Period
to 15 August 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 15 August 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > East of England
6 months to
15 Aug 2018
Same period 2017 Same period 2016
Rank 169 135 193
Rank change year-on-year -34 +58 +14
Permanent jobs citing ETL 207 277 194
As % of all permanent IT jobs advertised in the East of England 1.80% 2.28% 1.42%
As % of the Processes & Methodologies category 1.99% 2.53% 1.58%
Number of salaries quoted 156 214 175
East of England median annual salary £47,500 £45,000 £50,000
Median salary % change year-on-year +5.56% -10.00% +5.26%
10th Percentile £34,500 £32,500 £36,250
90th Percentile £63,750 £74,250 £72,000
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -1.87%

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 East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 10,394 10,945 12,249
As % of all permanent IT jobs advertised in the East of England 90.28% 90.16% 89.87%
Number of salaries quoted 7,618 8,771 10,157
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +2.27%
10th Percentile £27,000 £27,000 £26,250
90th Percentile £72,500 £67,500 £67,500
England median annual salary £50,000 £50,000 £50,000

ETL
Job Vacancy Trend in the East of England

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

Job vacancy trend for ETL in the East of England

ETL
Salary Trend in the East of England

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

Salary trend for ETL in the East of England

ETL
Salary Histogram in the East of England

The salary distribution of IT jobs citing ETL in the East of England over the 6 months to 15 August 2018.

Salary histogram for ETL in the East of England

ETL
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the East of England region over the 6 months to 15 August 2018. 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
Hertfordshire +15 97 £50,000 -2.91% 4
Cambridgeshire +21 56 £45,000 +9.76% 3
Essex -25 23 £50,000 +5.26% 2
Bedfordshire -9 16 £47,500 -8.65% 3
Suffolk -10 15 £52,500 +31.25% 1
ETL
England

For the 6 months to 15 August 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 East of England region with a requirement for ETL.

1 146 (70.53%) SQL
2 140 (67.63%) SQL Server
3 134 (64.73%) SQL Server Integration Services
4 129 (62.32%) Business Intelligence
5 123 (59.42%) SQL Server Reporting Services
6 118 (57.00%) Microsoft
7 115 (55.56%) Data Warehouse
8 94 (45.41%) SQL Server Analysis Services
9 93 (44.93%) T-SQL
10 71 (34.30%) Power BI
11 60 (28.99%) Analytical Skills
12 52 (25.12%) Analytics
12 52 (25.12%) Agile Software Development
13 48 (23.19%) Microsoft Excel
14 47 (22.71%) Microsoft Azure
15 46 (22.22%) Data Modelling
16 42 (20.29%) C#
17 40 (19.32%) Visualisation
18 37 (17.87%) VBA
18 37 (17.87%) Cognos
19 36 (17.39%) Finance
20 33 (15.94%) Oracle
21 32 (15.46%) Cognos Business Intelligence
22 31 (14.98%) Relational Database
22 31 (14.98%) Problem-Solving
23 30 (14.49%) Cognos TM1
24 29 (14.01%) Data Migration
24 29 (14.01%) Migration
25 28 (13.53%) Data Integration
26 27 (13.04%) .NET

