The table below looks at the statistics for ETL skills in IT jobs advertised for the Bradford region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 24 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Jun 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 35 48 38
Rank change year-on-year
+13 -10
Permanent jobs citing ETL 28 27 5
As % of all permanent IT jobs located in Bradford 6.25% 5.03% 1.51%
As % of the Processes & Methodologies category 6.59% 5.60% 1.76%
Number of salaries quoted 28 22 4
Median salary £47,500 £42,500 £45,000
Median salary % change year-on-year
+11.76% -5.55%
UK excluding London median salary £45,000 £45,000 £43,500
% change year-on-year
- +3.44%
ETL
West Yorkshire

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Bradford region.

Processes & Methodologies Category
Bradford
Permanent IT job ads with a match in the
Processes & Methodologies category
425 482 284
As % of all permanent IT jobs located in Bradford 94.87% 89.76% 85.80%
Number of salaries quoted 395 426 221
Median salary £40,000 £40,000 £40,000
90% offered a salary of more than £30,000 £31,500 £30,000
10% offered a salary of more than £65,000 £52,500 £55,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

ETL
Jobs Demand Trend in Bradford

The demand trend of job ads across the Bradford region citing ETL as a proportion of all IT jobs with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in Bradford

ETL
Salary Trend in Bradford

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

ETL Salary Trend in Bradford

ETL
Salary Histogram in Bradford

This chart provides a salary histogram for IT jobs citing ETL across the Bradford region over the 3 months to 24 June 2016.

ETL Salary Histogram in Bradford

ETL
Top 30 Related IT Skills in Bradford

For the 6 months to 24 June 2016, 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 Bradford region with a requirement for ETL.

1 32 (88.89%) SQL
2 29 (80.56%) SQL Server Integration Services
3 26 (72.22%) Business Intelligence
4 25 (69.44%) SQL Server
4 25 (69.44%) SQL Server Reporting Services
5 24 (66.67%) T-SQL
6 20 (55.56%) Data Warehouse
7 19 (52.78%) Kimball Methodology
8 17 (47.22%) SQL Server 2008
8 17 (47.22%) Microsoft
9 15 (41.67%) SQL Server 2012
10 13 (36.11%) SQL Server Analysis Services
10 13 (36.11%) JSON
10 13 (36.11%) NoSQL
10 13 (36.11%) Web Services
10 13 (36.11%) XML
11 12 (33.33%) Finance
11 12 (33.33%) CouchDB
12 11 (30.56%) SQL Server 2016
12 11 (30.56%) ERP
13 9 (25.00%) MS Excel
14 8 (22.22%) Data Integration
14 8 (22.22%) Big Data
15 7 (19.44%) Migration
15 7 (19.44%) SAP
15 7 (19.44%) Data Modelling
15 7 (19.44%) .NET
15 7 (19.44%) C#
16 6 (16.67%) IBM
16 6 (16.67%) Informix

