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 June 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 Jun 2017
Same period 2016 Same period 2015
Rank 102 103 73
Rank change year-on-year +1 -30  
Contract jobs citing ETL 1021 1117 1422
As % of all contract IT jobs advertised in England 2.36% 2.26% 2.83%
As % of the Processes & Methodologies category 2.79% 2.71% 3.50%
Number of daily rates quoted 678 768 995
Median daily rate £450 £425 £425
Median daily rate % change year-on-year +5.88% -  
90% offered a daily rate of more than £318 £309 £300
10% offered a daily rate of more than £596 £575 £575
UK excluding London median daily rate £405 £400 £397
% change year-on-year +1.31% +0.75%  
Number of hourly rates quoted 11 6 11
Median hourly rate £40.00 £20.50 £33.00
Median hourly rate % change year-on-year +95.12% -37.87%  
90% offered a hourly rate of more than £16.50 £20.50 £21.25
10% offered a hourly rate of more than £67.50 £40.50 £47.50
UK excluding London median hourly rate £55.00 £20.50 £31.50
% change year-on-year +168.29% -34.92%  

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 36606 41272 40599
As % of all contract IT job vacancies advertised in England 84.68% 83.46% 80.86%
Number of daily rates quoted 92153 104845 92956
Median daily rate £450 £450 £415
Median daily rate % change year-on-year - +8.43%  
90% offered a daily rate of more than £306 £288 £275
10% offered a daily rate of more than £625 £625 £600
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 2818 2673 2706
Median hourly rate £32.50 £27.50 £26.00
Median hourly rate % change year-on-year +18.18% +5.76%  
90% offered a hourly rate of more than £12.24 £12.50 £11.50
10% offered a hourly rate of more than £53.75 £50.78 £51.25
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

ETL
Job Vacancy Trend in England

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

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 June 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 June 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 June 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 +2 540 £495 +7.02% 109
South East -5 143 £425 +8.97% 29
North of England +16 128 £400 -3.03% 71
Midlands -5 83 £400 -5.88% 21
South West +33 74 £400 +14.28% 10
North West +6 71 £400 -3.03% 40
Yorkshire +11 50 £375 - 31
East of England -15 47 £413 -8.33% 10
East Midlands +5 39 £400 -7.51% 8
West Midlands -25 38 £400 - 12
North East +61 8 £513 +13.88%
ETL
UK

For the 6 months to 28 June 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 1121 (55.63%) SQL
2 892 (44.27%) Data Warehouse
3 752 (37.32%) Business Intelligence
4 654 (32.46%) SQL Server
5 584 (28.98%) SQL Server Integration Services
6 539 (26.75%) Finance
7 520 (25.81%) Data Modelling
8 504 (25.01%) Oracle
9 490 (24.32%) Agile Software Development
10 397 (19.70%) Migration
11 378 (18.76%) Microsoft
12 365 (18.11%) SQL Server Reporting Services
13 309 (15.33%) Big Data
14 283 (14.04%) Analytics
15 279 (13.85%) Data Migration
16 278 (13.80%) T-SQL
