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 30 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 May 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 50 41 45
Rank change year-on-year
-9 +4
Permanent jobs citing ETL 13 26 3
As % of all permanent IT jobs located in Bradford 3.04% 5.25% 0.86%
As % of the Processes & Methodologies category 3.24% 5.86% 1.01%
Number of salaries quoted 13 19 2
Median salary £47,500 £42,500 £40,000
Median salary % change year-on-year
+11.76% +6.25%
90% offered a salary of more than £40,500 £39,500 £36,000
10% offered a salary of more than £50,800 £46,000 £44,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year
- +2.27%
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
401 444 298
As % of all permanent IT jobs located in Bradford 93.69% 89.70% 85.63%
Number of salaries quoted 374 379 231
Median salary £40,000 £42,500 £40,000
Median salary % change year-on-year
-5.88% +6.25%
90% offered a salary of more than £30,000 £32,500 £29,750
10% offered a salary of more than £55,000 £50,000 £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 30 May 2016.

ETL Salary Histogram in Bradford

ETL
Top 30 Related IT Skills in Bradford

For the 6 months to 30 May 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 21 (87.50%) SQL
2 17 (70.83%) SQL Server Integration Services
3 15 (62.50%) SQL Server Reporting Services
4 13 (54.17%) T-SQL
5 12 (50.00%) SQL Server
6 11 (45.83%) Data Warehouse
6 11 (45.83%) Business Intelligence
7 9 (37.50%) Microsoft
7 9 (37.50%) Finance
8 8 (33.33%) Data Integration
8 8 (33.33%) SQL Server 2008
8 8 (33.33%) SQL Server 2012
9 7 (29.17%) Migration
9 7 (29.17%) ERP
9 7 (29.17%) Data Modelling
10 6 (25.00%) Data Mapping
10 6 (25.00%) Data Migration
10 6 (25.00%) High Availability
10 6 (25.00%) NoSQL
10 6 (25.00%) Technical Analysis
11 5 (20.83%) Kimball Methodology
11 5 (20.83%) SQL Server 2016
11 5 (20.83%) CouchDB
11 5 (20.83%) JSON
11 5 (20.83%) MS Excel
11 5 (20.83%) Web Services
11 5 (20.83%) XML
12 4 (16.67%) ITIL
12 4 (16.67%) MS Office
12 4 (16.67%) .NET

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 (4.17%) Apache Spark
1 1 (4.17%) SharePoint
Applications
1 5 (20.83%) MS Excel
2 4 (16.67%) MS Office
Database & Business Intelligence
1 17 (70.83%) SQL Server Integration Services
2 15 (62.50%) SQL Server Reporting Services
3 12 (50.00%) SQL Server
4 11 (45.83%) Data Warehouse
5 8 (33.33%) SQL Server 2008
5 8 (33.33%) SQL Server 2012
6 6 (25.00%) NoSQL
7 5 (20.83%) CouchDB
7 5 (20.83%) SQL Server 2016
8 4 (16.67%) Big Data
8 4 (16.67%) SQL Server Analysis Services
9 3 (12.50%) BusinessObjects
9 3 (12.50%) Enterprise Data Warehouse
9 3 (12.50%) Informix
9 3 (12.50%) MongoDB
10 2 (8.33%) Relational Database
10 2 (8.33%) SSDT
11 1 (4.17%) Apache Cassandra
11 1 (4.17%) Hadoop
11 1 (4.17%) HBase
Development Applications
1 3 (12.50%) Visual Studio
2 1 (4.17%) IntelliJ
2 1 (4.17%) Jenkins
2 1 (4.17%) JUnit
2 1 (4.17%) Maven
2 1 (4.17%) TeamCity
General
1 9 (37.50%) Finance
2 1 (4.17%) Advertising
2 1 (4.17%) Retail
Job Titles
1 13 (54.17%) Developer
2 8 (33.33%) Lead Developer
3 7 (29.17%) Analyst
3 7 (29.17%) Business Intelligence Developer
3 7 (29.17%) Business Intelligence Lead
4 6 (25.00%) Data Analyst
4 6 (25.00%) Data Migration Analyst
4 6 (25.00%) Migration Analyst
4 6 (25.00%) SQL Developer
5 5 (20.83%) Business Developer
5 5 (20.83%) DBA
6 4 (16.67%) Business Analyst
6 4 (16.67%) Data Business Analyst
6 4 (16.67%) Data Migration Business Analyst
6 4 (16.67%) Senior Developer
6 4 (16.67%) Senior SQL Developer
6 4 (16.67%) SQL DBA
7 3 (12.50%) Senior Business Intelligence Developer
7 3 (12.50%) SQL BI Developer
8 2 (8.33%) Junior SQL DBA
Libraries, Frameworks & Software Standards
1 5 (20.83%) JSON
1 5 (20.83%) Web Services
1 5 (20.83%) XML
2 4 (16.67%) .NET
3 2 (8.33%) ASP.NET
4 1 (4.17%) Kafka
Miscellaneous
1 8 (33.33%) Data Integration
2 4 (16.67%) Analytical Skills
2 4 (16.67%) Computer Science
3 2 (8.33%) Data Protection Act
3 2 (8.33%) Enterprise Software
4 1 (4.17%) Algorithms
4 1 (4.17%) Data Structures
4 1 (4.17%) Management Information System
Operating Systems
1 2 (8.33%) Windows
1 2 (8.33%) Windows Server
2 1 (4.17%) Unix
Processes & Methodologies
1 11 (45.83%) Business Intelligence
2 7 (29.17%) Data Modelling
2 7 (29.17%) ERP
2 7 (29.17%) Migration
3 6 (25.00%) Data Mapping
3 6 (25.00%) Data Migration
3 6 (25.00%) High Availability
3 6 (25.00%) Technical Analysis
4 5 (20.83%) Kimball Methodology
5 4 (16.67%) BCP
5 4 (16.67%) Business Continuity
5 4 (16.67%) Business Continuity Planning
5 4 (16.67%) Incident Management
5 4 (16.67%) ITIL
6 2 (8.33%) Change Management
6 2 (8.33%) Data Protection
6 2 (8.33%) Disaster Recovery
6 2 (8.33%) PRINCE2
6 2 (8.33%) Problem Management
6 2 (8.33%) Project Management
Programming Languages
1 21 (87.50%) SQL
2 13 (54.17%) T-SQL
3 4 (16.67%) C#
3 4 (16.67%) PHP
4 2 (8.33%) Java
4 2 (8.33%) PowerShell
4 2 (8.33%) VB.NET
5 1 (4.17%) Bash Shell
5 1 (4.17%) C
5 1 (4.17%) C++
5 1 (4.17%) Python
5 1 (4.17%) Scala
5 1 (4.17%) Shell Script
Qualifications
1 4 (16.67%) Degree
System Software
1 1 (4.17%) HDFS
Vendors
1 9 (37.50%) Microsoft
2 4 (16.67%) SAP
3 3 (12.50%) IBM
4 2 (8.33%) Remedy
4 2 (8.33%) VMware
5 1 (4.17%) Cloudera
5 1 (4.17%) Oracle