The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 28 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 80 104 119
Rank change year-on-year +24 +15  
Permanent jobs citing ETL 77 59 65
As % of all permanent IT jobs advertised in Leeds 3.06% 2.06% 1.97%
As % of the Processes & Methodologies category 3.29% 2.26% 2.17%
Number of salaries quoted 72 52 52
Median salary £45,000 £42,500 £50,000
Median salary % change year-on-year +5.88% -15.00%  
90% offered a salary of more than £35,000 £32,625 £35,125
10% offered a salary of more than £69,250 £57,250 £66,125
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 Leeds with a requirement for process and methodology skills.

Process & Methodology Skills
Leeds
Permanent job vacancies with a requirement for process and methodology skills 2338 2614 2992
As % of all permanent IT job vacancies advertised in Leeds 93.00% 91.27% 90.75%
Number of salaries quoted 8074 9211 10093
Median salary £47,500 £44,000 £42,500
Median salary % change year-on-year +7.95% +3.52%  
90% offered a salary of more than £30,000 £27,500 £28,000
10% offered a salary of more than £66,250 £62,500 £68,750
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Leeds

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

Job vacancy trend for ETL in Leeds

ETL
Salary Trend in Leeds

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

Salary trend for ETL in Leeds

ETL
Salary Histogram in Leeds

The salary distribution of IT jobs citing ETL in Leeds over the 3 months to 28 June 2017.

Salary histogram for ETL in Leeds

For the 6 months to 28 June 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 Leeds region with a requirement for ETL.

1 111 (76.03%) SQL
2 102 (69.86%) Data Warehouse
3 96 (65.75%) Business Intelligence
4 95 (65.07%) SQL Server Integration Services
5 86 (58.90%) SQL Server
6 67 (45.89%) SQL Server Analysis Services
7 62 (42.47%) Microsoft
8 55 (37.67%) T-SQL
9 51 (34.93%) Data Modelling
10 44 (30.14%) SQL Server Reporting Services
11 36 (24.66%) Agile Software Development
12 33 (22.60%) C#
13 32 (21.92%) SDLC
13 32 (21.92%) SQL Server 2016
14 29 (19.86%) Big Data
15 26 (17.81%) Java
16 25 (17.12%) ETL Development
17 24 (16.44%) Mentoring
17 24 (16.44%) Data Integration
18 23 (15.75%) Relational Database
19 22 (15.07%) Oracle
20 21 (14.38%) Finance
20 21 (14.38%) Low Latency
21 20 (13.70%) Migration
22 19 (13.01%) Kimball Methodology
22 19 (13.01%) Power BI
23 18 (12.33%) Analytical Skills
23 18 (12.33%) Data Migration
23 18 (12.33%) Linux
24 17 (11.64%) Advertising