17 269 (13.35%) SQL Server Analysis Services
18 265 (13.15%) Hadoop
19 261 (12.95%) Java
20 235 (11.66%) Data Quality
21 223 (11.07%) Analytical Skills
22 213 (10.57%) Performance Tuning
23 207 (10.27%) Data Integration
24 206 (10.22%) Data Analysis
25 199 (9.88%) Banking
25 199 (9.88%) Relational Database
26 198 (9.83%) Informatica
27 193 (9.58%) Data Management
28 169 (8.39%) Python
29 158 (7.84%) ETL Development

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
1 141 (7.00%) Apache Spark
2 133 (6.60%) SAS
3 67 (3.33%) Apache
4 49 (2.43%) SharePoint
5 43 (2.13%) Apache Pig
6 31 (1.54%) Tomcat
7 27 (1.34%) JBoss
8 26 (1.29%) Confluence
9 25 (1.24%) Elasticsearch
10 21 (1.04%) Oracle SOA Suite
11 14 (0.69%) WebLogic
12 13 (0.65%) Apache Solr
12 13 (0.65%) WebSphere
13 12 (0.60%) Drupal
14 10 (0.50%) IIS
15 8 (0.40%) Apache Airflow
15 8 (0.40%) CMS
15 8 (0.40%) Documentum
15 8 (0.40%) Oracle Coherence
16 7 (0.35%) GemFire
Applications
1 112 (5.56%) Microsoft Excel
2 54 (2.68%) Microsoft Office
3 28 (1.39%) MS Visio
4 23 (1.14%) SPSS
5 11 (0.55%) Microsoft PowerPoint
6 7 (0.35%) Spreadsheet
7 6 (0.30%) Microsoft Project
8 5 (0.25%) Stata
9 3 (0.15%) Weka
10 2 (0.099%) Mathematica
10 2 (0.099%) S-PLUS
10 2 (0.099%) SPSS Modeler
Business Applications
1 22 (1.09%) Dynamics CRM
2 14 (0.69%) Dynamics AX
2 14 (0.69%) Oracle EBS
3 12 (0.60%) Markit EDM
3 12 (0.60%) Oracle Applications
4 10 (0.50%) Maximo
5 8 (0.40%) Oracle Financials
6 7 (0.35%) Oracle EBS R12
6 7 (0.35%) SAP S/4HANA
7 6 (0.30%) Cognos TM1
8 5 (0.25%) Actimize
8 5 (0.25%) NetSuite
8 5 (0.25%) Oracle BPM
8 5 (0.25%) Oracle Receivables
8 5 (0.25%) Oracle Retail
9 4 (0.20%) Cognos Business Intelligence
9 4 (0.20%) HFM
9 4 (0.20%) Hyperion Planning
9 4 (0.20%) Oracle Payables
9 4 (0.20%) Salesforce.com CRM
Cloud Services
1 122 (6.05%) Amazon AWS
2 100 (4.96%) Microsoft Azure
3 19 (0.94%) Amazon S3
4 18 (0.89%) Google Cloud Platform
5 15 (0.74%) Cloud Computing
5 15 (0.74%) PaaS
6 14 (0.69%) IaaS
7 13 (0.65%) Amazon EMR
7 13 (0.65%) Boomi
7 13 (0.65%) Force.com
8 11 (0.55%) Amazon EC2
8 11 (0.55%) SaaS
9 8 (0.40%) Amazon Kinesis
9 8 (0.40%) AWS Lambda
9 8 (0.40%) GitHub
10 6 (0.30%) Dynamics 365
11 5 (0.25%) Azure Data Factory
11 5 (0.25%) Google Analytics
12 4 (0.20%) Amazon ElastiCache
12 4 (0.20%) Route 53
Communications & Networking
1 22 (1.09%) Internet
2 16 (0.79%) LDAP
3 10 (0.50%) PuTTY
4 8 (0.40%) FTP
4 8 (0.40%) WinSCP
5 7 (0.35%) HTTP
5 7 (0.35%) Kerberos
5 7 (0.35%) Network Security
6 6 (0.30%) DNS
6 6 (0.30%) Intranet
7 5 (0.25%) AMQP
7 5 (0.25%) VoIP
7 5 (0.25%) Wireshark
8 4 (0.20%) Firewall
8 4 (0.20%) Remote Desktop
8 4 (0.20%) SAN
8 4 (0.20%) VPN
9 3 (0.15%) DHCP
9 3 (0.15%) X.509
10 2 (0.099%) SMS
Database & Business Intelligence
1 892 (44.27%) Data Warehouse
2 654 (32.46%) SQL Server
3 584 (28.98%) SQL Server Integration Services
4 365 (18.11%) SQL Server Reporting Services
5 309 (15.33%) Big Data
6 269 (13.35%) SQL Server Analysis Services
7 265 (13.15%) Hadoop
8 199 (9.88%) Relational Database
9 141 (7.00%) Oracle Database
