Period
to 19 February 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 February 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 Feb 2018
Same period 2017 Same period 2016
Rank 61 158 92
Rank change year-on-year +97 -66 +32
Permanent jobs citing ETL 144 43 108
As % of all permanent IT jobs advertised in Birmingham 3.95% 1.04% 2.64%
As % of the Processes & Methodologies category 4.39% 1.15% 3.04%
Number of salaries quoted 128 36 93
Birmingham median annual salary £57,500 £42,125 £42,500
Median salary % change year-on-year +36.50% -0.88% -15.00%
10th Percentile £37,500 £25,000 £31,250
90th Percentile £75,000 £56,250 £60,000
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 3,282 3,741 3,556
As % of all permanent IT jobs advertised in Birmingham 89.97% 90.71% 87.05%
Number of salaries quoted 2,409 2,793 2,945
Birmingham median annual salary £45,000 £43,500 £42,500
Median salary % change year-on-year +3.45% +2.35% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £70,000 £66,250 £67,500
West Midlands median annual salary £42,000 £40,500 £42,500
% change year-on-year +3.70% -4.71% +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 February 2018.

Salary histogram for ETL in Birmingham

For the 6 months to 19 February 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 78 (54.17%) SQL
2 66 (45.83%) Business Intelligence
3 65 (45.14%) Data Warehouse
4 50 (34.72%) SQL Server
5 36 (25.00%) Finance
5 36 (25.00%) SQL Server Integration Services
6 32 (22.22%) SQL Server Reporting Services
7 30 (20.83%) Computer Science
7 30 (20.83%) Microsoft
8 29 (20.14%) Salesforce.com
8 29 (20.14%) Big Data
9 28 (19.44%) BusinessObjects
9 28 (19.44%) Apex Code
9 28 (19.44%) Visualforce
10 26 (18.06%) Force.com
11 24 (16.67%) Oracle
12 23 (15.97%) Java
13 21 (14.58%) Data Management
14 19 (13.19%) Data Modelling
15 18 (12.50%) Cognos
16 17 (11.81%) SAP
16 17 (11.81%) Agile Software Development
16 17 (11.81%) Analytics
17 16 (11.11%) Analytical Skills
17 16 (11.11%) SQL Server Analysis Services
18 15 (10.42%) Data Integration
18 15 (10.42%) T-SQL
19 14 (9.72%) XML
19 14 (9.72%) Tableau
19 14 (9.72%) QlikView

