Period
to 17 February 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 17 February 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
17 Feb 2018
Same period 2017 Same period 2016
Rank 164 134 173
Rank change year-on-year -30 +39 +13
Permanent jobs citing ETL 215 278 242
As % of all permanent IT jobs advertised in the East of England 1.74% 2.21% 1.62%
As % of the Processes & Methodologies category 1.98% 2.48% 1.86%
Number of salaries quoted 185 214 217
East of England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% -9.52%
10th Percentile £35,750 £36,250 £35,000
90th Percentile £66,500 £70,875 £65,000
England median annual salary £52,000 £52,500 £51,500
% change year-on-year -0.95% +1.94% -1.90%

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 10,884 11,197 13,035
As % of all permanent IT jobs advertised in the East of England 88.07% 88.96% 87.25%
Number of salaries quoted 8,809 9,116 10,578
East of England median annual salary £50,000 £45,344 £45,000
Median salary % change year-on-year +10.27% +0.76% -
10th Percentile £28,500 £27,500 £26,250
90th Percentile £71,250 £71,250 £68,250
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 17 February 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 17 February 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 0 91 £50,000 -9.09% 17
Essex -4 47 £60,000 +26.32% 3
Cambridgeshire -45 29 £45,000 -28.00% 10
Suffolk +13 26 £42,500 -5.56% 6
Bedfordshire +14 14 £49,000 +1.03% 2
Norfolk +5 8 £37,500 -16.67% 1
ETL
England

For the 6 months to 17 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 East of England region with a requirement for ETL.

1 145 (67.44%) SQL
2 129 (60.00%) SQL Server
3 127 (59.07%) Business Intelligence
4 119 (55.35%) SQL Server Integration Services
5 101 (46.98%) Data Warehouse
6 87 (40.47%) T-SQL
7 83 (38.60%) Microsoft
8 81 (37.67%) SQL Server Reporting Services
9 70 (32.56%) SQL Server Analysis Services
10 62 (28.84%) Agile Software Development
11 58 (26.98%) Data Modelling
12 54 (25.12%) .NET
13 45 (20.93%) Unit Testing
14 43 (20.00%) Finance
14 43 (20.00%) Power BI
15 42 (19.53%) Oracle
16 40 (18.60%) VBA
17 39 (18.14%) Web Services
17 39 (18.14%) Performance Tuning
18 38 (17.67%) Kimball Methodology
19 37 (17.21%) ETL Development
19 37 (17.21%) MS Access
20 35 (16.28%) PowerShell
21 32 (14.88%) Tableau
22 31 (14.42%) SQL Server 2012
23 30 (13.95%) Advertising
24 29 (13.49%) SOAP
24 29 (13.49%) SQL Server Management Studio (SSMS)
24 29 (13.49%) REST
24 29 (13.49%) Team Foundation Server

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 15 (6.98%) Apache Spark
2 12 (5.58%) Apache
3 11 (5.12%) Apache Pig
3 11 (5.12%) Drupal
3 11 (5.12%) Tomcat
4 4 (1.86%) BizTalk Server
4 4 (1.86%) SharePoint
4 4 (1.86%) SharePoint Server
5 3 (1.40%) SAS
6 2 (0.93%) Apache Solr
7 1 (0.47%) Elasticsearch
7 1 (0.47%) WebLogic
Applications
1 22 (10.23%) Microsoft Excel
2 4 (1.86%) EngageOne
