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 3 months to 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
England / Yorkshire
Rank 120 65 128
Rank change year-on-year -55 +63  
Permanent jobs citing ETL 121 243 153
As % of all permanent IT jobs advertised in Yorkshire 2.29% 3.74% 2.06%
As % of the Processes & Methodologies category 2.52% 4.23% 2.29%
Number of salaries quoted 103 182 127
Median salary £42,500 £40,000 £37,500
Median salary % change year-on-year +6.25% +6.66%  
90% offered a salary of more than £35,000 £32,500 £30,000
10% offered a salary of more than £70,000 £60,000 £45,000
UK excluding London median salary £45,000 £45,000 £45,000

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

Process & Methodology Skills
Yorkshire
Permanent job vacancies with a requirement for process and methodology skills 4796 5741 6687
As % of all permanent IT job vacancies advertised in Yorkshire 90.63% 88.26% 90.05%
Number of salaries quoted 4176 4756 5366
Median salary £44,500 £42,000 £40,000
Median salary % change year-on-year +5.95% +5.00%  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £60,000 £55,000 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Yorkshire

The job posting trend of jobs advertised in Yorkshire citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 26 March 2017.

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 3 months to 26 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -33 96 £42,500 +6.25% 16
North Yorkshire -5 14 £35,000 -16.66%
South Yorkshire -4 8 £45,000 +28.57%
East Yorkshire -3 1 £40,500 +62.00%
ETL
England

ETL
Top 30 Related IT Skills in Yorkshire

For the 6 months to 26 March 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 Yorkshire region with a requirement for ETL.

1 169 (71.61%) SQL
2 163 (69.07%) SQL Server
3 155 (65.68%) SQL Server Integration Services
4 146 (61.86%) Business Intelligence
5 133 (56.36%) Data Warehouse
6 117 (49.58%) Microsoft
7 115 (48.73%) SQL Server Reporting Services
8 100 (42.37%) SQL Server Analysis Services
9 95 (40.25%) T-SQL
10 79 (33.47%) Data Modelling
11 77 (32.63%) MS Excel
12 72 (30.51%) Finance
13 59 (25.00%) Agile Software Development
14 50 (21.19%) Analytics
15 45 (19.07%) Oracle
16 44 (18.64%) C#
17 41 (17.37%) SQL Server 2014
18 39 (16.53%) SQL Server 2012
19 34 (14.41%) Microsoft Azure
20 32 (13.56%) SQL Server 2016
21 30 (12.71%) Oracle Database
22 28 (11.86%) Management Information System
22 28 (11.86%) Big Data
23 26 (11.02%) Visualisation
24 25 (10.59%) E-Commerce
25 24 (10.17%) .NET
25 24 (10.17%) Degree
25 24 (10.17%) Analytical Skills
26 22 (9.32%) TOGAF
26 22 (9.32%) Migration