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 5 (3.47%) SAS
2 4 (2.78%) Apache Spark
2 4 (2.78%) WebSphere
3 2 (1.39%) Apache
3 2 (1.39%) Oracle SOA Suite
3 2 (1.39%) SharePoint
4 1 (0.69%) Apache Pig
4 1 (0.69%) ArcGIS
4 1 (0.69%) Elasticsearch
Applications
1 4 (2.78%) Microsoft Excel
2 2 (1.39%) Microsoft Office
Business Applications
1 7 (4.86%) Cognos Business Intelligence
1 7 (4.86%) Cognos TM1
2 5 (3.47%) Dynamics AX
3 1 (0.69%) Carpe Diem
3 1 (0.69%) Cognos Planning
Cloud Services
1 26 (18.06%) Force.com
2 12 (8.33%) Microsoft Azure
3 6 (4.17%) Azure Data Factory
4 5 (3.47%) Amazon AWS
4 5 (3.47%) Dynamics 365
5 3 (2.08%) Office 365
6 1 (0.69%) AWS Lambda
6 1 (0.69%) Cortana Intelligence Suite
6 1 (0.69%) Google Cloud Platform
6 1 (0.69%) SaaS
6 1 (0.69%) Serverless
Communications & Networking
1 2 (1.39%) AMQP
Database & Business Intelligence
1 65 (45.14%) Data Warehouse
2 50 (34.72%) SQL Server
3 36 (25.00%) SQL Server Integration Services
4 32 (22.22%) SQL Server Reporting Services
5 29 (20.14%) Big Data
6 28 (19.44%) BusinessObjects
7 16 (11.11%) SQL Server Analysis Services
8 14 (9.72%) Power BI
8 14 (9.72%) QlikView
9 13 (9.03%) Relational Database
9 13 (9.03%) SAP Data Services
10 12 (8.33%) SQL Server 2008
11 9 (6.25%) DataStage
12 8 (5.56%) BODI
13 7 (4.86%) Cognos Framework Manager
14 6 (4.17%) Azure SQL Data Warehouse
14 6 (4.17%) Cognos Transformer
14 6 (4.17%) OLAP
14 6 (4.17%) OLAP Cube
15 5 (3.47%) Oracle Reports
Development Applications
1 12 (8.33%) Git (software)
2 7 (4.86%) Jenkins
3 6 (4.17%) Maven
4 2 (1.39%) Selenium
4 2 (1.39%) Visual Studio
5 1 (0.69%) Bitbucket
5 1 (0.69%) JIRA
5 1 (0.69%) JUnit
5 1 (0.69%) TestNG
5 1 (0.69%) WebDriver
5 1 (0.69%) Zephyr
General
1 36 (25.00%) Finance
2 10 (6.94%) Banking
3 9 (6.25%) Retail
4 5 (3.47%) Telecoms
5 3 (2.08%) Financial Institution
6 1 (0.69%) Automotive
6 1 (0.69%) Legal
6 1 (0.69%) Manufacturing
6 1 (0.69%) Marketing
6 1 (0.69%) Retail Banking
Job Titles
1 81 (56.25%) Developer
2 44 (30.56%) Architect
3 28 (19.44%) Senior Developer
4 27 (18.75%) Salesforce Architect
4 27 (18.75%) Salesforce Developer
5 25 (17.36%) Senior Architect
6 23 (15.97%) Senior Salesforce Developer
7 22 (15.28%) Senior Salesforce Architect
8 21 (14.58%) Consultant
9 14 (9.72%) Business Intelligence Developer
10 13 (9.03%) Analyst
10 13 (9.03%) Business Consultant
10 13 (9.03%) SAP Developer
10 13 (9.03%) SQL Developer
11 11 (7.64%) Business Intelligence Consultant
11 11 (7.64%) Data Architect
12 7 (4.86%) Business Intelligence Architect
12 7 (4.86%) SAP BusinessObjects (BO) Developer
13 6 (4.17%) Data Analyst
13 6 (4.17%) Software Developer
Libraries, Frameworks & Software Standards
1 28 (19.44%) Visualforce
2 14 (9.72%) XML
3 13 (9.03%) Web Services
4 8 (5.56%) .NET
4 8 (5.56%) Kafka
5 7 (4.86%) JMS
5 7 (4.86%) MDX
5 7 (4.86%) RabbitMQ
5 7 (4.86%) REST
6 6 (4.17%) SOAP
7 5 (3.47%) EDI
7 5 (3.47%) FIX Protocol
7 5 (3.47%) HTML
7 5 (3.47%) JSON
7 5 (3.47%) RESTful
7 5 (3.47%) XML Schema
7 5 (3.47%) XSD
7 5 (3.47%) XSLT
8 2 (1.39%) WebSphere MQ
9 1 (0.69%) Lucene
Miscellaneous
1 30 (20.83%) Computer Science
2 16 (11.11%) Analytical Skills
3 14 (9.72%) Virtual Team
4 12 (8.33%) Management Information System
5 8 (5.56%) Fintech
6 5 (3.47%) AS400
6 5 (3.47%) Enterprise Software
6 5 (3.47%) iSeries
7 2 (1.39%) Algorithms
8 1 (0.69%) Analytical Mindset
8 1 (0.69%) Driving Licence
8 1 (0.69%) EPoS
8 1 (0.69%) FMCG
8 1 (0.69%) LLPG
8 1 (0.69%) User Experience
Operating Systems
1 6 (4.17%) Unix
2 4 (2.78%) Windows
3 3 (2.08%) Windows Server
Processes & Methodologies
1 66 (45.83%) Business Intelligence
2 21 (14.58%) Data Management
3 19 (13.19%) Data Modelling
4 17 (11.81%) Agile Software Development
4 17 (11.81%) Analytics
5 15 (10.42%) Data Integration
6 12 (8.33%) SOA
6 12 (8.33%) Visualisation
7 11 (7.64%) Master Data Management
8 10 (6.94%) Migration
8 10 (6.94%) OO
8 10 (6.94%) OOD
9 9 (6.25%) Data Cleansing
9 9 (6.25%) Data Migration
9 9 (6.25%) Data Visualisation
10 8 (5.56%) Data Transformation
11 7 (4.86%) Data Extraction
11 7 (4.86%) IT Strategy
11 7 (4.86%) Mentoring
11 7 (4.86%) Straight-Through Processing
Programming Languages
1 78 (54.17%) SQL
2 28 (19.44%) Apex Code
3 23 (15.97%) Java
4 15 (10.42%) T-SQL
5 9 (6.25%) JavaScript
6 8 (5.56%) PL/SQL
7 5 (3.47%) RPG
7 5 (3.47%) RPG IV
7 5 (3.47%) SPARQL
7 5 (3.47%) XPath
7 5 (3.47%) XQuery
8 4 (2.78%) Python
9 3 (2.08%) R
9 3 (2.08%) VB.NET
9 3 (2.08%) VBA
10 2 (1.39%) C++
10 2 (1.39%) COBOL
11 1 (0.69%) C#
11 1 (0.69%) Scala
11 1 (0.69%) VB
Qualifications
1 7 (4.86%) Degree
2 6 (4.17%) Security Cleared
3 3 (2.08%) ISEB
4 1 (0.69%) Computer Science Degree
4 1 (0.69%) ISTQB
4 1 (0.69%) MCDBA
4 1 (0.69%) MCITP
4 1 (0.69%) MCP
4 1 (0.69%) MCSD
4 1 (0.69%) Microsoft Certification
4 1 (0.69%) Numerate Degree
4 1 (0.69%) PhD
4 1 (0.69%) SC Cleared
Quality Assurance & Compliance
1 13 (9.03%) Data Quality
2 12 (8.33%) QA
3 1 (0.69%) BS7666
3 1 (0.69%) ISO/IEC 20000
3 1 (0.69%) SLA
System Software
1 1 (0.69%) Apache ZooKeeper
1 1 (0.69%) HDFS
Systems Management
1 1 (0.69%) Hadoop YARN
1 1 (0.69%) Opscode Chef
1 1 (0.69%) Puppet
1 1 (0.69%) Terraform
Vendors
1 30 (20.83%) Microsoft
2 29 (20.14%) Salesforce.com
3 24 (16.67%) Oracle
4 18 (12.50%) Cognos
5 17 (11.81%) SAP
6 14 (9.72%) Tableau
7 11 (7.64%) Informatica
8 8 (5.56%) Talend
9 5 (3.47%) JD Edwards
10 4 (2.78%) IBM
11 3 (2.08%) Capita
11 3 (2.08%) Civica
12 2 (1.39%) Ab Initio
12 2 (1.39%) TIBCO
12 2 (1.39%) webMethods
13 1 (0.69%) Aderant
13 1 (0.69%) Cloudera
13 1 (0.69%) Jedox
13 1 (0.69%) Mapinfo
13 1 (0.69%) Vertica