3 2 (0.93%) SPSS
4 1 (0.47%) Microsoft Office
4 1 (0.47%) Weka
Business Applications
1 4 (1.86%) Exstream
1 4 (1.86%) Oracle Assets
1 4 (1.86%) Oracle Cash Management
1 4 (1.86%) Oracle Payables
1 4 (1.86%) Oracle Receivables
1 4 (1.86%) Orchard Housing
2 3 (1.40%) Dynamics GP
3 2 (0.93%) Dynamics CRM
3 2 (0.93%) Dynamics NAV
3 2 (0.93%) SAP Hybris
4 1 (0.47%) Adobe Campaign
4 1 (0.47%) FastStats
4 1 (0.47%) FastStats PeopleStage
4 1 (0.47%) SAP MDG
4 1 (0.47%) SAP MDM
Cloud Services
1 27 (12.56%) Microsoft Azure
2 19 (8.84%) Amazon AWS
3 6 (2.79%) Amazon S3
4 5 (2.33%) Serverless
5 2 (0.93%) Amazon EMR
5 2 (0.93%) Cloud Computing
5 2 (0.93%) Google Analytics
5 2 (0.93%) Tricentis Tosca
6 1 (0.47%) AWS CloudFormation
6 1 (0.47%) AWS Lambda
6 1 (0.47%) Google Cloud Platform
Communications & Networking
1 17 (7.91%) DNS
1 17 (7.91%) Firewall
2 3 (1.40%) SAN
Database & Business Intelligence
1 129 (60.00%) SQL Server
2 119 (55.35%) SQL Server Integration Services
3 101 (46.98%) Data Warehouse
4 81 (37.67%) SQL Server Reporting Services
5 70 (32.56%) SQL Server Analysis Services
6 43 (20.00%) Power BI
7 37 (17.21%) MS Access
8 31 (14.42%) SQL Server 2012
9 28 (13.02%) Big Data
10 27 (12.56%) Hadoop
11 26 (12.09%) NoSQL
12 25 (11.63%) MySQL
13 22 (10.23%) Relational Database
13 22 (10.23%) SQL Server 2016
14 21 (9.77%) OLAP
14 21 (9.77%) SQL Server 2014
15 19 (8.84%) Oracle Database
16 18 (8.37%) OLTP
17 17 (7.91%) MongoDB
17 17 (7.91%) SAP Data Services
Development Applications
1 29 (13.49%) SQL Server Management Studio (SSMS)
1 29 (13.49%) Team Foundation Server
2 12 (5.58%) Selenium
3 10 (4.65%) Cucumber
3 10 (4.65%) Jenkins
4 6 (2.79%) Git (software)
4 6 (2.79%) JIRA
5 5 (2.33%) Zephyr
6 2 (0.93%) Visual Studio
7 1 (0.47%) CA Gen
7 1 (0.47%) ERwin
General
1 43 (20.00%) Finance
2 30 (13.95%) Advertising
3 19 (8.84%) Retail
4 10 (4.65%) Marketing
5 4 (1.86%) General Ledger
5 4 (1.86%) Legal
6 3 (1.40%) Banking
7 2 (0.93%) Automotive
7 2 (0.93%) Back Office
7 2 (0.93%) Games
7 2 (0.93%) Law
7 2 (0.93%) Telecoms
8 1 (0.47%) Manufacturing
Job Titles
1 109 (50.70%) Developer
2 56 (26.05%) Business Intelligence Developer
3 36 (16.74%) Analyst
4 25 (11.63%) SQL Developer
5 21 (9.77%) Lead Developer
6 20 (9.30%) Microsoft Developer
7 18 (8.37%) Business Intelligence Analyst
8 17 (7.91%) Architect
9 15 (6.98%) DBA
10 14 (6.51%) Data Analyst
11 13 (6.05%) Data Engineer
11 13 (6.05%) ETL Developer
12 12 (5.58%) SQL DBA
12 12 (5.58%) SQL Server Developer
13 11 (5.12%) Big Data Engineer
13 11 (5.12%) Digital Architect
14 10 (4.65%) Data Warehouse Developer
14 10 (4.65%) Hadoop Engineer
14 10 (4.65%) Oracle Developer
14 10 (4.65%) Test Analyst
Libraries, Frameworks & Software Standards
1 54 (25.12%) .NET
2 39 (18.14%) Web Services
3 29 (13.49%) REST
3 29 (13.49%) SOAP
4 21 (9.77%) MDX
5 17 (7.91%) WPF
6 13 (6.05%) ASP.NET
7 11 (5.12%) AngularJS
7 11 (5.12%) HTML
7 11 (5.12%) Ionic Framework
