Period
to 20 November 2017

The following table provides summary statistics for contract job vacancies advertised in the East of England with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
England > East of England
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 113 76 87
Rank change year-on-year -37 +11 -25
Contract jobs citing ETL 91 120 137
As % of all contract IT jobs advertised in the East of England 1.78% 2.50% 2.31%
As % of the Processes & Methodologies category 2.15% 3.07% 2.93%
Number of daily rates quoted 57 83 93
East of England median daily rate £425 £404 £395
Median daily rate % change year-on-year +5.30% +2.18% +12.86%
10th Percentile £308 £281 £295
90th Percentile £560 £488 £538
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 1 0 0
East of England median hourly rate £34.50 - -
England median hourly rate £46.21 £44.00 £28.75
% change year-on-year +5.02% +53.04% -24.84%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Contract vacancies with a requirement for process or methodology skills 4224 3904 4675
As % of all contract IT jobs advertised in the East of England 82.66% 81.44% 78.73%
Number of daily rates quoted 2435 2265 2738
East of England median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +6.67%
10th Percentile £250 £224 £234
90th Percentile £575 £540 £550
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.59% +5.63%
Number of hourly rates quoted 259 309 391
East of England median hourly rate £31.03 £31.45 £25.50
Median hourly rate % change year-on-year -1.34% +23.33% +5.99%
10th Percentile £11.52 £13.75 £12.00
90th Percentile £49.75 £47.50 £45.45
England median hourly rate £24.00 £24.42 £22.50
% change year-on-year -1.72% +8.53% +18.42%

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
Contractor Daily Rate Trend in the East of England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in the East of England.

Contractor daily rate trend for ETL in the East of England

ETL
Contractor Daily Rate Histogram in the East of England

The daily rate distribution of IT jobs citing ETL in the East of England over the 6 months to 20 November 2017.

Contractor daily rate histogram for ETL in the East of England

ETL
Contractor Hourly Rate Trend in the East of England

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

Contractor hourly rate trend for ETL in the East of England

ETL
Contract Job Locations in the East of England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the East of England region over the 6 months to 20 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Hertfordshire -8 33 £450 +29.50% 3
Cambridgeshire -26 18 £394 -7.35% 3
Bedfordshire -7 16 £315 -23.64%
Essex -22 10 £488 +10.17%
Suffolk +8 9 £466 +10.36% 4
Norfolk -1 3 £300 -26.15% 1
East Anglia -2 1 - -
ETL
England

For the 6 months to 20 November 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the East of England region with a requirement for ETL.

1 58 (63.74%) SQL
2 38 (41.76%) Data Warehouse
3 33 (36.26%) SQL Server
3 33 (36.26%) SQL Server Integration Services
4 31 (34.07%) Business Intelligence
5 27 (29.67%) Agile Software Development
6 26 (28.57%) Data Modelling
6 26 (28.57%) Oracle
7 22 (24.18%) Finance
7 22 (24.18%) Migration
8 18 (19.78%) Big Data
9 17 (18.68%) Analytics
9 17 (18.68%) Data Migration
10 16 (17.58%) Python
11 15 (16.48%) XML
11 15 (16.48%) Data Quality
12 14 (15.38%) Java
12 14 (15.38%) Microsoft
12 14 (15.38%) Hadoop
13 13 (14.29%) T-SQL
13 13 (14.29%) Web Services
14 12 (13.19%) SQL Server Reporting Services
14 12 (13.19%) JSON
14 12 (13.19%) SQL Server Analysis Services
14 12 (13.19%) Relational Database
14 12 (13.19%) Apache Spark
15 11 (12.09%) RDBMS
16 10 (10.99%) Management Information System
16 10 (10.99%) C#
16 10 (10.99%) Data Analysis