ETL
Co-occurring IT Skills in the East of England 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 11 (5.31%) BizTalk Server
2 10 (4.83%) SharePoint
3 9 (4.35%) Oracle SOA Suite
4 8 (3.86%) Apache
4 8 (3.86%) Tomcat
5 6 (2.90%) Apache Spark
6 4 (1.93%) Confluence
7 3 (1.45%) Drupal
8 2 (0.97%) CMS
9 1 (0.48%) IIS
Applications
1 48 (23.19%) Microsoft Excel
2 4 (1.93%) Spreadsheet
3 3 (1.45%) Microsoft Office
Business Applications
1 32 (15.46%) Cognos Business Intelligence
2 30 (14.49%) Cognos TM1
3 2 (0.97%) Dynamics CRM
3 2 (0.97%) SAP Hybris
Cloud Services
1 47 (22.71%) Microsoft Azure
2 17 (8.21%) Azure Data Factory
3 11 (5.31%) Amazon AWS
4 2 (0.97%) Office 365
5 1 (0.48%) Amazon EMR
5 1 (0.48%) Boomi
5 1 (0.48%) Dynamics 365
5 1 (0.48%) Heroku
Communications & Networking
1 5 (2.42%) DNS
2 4 (1.93%) Firewall
2 4 (1.93%) HTTP
2 4 (1.93%) TCP/IP
3 2 (0.97%) SMS
4 1 (0.48%) DHCP
4 1 (0.48%) Reverse Proxy
Database & Business Intelligence
1 140 (67.63%) SQL Server
2 134 (64.73%) SQL Server Integration Services
3 123 (59.42%) SQL Server Reporting Services
4 115 (55.56%) Data Warehouse
5 94 (45.41%) SQL Server Analysis Services
6 71 (34.30%) Power BI
7 31 (14.98%) Relational Database
8 26 (12.56%) OLAP
9 25 (12.08%) SQL Server 2012
10 20 (9.66%) SQL Server 2008
11 19 (9.18%) MongoDB
12 17 (8.21%) Microsoft Analysis Services
12 17 (8.21%) MySQL
13 16 (7.73%) PowerPivot
14 15 (7.25%) SQL Server 2016
15 12 (5.80%) NoSQL
15 12 (5.80%) RDBMS
16 11 (5.31%) Data Mining
16 11 (5.31%) Microsoft Power View
16 11 (5.31%) MS Access
Development Applications
1 16 (7.73%) SQL Server Management Studio (SSMS)
2 12 (5.80%) Team Foundation Server
3 8 (3.86%) Cucumber
3 8 (3.86%) Jenkins
3 8 (3.86%) Selenium
4 5 (2.42%) Git (software)
4 5 (2.42%) JIRA
4 5 (2.42%) SoapUI
5 4 (1.93%) NUnit
5 4 (1.93%) Subversion
5 4 (1.93%) TeamCity
5 4 (1.93%) Vagrant
6 1 (0.48%) Zephyr
General
1 36 (17.39%) Finance
2 20 (9.66%) Retail
3 17 (8.21%) Advertising
4 14 (6.76%) Marketing
5 5 (2.42%) Legal
6 3 (1.45%) Banking
6 3 (1.45%) Games
7 1 (0.48%) Back Office
7 1 (0.48%) Pharmaceutical
Job Titles
1 108 (52.17%) Developer
2 50 (24.15%) Business Intelligence Developer
3 31 (14.98%) SQL Developer
4 23 (11.11%) Analyst
5 22 (10.63%) ETL Developer
6 21 (10.14%) Architect
7 20 (9.66%) Database Developer
8 18 (8.70%) Consultant
9 17 (8.21%) Administrator
10 16 (7.73%) DBA
11 15 (7.25%) Oracle Developer
11 15 (7.25%) SQL DBA
12 14 (6.76%) Business Intelligence Analyst
13 13 (6.28%) Senior Developer
14 12 (5.80%) Business Intelligence Architect
14 12 (5.80%) Data Warehouse Developer
15 11 (5.31%) Business Intelligence Consultant
15 11 (5.31%) Microsoft BI Consultant
15 11 (5.31%) Microsoft Consultant
15 11 (5.31%) Report Developer
Libraries, Frameworks & Software Standards
1 27 (13.04%) .NET
2 16 (7.73%) XML
3 14 (6.76%) Web Services
4 11 (5.31%) Middleware
5 10 (4.83%) HTML
