Period
to 19 April 2018

The following table provides summary statistics for permanent job vacancies advertised in Birmingham with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 19 April 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
West Midlands > Birmingham
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 73 123 101
Rank change year-on-year +50 -22 +41
Permanent jobs citing ETL 142 61 102
As % of all permanent IT jobs advertised in Birmingham 3.74% 1.60% 2.36%
As % of the Processes & Methodologies category 4.15% 1.76% 2.68%
Number of salaries quoted 124 51 82
Birmingham median annual salary £53,750 £40,000 £42,500
Median salary % change year-on-year +34.38% -5.88% +1.19%
10th Percentile £31,250 £30,000 £31,325
90th Percentile £75,000 £47,500 £57,250
West Midlands median annual salary £50,000 £42,500 £42,500
% change year-on-year +17.65% - -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Birmingham with a requirement for process or methodology skills.

All Process and Methodology Skills
Birmingham
Permanent vacancies with a requirement for process or methodology skills 3,423 3,475 3,804
As % of all permanent IT jobs advertised in Birmingham 90.27% 91.21% 88.14%
Number of salaries quoted 2,454 2,712 3,002
Birmingham median annual salary £45,000 £44,750 £42,500
Median salary % change year-on-year +0.56% +5.29% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £71,250 £66,250 £67,500
West Midlands median annual salary £42,500 £41,000 £42,500
% change year-on-year +3.66% -3.53% +6.25%

ETL
Job Vacancy Trend in Birmingham

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

Job vacancy trend for ETL in Birmingham

ETL
Salary Trend in Birmingham

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

Salary trend for ETL in Birmingham

ETL
Salary Histogram in Birmingham

The salary distribution of IT jobs citing ETL in Birmingham over the 6 months to 19 April 2018.

Salary histogram for ETL in Birmingham

For the 6 months to 19 April 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Birmingham region with a requirement for ETL.

1 83 (58.45%) SQL
2 67 (47.18%) Business Intelligence
3 63 (44.37%) Data Warehouse
4 54 (38.03%) SQL Server
5 44 (30.99%) SQL Server Integration Services
6 38 (26.76%) SQL Server Reporting Services
7 34 (23.94%) Big Data
8 32 (22.54%) Finance
8 32 (22.54%) Microsoft
9 30 (21.13%) Computer Science
10 29 (20.42%) Salesforce.com
11 28 (19.72%) Visualforce
11 28 (19.72%) Apex Code
12 23 (16.20%) SQL Server Analysis Services
13 22 (15.49%) Force.com
13 22 (15.49%) Data Modelling
13 22 (15.49%) Analytics
14 21 (14.79%) Oracle
15 18 (12.68%) BusinessObjects
15 18 (12.68%) Java
16 17 (11.97%) T-SQL
16 17 (11.97%) Agile Software Development
16 17 (11.97%) Power BI
16 17 (11.97%) Tableau
17 16 (11.27%) Microsoft Azure
18 15 (10.56%) QA
18 15 (10.56%) Cognos
18 15 (10.56%) Analytical Skills
19 14 (9.86%) Relational Database
19 14 (9.86%) Data Integration