7 11 (5.12%) Spring
8 10 (4.65%) Kafka
9 9 (4.19%) RabbitMQ
10 6 (2.79%) WCF
10 6 (2.79%) XML
11 5 (2.33%) ASP.NET Web API
11 5 (2.33%) ODBC
11 5 (2.33%) XML Schema
11 5 (2.33%) XSD
11 5 (2.33%) XSLT
Miscellaneous
1 22 (10.23%) Analytical Skills
2 12 (5.58%) Greenfield Project
3 7 (3.26%) Clustering
3 7 (3.26%) Replication
4 6 (2.79%) Management Information System
5 5 (2.33%) Enterprise Software
6 4 (1.86%) NHS
7 3 (1.40%) Computer Science
8 2 (0.93%) Data Structures
8 2 (0.93%) Life Science
9 1 (0.47%) Algorithms
9 1 (0.47%) Equities
9 1 (0.47%) Fintech
9 1 (0.47%) Mobile App
9 1 (0.47%) Mobile Payment
9 1 (0.47%) N-Tier
Operating Systems
1 12 (5.58%) Linux
2 7 (3.26%) Windows
3 3 (1.40%) Unix
4 2 (0.93%) Windows Server
4 2 (0.93%) Windows Server 2003
4 2 (0.93%) Windows Server 2008
4 2 (0.93%) Windows Server 2012
Processes & Methodologies
1 127 (59.07%) Business Intelligence
2 62 (28.84%) Agile Software Development
3 58 (26.98%) Data Modelling
4 45 (20.93%) Unit Testing
5 39 (18.14%) Performance Tuning
6 38 (17.67%) Kimball Methodology
7 37 (17.21%) ETL Development
8 25 (11.63%) Database Tuning
9 22 (10.23%) Visualisation
10 20 (9.30%) Analytics
10 20 (9.30%) Inmon Methodology
11 19 (8.84%) Data Analysis
12 17 (7.91%) Data Visualisation
13 15 (6.98%) Data Management
13 15 (6.98%) Migration
13 15 (6.98%) OO
14 13 (6.05%) Test Automation
15 12 (5.58%) Data Migration
15 12 (5.58%) Dimensional Modelling
15 12 (5.58%) ERP
Programming Languages
1 145 (67.44%) SQL
2 87 (40.47%) T-SQL
3 40 (18.60%) VBA
4 35 (16.28%) PowerShell
5 27 (12.56%) Java
6 26 (12.09%) C#
7 11 (5.12%) PL/SQL
7 11 (5.12%) Python
8 6 (2.79%) JavaScript
8 6 (2.79%) VB.NET
9 5 (2.33%) SPARQL
9 5 (2.33%) VB
9 5 (2.33%) XPath
9 5 (2.33%) XQuery
10 3 (1.40%) Scala
11 2 (0.93%) Data Analysis Expressions (DAX)
11 2 (0.93%) Go
11 2 (0.93%) Perl
11 2 (0.93%) R
11 2 (0.93%) Ruby
Qualifications
1 15 (6.98%) Degree
2 10 (4.65%) Security Cleared
3 6 (2.79%) ISTQB
4 5 (2.33%) ISTQB Foundation Certification
4 5 (2.33%) SC Cleared
5 4 (1.86%) ISEB
6 1 (0.47%) PhD
Quality Assurance & Compliance
1 12 (5.58%) QA
2 5 (2.33%) Data Quality
2 5 (2.33%) ISO/IEC 27001
3 4 (1.86%) SLA
4 2 (0.93%) GDPR
4 2 (0.93%) GxP
5 1 (0.47%) PCI DSS
System Software
1 12 (5.58%) HDFS
2 11 (5.12%) Apache Flume
3 9 (4.19%) Docker
4 1 (0.47%) Oracle RAC
Systems Management
1 4 (1.86%) Dollar Universe
2 2 (0.93%) Systems Management Server (SMS)
2 2 (0.93%) Terraform
3 1 (0.47%) Ansible
3 1 (0.47%) Failover Clustering
3 1 (0.47%) Oozie
3 1 (0.47%) Packer
Vendors
1 83 (38.60%) Microsoft
2 42 (19.53%) Oracle
3 32 (14.88%) Tableau
4 26 (12.09%) SAP
5 24 (11.16%) Cognos
6 21 (9.77%) IBM
7 11 (5.12%) Cloudera
8 10 (4.65%) Hortonworks
8 10 (4.65%) MapR
9 6 (2.79%) Google
9 6 (2.79%) Talend
10 4 (1.86%) CA
10 4 (1.86%) Informatica
10 4 (1.86%) OpenText
10 4 (1.86%) Orchard
11 2 (0.93%) hybris
11 2 (0.93%) IFS
11 2 (0.93%) Teradata
11 2 (0.93%) Twitter
11 2 (0.93%) WorldPay