10 131 (6.50%) Apache Hive
11 123 (6.10%) SQL Server 2012
12 119 (5.91%) Power BI
13 117 (5.81%) QlikView
14 109 (5.41%) SQL Server 2014
15 103 (5.11%) BusinessObjects
16 97 (4.81%) SQL Server 2008
17 90 (4.47%) DataStage
18 86 (4.27%) HBase
19 83 (4.12%) OLAP
20 78 (3.87%) NoSQL
Development Applications
1 121 (6.00%) Talend Open Studio
2 103 (5.11%) JIRA
3 99 (4.91%) Team Foundation Server
4 58 (2.88%) Git (software)
4 58 (2.88%) Visual Studio
5 57 (2.83%) Jenkins
6 43 (2.13%) ERwin
7 37 (1.84%) JUnit
8 33 (1.64%) Subversion
9 32 (1.59%) Maven
10 26 (1.29%) Eclipse
11 25 (1.24%) HP UFT
12 24 (1.19%) Selenium
13 22 (1.09%) Mockito
14 18 (0.89%) PowerDesigner
14 18 (0.89%) Toad
15 17 (0.84%) Oracle APEX
16 16 (0.79%) TeamCity
17 13 (0.65%) Gradle
18 12 (0.60%) SQL Server Management Studio (SSMS)
General
1 539 (26.75%) Finance
2 199 (9.88%) Banking
3 95 (4.71%) Retail
4 79 (3.92%) Marketing
5 51 (2.53%) Legal
6 36 (1.79%) Investment Banking
7 34 (1.69%) Front Office
8 27 (1.34%) Telecoms
9 24 (1.19%) Back Office
10 18 (0.89%) Financial Institution
10 18 (0.89%) Publishing
11 17 (0.84%) Advertising
12 16 (0.79%) Pharmaceutical
13 9 (0.45%) Billing
13 9 (0.45%) Retail Banking
14 8 (0.40%) German Language
14 8 (0.40%) Law
15 7 (0.35%) Games
16 6 (0.30%) General Ledger
16 6 (0.30%) Manufacturing
Job Titles
1 964 (47.84%) Developer
2 305 (15.14%) Analyst
3 270 (13.40%) ETL Developer
4 261 (12.95%) SQL Developer
5 248 (12.31%) Architect
6 211 (10.47%) Business Intelligence Developer
7 141 (7.00%) Data Architect
7 141 (7.00%) SSIS Developer
8 131 (6.50%) Consultant
9 127 (6.30%) Data Analyst
10 113 (5.61%) Data Warehouse Developer
11 85 (4.22%) Data Engineer
12 84 (4.17%) Business Developer
13 74 (3.67%) ETL Analyst
13 74 (3.67%) Test Analyst
14 73 (3.62%) SQL BI Developer
15 63 (3.13%) SSRS Developer
16 60 (2.98%) Oracle Developer
17 58 (2.88%) Business Analyst
18 57 (2.83%) DBA
Libraries, Frameworks & Software Standards
1 141 (7.00%) XML
2 126 (6.25%) Web Services
3 118 (5.86%) .NET
4 76 (3.77%) MDX
5 65 (3.23%) REST
6 64 (3.18%) Kafka
7 60 (2.98%) SOAP
7 60 (2.98%) Spring
8 44 (2.18%) HTML
9 38 (1.89%) XML Schema
10 33 (1.64%) J2EE
10 33 (1.64%) JSON
11 28 (1.39%) Spark Streaming
12 26 (1.29%) CSS
12 26 (1.29%) Middleware
13 23 (1.14%) Hibernate
13 23 (1.14%) HTML5
13 23 (1.14%) RESTful
14 21 (1.04%) AngularJS
15 20 (0.99%) ASP.NET
Miscellaneous
1 223 (11.07%) Analytical Skills
2 77 (3.82%) Management Information System
3 67 (3.33%) Data Structures
4 62 (3.08%) Computer Science
5 46 (2.28%) Algorithms
6 44 (2.18%) Reference Data
7 26 (1.29%) Credit Risk
7 26 (1.29%) Greenfield Project
8 22 (1.09%) Fixed Income
8 22 (1.09%) User Experience
9 20 (0.99%) Replication
10 17 (0.84%) NHS
11 16 (0.79%) Blog
12 15 (0.74%) Foreign Exchange (FX)
13 13 (0.65%) Enterprise Software
14 11 (0.55%) SWIFT
15 10 (0.50%) Equities
15 10 (0.50%) Mainframe
16 9 (0.45%) Clustering
16 9 (0.45%) Derivative
Operating Systems
1 123 (6.10%) Linux
2 114 (5.66%) Unix
3 93 (4.62%) Windows
4 19 (0.94%) Windows Server
