The following table provides summary statistics for contract job vacancies advertised in 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 3 months to 28 March 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)
UK / England
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 99 93 66
Rank change year-on-year -6 -27  
Contract jobs citing ETL 994 1149 1412
As % of all contract IT jobs advertised in England 2.39% 2.33% 2.88%
As % of the Processes & Methodologies category 2.87% 2.80% 3.60%
Number of daily rates quoted 617 811 873
Median daily rate £430 £425 £420
Median daily rate % change year-on-year +1.17% +1.19%  
90% offered a daily rate of more than £313 £320 £300
10% offered a daily rate of more than £575 £550 £550
UK excluding London median daily rate £400 £400 £400
Number of hourly rates quoted 5 0 5
Median hourly rate £35.00 - £40.00
90% offered a hourly rate of more than £30.49 - £26.60
10% offered a hourly rate of more than £40.00 - £42.70
UK excluding London median hourly rate £37.50 - £40.00

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process and methodology skills.

Contract Process & Methodology Skills
England
Contract job vacancies with a requirement for process and methodology skills 34656 40979 39244
As % of all contract IT job vacancies advertised in England 83.30% 82.95% 79.99%
Number of daily rates quoted 23008 27240 24713
Median daily rate £450 £438 £425
Median daily rate % change year-on-year +2.85% +2.94%  
90% offered a daily rate of more than £300 £300 £280
10% offered a daily rate of more than £600 £600 £585
UK excluding London median daily rate £410 £400 £396
% change year-on-year +2.50% +1.01%  
Number of hourly rates quoted 862 1004 1153
Median hourly rate £36.00 £36.50 £27.50
Median hourly rate % change year-on-year -1.36% +32.72%  
90% offered a hourly rate of more than £13.00 £13.00 £12.00
10% offered a hourly rate of more than £52.50 £52.50 £48.82
UK excluding London median hourly rate £36.00 £38.50 £30.20
% change year-on-year -6.49% +27.48%  

ETL
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing ETL as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in England

ETL
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for ETL in England

ETL
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing ETL in England over the 3 months to 28 March 2017.

Contractor daily rate histogram for ETL in England

ETL
Contractor Hourly Rate Trend in England

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

Contractor hourly rate trend for ETL in England

ETL
Contractor Hourly Rate Histogram in England

The hourly rate distribution of IT jobs citing ETL in England over the 3 months to 28 March 2017.

Contractor hourly rate histogram for ETL in England

ETL
Contract Job Locations in 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 England region over the 3 months to 28 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +16 524 £450 - 114
South East +15 164 £450 +5.88% 27
North West +21 83 £350 -18.84% 29
West Midlands -2 58 £369 -18.05% 16
South West -32 40 £400 +12.28% 21
East of England -33 40 £419 +4.68% 17
Yorkshire -31 37 £360 +2.85% 17
East Midlands -15 29 £350 -17.64% 12
North East -22 11 £525 +23.52% 1
Midlands 0 7 - -
ETL
UK

For the 6 months to 28 March 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 England region with a requirement for ETL.

1 1218 (56.70%) SQL
2 898 (41.81%) Data Warehouse
3 852 (39.66%) Business Intelligence
4 780 (36.31%) SQL Server
5 675 (31.42%) SQL Server Integration Services
6 558 (25.98%) Finance
7 532 (24.77%) Oracle
8 530 (24.67%) Data Modelling
9 500 (23.28%) Agile Software Development
10 444 (20.67%) Microsoft
11 417 (19.41%) SQL Server Reporting Services
12 390 (18.16%) Migration
13 370 (17.23%) Big Data
14 319 (14.85%) T-SQL
15 314 (14.62%) SQL Server Analysis Services
16 296 (13.78%) Hadoop
17 295 (13.73%) Analytics
18 270 (12.57%) Data Migration
19 261 (12.15%) Java
20 228 (10.61%) Data Quality
21 215 (10.01%) Performance Tuning
22 212 (9.87%) Data Analysis
23 208 (9.68%) Informatica
24 201 (9.36%) Data Integration
25 200 (9.31%) Data Management
26 199 (9.26%) Analytical Skills
27 195 (9.08%) Banking
28 191 (8.89%) MS Excel
29 190 (8.85%) SQL Server 2012
30 181 (8.43%) Python

