Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the Midlands 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Midlands
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 147 169 155
Rank change year-on-year +22 -14 -33
Permanent jobs citing ETL 333 319 344
As % of all permanent IT jobs advertised in the Midlands 2.18% 1.75% 1.85%
As % of the Processes & Methodologies category 2.45% 1.97% 2.09%
Number of salaries quoted 282 241 304
Midlands median annual salary £44,000 £42,500 £42,500
Median salary % change year-on-year +3.53% - -
10th Percentile £28,025 £32,500 £28,250
90th Percentile £65,000 £53,750 £77,500
England median annual salary £50,000 £52,500 £52,500
% change year-on-year -4.76% - +0.96%

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 the Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Permanent vacancies with a requirement for process or methodology skills 13590 16216 16486
As % of all permanent IT jobs advertised in the Midlands 88.81% 89.03% 88.48%
Number of salaries quoted 11080 12726 13518
Midlands median annual salary £40,000 £41,000 £40,000
Median salary % change year-on-year -2.44% +2.50% -
10th Percentile £25,500 £25,000 £24,000
90th Percentile £65,000 £63,750 £62,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

ETL
Job Vacancy Trend in the Midlands

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

Job vacancy trend for ETL in the Midlands

ETL
Salary Trend in the Midlands

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

Salary trend for ETL in the Midlands

ETL
Salary Histogram in the Midlands

The salary distribution of IT jobs citing ETL in the Midlands over the 6 months to 18 November 2017.

Salary histogram for ETL in the Midlands

ETL
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Midlands region over the 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Midlands +56 222 £45,000 +9.76% 13
East Midlands 0 104 £40,000 -11.11% 6
ETL
England

For the 6 months to 18 November 2017, 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 Midlands region with a requirement for ETL.

1 244 (73.27%) SQL
2 214 (64.26%) Business Intelligence
3 160 (48.05%) SQL Server Integration Services
4 159 (47.75%) Data Warehouse
5 129 (38.74%) SQL Server
6 91 (27.33%) Microsoft
7 90 (27.03%) SQL Server Reporting Services
8 86 (25.83%) SQL Server Analysis Services
9 70 (21.02%) Agile Software Development
10 68 (20.42%) T-SQL
11 67 (20.12%) Analytics
12 60 (18.02%) Finance
13 55 (16.52%) BusinessObjects
14 54 (16.22%) Analytical Skills
15 53 (15.92%) Data Modelling
15 53 (15.92%) Power BI
16 51 (15.32%) Oracle
17 50 (15.02%) Java
18 43 (12.91%) C#
19 42 (12.61%) SAP
20 39 (11.71%) OLAP
20 39 (11.71%) .NET
20 39 (11.71%) Microsoft Azure
21 38 (11.41%) Tableau
21 38 (11.41%) HTML
22 37 (11.11%) Visualisation
23 35 (10.51%) XML
23 35 (10.51%) Cognos
24 34 (10.21%) QlikView
25 31 (9.31%) SQL Server 2008