ETL
Co-occurring IT Skills in Birmingham 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 6 (4.23%) Apache Spark
2 4 (2.82%) WebSphere
3 3 (2.11%) Apache
3 3 (2.11%) SAS
4 2 (1.41%) Apache Pig
4 2 (1.41%) Elasticsearch
4 2 (1.41%) Oracle SOA Suite
5 1 (0.70%) ArcGIS
5 1 (0.70%) SharePoint
Applications
1 6 (4.23%) Microsoft Excel
2 1 (0.70%) Microsoft Office
2 1 (0.70%) Microsoft PowerPoint
2 1 (0.70%) MS Visio
Business Applications
1 7 (4.93%) Cognos Business Intelligence
1 7 (4.93%) Cognos TM1
2 5 (3.52%) Dynamics AX
3 1 (0.70%) Carpe Diem
3 1 (0.70%) Cognos Planning
Cloud Services
1 22 (15.49%) Force.com
2 16 (11.27%) Microsoft Azure
3 7 (4.93%) Azure Data Factory
4 6 (4.23%) Serverless
5 5 (3.52%) Dynamics 365
6 4 (2.82%) Amazon AWS
6 4 (2.82%) Cortana Intelligence Suite
6 4 (2.82%) IaaS
7 3 (2.11%) Office 365
8 2 (1.41%) AWS Lambda
8 2 (1.41%) Google Cloud Platform
9 1 (0.70%) Trello
Communications & Networking
1 2 (1.41%) AMQP
2 1 (0.70%) SMS
Database & Business Intelligence
1 63 (44.37%) Data Warehouse
2 54 (38.03%) SQL Server
3 44 (30.99%) SQL Server Integration Services
4 38 (26.76%) SQL Server Reporting Services
5 34 (23.94%) Big Data
6 23 (16.20%) SQL Server Analysis Services
7 18 (12.68%) BusinessObjects
8 17 (11.97%) Power BI
9 14 (9.86%) Relational Database
10 12 (8.45%) SQL Server 2008
11 11 (7.75%) QlikView
12 8 (5.63%) DataStage
12 8 (5.63%) SAP Data Services
13 7 (4.93%) Azure SQL Database
13 7 (4.93%) Cognos Framework Manager
13 7 (4.93%) Hadoop
14 6 (4.23%) Cognos Transformer
14 6 (4.23%) OLAP
14 6 (4.23%) OLAP Cube
15 4 (2.82%) BODI
Development Applications
1 13 (9.15%) Git (software)
2 8 (5.63%) Jenkins
3 7 (4.93%) Maven
4 6 (4.23%) Visual Studio
5 2 (1.41%) Bitbucket
5 2 (1.41%) JIRA
5 2 (1.41%) JUnit
5 2 (1.41%) Selenium
5 2 (1.41%) TestNG
6 1 (0.70%) SQL Server Management Studio (SSMS)
6 1 (0.70%) WebDriver
6 1 (0.70%) Zephyr
General
1 32 (22.54%) Finance
2 11 (7.75%) Retail
3 10 (7.04%) Banking
4 5 (3.52%) Marketing
4 5 (3.52%) Telecoms
5 4 (2.82%) Financial Institution
6 1 (0.70%) Legal
6 1 (0.70%) Manufacturing
6 1 (0.70%) Retail Banking
Job Titles
1 71 (50.00%) Developer
2 37 (26.06%) Architect
3 26 (18.31%) Salesforce Developer
4 25 (17.61%) Salesforce Architect
4 25 (17.61%) Senior Developer
5 22 (15.49%) Senior Architect
6 21 (14.79%) Analyst
7 20 (14.08%) Senior Salesforce Developer
8 19 (13.38%) Senior Salesforce Architect
9 18 (12.68%) Consultant
10 12 (8.45%) Business Intelligence Consultant
10 12 (8.45%) Test Analyst
11 11 (7.75%) Business Intelligence Developer
11 11 (7.75%) SQL Developer
12 9 (6.34%) Data Architect
13 8 (5.63%) SAP Developer
14 7 (4.93%) Business Consultant
15 6 (4.23%) Analytics Consultant
15 6 (4.23%) Data Analyst
15 6 (4.23%) Software Developer
Libraries, Frameworks & Software Standards
1 28 (19.72%) Visualforce