ETL
Co-occurring IT Skills in 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
1 174 (8.10%) Apache Spark
2 121 (5.63%) SAS
3 73 (3.40%) SharePoint
4 52 (2.42%) Apache Pig
5 51 (2.37%) Apache
6 39 (1.82%) Confluence
7 32 (1.49%) JBoss
8 26 (1.21%) Elasticsearch
9 24 (1.12%) Oracle SOA Suite
9 24 (1.12%) WebLogic
10 17 (0.79%) Apache Solr
11 16 (0.74%) IIS
12 12 (0.56%) PowerExchange
12 12 (0.56%) WebSphere
13 10 (0.47%) Drupal
13 10 (0.47%) Tomcat
14 9 (0.42%) CMS
14 9 (0.42%) Oracle Workflow
15 8 (0.37%) BizTalk Server
16 7 (0.33%) Mule
Applications
1 191 (8.89%) MS Excel
2 36 (1.68%) MS Office
3 25 (1.16%) MS PowerPoint
4 21 (0.98%) SPSS
5 19 (0.88%) MS Visio
6 11 (0.51%) Spreadsheet
7 6 (0.28%) MS Project
8 3 (0.14%) SPSS Modeler
9 2 (0.093%) InfoPath
9 2 (0.093%) Mathematica
9 2 (0.093%) S-PLUS
9 2 (0.093%) Weka
10 1 (0.047%) Stata
Business Applications
1 29 (1.35%) Dynamics CRM
2 25 (1.16%) Dynamics AX
3 15 (0.70%) Oracle EBS R12
4 14 (0.65%) Oracle Applications
4 14 (0.65%) SAP Oil and Gas
5 13 (0.61%) Oracle ERP
5 13 (0.61%) Oracle Financials
6 11 (0.51%) Oracle EBS
7 10 (0.47%) Hyperion Planning
8 8 (0.37%) HFM
8 8 (0.37%) Markit EDM
8 8 (0.37%) Oracle Payables
8 8 (0.37%) Oracle Receivables
9 7 (0.33%) FastStats
10 6 (0.28%) NetSuite
10 6 (0.28%) SAP ERP
11 5 (0.23%) Oracle Retail
11 5 (0.23%) Unit4 Business World
12 4 (0.19%) Cognos TM1
12 4 (0.19%) SAP MDG
Cloud Services
1 141 (6.56%) Amazon AWS
2 123 (5.73%) Microsoft Azure
3 48 (2.23%) PaaS
4 43 (2.00%) IaaS
5 27 (1.26%) Cloud Computing
6 22 (1.02%) SaaS
7 20 (0.93%) Amazon EC2
8 19 (0.88%) Amazon EMR
9 18 (0.84%) Amazon S3
10 15 (0.70%) Boomi
11 13 (0.61%) Google Cloud Platform
12 11 (0.51%) Amazon Kinesis
12 11 (0.51%) AWS Elastic Beanstalk
13 10 (0.47%) Route 53
14 7 (0.33%) Force.com
14 7 (0.33%) Virtual Private Cloud
15 6 (0.28%) Amazon ELB
16 5 (0.23%) GitHub
17 4 (0.19%) Amazon ElastiCache
17 4 (0.19%) Datadog
Communications & Networking
1 17 (0.79%) Intranet
2 16 (0.74%) FTP
3 13 (0.61%) HTTP
3 13 (0.61%) PuTTY
4 12 (0.56%) LDAP
5 11 (0.51%) WinSCP
6 10 (0.47%) Internet
6 10 (0.47%) Kerberos
7 9 (0.42%) Firewall
8 8 (0.37%) Network Security
9 6 (0.28%) AMQP
10 5 (0.23%) Intrusion Detection
10 5 (0.23%) VoIP
10 5 (0.23%) Wireshark
11 3 (0.14%) SAN
12 2 (0.093%) DHCP
12 2 (0.093%) DNS
12 2 (0.093%) LAN
12 2 (0.093%) SNMP
12 2 (0.093%) WAN
Database & Business Intelligence
1 898 (41.81%) Data Warehouse
2 780 (36.31%) SQL Server
3 675 (31.42%) SQL Server Integration Services
4 417 (19.41%) SQL Server Reporting Services
5 370 (17.23%) Big Data
6 314 (14.62%) SQL Server Analysis Services
7 296 (13.78%) Hadoop
8 190 (8.85%) SQL Server 2012
9 162 (7.54%) Relational Database
10 160 (7.45%) SQL Server 2014
11 154 (7.17%) Apache Hive
12 153 (7.12%) Oracle Database
13 145 (6.75%) QlikView
14 139 (6.47%) BusinessObjects
15 124 (5.77%) Power BI
