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 22 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
22 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
Rank 91 50 113
Rank change year-on-year -41 +63  
Permanent jobs citing ETL 65 169 73
As % of all permanent IT jobs advertised in Leeds 2.53% 5.16% 2.00%
As % of the Processes & Methodologies category 2.77% 5.74% 2.19%
Number of salaries quoted 55 121 65
Median salary £42,500 £40,000 £35,000
Median salary % change year-on-year +6.25% +14.28%  
90% offered a salary of more than £32,700 £32,500 £30,600
10% offered a salary of more than £54,000 £62,500 £47,400
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 2344 2946 3327
As % of all permanent IT job vacancies advertised in Leeds 91.14% 89.95% 91.00%
Number of salaries quoted 2053 2400 2638
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% -  
90% offered a salary of more than £31,500 £31,000 £30,000
10% offered a salary of more than £60,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Leeds

The job posting trend of jobs advertised in Leeds 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 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 22 March 2017.

Salary histogram for ETL in Leeds

ETL
Top 30 Related IT Skills in Leeds

For the 6 months to 22 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 Leeds region with a requirement for ETL.

1 88 (66.67%) SQL Server
2 84 (63.64%) SQL
3 76 (57.58%) SQL Server Integration Services
4 70 (53.03%) Business Intelligence
5 69 (52.27%) Data Warehouse
6 58 (43.94%) Microsoft
7 50 (37.88%) SQL Server Analysis Services
8 46 (34.85%) T-SQL
9 45 (34.09%) SQL Server Reporting Services
10 42 (31.82%) Agile Software Development
10 42 (31.82%) Data Modelling
11 35 (26.52%) C#
12 32 (24.24%) Microsoft Azure
13 29 (21.97%) Finance
14 28 (21.21%) MS Excel
15 27 (20.45%) Oracle
15 27 (20.45%) SQL Server 2014
16 24 (18.18%) Big Data
17 23 (17.42%) SQL Server 2016
18 20 (15.15%) Analytics
19 19 (14.39%) PowerShell
20 18 (13.64%) Oracle Database
20 18 (13.64%) DevOps
21 16 (12.12%) Visualisation
21 16 (12.12%) Data Visualisation
22 15 (11.36%) SDLC
22 15 (11.36%) Tableau
22 15 (11.36%) Hadoop
22 15 (11.36%) SQL Server 2012
22 15 (11.36%) Kimball Methodology