ETL
Top Related 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 7 (2.97%) SAS
2 5 (2.12%) SharePoint
3 4 (1.69%) Oracle SOA Suite
4 2 (0.85%) BizTalk Server
5 1 (0.42%) CMS
5 1 (0.42%) WebSphere
Applications
1 77 (32.63%) MS Excel
2 6 (2.54%) MS Office
3 4 (1.69%) SPSS
4 1 (0.42%) Spreadsheet
Business Applications
1 2 (0.85%) Cognos Business Intelligence
2 1 (0.42%) StreamServe
Cloud Services
1 34 (14.41%) Microsoft Azure
2 9 (3.81%) Amazon AWS
3 3 (1.27%) Google Cloud Platform
4 2 (0.85%) SaaS
5 1 (0.42%) Force.com
5 1 (0.42%) PaaS
Database & Business Intelligence
1 163 (69.07%) SQL Server
2 155 (65.68%) SQL Server Integration Services
3 133 (56.36%) Data Warehouse
4 115 (48.73%) SQL Server Reporting Services
5 100 (42.37%) SQL Server Analysis Services
6 41 (17.37%) SQL Server 2014
7 39 (16.53%) SQL Server 2012
8 32 (13.56%) SQL Server 2016
9 30 (12.71%) Oracle Database
10 28 (11.86%) Big Data
11 22 (9.32%) Power BI
12 20 (8.47%) BusinessObjects
12 20 (8.47%) Relational Database
12 20 (8.47%) SQL Server 2008
13 17 (7.20%) Hadoop
14 16 (6.78%) Oracle Database 11g
14 16 (6.78%) Oracle ODI
15 15 (6.36%) OLAP
15 15 (6.36%) QlikView
16 13 (5.51%) MySQL
Development Applications
1 17 (7.20%) Visual Studio
2 16 (6.78%) Team Foundation Server
3 9 (3.81%) Octopus Deploy
4 5 (2.12%) SQL Server Management Studio (SSMS)
5 4 (1.69%) Talend Open Studio
6 3 (1.27%) Oracle APEX
7 2 (0.85%) ERwin
7 2 (0.85%) Git (software)
7 2 (0.85%) MSTest
7 2 (0.85%) NUnit
7 2 (0.85%) Visual Studio Team System
8 1 (0.42%) JIRA
8 1 (0.42%) TeamCity
General
1 72 (30.51%) Finance
2 8 (3.39%) Advertising
3 7 (2.97%) Retail
4 6 (2.54%) Marketing
5 4 (1.69%) Back Office
5 4 (1.69%) Banking
5 4 (1.69%) Games
6 3 (1.27%) Legal
7 1 (0.42%) Automotive
7 1 (0.42%) Law
7 1 (0.42%) Manufacturing
7 1 (0.42%) Telecoms
Job Titles
1 124 (52.54%) Developer
2 68 (28.81%) SQL Developer
3 61 (25.85%) Business Intelligence Developer
4 38 (16.10%) SSIS Developer
5 31 (13.14%) ETL Developer
6 30 (12.71%) Architect
7 29 (12.29%) Data Architect
7 29 (12.29%) SQL BI Developer
8 23 (9.75%) SQL Server Developer
9 22 (9.32%) Analyst
9 22 (9.32%) SQL Server Architect
10 21 (8.90%) DBA
11 19 (8.05%) Senior Developer
11 19 (8.05%) T-SQL Developer
12 16 (6.78%) Business Developer
13 15 (6.36%) Data Warehouse Developer
13 15 (6.36%) SQL Server BI Developer
14 13 (5.51%) SQL DBA
15 12 (5.08%) Digital Architect
16 11 (4.66%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 24 (10.17%) .NET
2 13 (5.51%) Web Services
3 12 (5.08%) CSS
3 12 (5.08%) HTML
4 11 (4.66%) WCF
4 11 (4.66%) WPF
5 10 (4.24%) .NET Framework
6 9 (3.81%) ASP.NET Web API
6 9 (3.81%) XML
7 4 (1.69%) ASP.NET
7 4 (1.69%) Entity Framework
7 4 (1.69%) Middleware
8 3 (1.27%) MDX
8 3 (1.27%) Oracle GoldenGate
9 2 (0.85%) Hibernate
9 2 (0.85%) iBATIS
9 2 (0.85%) LINQ
9 2 (0.85%) Spring
9 2 (0.85%) WF
10 1 (0.42%) WinForms
Miscellaneous
1 28 (11.86%) Management Information System
2 24 (10.17%) Analytical Skills
3 6 (2.54%) Credit Risk
4 5 (2.12%) Computer Science
5 4 (1.69%) NHS
6 3 (1.27%) Clustering
6 3 (1.27%) N-Tier
6 3 (1.27%) Replication
7 2 (0.85%) Fintech
8 1 (0.42%) Data Structures
8 1 (0.42%) EPoS
8 1 (0.42%) FMCG
8 1 (0.42%) HACMP
8 1 (0.42%) iPad
Operating Systems
1 6 (2.54%) Unix
2 5 (2.12%) Linux
3 4 (1.69%) Windows
4 2 (0.85%) Windows Server
5 1 (0.42%) Windows Server 2003