16 116 (5.40%) NoSQL
17 102 (4.75%) SQL Server 2008
18 96 (4.47%) OLAP
19 88 (4.10%) DataStage
19 88 (4.10%) MongoDB
Development Applications
1 171 (7.96%) Talend Open Studio
2 109 (5.07%) JIRA
3 97 (4.52%) Team Foundation Server
4 56 (2.61%) Git (software)
4 56 (2.61%) Jenkins
5 51 (2.37%) Visual Studio
6 43 (2.00%) ERwin
7 23 (1.07%) Subversion
8 19 (0.88%) JUnit
8 19 (0.88%) Toad
9 17 (0.79%) Oracle APEX
10 16 (0.74%) HP UFT
10 16 (0.74%) Maven
11 15 (0.70%) Oracle Forms
12 14 (0.65%) Mockito
12 14 (0.65%) PowerDesigner
13 12 (0.56%) Selenium
14 10 (0.47%) Cucumber
15 8 (0.37%) Liquibase
15 8 (0.37%) Sonatype Nexus
General
1 558 (25.98%) Finance
2 195 (9.08%) Banking
3 95 (4.42%) Retail
4 77 (3.58%) Marketing
5 39 (1.82%) Front Office
6 38 (1.77%) Advertising
6 38 (1.77%) Telecoms
7 31 (1.44%) Legal
8 30 (1.40%) Investment Banking
9 24 (1.12%) Publishing
10 22 (1.02%) Back Office
10 22 (1.02%) Pharmaceutical
11 20 (0.93%) Manufacturing
12 19 (0.88%) Billing
13 11 (0.51%) Financial Institution
14 10 (0.47%) Electronics
15 7 (0.33%) Aerospace
15 7 (0.33%) Games
15 7 (0.33%) Retail Banking
16 6 (0.28%) General Ledger
Job Titles
1 990 (46.09%) Developer
2 302 (14.06%) Analyst
2 302 (14.06%) ETL Developer
3 272 (12.66%) Architect
4 265 (12.34%) SQL Developer
5 234 (10.89%) Business Intelligence Developer
6 158 (7.36%) Consultant
7 156 (7.26%) Data Architect
8 149 (6.94%) SSIS Developer
9 141 (6.56%) Data Analyst
10 113 (5.26%) Data Warehouse Developer
11 101 (4.70%) DBA
12 80 (3.72%) ETL Analyst
13 78 (3.63%) Data Engineer
14 74 (3.45%) Business Developer
15 67 (3.12%) SQL BI Developer
16 65 (3.03%) SSRS Developer
17 64 (2.98%) Oracle Developer
18 63 (2.93%) Business Analyst
19 61 (2.84%) SQL Analyst
Libraries, Frameworks & Software Standards
1 159 (7.40%) XML
2 128 (5.96%) Web Services
3 122 (5.68%) .NET
4 77 (3.58%) MDX
5 62 (2.89%) Kafka
6 61 (2.84%) SOAP
7 57 (2.65%) REST
8 55 (2.56%) HTML
9 44 (2.05%) RESTful
10 35 (1.63%) XML Schema
11 34 (1.58%) JSON
12 32 (1.49%) CSS
13 31 (1.44%) Middleware
14 28 (1.30%) Spring
15 24 (1.12%) J2EE
15 24 (1.12%) Spark Streaming
16 23 (1.07%) ASP.NET
17 22 (1.02%) Hibernate
18 20 (0.93%) HTML5
19 19 (0.88%) AngularJS
Miscellaneous
1 199 (9.26%) Analytical Skills
2 99 (4.61%) Management Information System
3 66 (3.07%) Computer Science
4 57 (2.65%) Data Structures
5 52 (2.42%) Replication
6 50 (2.33%) Reference Data
7 34 (1.58%) Credit Risk
8 32 (1.49%) Algorithms
9 31 (1.44%) NHS
10 24 (1.12%) Mainframe
11 17 (0.79%) Enterprise Software
12 15 (0.70%) Data Centre
12 15 (0.70%) Linux Command Line
12 15 (0.70%) User Experience
13 12 (0.56%) Clustering
14 10 (0.47%) Fintech
14 10 (0.47%) SWIFT
14 10 (0.47%) Virtual Team
15 9 (0.42%) Equities
15 9 (0.42%) Fixed Income
Operating Systems
1 116 (5.40%) Linux
2 106 (4.93%) Unix
3 82 (3.82%) Windows
4 23 (1.07%) Windows Server