5 10 (4.83%) MDX
5 10 (4.83%) REST
6 9 (4.35%) SOAP
7 8 (3.86%) AngularJS
7 8 (3.86%) ASP.NET
7 8 (3.86%) Spring
8 7 (3.38%) WPF
9 6 (2.90%) JSON
9 6 (2.90%) Kafka
10 4 (1.93%) ASP.NET Web API
10 4 (1.93%) WCF
11 3 (1.45%) Ionic Framework
12 2 (0.97%) .NET Framework
12 2 (0.97%) HTML5
12 2 (0.97%) SAP XI
Miscellaneous
1 60 (28.99%) Analytical Skills
2 9 (4.35%) Data Structures
2 9 (4.35%) Greenfield Project
3 6 (2.90%) Clustering
3 6 (2.90%) Computer Science
3 6 (2.90%) Management Information System
3 6 (2.90%) Reference Data
3 6 (2.90%) Replication
4 4 (1.93%) Reinsurance
5 2 (0.97%) NHS
Operating Systems
1 9 (4.35%) Linux
1 9 (4.35%) Windows
2 7 (3.38%) Windows Server
3 6 (2.90%) Windows Server 2003
3 6 (2.90%) Windows Server 2008
3 6 (2.90%) Windows Server 2012
4 4 (1.93%) Unix
Processes & Methodologies
1 129 (62.32%) Business Intelligence
2 52 (25.12%) Agile Software Development
2 52 (25.12%) Analytics
3 46 (22.22%) Data Modelling
4 40 (19.32%) Visualisation
5 31 (14.98%) Problem-Solving
6 29 (14.01%) Data Migration
6 29 (14.01%) Migration
7 28 (13.53%) Data Integration
8 26 (12.56%) Data Analysis
9 19 (9.18%) Unit Testing
10 18 (8.70%) Performance Tuning
11 17 (8.21%) Business Analysis
11 17 (8.21%) Data Management
12 16 (7.73%) Data Visualisation
13 15 (7.25%) Mentoring
14 14 (6.76%) Dimensional Modelling
15 13 (6.28%) Dashboard Development
15 13 (6.28%) Test Automation
16 12 (5.80%) ETL Development
Programming Languages
1 146 (70.53%) SQL
2 93 (44.93%) T-SQL
3 42 (20.29%) C#
4 37 (17.87%) VBA
5 21 (10.14%) Python
6 19 (9.18%) PowerShell
7 18 (8.70%) Java
8 17 (8.21%) PL/SQL
9 16 (7.73%) Data Analysis Expressions (DAX)
10 10 (4.83%) Go
11 6 (2.90%) JavaScript
12 5 (2.42%) VB.NET
13 4 (1.93%) R
14 3 (1.45%) Bash Shell
14 3 (1.45%) Perl
14 3 (1.45%) PHP
14 3 (1.45%) Scala
15 1 (0.48%) Apex Code
15 1 (0.48%) Shell Script
Qualifications
1 26 (12.56%) Degree
2 14 (6.76%) Security Cleared
3 7 (3.38%) SC Cleared
4 3 (1.45%) MCP
5 2 (0.97%) Computer Science Degree
6 1 (0.48%) CBAP
6 1 (0.48%) ISEB
6 1 (0.48%) ISTQB
6 1 (0.48%) ISTQB Foundation Certification
6 1 (0.48%) TOGAF Certification
Quality Assurance & Compliance
1 18 (8.70%) Data Quality
2 10 (4.83%) QA
3 3 (1.45%) GDPR
4 2 (0.97%) GxP
System Software
1 4 (1.93%) Docker
1 4 (1.93%) HDFS
2 2 (0.97%) Apache Flume
3 1 (0.48%) Active Directory
3 1 (0.48%) Squid
Systems Management
1 5 (2.42%) Oozie
2 3 (1.45%) Systems Management Server (SMS)
3 1 (0.48%) HAProxy
Vendors
1 118 (57.00%) Microsoft
2 37 (17.87%) Cognos
3 33 (15.94%) Oracle
4 23 (11.11%) Tableau
5 13 (6.28%) Informatica
6 11 (5.31%) Talend
7 9 (4.35%) Hyperion
7 9 (4.35%) SAP
8 6 (2.90%) WorldPay
9 5 (2.42%) Sybase
10 4 (1.93%) Hortonworks
11 3 (1.45%) CA
12 2 (0.97%) Google
12 2 (0.97%) hybris
12 2 (0.97%) IBM
12 2 (0.97%) IFS
13 1 (0.48%) Cloudera
13 1 (0.48%) Databricks
13 1 (0.48%) Jitterbit
13 1 (0.48%) Netezza