ETL
Co-occurring IT Skills in Leeds 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 8 (5.48%) SharePoint
2 1 (0.68%) BizTalk Server
2 1 (0.68%) SAS
Applications
1 13 (8.90%) Microsoft Excel
2 11 (7.53%) Microsoft Office
3 1 (0.68%) SPSS
Business Applications
1 1 (0.68%) Cognos Business Intelligence
Cloud Services
1 14 (9.59%) Microsoft Azure
2 5 (3.42%) Amazon AWS
3 2 (1.37%) Cortana Intelligence Suite
4 1 (0.68%) SaaS
Communications & Networking
1 1 (0.68%) SMS
Database & Business Intelligence
1 102 (69.86%) Data Warehouse
2 95 (65.07%) SQL Server Integration Services
3 86 (58.90%) SQL Server
4 67 (45.89%) SQL Server Analysis Services
5 44 (30.14%) SQL Server Reporting Services
6 32 (21.92%) SQL Server 2016
7 29 (19.86%) Big Data
8 23 (15.75%) Relational Database
9 19 (13.01%) Power BI
10 15 (10.27%) SQL Server 2014
11 14 (9.59%) BusinessObjects
11 14 (9.59%) RDBMS
12 12 (8.22%) Oracle Database
13 11 (7.53%) Data Mining
13 11 (7.53%) DataStage
13 11 (7.53%) IBM InfoSphere
13 11 (7.53%) Oracle Database 11g
14 9 (6.16%) SQL Server 2012
15 8 (5.48%) Oracle ODI
15 8 (5.48%) SQL Server 2008
Development Applications
1 10 (6.85%) Team Foundation Server
1 10 (6.85%) Visual Studio
2 7 (4.79%) SQL Server Management Studio (SSMS)
3 6 (4.11%) Octopus Deploy
4 5 (3.42%) Oracle APEX
5 3 (2.05%) Git (software)
5 3 (2.05%) JIRA
5 3 (2.05%) TeamCity
6 2 (1.37%) Selenium
6 2 (1.37%) SoapUI
6 2 (1.37%) SpecFlow
6 2 (1.37%) WebDriver
7 1 (0.68%) MSTest
7 1 (0.68%) NUnit
7 1 (0.68%) Visual Studio Team System
General
1 21 (14.38%) Finance
2 17 (11.64%) Advertising
3 16 (10.96%) Games
4 4 (2.74%) Legal
5 2 (1.37%) Retail
6 1 (0.68%) Back Office
6 1 (0.68%) Billing
6 1 (0.68%) Law
6 1 (0.68%) Marketing
Job Titles
1 82 (56.16%) Developer
2 43 (29.45%) Business Intelligence Developer
3 35 (23.97%) ETL Developer
4 27 (18.49%) SQL Developer
5 22 (15.07%) SSIS Developer
6 14 (9.59%) Analyst
6 14 (9.59%) DBA
7 13 (8.90%) Architect
8 12 (8.22%) Data Warehouse Developer
9 11 (7.53%) Administrator
10 10 (6.85%) Data Architect
10 10 (6.85%) SQL BI Developer
11 9 (6.16%) Senior Developer
12 8 (5.48%) Business Intelligence Analyst
13 7 (4.79%) Business Developer
13 7 (4.79%) Senior Data Warehouse Developer
13 7 (4.79%) Senior DBA
13 7 (4.79%) T-SQL Developer
14 6 (4.11%) Database Developer
14 6 (4.11%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 14 (9.59%) .NET
2 3 (2.05%) MDX
3 1 (0.68%) .NET Framework
3 1 (0.68%) ASP.NET Web API
3 1 (0.68%) LINQ
3 1 (0.68%) WCF
3 1 (0.68%) Web Services
3 1 (0.68%) WF
3 1 (0.68%) WinForms
3 1 (0.68%) WPF
3 1 (0.68%) XML
Miscellaneous
1 18 (12.33%) Analytical Skills
2 7 (4.79%) N-Tier
3 4 (2.74%) Greenfield Project
4 2 (1.37%) Clustering
4 2 (1.37%) Replication
5 1 (0.68%) iPad
Operating Systems
1 18 (12.33%) Linux
2 7 (4.79%) Unix
3 1 (0.68%) Windows
3 1 (0.68%) Windows Server
Processes & Methodologies
1 96 (65.75%) Business Intelligence
2 51 (34.93%) Data Modelling
3 36 (24.66%) Agile Software Development
4 32 (21.92%) SDLC
5 25 (17.12%) ETL Development
6 24 (16.44%) Data Integration
6 24 (16.44%) Mentoring
7 21 (14.38%) Low Latency
8 20 (13.70%) Migration
9 19 (13.01%) Kimball Methodology
10 18 (12.33%) Data Migration
11 17 (11.64%) Data Management
12 16 (10.96%) Analytics
13 14 (9.59%) Data Analytics
13 14 (9.59%) Data Visualisation
13 14 (9.59%) Visualisation
14 11 (7.53%) Problem Management
15 10 (6.85%) Inmon Methodology
16 9 (6.16%) Data Architecture
17 8 (5.48%) UML
Programming Languages
1 111 (76.03%) SQL
2 55 (37.67%) T-SQL
3 33 (22.60%) C#
4 26 (17.81%) Java
5 16 (10.96%) Shell Script
6 11 (7.53%) Bash Shell
7 8 (5.48%) VB
8 7 (4.79%) PL/SQL
8 7 (4.79%) PowerShell
9 5 (3.42%) VB.NET
9 5 (3.42%) VBScript
10 4 (2.74%) Python
10 4 (2.74%) VBA
11 2 (1.37%) R
12 1 (0.68%) C++
Qualifications
1 6 (4.11%) Degree
2 2 (1.37%) ISTQB
2 2 (1.37%) ISTQB Advanced Certification
2 2 (1.37%) SC Cleared
2 2 (1.37%) Security Cleared
3 1 (0.68%) MCSE
3 1 (0.68%) Microsoft Certification
Quality Assurance & Compliance
1 12 (8.22%) QA
2 9 (6.16%) Data Quality
3 3 (2.05%) SNOMED CT
4 2 (1.37%) SLA
Systems Management
1 1 (0.68%) Data Guard
1 1 (0.68%) Enterprise Manager Cloud Control
1 1 (0.68%) Oracle RMAN
Vendors
1 62 (42.47%) Microsoft
2 22 (15.07%) Oracle
3 13 (8.90%) IBM
4 11 (7.53%) Netezza
4 11 (7.53%) Tableau
5 3 (2.05%) RedGate
5 3 (2.05%) Splunk
6 2 (1.37%) Cognos
7 1 (0.68%) MicroStrategy
7 1 (0.68%) SAP
7 1 (0.68%) Snowplow
7 1 (0.68%) Sun
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The Bridge Ltd
Salary: From £30,000 to £50,000 per annum
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