5 12 (0.56%) Red Hat Enterprise Linux
6 7 (0.33%) Solaris
7 4 (0.19%) CentOS
7 4 (0.19%) Ubuntu
7 4 (0.19%) Windows Server 2008
8 3 (0.14%) Windows XP
9 2 (0.093%) SUSE
9 2 (0.093%) Windows 7
9 2 (0.093%) Windows Server 2012
10 1 (0.047%) Debian
10 1 (0.047%) Windows Server 2003
Processes & Methodologies
1 852 (39.66%) Business Intelligence
2 530 (24.67%) Data Modelling
3 500 (23.28%) Agile Software Development
4 390 (18.16%) Migration
5 295 (13.73%) Analytics
6 270 (12.57%) Data Migration
7 215 (10.01%) Performance Tuning
8 212 (9.87%) Data Analysis
9 201 (9.36%) Data Integration
10 200 (9.31%) Data Management
11 142 (6.61%) Scrum
12 126 (5.87%) Kimball Methodology
13 123 (5.73%) Visualisation
14 117 (5.45%) ETL Development
15 114 (5.31%) Data Cleansing
16 111 (5.17%) Data Architecture
17 106 (4.93%) Stakeholder Management
18 93 (4.33%) Continuous Integration
19 90 (4.19%) ERP
20 81 (3.77%) Dimensional Modelling
Programming Languages
1 1218 (56.70%) SQL
2 319 (14.85%) T-SQL
3 261 (12.15%) Java
4 181 (8.43%) Python
5 155 (7.22%) C#
6 134 (6.24%) PL/SQL
7 94 (4.38%) Scala
8 77 (3.58%) R
9 70 (3.26%) JavaScript
10 45 (2.09%) Shell Script
11 44 (2.05%) PowerShell
12 38 (1.77%) Perl
13 32 (1.49%) Bash Shell
14 28 (1.30%) VBA
15 22 (1.02%) VB.NET
16 16 (0.74%) PHP
16 16 (0.74%) VB
17 13 (0.61%) C++
18 12 (0.56%) Apex Code
18 12 (0.56%) Ruby
Qualifications
1 132 (6.15%) Degree
2 109 (5.07%) Security Cleared
3 75 (3.49%) SC Cleared
4 19 (0.88%) ISEB
5 17 (0.79%) ISTQB
6 15 (0.70%) Microsoft Certification
7 12 (0.56%) DV Cleared
8 9 (0.42%) CCA
8 9 (0.42%) PMI Certification
9 7 (0.33%) BC Cleared
9 7 (0.33%) BPSS Clearance
9 7 (0.33%) CISM
9 7 (0.33%) PMP
10 6 (0.28%) ISTQB Foundation Certification
11 5 (0.23%) ISEB Practitioner
12 4 (0.19%) CHECK Team Member
12 4 (0.19%) CREST Certified
12 4 (0.19%) MCITP
12 4 (0.19%) MCSE
13 3 (0.14%) CTC Cleared
Quality Assurance & Compliance
1 228 (10.61%) Data Quality
2 100 (4.66%) QA
3 14 (0.65%) IFRS
4 13 (0.61%) IFRS 9
5 11 (0.51%) Disclosure Scotland
5 11 (0.51%) ISO20022
5 11 (0.51%) PCI DSS
6 10 (0.47%) SLA
7 6 (0.28%) Solvency II
8 4 (0.19%) MiFID
8 4 (0.19%) PMO
9 3 (0.14%) FedRAMP
10 2 (0.093%) GDPR
11 1 (0.047%) Basel III
11 1 (0.047%) COREP
11 1 (0.047%) FINREP
11 1 (0.047%) HL7
11 1 (0.047%) SDET
System Software
1 52 (2.42%) HDFS
2 25 (1.16%) Apache Flume
3 24 (1.12%) Docker
4 14 (0.65%) Oracle RAC
5 9 (0.42%) Active Directory
6 8 (0.37%) KVM
7 5 (0.23%) Snort
8 4 (0.19%) Virtual Machines
8 4 (0.19%) VMware Infrastructure
9 2 (0.093%) Hyper-V
9 2 (0.093%) Virtual Servers
9 2 (0.093%) VMware Workstation
10 1 (0.047%) Apache ZooKeeper
10 1 (0.047%) Cronacle
10 1 (0.047%) VMware ESXi
10 1 (0.047%) vSphere
Systems Management
1 33 (1.54%) Oozie
2 28 (1.30%) Hadoop YARN
3 22 (1.02%) Opscode Chef
4 18 (0.84%) Puppet
5 17 (0.79%) HP Quality Center
6 16 (0.74%) Ansible
7 12 (0.56%) Kibana