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 (13.19%) Apache Spark
2 6 (6.59%) Tomcat
3 5 (5.49%) Apache
4 4 (4.40%) Apache Pig
4 4 (4.40%) Confluence
4 4 (4.40%) MQSeries
5 2 (2.20%) Drupal
5 2 (2.20%) JBoss
5 2 (2.20%) WildFly
6 1 (1.10%) Elasticsearch
6 1 (1.10%) IIS
Applications
1 2 (2.20%) Microsoft Excel
2 1 (1.10%) Microsoft Office
Business Applications
1 2 (2.20%) Remedy ITSM
2 1 (1.10%) Cognos Business Intelligence
2 1 (1.10%) Dynamics AX
2 1 (1.10%) Dynamics CRM
2 1 (1.10%) Dynamics NAV
2 1 (1.10%) Infor SunSystems
2 1 (1.10%) Oracle Assets
2 1 (1.10%) Oracle Cash Management
2 1 (1.10%) Oracle ERP
2 1 (1.10%) Oracle Payables
2 1 (1.10%) Oracle Receivables
2 1 (1.10%) Orchard Housing
2 1 (1.10%) SAP MDG
2 1 (1.10%) SAP MDM
2 1 (1.10%) Unit4 Business World
Cloud Services
1 6 (6.59%) Amazon AWS
2 3 (3.30%) Microsoft Azure
3 1 (1.10%) BlazeMeter
3 1 (1.10%) Data Lake Analytics
Communications & Networking
1 5 (5.49%) Internet
2 1 (1.10%) FTP
2 1 (1.10%) Intranet
2 1 (1.10%) SMS
Database & Business Intelligence
1 38 (41.76%) Data Warehouse
2 33 (36.26%) SQL Server
2 33 (36.26%) SQL Server Integration Services
3 18 (19.78%) Big Data
4 14 (15.38%) Hadoop
5 12 (13.19%) Relational Database
5 12 (13.19%) SQL Server Analysis Services
5 12 (13.19%) SQL Server Reporting Services
6 11 (12.09%) RDBMS
7 10 (10.99%) Apache Hive
7 10 (10.99%) Power BI
8 9 (9.89%) Impala
8 9 (9.89%) Oracle Database
8 9 (9.89%) SQL Server 2008
9 7 (7.69%) MySQL
9 7 (7.69%) SQL Server 2012
10 6 (6.59%) Oracle ODI
10 6 (6.59%) Qlik Sense
11 5 (5.49%) Data Mining
12 4 (4.40%) OLAP
Development Applications
1 6 (6.59%) Talend Open Studio
1 6 (6.59%) Team Foundation Server
2 5 (5.49%) Git (software)
2 5 (5.49%) JIRA
2 5 (5.49%) Visual Studio
3 4 (4.40%) Eclipse
3 4 (4.40%) JUnit
3 4 (4.40%) Log4j
3 4 (4.40%) Maven
3 4 (4.40%) Mockito
3 4 (4.40%) PowerDesigner
3 4 (4.40%) Subversion
4 2 (2.20%) Jenkins
5 1 (1.10%) Cucumber
5 1 (1.10%) ERwin
5 1 (1.10%) Gatling
5 1 (1.10%) JMeter
5 1 (1.10%) Selenium
5 1 (1.10%) SQL Server Management Studio (SSMS)
General
1 22 (24.18%) Finance
2 7 (7.69%) Publishing
3 4 (4.40%) Games
4 3 (3.30%) Pharmaceutical
4 3 (3.30%) Telecoms
5 2 (2.20%) Retail
6 1 (1.10%) General Ledger
6 1 (1.10%) Legal
Job Titles
1 38 (41.76%) Developer
2 16 (17.58%) Analyst
3 15 (16.48%) SQL Developer
4 11 (12.09%) Architect
4 11 (12.09%) ETL Developer
5 9 (9.89%) Big Data Engineer
5 9 (9.89%) Data Engineer
6 8 (8.79%) SSIS Developer
7 7 (7.69%) Business Intelligence Developer
7 7 (7.69%) SQL Server Developer
8 6 (6.59%) Analyst Developer
8 6 (6.59%) Data Analyst
9 5 (5.49%) Business Intelligence Analyst
9 5 (5.49%) Consultant