5 17 (0.84%) Solaris
6 13 (0.65%) Windows Server 2012
7 8 (0.40%) Mac OS X
7 8 (0.40%) Red Hat Enterprise Linux
8 7 (0.35%) HPUX
9 5 (0.25%) Windows XP
10 4 (0.20%) CentOS
11 3 (0.15%) Windows Server 2008
12 2 (0.099%) Apple iOS
12 2 (0.099%) Ubuntu
12 2 (0.099%) Windows Server 2003
13 1 (0.050%) Android
13 1 (0.050%) OpenVMS
Processes & Methodologies
1 752 (37.32%) Business Intelligence
2 520 (25.81%) Data Modelling
3 490 (24.32%) Agile Software Development
4 397 (19.70%) Migration
5 283 (14.04%) Analytics
6 279 (13.85%) Data Migration
7 213 (10.57%) Performance Tuning
8 207 (10.27%) Data Integration
9 206 (10.22%) Data Analysis
10 193 (9.58%) Data Management
11 158 (7.84%) ETL Development
12 135 (6.70%) Kimball Methodology
13 131 (6.50%) Scrum
14 120 (5.96%) Data Architecture
15 106 (5.26%) SDLC
16 104 (5.16%) Test Automation
17 103 (5.11%) Visualisation
18 94 (4.67%) Data Cleansing
19 92 (4.57%) DevOps
19 92 (4.57%) Stakeholder Management
Programming Languages
1 1121 (55.63%) SQL
2 278 (13.80%) T-SQL
3 261 (12.95%) Java
4 169 (8.39%) Python
5 149 (7.39%) PL/SQL
6 137 (6.80%) C#
7 96 (4.76%) JavaScript
8 84 (4.17%) Scala
9 62 (3.08%) R
10 59 (2.93%) Shell Script
11 42 (2.08%) PowerShell
12 32 (1.59%) Bash Shell
13 26 (1.29%) Perl
13 26 (1.29%) VBA
14 24 (1.19%) Data Analysis Expressions (DAX)
15 21 (1.04%) VB.NET
16 15 (0.74%) Apex Code
17 14 (0.69%) F#
17 14 (0.69%) VB
17 14 (0.69%) VBScript
Qualifications
1 125 (6.20%) Degree
2 100 (4.96%) Security Cleared
3 74 (3.67%) SC Cleared
4 23 (1.14%) ISEB
5 22 (1.09%) Computer Science Degree
6 17 (0.84%) Microsoft Certification
7 16 (0.79%) ISTQB
7 16 (0.79%) Master's Degree
8 10 (0.50%) Numerate Degree
9 9 (0.45%) CCA
9 9 (0.45%) DV Cleared
9 9 (0.45%) MCITP
9 9 (0.45%) PMI Certification
10 8 (0.40%) BC Cleared
10 8 (0.40%) PMP
11 7 (0.35%) ISTQB Foundation Certification
12 6 (0.30%) MCSE
13 5 (0.25%) BPSS Clearance
13 5 (0.25%) ISEB Practitioner
14 4 (0.20%) SAS Certification
Quality Assurance & Compliance
1 235 (11.66%) Data Quality
2 93 (4.62%) QA
3 12 (0.60%) ISO 20022
4 11 (0.55%) Disclosure Scotland
4 11 (0.55%) IFRS
5 10 (0.50%) IFRS 9
6 8 (0.40%) Solvency II
7 7 (0.35%) PCI DSS
8 6 (0.30%) GDPR
8 6 (0.30%) MiFID
9 5 (0.25%) SLA
10 4 (0.20%) FedRAMP
11 2 (0.099%) Dodd-Frank
11 2 (0.099%) EMIR
12 1 (0.050%) Actionable Recommendations
12 1 (0.050%) Basel III
12 1 (0.050%) COBIT
12 1 (0.050%) GCP
12 1 (0.050%) HL7
12 1 (0.050%) ISO/IEC 27001
System Software
1 44 (2.18%) HDFS
2 35 (1.74%) Apache Flume
3 20 (0.99%) Docker
4 10 (0.50%) Oracle RAC
5 9 (0.45%) Active Directory
6 6 (0.30%) Apache ZooKeeper
7 4 (0.20%) NFS
8 3 (0.15%) Virtual Machines
9 1 (0.050%) Cronacle
9 1 (0.050%) Hyper-V
9 1 (0.050%) Tivoli Workload Scheduler
9 1 (0.050%) Virtual Servers
9 1 (0.050%) VMware ESXi
9 1 (0.050%) VMware Infrastructure
9 1 (0.050%) vSphere
Systems Management
1 36 (1.79%) Oozie
2 28 (1.39%) Hadoop YARN
3 23 (1.14%) Puppet
4 14 (0.69%) Control-M
4 14 (0.69%) Opscode Chef
5 12 (0.60%) HP Quality Center
6 10 (0.50%) Ansible
7 7 (0.35%) Kibana