ETL
Co-occurring IT Skills in the Midlands 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 18 (5.41%) SAS
2 9 (2.70%) SharePoint
3 6 (1.80%) Apache Spark
3 6 (1.80%) GlassFish
3 6 (1.80%) JBoss
3 6 (1.80%) Jetty
3 6 (1.80%) Tomcat
4 3 (0.90%) BizTalk Server
4 3 (0.90%) IBM Domino
4 3 (0.90%) IIS
5 2 (0.60%) Oracle Workflow
6 1 (0.30%) Apache
6 1 (0.30%) ArcGIS
6 1 (0.30%) Confluence
6 1 (0.30%) SharePoint 2013
6 1 (0.30%) WordPress
Applications
1 21 (6.31%) Microsoft Excel
2 14 (4.20%) SPSS
3 4 (1.20%) Microsoft Office
4 2 (0.60%) Microsoft PowerPoint
4 2 (0.60%) Microsoft Project
4 2 (0.60%) MS Visio
5 1 (0.30%) Spreadsheet
Business Applications
1 3 (0.90%) Dynamics AX
2 2 (0.60%) Oracle EBS
3 1 (0.30%) BusinessWorks
3 1 (0.30%) Cognos Business Intelligence
3 1 (0.30%) Cognos TM1
3 1 (0.30%) Dynamics CRM
3 1 (0.30%) NetSuite
3 1 (0.30%) Oracle Applications
Cloud Services
1 39 (11.71%) Microsoft Azure
2 17 (5.11%) Azure Data Factory
2 17 (5.11%) Force.com
3 12 (3.60%) Azure Machine Learning
4 8 (2.40%) Amazon AWS
5 4 (1.20%) Office 365
6 3 (0.90%) Dynamics 365
6 3 (0.90%) IaaS
7 2 (0.60%) Google Cloud Platform
7 2 (0.60%) SaaS
8 1 (0.30%) Cortana Intelligence Suite
8 1 (0.30%) PaaS
Communications & Networking
1 6 (1.80%) AMQP
2 1 (0.30%) SMS
Database & Business Intelligence
1 160 (48.05%) SQL Server Integration Services
2 159 (47.75%) Data Warehouse
3 129 (38.74%) SQL Server
4 90 (27.03%) SQL Server Reporting Services
5 86 (25.83%) SQL Server Analysis Services
6 55 (16.52%) BusinessObjects
7 53 (15.92%) Power BI
8 39 (11.71%) OLAP
9 34 (10.21%) QlikView
10 31 (9.31%) SQL Server 2008
11 26 (7.81%) SAP Data Services
12 25 (7.51%) Relational Database
13 22 (6.61%) DataStage
13 22 (6.61%) MySQL
14 20 (6.01%) Big Data
14 20 (6.01%) NoSQL
14 20 (6.01%) OLTP
15 19 (5.71%) Hadoop
16 18 (5.41%) Data Mining
17 16 (4.80%) SQL Server 2014
Development Applications
1 14 (4.20%) Visual Studio
2 13 (3.90%) Team Foundation Server
3 9 (2.70%) Git (software)
3 9 (2.70%) Talend Open Studio
4 7 (2.10%) Jenkins
5 6 (1.80%) Hudson
6 5 (1.50%) Selenium
7 2 (0.60%) JIRA
7 2 (0.60%) MSTest
7 2 (0.60%) NUnit
7 2 (0.60%) Oracle APEX
7 2 (0.60%) Oracle Forms
7 2 (0.60%) Toad
8 1 (0.30%) Eclipse
8 1 (0.30%) ERwin
8 1 (0.30%) Maven
8 1 (0.30%) SQL Server Management Studio (SSMS)
General
1 60 (18.02%) Finance
2 28 (8.41%) Retail
3 12 (3.60%) Legal
4 10 (3.00%) Marketing
5 8 (2.40%) Advertising
6 7 (2.10%) Manufacturing
7 6 (1.80%) Billing
8 5 (1.50%) Games
9 2 (0.60%) Automotive
9 2 (0.60%) Telecoms
10 1 (0.30%) Banking
Job Titles
1 172 (51.65%) Developer
2 70 (21.02%) Business Intelligence Developer
3 53 (15.92%) Analyst
4 51 (15.32%) SQL Developer
5 41 (12.31%) Consultant
6 39 (11.71%) Senior Developer
7 29 (8.71%) Architect
8 26 (7.81%) SQL BI Developer
9 25 (7.51%) ETL Developer
10 24 (7.21%) Business Consultant
11 21 (6.31%) Data Analyst
12 20 (6.01%) Junior
13 19 (5.71%) Business Intelligence Consultant
14 17 (5.11%) Business Intelligence Analyst
15 16 (4.80%) Salesforce Architect
15 16 (4.80%) Salesforce Developer
16 15 (4.50%) Business Developer
16 15 (4.50%) Senior Salesforce Developer
17 14 (4.20%) Senior Architect
17 14 (4.20%) Senior Salesforce Architect
