Period
to 21 November 2017

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 21 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > East of England
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 158 160 163
Rank change year-on-year +2 +3 +34
Permanent jobs citing ETL 235 238 271
As % of all permanent IT jobs advertised in the East of England 1.93% 1.81% 1.78%
As % of the Processes & Methodologies category 2.20% 2.04% 2.04%
Number of salaries quoted 200 200 229
East of England median annual salary £47,500 £50,000 £46,250
Median salary % change year-on-year -5.00% +8.11% -7.50%
10th Percentile £32,950 £36,250 £35,000
90th Percentile £65,125 £75,250 £60,000
England median annual salary £50,000 £52,500 £52,000
% 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 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 10699 11661 13281
As % of all permanent IT jobs advertised in the East of England 88.06% 88.55% 87.12%
Number of salaries quoted 8689 9618 10915
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +3.57%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £70,000 £70,000 £67,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

ETL
Job Vacancy Trend in the 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 21 November 2017.

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 21 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
Hertfordshire +7 94 £50,750 -6.02% 3
Essex +25 47 £50,000 +11.11%
Bedfordshire +29 30 £49,000 -
Suffolk +34 28 £40,000 -11.11% 4
Cambridgeshire -62 25 £32,500 -45.83% 2
Norfolk +7 11 £37,500 -16.67% 1
ETL
England

For the 6 months to 21 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 East of England region with a requirement for ETL.

1 185 (78.72%) SQL
2 134 (57.02%) SQL Server Integration Services
3 125 (53.19%) SQL Server
4 124 (52.77%) Business Intelligence
5 112 (47.66%) Data Warehouse
6 87 (37.02%) T-SQL
6 87 (37.02%) SQL Server Reporting Services
7 77 (32.77%) Agile Software Development
7 77 (32.77%) Microsoft
8 75 (31.91%) SQL Server Analysis Services
9 61 (25.96%) Finance
9 61 (25.96%) .NET
9 61 (25.96%) Oracle
10 57 (24.26%) Data Modelling
11 46 (19.57%) Analytical Skills
12 36 (15.32%) Web Services
12 36 (15.32%) Oracle Database
12 36 (15.32%) ETL Development
12 36 (15.32%) Analytics
13 35 (14.89%) Kimball Methodology
13 35 (14.89%) Power BI
14 34 (14.47%) Performance Tuning
14 34 (14.47%) Unit Testing
14 34 (14.47%) Degree
15 33 (14.04%) C#
15 33 (14.04%) PL/SQL
15 33 (14.04%) Tableau
16 31 (13.19%) SQL Server 2012
17 30 (12.77%) OLAP
18 29 (12.34%) Java