2 10 (7.04%) Web Services
3 9 (6.34%) Kafka
4 7 (4.93%) JMS
4 7 (4.93%) RabbitMQ
5 6 (4.23%) MDX
6 5 (3.52%) .NET
6 5 (3.52%) EDI
6 5 (3.52%) FIX Protocol
6 5 (3.52%) RESTful
6 5 (3.52%) XML
7 4 (2.82%) HTML
8 2 (1.41%) Akka
8 2 (1.41%) Lucene
8 2 (1.41%) Play Framework
8 2 (1.41%) REST
8 2 (1.41%) Samza
8 2 (1.41%) SOAP
8 2 (1.41%) WebSphere MQ
9 1 (0.70%) Natural Language Processing
Miscellaneous
1 30 (21.13%) Computer Science
2 15 (10.56%) Analytical Skills
3 10 (7.04%) Virtual Team
4 9 (6.34%) Fintech
4 9 (6.34%) Management Information System
5 8 (5.63%) Self-Motivation
6 5 (3.52%) AS400
6 5 (3.52%) iSeries
7 3 (2.11%) Algorithms
8 2 (1.41%) User Experience
9 1 (0.70%) Analytical Mindset
9 1 (0.70%) Driving Licence
9 1 (0.70%) Enterprise Software
9 1 (0.70%) EPoS
9 1 (0.70%) LLPG
Operating Systems
1 3 (2.11%) Windows
1 3 (2.11%) Windows Server
2 1 (0.70%) Unix
Processes & Methodologies
1 67 (47.18%) Business Intelligence
2 22 (15.49%) Analytics
2 22 (15.49%) Data Modelling
3 17 (11.97%) Agile Software Development
4 14 (9.86%) Data Integration
5 12 (8.45%) Data Visualisation
5 12 (8.45%) Visualisation
6 10 (7.04%) Data Analytics
6 10 (7.04%) Master Data Management
6 10 (7.04%) Problem-Solving
7 9 (6.34%) Data Management
7 9 (6.34%) Migration
8 8 (5.63%) Data Analysis
8 8 (5.63%) Data Science
8 8 (5.63%) Decision-Making
8 8 (5.63%) Mentoring
8 8 (5.63%) Scrum
8 8 (5.63%) SOA
9 7 (4.93%) IT Strategy
9 7 (4.93%) Machine Learning
Programming Languages
1 83 (58.45%) SQL
2 28 (19.72%) Apex Code
3 18 (12.68%) Java
4 17 (11.97%) T-SQL
5 10 (7.04%) PL/SQL
6 5 (3.52%) C#
6 5 (3.52%) Python
6 5 (3.52%) RPG
6 5 (3.52%) RPG IV
7 4 (2.82%) U-SQL
8 3 (2.11%) R
8 3 (2.11%) VB.NET
8 3 (2.11%) VBA
9 2 (1.41%) C++
9 2 (1.41%) COBOL
9 2 (1.41%) JavaScript
9 2 (1.41%) Scala
10 1 (0.70%) VB
10 1 (0.70%) XPath
10 1 (0.70%) XQuery
Qualifications
1 11 (7.75%) Degree
2 5 (3.52%) ISEB
3 4 (2.82%) Computer Science Degree
4 3 (2.11%) Numerate Degree
5 2 (1.41%) CIPD
5 2 (1.41%) PhD
6 1 (0.70%) ISTQB
6 1 (0.70%) MCDBA
6 1 (0.70%) MCITP
6 1 (0.70%) MCP
6 1 (0.70%) MCSD
6 1 (0.70%) Microsoft Certification
6 1 (0.70%) Security Cleared
Quality Assurance & Compliance
1 15 (10.56%) QA
2 12 (8.45%) Data Quality
3 1 (0.70%) BS7666
3 1 (0.70%) ISO/IEC 20000
3 1 (0.70%) SLA
System Software
1 4 (2.82%) Virtual Machines
2 2 (1.41%) Apache ZooKeeper
2 2 (1.41%) HDFS
Systems Management
1 2 (1.41%) Hadoop YARN
Vendors
1 32 (22.54%) Microsoft
2 29 (20.42%) Salesforce.com
3 21 (14.79%) Oracle
4 17 (11.97%) Tableau
5 15 (10.56%) Cognos
6 9 (6.34%) Informatica
6 9 (6.34%) SAP
7 5 (3.52%) JD Edwards
7 5 (3.52%) Talend
8 3 (2.11%) Capita
8 3 (2.11%) IBM
9 2 (1.41%) Ab Initio
9 2 (1.41%) Civica
9 2 (1.41%) Cloudera
9 2 (1.41%) TIBCO
9 2 (1.41%) Vertica
9 2 (1.41%) webMethods
10 1 (0.70%) Aderant
10 1 (0.70%) Mapinfo