9 5 (5.49%) Data Architect
9 5 (5.49%) Developer Analyst
9 5 (5.49%) Technical Leader
10 4 (4.40%) Database Developer
10 4 (4.40%) Integration Developer
10 4 (4.40%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 15 (16.48%) XML
2 13 (14.29%) Web Services
3 12 (13.19%) JSON
4 8 (8.79%) .NET
4 8 (8.79%) J2EE
4 8 (8.79%) XML Schema
5 7 (7.69%) XSD
6 6 (6.59%) EJB
6 6 (6.59%) JDBC
6 6 (6.59%) JMS
6 6 (6.59%) REST
6 6 (6.59%) SOAP
7 5 (5.49%) JSP
7 5 (5.49%) Middleware
7 5 (5.49%) Spring
8 4 (4.40%) ActiveMQ
8 4 (4.40%) Spark Streaming
8 4 (4.40%) Spring Boot
8 4 (4.40%) Spring Security
8 4 (4.40%) XSLT
Miscellaneous
1 10 (10.99%) Management Information System
2 6 (6.59%) Analytical Skills
3 4 (4.40%) Greenfield Project
3 4 (4.40%) N-Tier
4 3 (3.30%) Data Structures
5 2 (2.20%) Reference Data
5 2 (2.20%) Wiki
6 1 (1.10%) Blog
6 1 (1.10%) Linux Command Line
Operating Systems
1 9 (9.89%) Linux
2 8 (8.79%) Unix
3 4 (4.40%) HPUX
3 4 (4.40%) Solaris
Processes & Methodologies
1 31 (34.07%) Business Intelligence
2 27 (29.67%) Agile Software Development
3 26 (28.57%) Data Modelling
4 22 (24.18%) Migration
5 17 (18.68%) Analytics
5 17 (18.68%) Data Migration
6 10 (10.99%) Data Analysis
6 10 (10.99%) Data Integration
6 10 (10.99%) Performance Tuning
7 9 (9.89%) Data Analytics
7 9 (9.89%) E-Commerce
7 9 (9.89%) Workflow
8 8 (8.79%) Data Cleansing
9 7 (7.69%) Data Mapping
9 7 (7.69%) Scrum
9 7 (7.69%) Stakeholder Management
10 6 (6.59%) Data Extraction
10 6 (6.59%) ERP
10 6 (6.59%) ITIL
10 6 (6.59%) UML
Programming Languages
1 58 (63.74%) SQL
2 16 (17.58%) Python
3 14 (15.38%) Java
4 13 (14.29%) T-SQL
5 10 (10.99%) C#
6 6 (6.59%) R
7 4 (4.40%) Bash Shell
7 4 (4.40%) Perl
8 3 (3.30%) Scala
8 3 (3.30%) Shell Script
8 3 (3.30%) VB.NET
9 2 (2.20%) PL/SQL
9 2 (2.20%) PowerShell
9 2 (2.20%) VBA
10 1 (1.10%) JavaScript
10 1 (1.10%) PHP
Qualifications
1 4 (4.40%) Security Cleared
2 3 (3.30%) ISEB
2 3 (3.30%) ISTQB
2 3 (3.30%) SC Cleared
3 1 (1.10%) Degree
Quality Assurance & Compliance
1 15 (16.48%) Data Quality
2 5 (5.49%) QA
3 1 (1.10%) Disclosure Scotland
System Software
1 3 (3.30%) HDFS
2 1 (1.10%) Apache Flume
Systems Management
1 6 (6.59%) Oozie
2 2 (2.20%) Hadoop YARN
2 2 (2.20%) HP Quality Center
3 1 (1.10%) Data Guard
3 1 (1.10%) Kibana
Vendors
1 26 (28.57%) Oracle
2 14 (15.38%) Microsoft
3 9 (9.89%) IBM
4 7 (7.69%) Teradata
5 6 (6.59%) Alteryx
5 6 (6.59%) Informatica
5 6 (6.59%) Tableau
5 6 (6.59%) Talend
6 5 (5.49%) Cloudera
7 4 (4.40%) HP
8 3 (3.30%) Cognos
8 3 (3.30%) Hortonworks
8 3 (3.30%) MapR
9 2 (2.20%) BMC
9 2 (2.20%) Remedy
9 2 (2.20%) SAP
10 1 (1.10%) Citrix
10 1 (1.10%) CODA
10 1 (1.10%) Orchard
10 1 (1.10%) RedGate