5 1 (0.42%) Windows Server 2012
Processes & Methodologies
1 146 (61.86%) Business Intelligence
2 79 (33.47%) Data Modelling
3 59 (25.00%) Agile Software Development
4 50 (21.19%) Analytics
5 26 (11.02%) Visualisation
6 25 (10.59%) E-Commerce
7 22 (9.32%) Data Visualisation
7 22 (9.32%) Migration
7 22 (9.32%) Stakeholder Engagement
7 22 (9.32%) TOGAF
8 21 (8.90%) Data Integration
8 21 (8.90%) SDLC
9 19 (8.05%) Kimball Methodology
10 18 (7.63%) DevOps
11 17 (7.20%) Mentoring
12 16 (6.78%) Data Management
13 15 (6.36%) Data Analytics
14 14 (5.93%) ETL Development
14 14 (5.93%) SOA
14 14 (5.93%) Web Development
Programming Languages
1 169 (71.61%) SQL
2 95 (40.25%) T-SQL
3 44 (18.64%) C#
4 19 (8.05%) PowerShell
5 13 (5.51%) JavaScript
6 12 (5.08%) Java
6 12 (5.08%) PL/SQL
7 11 (4.66%) Python
7 11 (4.66%) VB
8 6 (2.54%) VB.NET
9 5 (2.12%) Data Analysis Expressions (DAX)
10 4 (1.69%) Shell Script
11 3 (1.27%) VBScript
12 2 (0.85%) C++
13 1 (0.42%) ANSI SQL
13 1 (0.42%) Apex Code
13 1 (0.42%) AWK
13 1 (0.42%) R
13 1 (0.42%) VBA
Qualifications
1 24 (10.17%) Degree
2 4 (1.69%) Microsoft Certification
3 3 (1.27%) MCITP
3 3 (1.27%) MCTS
4 2 (0.85%) ISTQB
5 1 (0.42%) ISEB
5 1 (0.42%) ISTQB Advanced Certification
5 1 (0.42%) MCSE
Quality Assurance & Compliance
1 13 (5.51%) Data Quality
2 4 (1.69%) IFRS
2 4 (1.69%) IFRS 9
3 3 (1.27%) QA
3 3 (1.27%) SNOMED CT
4 2 (0.85%) PCI DSS
5 1 (0.42%) SLA
Systems Management
1 2 (0.85%) Data Guard
1 2 (0.85%) Enterprise Manager Cloud Control
1 2 (0.85%) Oracle RMAN
2 1 (0.42%) Tivoli Storage Manager
Vendors
1 117 (49.58%) Microsoft
2 45 (19.07%) Oracle
3 22 (9.32%) Tableau
4 11 (4.66%) Splunk
5 10 (4.24%) Cognos
6 6 (2.54%) IBM
6 6 (2.54%) SAP
7 4 (1.69%) Progress
7 4 (1.69%) Talend
8 3 (1.27%) Google
8 3 (1.27%) RedGate
9 2 (0.85%) Avaya
9 2 (0.85%) Genesys
9 2 (0.85%) Informatica
10 1 (0.42%) Birst
10 1 (0.42%) DevExpress
10 1 (0.42%) NetApp
10 1 (0.42%) Sage
10 1 (0.42%) Salesforce.com
10 1 (0.42%) Sun
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: Yesterday
Bradford, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 per annum
Posted: Yesterday
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: Yesterday
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 2 days ago
Leeds, West Yorkshire
Rullion
Salary: £60000 - £70000 per annum + comprehensive benefits
Posted: Yesterday
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 4 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £45000 per annum + Bens
Posted: 5 days ago
Leeds, West Yorkshire
JM
Salary: £40000 - £50000 per annum + bonus, benefits
Posted: 5 days ago
Leeds, West Yorkshire
JM
Salary: £40000 - £70000 per annum + Competitive package and bonus
Posted: 5 days ago
Leeds, West Yorkshire
Ampersand Consulting
Salary: £40000 - £45000 per annum + Fantastic Benefits
Posted: 3 days ago
Bradford, West Yorkshire
CoreCom Consulting
Salary: £40000 - £50000 per annum + Pension, Healthcare etc
Posted: 5 days ago
Bradford, West Yorkshire
Rullion
Salary: £40000 - £45000 per annum + extensive benefits
Posted: 3 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £70000 - £75000 per annum + benefits
Posted: Yesterday
Leeds
Computer Futures
Salary: £55000 - £60000 per annum + competitive
Posted: 15 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: From £50,000 to £60,000 per annum
Posted: 5 days ago