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 12 (5.11%) Drupal
2 10 (4.26%) Apache
3 9 (3.83%) Tomcat
4 7 (2.98%) Oracle SOA Suite
5 5 (2.13%) Apache Spark
5 5 (2.13%) SAS
6 4 (1.70%) BizTalk Server
6 4 (1.70%) JBoss
6 4 (1.70%) SharePoint
6 4 (1.70%) SharePoint Server
7 1 (0.43%) Apache Solr
7 1 (0.43%) Elasticsearch
7 1 (0.43%) IIS
Applications
1 24 (10.21%) Microsoft Excel
2 5 (2.13%) MS Visio
2 5 (2.13%) SPSS
3 4 (1.70%) EngageOne
4 2 (0.85%) Microsoft Office
Business Applications
1 4 (1.70%) Dynamics CRM
1 4 (1.70%) Dynamics GP
1 4 (1.70%) Exstream
2 3 (1.28%) Dynamics NAV
2 3 (1.28%) FastStats
2 3 (1.28%) iTrent
2 3 (1.28%) Oracle EBS
2 3 (1.28%) Orchard Housing
3 1 (0.43%) SAP MDG
3 1 (0.43%) SAP MDM
Cloud Services
1 27 (11.49%) Microsoft Azure
2 12 (5.11%) Amazon AWS
3 6 (2.55%) Amazon S3
4 5 (2.13%) Google Cloud Platform
5 4 (1.70%) Amazon EMR
6 3 (1.28%) SaaS
7 2 (0.85%) Cloud Computing
7 2 (0.85%) Serverless
7 2 (0.85%) Tricentis Tosca
8 1 (0.43%) Amazon Kinesis
8 1 (0.43%) AWS CloudFormation
8 1 (0.43%) AWS Lambda
8 1 (0.43%) Office 365
Communications & Networking
1 15 (6.38%) DNS
2 14 (5.96%) Firewall
3 3 (1.28%) Intranet
4 2 (0.85%) SMS
Database & Business Intelligence
1 134 (57.02%) SQL Server Integration Services
2 125 (53.19%) SQL Server
3 112 (47.66%) Data Warehouse
4 87 (37.02%) SQL Server Reporting Services
5 75 (31.91%) SQL Server Analysis Services
6 36 (15.32%) Oracle Database
7 35 (14.89%) Power BI
8 31 (13.19%) SQL Server 2012
9 30 (12.77%) OLAP
10 27 (11.49%) MySQL
10 27 (11.49%) QlikView
10 27 (11.49%) Relational Database
11 26 (11.06%) Big Data
12 24 (10.21%) RDBMS
13 20 (8.51%) BusinessObjects
13 20 (8.51%) OLTP
14 19 (8.09%) MS Access
14 19 (8.09%) SQL Server 2014
15 18 (7.66%) SQL Server 2008
16 17 (7.23%) SQL Server 2016
Development Applications
1 21 (8.94%) Team Foundation Server
2 20 (8.51%) SQL Server Management Studio (SSMS)
3 10 (4.26%) Selenium
4 8 (3.40%) Cucumber
4 8 (3.40%) Jenkins
5 6 (2.55%) Talend Open Studio
6 5 (2.13%) Git (software)
7 3 (1.28%) Visual Studio
8 2 (0.85%) JIRA
9 1 (0.43%) ERwin
9 1 (0.43%) Zephyr
General
1 61 (25.96%) Finance
2 23 (9.79%) Advertising
3 20 (8.51%) Retail
4 17 (7.23%) Marketing
5 6 (2.55%) Banking
6 3 (1.28%) Legal
7 2 (0.85%) Games
7 2 (0.85%) Law
8 1 (0.43%) Automotive
8 1 (0.43%) Pharmaceutical
8 1 (0.43%) Telecoms
Job Titles
1 137 (58.30%) Developer
2 60 (25.53%) Business Intelligence Developer
3 37 (15.74%) SQL Developer
4 29 (12.34%) ETL Developer
5 25 (10.64%) Data Warehouse Developer
5 25 (10.64%) Oracle Developer
6 24 (10.21%) Architect
7 23 (9.79%) Analyst
8 18 (7.66%) Database Developer
9 17 (7.23%) Data Manager
10 15 (6.38%) Oracle Database Developer
10 15 (6.38%) Senior Developer
11 13 (5.53%) SSIS Developer
12 12 (5.11%) Oracle ETL Developer
12 12 (5.11%) PL/SQL Developer
12 12 (5.11%) SQL Database Developer
13 11 (4.68%) DBA
13 11 (4.68%) Oracle Data Warehouse Developer
13 11 (4.68%) SQL BI Developer
14 10 (4.26%) Lead Developer
Libraries, Frameworks & Software Standards
1 61 (25.96%) .NET
2 36 (15.32%) Web Services
3 28 (11.91%) REST
