) Selenium
5 3 (1.12%) WebDriver
6 2 (0.75%) Visual Studio Team System
7 1 (0.37%) Git (software)
7 1 (0.37%) SoapUI
7 1 (0.37%) Sonatype Nexus
7 1 (0.37%) SpecFlow
General
1 41 (15.30%) Finance
2 26 (9.70%) Advertising
3 12 (4.48%) Retail
4 8 (2.99%) Law
5 7 (2.61%) Games
5 7 (2.61%) Manufacturing
6 4 (1.49%) Banking
6 4 (1.49%) Billing
7 3 (1.12%) Marketing
8 1 (0.37%) Legal
8 1 (0.37%) Retail Finance
8 1 (0.37%) Telecoms
Job Titles
1 154 (57.46%) Developer
2 81 (30.22%) Business Intelligence Developer
3 55 (20.52%) ETL Developer
4 40 (14.93%) Business Developer
5 36 (13.43%) SQL Developer
6 35 (13.06%) SSIS Developer
7 27 (10.07%) Architect
8 25 (9.33%) Data Warehouse Developer
8 25 (9.33%) DBA
9 20 (7.46%) Analyst
9 20 (7.46%) Data Architect
10 19 (7.09%) SSRS Developer
11 16 (5.97%) Administrator
11 16 (5.97%) SQL DBA
12 15 (5.60%) SSAS Developer
13 14 (5.22%) Senior DBA
13 14 (5.22%) Senior SQL DBA
13 14 (5.22%) SQL BI Developer
14 8 (2.99%) Senior Developer
14 8 (2.99%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 19 (7.09%) .NET
2 16 (5.97%) Middleware
3 14 (5.22%) XML
4 11 (4.10%) Web Services
5 10 (3.73%) ASP.NET
6 9 (3.36%) JSON
7 7 (2.61%) Kafka
8 5 (1.87%) REST
8 5 (1.87%) RESTful
8 5 (1.87%) SOAP
8 5 (1.87%) Spring
9 4 (1.49%) EJB
9 4 (1.49%) Struts
10 3 (1.12%) CSS
10 3 (1.12%) Entity Framework
10 3 (1.12%) HTML
11 2 (0.75%) WSH
11 2 (0.75%) XSD
12 1 (0.37%) DAO
12 1 (0.37%) WinForms
Miscellaneous
1 21 (7.84%) Analytical Skills
2 9 (3.36%) Data Structures
3 8 (2.99%) Management Information System
4 7 (2.61%) Clustering
5 5 (1.87%) Replication
6 4 (1.49%) Enterprise Software
7 3 (1.12%) Computer Science
7 3 (1.12%) Data Protection Act
7 3 (1.12%) N-Tier
8 2 (0.75%) Fintech
8 2 (0.75%) Taxonomies
9 1 (0.37%) Mobile App
9 1 (0.37%) User Experience
Operating Systems
1 4 (1.49%) Linux
2 3 (1.12%) Unix
3 1 (0.37%) Windows
Processes & Methodologies
1 184 (68.66%) Business Intelligence
2 70 (26.12%) Data Modelling
3 66 (24.63%) Analytics
4 63 (23.51%) Agile Software Development
5 46 (17.16%) Data Analysis
6 39 (14.55%) Data Integration
7 34 (12.69%) Migration
7 34 (12.69%) Performance Tuning
8 26 (9.70%) ETL Development
8 26 (9.70%) Visualisation
9 25 (9.33%) Data Management
10 23 (8.58%) Disaster Recovery
11 22 (8.21%) E-Commerce
12 21 (7.84%) Data Architecture
12 21 (7.84%) Data Visualisation
12 21 (7.84%) Stakeholder Management
13 17 (6.34%) CRM
14 15 (5.60%) Data Governance
14 15 (5.60%) TOGAF
15 14 (5.22%) Master Data Management
Programming Languages
1 193 (72.01%) SQL
2 104 (38.81%) T-SQL
3 22 (8.21%) PowerShell
4 17 (6.34%) PL/SQL
5 16 (5.97%) C#
6 11 (4.10%) Java
7 9 (3.36%) JavaScript
8 7 (2.61%) ABAP
9 6 (2.24%) C++
10 4 (1.49%) Python
11 3 (1.12%) R
11 3 (1.12%) VBA
12 2 (0.75%) Scala
12 2 (0.75%) XPath
13 1 (0.37%) HiveQL
13 1 (0.37%) NATURAL
13 1 (0.37%) VB
Qualifications
1 30 (11.19%) Microsoft Certification
2 19 (7.09%) MCSA
3 16 (5.97%) MCSE
4 8 (2.99%) Degree
5 4 (1.49%) PMI Certification
5 4 (1.49%) PMP
6 3 (1.12%) Computer Science Degree
6 3 (1.12%) MCP
7 2 (0.75%) MCITP
7 2 (0.75%) MCTS
8 1 (0.37%) Numerate Degree
8 1 (0.37%) SC Cleared
8 1 (0.37%) Security Cleared
Quality Assurance & Compliance
1 29 (10.82%) Data Quality
2 7 (2.61%) SLA
3 4 (1.49%) GCP
4 3 (1.12%) QA
5 1 (0.37%) ISO/IEC 27001
5 1 (0.37%) PCI DSS
System Software
1 7 (2.61%) Virtual Machines
2 2 (0.75%) Apache Flume
2 2 (0.75%) HDFS
Systems Management
1 7 (2.61%) SCCM
1 7 (2.61%) SCOM
1 7 (2.61%) SCOrch
2 2 (0.75%) Oozie
Vendors
1 113 (42.16%) Microsoft
2 42 (15.67%) Oracle
3 38 (14.18%) SAP
4 37 (13.81%) Tableau
5 19 (7.09%) Talend
6 15 (5.60%) Informatica
7 13 (4.85%) Cognos
8 12 (4.48%) IBM
9 6 (2.24%) Google
10 5 (1.87%) hybris
10 5 (1.87%) Sybase
11 4 (1.49%) IFS
12 3 (1.12%) RedGate
13 2 (0.75%) CA Agile Central
13 2 (0.75%) Epicor
13 2 (0.75%) Infor
13 2 (0.75%) MicroStrategy
13 2 (0.75%) Sage
13 2 (0.75%) Twitter
14 1 (0.37%) Xamarin