Period
to 22 July 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 22 July 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
West Midlands > Birmingham
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 101 134 148
Rank change year-on-year +33 +14 +4
Permanent jobs citing ETL 103 65 69
As % of all permanent IT jobs advertised in Birmingham 2.64% 1.68% 1.43%
As % of the Processes & Methodologies category 2.90% 1.85% 1.61%
Number of salaries quoted 98 54 54
Birmingham median annual salary £50,000 £40,000 £42,000
Median salary % change year-on-year +25.00% -4.76% -26.64%
10th Percentile £31,250 £31,250 £32,500
90th Percentile £78,750 £52,500 £58,500
West Midlands median annual salary £50,000 £40,000 £42,500
% change year-on-year +25.00% -5.88% -

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 3,547 3,512 4,284
As % of all permanent IT jobs advertised in Birmingham 91.07% 90.70% 88.99%
Number of salaries quoted 2,539 2,860 3,184
Birmingham median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% -1.16%
10th Percentile £26,250 £26,250 £25,750
90th Percentile £70,000 £65,000 £70,000
West Midlands median annual salary £42,500 £40,000 £40,500
% change year-on-year +6.25% -1.23% +1.25%

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 22 July 2018.

Salary histogram for ETL in Birmingham

For the 6 months to 22 July 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 66 (64.08%) SQL
2 56 (54.37%) Business Intelligence
3 46 (44.66%) SQL Server Integration Services
4 42 (40.78%) SQL Server Reporting Services
5 38 (36.89%) SQL Server
6 37 (35.92%) Data Warehouse
7 31 (30.10%) Big Data
8 30 (29.13%) Analytics
8 30 (29.13%) Microsoft
9 26 (25.24%) SQL Server Analysis Services
10 23 (22.33%) Microsoft Azure
10 23 (22.33%) Power BI
11 20 (19.42%) Salesforce.com
12 19 (18.45%) Data Modelling
12 19 (18.45%) T-SQL
12 19 (18.45%) Apex Code
12 19 (18.45%) Visualforce
12 19 (18.45%) Computer Science
13 18 (17.48%) Finance
13 18 (17.48%) Agile Software Development
14 17 (16.50%) Visualisation
15 16 (15.53%) Git (software)
15 16 (15.53%) Data Visualisation
16 15 (14.56%) Force.com
17 14 (13.59%) Hadoop
17 14 (13.59%) Tableau
18 13 (12.62%) Apache Spark
19 12 (11.65%) Microsoft Excel
19 12 (11.65%) Data Transformation
19 12 (11.65%) Jenkins