8 10 (0.47%) logstash
9 9 (0.42%) Control-M
10 8 (0.37%) Data Guard
10 8 (0.37%) Tivoli Storage Manager
11 7 (0.33%) Tivoli
12 6 (0.28%) Mesos
12 6 (0.28%) MOM
13 5 (0.23%) Ambari
13 5 (0.23%) Grafana
13 5 (0.23%) Oracle RMAN
13 5 (0.23%) rkt
13 5 (0.23%) Tivoli Monitoring
14 4 (0.19%) CA Single Sign-On
Vendors
1 532 (24.77%) Oracle
2 444 (20.67%) Microsoft
3 208 (9.68%) Informatica
4 171 (7.96%) Talend
5 163 (7.59%) SAP
6 151 (7.03%) Tableau
7 93 (4.33%) IBM
8 83 (3.86%) Teradata
9 62 (2.89%) Cognos
10 53 (2.47%) Ab Initio
11 49 (2.28%) Cloudera
12 48 (2.23%) Salesforce.com
13 46 (2.14%) MicroStrategy
14 38 (1.77%) Sybase
15 31 (1.44%) Hyperion
16 30 (1.40%) Netezza
17 24 (1.12%) Google
18 21 (0.98%) Hortonworks
18 21 (0.98%) MapR
19 19 (0.88%) Vertica
London
Computer People
Rate: £400 - £500 per day
Posted: 11 hours ago
Brighton, East Sussex
McGregor Boyall
Rate: £500 per day
Posted: 9 hours ago
City, London
Ebury
Rate: £400.00 - £460.00 per day
Posted: 2 hours ago
Bristol Area
Opus Recruitment Solutions Ltd
Rate: £350 - £375 per day
Posted: Yesterday
London
Venturi
Rate: £450 - £500 per annum
Posted: Yesterday
Essex
Hydrogen Group
Rate: £450.00 - £500.00 per annum
Posted: Yesterday
Colchester, Essex
Venturi
Rate: £200 - £275 per day
Posted: Yesterday
London
TEKsystems
Rate: £550 - £600 per day
Posted: Yesterday
London
AMS contingency
Posted: Yesterday
Oxfordshire
TEKsystems
Rate: £449 - £501 per day
Posted: Yesterday
Milton Keynes, Buckinghamshire
Venturi
Rate: £400 - £500 per day
Posted: 2 hours ago
London
Spring Technology
Posted: Yesterday
London
Harvey Nash plc
Rate: £550 - £600 per day
Posted: 2 hours ago
Crawley, West Sussex
Oliver James Associates
Rate: £400 - £450 per day + DOE
Posted: 4 days ago
Tonbridge, Kent
ReThink Recruitment
Rate: £165 - £175 per day
Posted: 6 days ago
Bristol, Avon
Nigel Frank International Ltd
Rate: £375 - £425 per day
Posted: 6 days ago
London
Marcus Donald People
Rate: £350 - £400 per day
Posted: 5 days ago
London
Spring Technology
Posted: 2 days ago
Nottingham, Nottinghamshire
The Bridge Ltd
Rate: £250 per day 6 months
Posted: 6 days ago
London
Hays Finance Technology
Rate: £500.00 - £575.00 per day
Posted: Yesterday
City, London
TalentFlow
Rate: From £500 to £550 per day £500 to £550 per day
Posted: 6 days ago
Cheshire
Oscar
Rate: £350 - £500 per day
Posted: 4 days ago
London
Burns Sheehan
Rate: £500 - £595 per day
Posted: 4 days ago
London
Nigel Frank International Ltd
Rate: £550 - £650 per day
Posted: 6 days ago
Durham, County Durham
Sopra Steria Recruitment
Posted: 5 days ago
Chesterfield, Derbyshire
Sopra Steria Recruitment
Rate: £Negotiable/Flexible
Posted: 4 days ago
City, London
Venturi
Posted: 6 days ago
London
AMS contingency
Posted: 8 days ago
City, London
Uniting Ambition
Rate: £500 - 600 per day
Posted: 3 hours ago
Derby, Derbyshire
AMS contingency
Posted: 26 days ago