7 7 (0.35%) Terraform
8 5 (0.25%) MOM
9 4 (0.20%) Failover Clustering
9 4 (0.20%) logstash
9 4 (0.20%) Oracle Enterprise Manager
9 4 (0.20%) Tivoli
10 3 (0.15%) Oracle RMAN
10 3 (0.15%) Packer
10 3 (0.15%) Tivoli Monitoring
10 3 (0.15%) Tivoli Storage Manager
11 2 (0.099%) Data Guard
11 2 (0.099%) Kubernetes
Vendors
1 504 (25.01%) Oracle
2 378 (18.76%) Microsoft
3 198 (9.83%) Informatica
4 121 (6.00%) Tableau
4 121 (6.00%) Talend
5 116 (5.76%) SAP
6 90 (4.47%) IBM
7 70 (3.47%) Teradata
8 63 (3.13%) Cloudera
9 51 (2.53%) Cognos
10 47 (2.33%) Salesforce.com
11 46 (2.28%) Ab Initio
12 37 (1.84%) MicroStrategy
12 37 (1.84%) Netezza
13 27 (1.34%) MapR
14 23 (1.14%) Google
14 23 (1.14%) Splunk
15 20 (0.99%) Nuix
16 19 (0.94%) Alteryx
16 19 (0.94%) HP
Leicestershire
Reed Technology
Rate: £20 - £23 per day
Posted: 1 hour ago
Central London / West End
X4 Group
Rate: £250 - 300 per day
Posted: 5 hours ago
London
Hydrogen Group
Rate: £300.00 - £400.00 per day
Posted: 5 hours ago
London
Square One Resources
Rate: From £400 to £450 per day
Posted: 5 hours ago
London
Square One Resources
Rate: Unspecified Negotiable
Posted: 5 hours ago
Birmingham, West Midlands (County)
Network ITR
Rate: £450 per day
Posted: 1 hour ago
Manchester, Lancashire
Capita Resourcing - IT Resourcing
Rate: £320 - £340 per day
Posted: 5 hours ago
Leicester, Leicestershire
The Bridge Ltd
Rate: Market Rates
Posted: 8 hours ago
West Sussex
Austin Fraser
Posted: Yesterday
Cheltenham, Gloucestershire
DCV Technologies
Rate: From £350 to £390 per day 6 months
Posted: 7 hours ago
London
Opus Recruitment Solutions Ltd
Rate: £500 per day
Posted: Yesterday
Chester, Cheshire
Elevate Direct
Rate: £350 per day
Posted: 2 hours ago
West Yorkshire
Roc Search
Rate: £350 - £375 per day
Posted: 1 hour ago
Watford, Hertfordshire
TLP Consultancy Ltd.
Posted: Yesterday
London
TEKsystems
Rate: £450 - £600 per day
Posted: Yesterday
London
Marks Sattin
Rate: £250 - £300 per day
Posted: 2 days ago
City, London
Lawrence Harvey
Rate: £450.00 per day
Posted: 2 days ago
Reading, Berkshire
Harvey Nash plc
Rate: £450 per day
Posted: Yesterday
London
TEKsystems
Rate: £475 - £535 per day
Posted: 2 days ago
Bournemouth, Dorset
Nigel Frank International Ltd
Rate: £300 - £350 per day
Posted: 6 days ago
Manchester, Lancashire
Lawrence Harvey
Rate: £400 - £500 per day
Posted: 5 days ago
Manchester, Lancashire
Nigel Frank International Ltd
Posted: 5 days ago
London
TEKsystems
Rate: £500 - £550 per day
Posted: 5 days ago
City, London
Devonshire Hayes Recruitment Specialists Ltd
Rate: From £380 to £410 per day
Posted: 6 days ago
Central London / West End
X4 Group
Rate: £280 - 325 per day
Posted: 5 days ago
Leeds, West Yorkshire
Cloud Computing International
Rate: £500 - £650 per day + Expenses
Posted: 2 days ago
City, London
LA International
Posted: 2 days ago
Leeds, West Yorkshire
Difrent
Rate: Up to £400 per day
Posted: 2 days ago
West Midlands
ReThink Recruitment
Posted: 5 days ago
Leeds, West Yorkshire
People Source Consulting
Rate: £400 - £475 per day
Posted: Yesterday