ETL
Top Related IT Skills in Bradford 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 1 (2.78%) Apache Spark
1 1 (2.78%) SAS
1 1 (2.78%) SharePoint
Applications
1 9 (25.00%) MS Excel
2 4 (11.11%) MS Office
Database & Business Intelligence
1 29 (80.56%) SQL Server Integration Services
2 25 (69.44%) SQL Server
2 25 (69.44%) SQL Server Reporting Services
3 20 (55.56%) Data Warehouse
4 17 (47.22%) SQL Server 2008
5 15 (41.67%) SQL Server 2012
6 13 (36.11%) NoSQL
6 13 (36.11%) SQL Server Analysis Services
7 12 (33.33%) CouchDB
8 11 (30.56%) SQL Server 2016
9 8 (22.22%) Big Data
10 6 (16.67%) Informix
11 5 (13.89%) Enterprise Data Warehouse
11 5 (13.89%) MongoDB
11 5 (13.89%) Power BI
12 4 (11.11%) BusinessObjects
12 4 (11.11%) PowerPivot
13 3 (8.33%) SQL Server 2005
13 3 (8.33%) SSDT
14 2 (5.56%) Relational Database
Development Applications
1 4 (11.11%) Team Foundation Server
1 4 (11.11%) Visual Studio
2 1 (2.78%) IntelliJ
2 1 (2.78%) Jenkins
2 1 (2.78%) JUnit
2 1 (2.78%) Maven
2 1 (2.78%) TeamCity
General
1 12 (33.33%) Finance
2 3 (8.33%) Advertising
3 1 (2.78%) Retail
Job Titles
1 29 (80.56%) Developer
2 19 (52.78%) Business Intelligence Developer
3 13 (36.11%) Business Developer
3 13 (36.11%) Lead Developer
3 13 (36.11%) SQL Developer
4 12 (33.33%) Business Intelligence Lead
5 9 (25.00%) Data Warehouse Developer
5 9 (25.00%) SQL BI Developer
6 7 (19.44%) Analyst
7 6 (16.67%) Data Analyst
7 6 (16.67%) Data Migration Analyst
7 6 (16.67%) Migration Analyst
7 6 (16.67%) Senior Developer
7 6 (16.67%) Senior SQL Developer
8 5 (13.89%) Senior Business Intelligence Developer
8 5 (13.89%) SQL Server Developer
9 4 (11.11%) Business Analyst
9 4 (11.11%) Data Business Analyst
9 4 (11.11%) Data Migration Business Analyst
9 4 (11.11%) ETL Developer
Libraries, Frameworks & Software Standards
1 13 (36.11%) JSON
1 13 (36.11%) Web Services
1 13 (36.11%) XML
2 7 (19.44%) .NET
3 4 (11.11%) MDX
4 3 (8.33%) ASP.NET
5 1 (2.78%) Kafka
Miscellaneous
1 8 (22.22%) Data Integration
2 4 (11.11%) Analytical Skills
2 4 (11.11%) Computer Science
3 3 (8.33%) Data Protection Act
4 2 (5.56%) Enterprise Software
5 1 (2.78%) Algorithms
5 1 (2.78%) Data Structures
5 1 (2.78%) Management Information System
Operating Systems
1 1 (2.78%) Unix
Processes & Methodologies
1 26 (72.22%) Business Intelligence
2 19 (52.78%) Kimball Methodology
3 11 (30.56%) ERP
4 7 (19.44%) Data Modelling
4 7 (19.44%) Migration
5 6 (16.67%) Agile Software Development
5 6 (16.67%) Data Mapping
5 6 (16.67%) Data Migration
5 6 (16.67%) Inmon Methodology
5 6 (16.67%) Scrum
5 6 (16.67%) Technical Analysis
6 4 (11.11%) BCP
6 4 (11.11%) Business Continuity
6 4 (11.11%) Business Continuity Planning
7 3 (8.33%) Continuous Integration
7 3 (8.33%) Data Protection
7 3 (8.33%) E-Commerce
7 3 (8.33%) High Availability
7 3 (8.33%) Unit Testing
8 2 (5.56%) RUP
Programming Languages
1 32 (88.89%) SQL
2 24 (66.67%) T-SQL
3 7 (19.44%) C#
4 4 (11.11%) PHP
5 3 (8.33%) VB.NET
6 2 (5.56%) Java
7 1 (2.78%) Bash Shell
7 1 (2.78%) C
7 1 (2.78%) C++
7 1 (2.78%) Python
7 1 (2.78%) Scala
7 1 (2.78%) Shell Script
Qualifications
1 6 (16.67%) Degree
Quality Assurance & Compliance
1 4 (11.11%) Data Quality
System Software
1 1 (2.78%) HDFS
Vendors
1 17 (47.22%) Microsoft
2 7 (19.44%) SAP
3 6 (16.67%) IBM
4 3 (8.33%) Remedy
5 1 (2.78%) Cloudera
5 1 (2.78%) Oracle
5 1 (2.78%) Tableau
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