ETL
Top Related 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 7 (5.30%) SAS
2 5 (3.79%) SharePoint
3 2 (1.52%) BizTalk Server
4 1 (0.76%) WebSphere
Applications
1 28 (21.21%) MS Excel
2 4 (3.03%) SPSS
3 1 (0.76%) MS Office
Business Applications
1 1 (0.76%) Cognos Business Intelligence
Cloud Services
1 32 (24.24%) Microsoft Azure
2 8 (6.06%) Amazon AWS
3 2 (1.52%) Google Cloud Platform
4 1 (0.76%) SaaS
Database & Business Intelligence
1 88 (66.67%) SQL Server
2 76 (57.58%) SQL Server Integration Services
3 69 (52.27%) Data Warehouse
4 50 (37.88%) SQL Server Analysis Services
5 45 (34.09%) SQL Server Reporting Services
6 27 (20.45%) SQL Server 2014
7 24 (18.18%) Big Data
8 23 (17.42%) SQL Server 2016
9 18 (13.64%) Oracle Database
10 15 (11.36%) Hadoop
10 15 (11.36%) SQL Server 2012
11 14 (10.61%) Relational Database
12 13 (9.85%) BusinessObjects
13 12 (9.09%) SQL Server 2008
14 11 (8.33%) OLAP
14 11 (8.33%) Oracle Database 11g
15 10 (7.58%) Oracle ODI
16 9 (6.82%) RDBMS
17 8 (6.06%) QlikView
17 8 (6.06%) SSDT
Development Applications
1 11 (8.33%) Visual Studio
2 10 (7.58%) Team Foundation Server
3 9 (6.82%) Octopus Deploy
4 3 (2.27%) Oracle APEX
5 2 (1.52%) MSTest
5 2 (1.52%) NUnit
5 2 (1.52%) Visual Studio Team System
6 1 (0.76%) Git (software)
6 1 (0.76%) JIRA
6 1 (0.76%) SQL Server Management Studio (SSMS)
6 1 (0.76%) TeamCity
General
1 29 (21.97%) Finance
2 7 (5.30%) Retail
3 6 (4.55%) Advertising
4 4 (3.03%) Back Office
4 4 (3.03%) Banking
4 4 (3.03%) Games
5 2 (1.52%) Legal
6 1 (0.76%) Marketing
Job Titles
1 68 (51.52%) Developer
2 37 (28.03%) SQL Developer
3 32 (24.24%) Business Intelligence Developer
4 19 (14.39%) SQL Server Developer
5 18 (13.64%) ETL Developer
6 16 (12.12%) SSIS Developer
7 15 (11.36%) DBA
8 14 (10.61%) Analyst
9 12 (9.09%) SQL BI Developer
10 11 (8.33%) Senior Developer
11 9 (6.82%) Business Developer
11 9 (6.82%) Data Warehouse Developer
11 9 (6.82%) Senior Software Engineer
11 9 (6.82%) Software Engineer
11 9 (6.82%) SQL DBA
11 9 (6.82%) SQL Server BI Developer
11 9 (6.82%) T-SQL Developer
12 7 (5.30%) Database Developer
12 7 (5.30%) SQL Database Developer
13 6 (4.55%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 14 (10.61%) .NET
2 12 (9.09%) Web Services
3 11 (8.33%) WCF
3 11 (8.33%) WPF
4 9 (6.82%) ASP.NET Web API
5 6 (4.55%) XML
6 2 (1.52%) .NET Framework
6 2 (1.52%) JSON
6 2 (1.52%) LINQ
6 2 (1.52%) MDX
6 2 (1.52%) Oracle GoldenGate
6 2 (1.52%) WF
7 1 (0.76%) WinForms
Miscellaneous
1 14 (10.61%) Analytical Skills
2 6 (4.55%) Credit Risk
3 3 (2.27%) N-Tier
3 3 (2.27%) Replication
4 2 (1.52%) Clustering
5 1 (0.76%) HACMP
5 1 (0.76%) Management Information System
Operating Systems
1 5 (3.79%) Unix
2 4 (3.03%) Linux
2 4 (3.03%) Windows
3 2 (1.52%) Windows Server
4 1 (0.76%) Windows Server 2003
4 1 (0.76%) Windows Server 2012
Processes & Methodologies
1 70 (53.03%) Business Intelligence
2 42 (31.82%) Agile Software Development
2 42 (31.82%) Data Modelling
3 20 (15.15%) Analytics
4 18 (13.64%) DevOps
5 16 (12.12%) Data Visualisation
5 16 (12.12%) Visualisation
6 15 (11.36%) Data Integration
6 15 (11.36%) Kimball Methodology
6 15 (11.36%) SDLC
7 13 (9.85%) Data Management
7 13 (9.85%) Mentoring
8 12 (9.09%) Migration
9 11 (8.33%) Data Analytics
9 11 (8.33%) Inmon Methodology
9 11 (8.33%) Problem Management
9 11 (8.33%) SOA
10 10 (7.58%) Automated Testing
11 9 (6.82%) Software Engineering
11 9 (6.82%) Web Development
Programming Languages
1 84 (63.64%) SQL
2 46 (34.85%) T-SQL
3 35 (26.52%) C#
4 19 (14.39%) PowerShell
5 10 (7.58%) Java
5 10 (7.58%) Python
6 9 (6.82%) PL/SQL
7 5 (3.79%) VB
8 4 (3.03%) Data Analysis Expressions (DAX)
8 4 (3.03%) Shell Script
8 4 (3.03%) VB.NET
9 3 (2.27%) VBScript
10 2 (1.52%) C++
11 1 (0.76%) AWK
11 1 (0.76%) JavaScript
11 1 (0.76%) R
Qualifications
1 5 (3.79%) Degree
2 3 (2.27%) Microsoft Certification
3 2 (1.52%) MCITP
3 2 (1.52%) MCTS
4 1 (0.76%) ISTQB
4 1 (0.76%) ISTQB Advanced Certification
4 1 (0.76%) MCSE
Quality Assurance & Compliance
1 8 (6.06%) Data Quality
2 4 (3.03%) IFRS
2 4 (3.03%) IFRS 9
3 3 (2.27%) SNOMED CT
4 2 (1.52%) PCI DSS
4 2 (1.52%) QA
5 1 (0.76%) SLA
Systems Management
1 1 (0.76%) Data Guard
1 1 (0.76%) Enterprise Manager Cloud Control
1 1 (0.76%) Oracle RMAN
1 1 (0.76%) Tivoli Storage Manager
Vendors
1 58 (43.94%) Microsoft
2 27 (20.45%) Oracle
3 15 (11.36%) Tableau
4 10 (7.58%) Splunk
5 3 (2.27%) RedGate
6 2 (1.52%) Cognos
6 2 (1.52%) Google
6 2 (1.52%) SAP
7 1 (0.76%) Informatica
7 1 (0.76%) NetApp
7 1 (0.76%) Sage
7 1 (0.76%) Snowplow
7 1 (0.76%) Sun
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