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 13 (12.62%) Apache Spark
2 9 (8.74%) Apache
3 3 (2.91%) IIS
4 2 (1.94%) Apache Pig
4 2 (1.94%) Elasticsearch
5 1 (0.97%) SharePoint
Applications
1 12 (11.65%) Microsoft Excel
2 3 (2.91%) Microsoft PowerPoint
2 3 (2.91%) MS Visio
Business Applications
1 4 (3.88%) Cognos Business Intelligence
1 4 (3.88%) Cognos TM1
2 1 (0.97%) Carpe Diem
2 1 (0.97%) Cognos Planning
2 1 (0.97%) Dynamics AX
2 1 (0.97%) SAP S/4HANA
Cloud Services
1 23 (22.33%) Microsoft Azure
2 15 (14.56%) Force.com
3 6 (5.83%) Amazon AWS
3 6 (5.83%) Azure Data Factory
3 6 (5.83%) IaaS
3 6 (5.83%) Serverless
4 4 (3.88%) Cortana Intelligence Suite
5 2 (1.94%) AWS Lambda
5 2 (1.94%) Cloud Computing
5 2 (1.94%) Google Cloud Platform
5 2 (1.94%) PaaS
6 1 (0.97%) Dynamics 365
6 1 (0.97%) Trello
Communications & Networking
1 2 (1.94%) SMS
Database & Business Intelligence
1 46 (44.66%) SQL Server Integration Services
2 42 (40.78%) SQL Server Reporting Services
3 38 (36.89%) SQL Server
4 37 (35.92%) Data Warehouse
5 31 (30.10%) Big Data
6 26 (25.24%) SQL Server Analysis Services
7 23 (22.33%) Power BI
8 14 (13.59%) Hadoop
9 11 (10.68%) Relational Database
10 10 (9.71%) SQL Server 2008
11 8 (7.77%) SQL Server 2012
12 6 (5.83%) Azure SQL Database
13 4 (3.88%) BusinessObjects
13 4 (3.88%) Cognos Framework Manager
13 4 (3.88%) Data Lake
13 4 (3.88%) DataStage
13 4 (3.88%) OLAP
13 4 (3.88%) OLAP Cube
14 3 (2.91%) MySQL
14 3 (2.91%) SQL Server 2016
Development Applications
1 16 (15.53%) Git (software)
2 12 (11.65%) Jenkins
3 6 (5.83%) Maven
3 6 (5.83%) SQL Server Management Studio (SSMS)
4 4 (3.88%) Visual Studio
5 2 (1.94%) Bitbucket
5 2 (1.94%) JIRA
5 2 (1.94%) JUnit
5 2 (1.94%) TestNG
6 1 (0.97%) Selenium
6 1 (0.97%) WebDriver
6 1 (0.97%) Zephyr
General
1 18 (17.48%) Finance
2 9 (8.74%) Retail
3 4 (3.88%) Banking
3 4 (3.88%) Marketing
4 2 (1.94%) Financial Institution
5 1 (0.97%) Legal
5 1 (0.97%) Manufacturing
Job Titles
1 48 (46.60%) Developer
2 18 (17.48%) Salesforce Developer
3 17 (16.50%) Analyst
3 17 (16.50%) Architect
3 17 (16.50%) Senior Developer
4 16 (15.53%) Salesforce Architect
5 13 (12.62%) Senior Salesforce Developer
5 13 (12.62%) Test Analyst
6 12 (11.65%) Consultant
6 12 (11.65%) Senior Architect
6 12 (11.65%) Senior Salesforce Architect
7 11 (10.68%) Business Intelligence Developer
7 11 (10.68%) Data Engineer
8 8 (7.77%) Data Warehouse Developer
8 8 (7.77%) SQL Developer
8 8 (7.77%) SSIS Developer
8 8 (7.77%) SSRS Developer
9 6 (5.83%) Business Intelligence Consultant
9 6 (5.83%) Data Consultant
9 6 (5.83%) Hadoop Engineer
Libraries, Frameworks & Software Standards
1 19 (18.45%) Visualforce
2 12 (11.65%) Kafka
3 8 (7.77%) Web Services
4 4 (3.88%) FIX Protocol
4 4 (3.88%) JMS
4 4 (3.88%) RabbitMQ
4 4 (3.88%) RESTful
5 3 (2.91%) Natural Language Processing
6 2 (1.94%) Akka
6 2 (1.94%) Lucene
6 2 (1.94%) MDX
6 2 (1.94%) Play Framework
6 2 (1.94%) Samza
7 1 (0.97%) .NET
Miscellaneous
1 19 (18.45%) Computer Science
2 9 (8.74%) Analytical Skills
2 9 (8.74%) Fintech
3 6 (5.83%) Self-Motivation
4 4 (3.88%) Algorithms
5 3 (2.91%) Enterprise Software
6 2 (1.94%) User Experience
7 1 (0.97%) Analytical Mindset
7 1 (0.97%) Credit Risk
7 1 (0.97%) Driving Licence
7 1 (0.97%) EPoS
7 1 (0.97%) Greenfield Project
7 1 (0.97%) Management Information System
Processes & Methodologies
1 56 (54.37%) Business Intelligence
2 30 (29.13%) Analytics
3 19 (18.45%) Data Modelling
4 18 (17.48%) Agile Software Development
5 17 (16.50%) Visualisation
6 16 (15.53%) Data Visualisation
7 12 (11.65%) Data Transformation
8 10 (9.71%) Problem-Solving
9 9 (8.74%) Mentoring
10 8 (7.77%) Machine Learning
11 7 (6.80%) Data Analysis
11 7 (6.80%) Kimball Methodology
11 7 (6.80%) Presales
12 6 (5.83%) Coaching
12 6 (5.83%) Continuous Integration
12 6 (5.83%) Scrum
12 6 (5.83%) Service Delivery
12 6 (5.83%) Stakeholder Management
13 5 (4.85%) Dimensional Modelling
13 5 (4.85%) Test Automation
Programming Languages
1 66 (64.08%) SQL
2 19 (18.45%) Apex Code
2 19 (18.45%) T-SQL
3 11 (10.68%) Python
4 10 (9.71%) Java
5 7 (6.80%) R
6 5 (4.85%) PL/SQL
7 4 (3.88%) C#
7 4 (3.88%) Scala
7 4 (3.88%) U-SQL
8 1 (0.97%) PowerShell
8 1 (0.97%) Ruby
8 1 (0.97%) VB
Qualifications
1 10 (9.71%) Degree
2 6 (5.83%) ISEB
3 4 (3.88%) Computer Science Degree
4 3 (2.91%) Numerate Degree
5 2 (1.94%) CIPD
5 2 (1.94%) PhD
6 1 (0.97%) ISTQB
6 1 (0.97%) MCDBA
6 1 (0.97%) MCITP
6 1 (0.97%) MCP
6 1 (0.97%) MCSD
6 1 (0.97%) Microsoft Certification
Quality Assurance & Compliance
1 10 (9.71%) QA
2 2 (1.94%) Data Quality
3 1 (0.97%) GDPR
System Software
1 4 (3.88%) Virtual Machines
2 2 (1.94%) Apache ZooKeeper
2 2 (1.94%) HDFS
Systems Management
1 2 (1.94%) Hadoop YARN
Vendors
1 30 (29.13%) Microsoft
2 20 (19.42%) Salesforce.com
3 14 (13.59%) Tableau
4 10 (9.71%) Talend
5 9 (8.74%) Oracle
6 7 (6.80%) Cloudera
7 6 (5.83%) Cognos
8 3 (2.91%) Logi
8 3 (2.91%) Logi Analytics
8 3 (2.91%) SAP
8 3 (2.91%) Sybase
9 2 (1.94%) Capita
9 2 (1.94%) IBM
9 2 (1.94%) Vertica
10 1 (0.97%) Aderant