Libraries, Frameworks & Software Standards
1 39 (11.71%) .NET
2 38 (11.41%) HTML
3 35 (10.51%) XML
4 25 (7.51%) MDX
5 21 (6.31%) Web Services
6 19 (5.71%) CSS
6 19 (5.71%) Visualforce
7 12 (3.60%) ASP.NET
8 11 (3.30%) REST
9 10 (3.00%) RESTful
9 10 (3.00%) XSD
9 10 (3.00%) XSLT
10 8 (2.40%) JSON
10 8 (2.40%) SOAP
10 8 (2.40%) Spring
11 7 (2.10%) JMS
12 6 (1.80%) Java EE
12 6 (1.80%) JAX-RS
12 6 (1.80%) JPA
12 6 (1.80%) RESTEasy
Miscellaneous
1 54 (16.22%) Analytical Skills
2 24 (7.21%) Computer Science
3 14 (4.20%) Virtual Team
4 11 (3.30%) Management Information System
5 7 (2.10%) iPad
6 6 (1.80%) Data Structures
6 6 (1.80%) Enterprise Software
6 6 (1.80%) Smart Meter
7 5 (1.50%) Algorithms
7 5 (1.50%) BBC
7 5 (1.50%) Replication
8 4 (1.20%) Clustering
8 4 (1.20%) Driving Licence
9 3 (0.90%) User Experience
10 2 (0.60%) Blog
10 2 (0.60%) Fintech
10 2 (0.60%) Greenfield Project
11 1 (0.30%) FMCG
11 1 (0.30%) iSeries
11 1 (0.30%) Mainframe
Operating Systems
1 13 (3.90%) Linux
2 10 (3.00%) Unix
3 7 (2.10%) Red Hat Enterprise Linux
4 2 (0.60%) Windows
Processes & Methodologies
1 214 (64.26%) Business Intelligence
2 70 (21.02%) Agile Software Development
3 67 (20.12%) Analytics
4 53 (15.92%) Data Modelling
5 37 (11.11%) Visualisation
6 31 (9.31%) Migration
6 31 (9.31%) Scrum
7 30 (9.01%) Kimball Methodology
8 29 (8.71%) Data Management
9 28 (8.41%) Data Analysis
10 26 (7.81%) Data Visualisation
10 26 (7.81%) Performance Tuning
11 23 (6.91%) ETL Development
11 23 (6.91%) ITIL
11 23 (6.91%) Mentoring
12 22 (6.61%) Stakeholder Management
13 21 (6.31%) Data Migration
13 21 (6.31%) Software Engineering
14 20 (6.01%) Data Analytics
15 19 (5.71%) Unit Testing
Programming Languages
1 244 (73.27%) SQL
2 68 (20.42%) T-SQL
3 50 (15.02%) Java
4 43 (12.91%) C#
5 20 (6.01%) Apex Code
6 17 (5.11%) JavaScript
7 15 (4.50%) Python
8 14 (4.20%) Data Analysis Expressions (DAX)
8 14 (4.20%) PL/SQL
9 8 (2.40%) VBA
10 7 (2.10%) PHP
11 6 (1.80%) Clojure
11 6 (1.80%) Scala
12 5 (1.50%) XPath
13 4 (1.20%) R
13 4 (1.20%) SPARQL
13 4 (1.20%) XQuery
14 3 (0.90%) C++
14 3 (0.90%) VB.NET
15 2 (0.60%) C
Qualifications
1 28 (8.41%) Degree
2 9 (2.70%) Microsoft Certification
2 9 (2.70%) Security Cleared
3 8 (2.40%) Computer Science Degree
4 6 (1.80%) Master's Degree
5 5 (1.50%) MCITP
6 3 (0.90%) SC Cleared
7 2 (0.60%) MCSD
7 2 (0.60%) MCTS
8 1 (0.30%) ISTQB
Quality Assurance & Compliance
1 29 (8.71%) Data Quality
2 15 (4.50%) QA
3 2 (0.60%) GDPR
3 2 (0.60%) ISO/IEC 27001
4 1 (0.30%) SLA
System Software
1 6 (1.80%) Docker
2 3 (0.90%) VMware Infrastructure
Systems Management
1 6 (1.80%) Marathon
2 5 (1.50%) Oozie
3 3 (0.90%) Failover Clustering
3 3 (0.90%) Systems Management Server (SMS)
4 1 (0.30%) Opscode Chef
4 1 (0.30%) Puppet
4 1 (0.30%) Terraform
Vendors
1 91 (27.33%) Microsoft
2 51 (15.32%) Oracle
3 42 (12.61%) SAP
4 38 (11.41%) Tableau
5 35 (10.51%) Cognos
6 31 (9.31%) Informatica
7 30 (9.01%) IBM
8 20 (6.01%) Salesforce.com
9 9 (2.70%) Talend
10 7 (2.10%) Jaspersoft
10 7 (2.10%) Logi
10 7 (2.10%) Logi Analytics
10 7 (2.10%) Netezza
11 6 (1.80%) Birst
12 4 (1.20%) Jitterbit
12 4 (1.20%) Zend
13 3 (0.90%) Ab Initio
13 3 (0.90%) Alteryx
13 3 (0.90%) Civica
13 3 (0.90%) VMware