3 28 (11.91%) SOAP
4 26 (11.06%) MDX
5 15 (6.38%) XML
6 13 (5.53%) Spring
7 9 (3.83%) AngularJS
7 9 (3.83%) ASP.NET
7 9 (3.83%) HTML
7 9 (3.83%) Ionic Framework
7 9 (3.83%) WPF
8 4 (1.70%) EJB
8 4 (1.70%) JDBC
8 4 (1.70%) JPA
8 4 (1.70%) JSON
8 4 (1.70%) Servlets
8 4 (1.70%) XML Schema
8 4 (1.70%) XSD
8 4 (1.70%) XSLT
Miscellaneous
1 46 (19.57%) Analytical Skills
2 12 (5.11%) Computer Science
3 10 (4.26%) Greenfield Project
4 6 (2.55%) Management Information System
5 4 (1.70%) Enterprise Software
5 4 (1.70%) Foreign Exchange (FX)
5 4 (1.70%) NHS
6 3 (1.28%) Algorithms
6 3 (1.28%) Clustering
6 3 (1.28%) Data Structures
6 3 (1.28%) PDA
7 2 (0.85%) Credit Risk
8 1 (0.43%) Equities
8 1 (0.43%) Fintech
8 1 (0.43%) Life Science
8 1 (0.43%) N-Tier
8 1 (0.43%) Replication
Operating Systems
1 21 (8.94%) Linux
2 8 (3.40%) Windows
3 4 (1.70%) Windows Server
4 2 (0.85%) Unix
5 1 (0.43%) Windows Server 2008
5 1 (0.43%) Windows Server 2012
Processes & Methodologies
1 124 (52.77%) Business Intelligence
2 77 (32.77%) Agile Software Development
3 57 (24.26%) Data Modelling
4 36 (15.32%) Analytics
4 36 (15.32%) ETL Development
5 35 (14.89%) Kimball Methodology
6 34 (14.47%) Performance Tuning
6 34 (14.47%) Unit Testing
7 25 (10.64%) Data Analysis
8 19 (8.09%) Data Integration
9 18 (7.66%) Visualisation
10 17 (7.23%) Database Tuning
10 17 (7.23%) Stakeholder Management
11 16 (6.81%) Inmon Methodology
12 15 (6.38%) ITIL
12 15 (6.38%) SOA
13 14 (5.96%) CRM
13 14 (5.96%) Data Transformation
13 14 (5.96%) ERP
13 14 (5.96%) SDLC
Programming Languages
1 185 (78.72%) SQL
2 87 (37.02%) T-SQL
3 33 (14.04%) C#
3 33 (14.04%) PL/SQL
4 29 (12.34%) Java
5 24 (10.21%) VBA
6 21 (8.94%) PowerShell
7 15 (6.38%) Python
7 15 (6.38%) VB.NET
8 12 (5.11%) JavaScript
9 8 (3.40%) VBScript
10 4 (1.70%) Bash Shell
10 4 (1.70%) Perl
10 4 (1.70%) SPARQL
10 4 (1.70%) VB
10 4 (1.70%) XPath
10 4 (1.70%) XQuery
11 3 (1.28%) Scala
11 3 (1.28%) Shell Script
12 2 (0.85%) Ruby
Qualifications
1 34 (14.47%) Degree
2 6 (2.55%) ISEB
2 6 (2.55%) Security Cleared
3 5 (2.13%) Microsoft Certification
4 3 (1.28%) Computer Science Degree
5 1 (0.43%) ISTQB
5 1 (0.43%) ISTQB Foundation Certification
5 1 (0.43%) SC Cleared
Quality Assurance & Compliance
1 14 (5.96%) Data Quality
2 9 (3.83%) QA
3 4 (1.70%) SLA
4 2 (0.85%) ISO/IEC 27001
5 1 (0.43%) PCI DSS
System Software
1 1 (0.43%) Active Directory
1 1 (0.43%) Oracle RAC
Systems Management
1 4 (1.70%) Dollar Universe
1 4 (1.70%) Tivoli
2 3 (1.28%) Data Guard
2 3 (1.28%) Opscode Chef
2 3 (1.28%) OSSEC
3 1 (0.43%) Ansible
3 1 (0.43%) Failover Clustering
3 1 (0.43%) Hadoop YARN
3 1 (0.43%) Oozie
3 1 (0.43%) Packer
3 1 (0.43%) Terraform
Vendors
1 77 (32.77%) Microsoft
2 61 (25.96%) Oracle
3 33 (14.04%) Tableau
4 24 (10.21%) SAP
5 23 (9.79%) Cognos
6 17 (7.23%) IBM
7 9 (3.83%) Teradata
8 7 (2.98%) Google
8 7 (2.98%) Informatica
9 6 (2.55%) Talend
10 4 (1.70%) CA
10 4 (1.70%) OpenText
10 4 (1.70%) TIBCO
11 3 (1.28%) Jedox
11 3 (1.28%) Orchard
11 3 (1.28%) PeopleSoft
11 3 (1.28%) VMware
12 2 (0.85%) MicroStrategy
12 2 (0.85%) RedGate
12 2 (0.85%) Twitter