Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Job Locations Skill Sets
Period
to 21 July 2017

The following table provides summary statistics for contract job vacancies advertised in London 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 21 July 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 > London
6 months to
21 Jul 2017		 Same period 2016 Same period 2015
Rank 100 104 69
Rank change year-on-year +4 -35 +9
Contract jobs citing ETL 1101 1109 1435
As % of all contract IT jobs advertised in London 2.62% 2.45% 3.11%
As % of the Processes & Methodologies category 3.03% 2.85% 3.78%
Number of daily rates quoted 780 760 978
London median daily rate £475 £450 £450
Median daily rate % change year-on-year +5.56% - -
10th Percentile £350 £313 £315
90th Percentile £625 £600 £597
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 4 0 6
London median hourly rate £40.00 - £34.75
England median hourly rate £37.50 £20.50 £33.00
% change year-on-year +82.93% -37.88% -12.70%

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 London with a requirement for process and methodology skills.

Contract Process & Methodology Skills
London
Contract job vacancies with a requirement for process and methodology skills 36345 38893 37918
As % of all contract IT job vacancies advertised in London 86.37% 85.75% 82.29%
Number of daily rates quoted 26010 28198 26785
London median daily rate £488 £463 £450
Median daily rate % change year-on-year +5.41% +2.78% +5.88%
10th Percentile £313 £301 £280
90th Percentile £656 £650 £638
England median daily rate £450 £425 £407
% change year-on-year +5.88% +4.55% +1.63%
Number of hourly rates quoted 373 337 512
London median hourly rate £24.41 £21.34 £19.72
Median hourly rate % change year-on-year +14.39% +8.24% +3.76%
10th Percentile £13.00 £11.25 £10.50
90th Percentile £52.40 £49.78 £57.50
England median hourly rate £25.00 £25.00 £21.91
% change year-on-year - +14.10% +6.88%

ETL
Job Vacancy Trend in London

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

Job vacancy trend for ETL in London

ETL
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for ETL in London

ETL
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing ETL in London over the 6 months to 21 July 2017.

Contractor daily rate histogram for ETL in London

ETL
Contractor Hourly Rate Trend in London

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

Contractor hourly rate trend for ETL in London

ETL
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the London region over the 6 months to 21 July 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
City of London -12 166 £500 +11.11% 26
Canary Wharf +3 15 £530 +10.99%
Kingston Upon Thames - 7 £355 -
Croydon -2 6 £400 -4.48%
Docklands, London - 5 £439 -
West End of London +4 1 £500 -14.89% 4
Ilford +2 1 £425 -
Uxbridge -3 1 £525 +10.53%
Hammersmith -7 1 £400 -8.05%
Moorgate - 1 £500 -
Westminster - 1 £425 -
Enfield - 1 - -
Feltham - 1 - -
ETL
England

For the 6 months to 21 July 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 London region with a requirement for ETL.

1 625 (56.77%) SQL
2 495 (44.96%) Data Warehouse
3 373 (33.88%) Business Intelligence
4 329 (29.88%) SQL Server
5 319 (28.97%) Finance
6 301 (27.34%) Data Modelling
7 283 (25.70%) SQL Server Integration Services
8 278 (25.25%) Agile Software Development
9 222 (20.16%) Oracle
10 212 (19.26%) Big Data
11 194 (17.62%) Java
12 191 (17.35%) Analytics
13 187 (16.98%) Hadoop
14 185 (16.80%) Migration
15 171 (15.53%) Microsoft
16 161 (14.62%) SQL Server Reporting Services
17 159 (14.44%) Banking
18 155 (14.08%) Analytical Skills
19 144 (13.08%) Python
20 136 (12.35%) T-SQL
21 134 (12.17%) Data Analysis
22 130 (11.81%) Data Quality
23 127 (11.53%) SQL Server Analysis Services
24 125 (11.35%) Relational Database
25 120 (10.90%) Data Migration
26 118 (10.72%) Apache Spark
27 105 (9.54%) Performance Tuning
28 104 (9.45%) Informatica
29 98 (8.90%) Data Integration
30 97 (8.81%) Data Management

ETL
Co-occurring IT Skills in London 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
1 118 (10.72%) Apache Spark
2 90 (8.17%) SAS
3 61 (5.54%) Apache
4 30 (2.72%) Apache Pig
5 20 (1.82%) Elasticsearch
6 19 (1.73%) Confluence
6 19 (1.73%) SharePoint
6 19 (1.73%) Tomcat
7 15 (1.36%) JBoss
8 13 (1.18%) WebSphere
9 11 (1.00%) Apache Solr
9 11 (1.00%) WebLogic
10 8 (0.73%) Apache Airflow
10 8 (0.73%) Oracle SOA Suite
11 7 (0.64%) CMS
11 7 (0.64%) GemFire
12 6 (0.54%) Oracle Workflow
13 5 (0.45%) BizTalk Server
13 5 (0.45%) Oracle Coherence
14 4 (0.36%) Drupal
Applications
1 62 (5.63%) Microsoft Excel
2 29 (2.63%) Microsoft Office
3 19 (1.73%) MS Visio
4 13 (1.18%) SPSS
5 7 (0.64%) Microsoft PowerPoint
6 5 (0.45%) Stata
7 2 (0.18%) S-PLUS
7 2 (0.18%) Spreadsheet
7 2 (0.18%) Weka
8 1 (0.091%) Mathematica
Business Applications
1 9 (0.82%) Dynamics AX
2 8 (0.73%) Dynamics CRM
3 7 (0.64%) Markit EDM
3 7 (0.64%) SAP S/4HANA
4 5 (0.45%) Actimize
5 4 (0.36%) Cognos TM1
5 4 (0.36%) Dynamics NAV
5 4 (0.36%) NetSuite
5 4 (0.36%) Salesforce.com CRM
6 3 (0.27%) Maximo
6 3 (0.27%) SAP CRM
7 2 (0.18%) Cognos Business Intelligence
7 2 (0.18%) FastStats
7 2 (0.18%) FastStats PeopleStage
7 2 (0.18%) IBM Operational Decision Manager
7 2 (0.18%) Oracle Applications
7 2 (0.18%) Oracle BPM
7 2 (0.18%) Oracle Retail
7 2 (0.18%) SAP R/3
7 2 (0.18%) Unit4 Business World
Cloud Services
1 73 (6.63%) Amazon AWS
2 45 (4.09%) Microsoft Azure
3 18 (1.63%) Google Cloud Platform
4 15 (1.36%) Amazon S3
5 13 (1.18%) Amazon EMR
6 10 (0.91%) Amazon EC2
7 8 (0.73%) Cloud Computing
8 6 (0.54%) Amazon Kinesis
8 6 (0.54%) GitHub
8 6 (0.54%) SaaS
9 4 (0.36%) AWS Lambda
9 4 (0.36%) Dynamics 365
9 4 (0.36%) Force.com
10 3 (0.27%) Adobe Analytics
10 3 (0.27%) Google Analytics
10 3 (0.27%) SuccessFactors
10 3 (0.27%) Virtual Private Cloud
11 2 (0.18%) Amazon Glacier
11 2 (0.18%) Azure Data Factory
11 2 (0.18%) iPaaS
Communications & Networking
1 13 (1.18%) LDAP
2 10 (0.91%) Internet
3 7 (0.64%) HTTP
4 6 (0.54%) Intranet
4 6 (0.54%) Kerberos
5 5 (0.45%) VPN
6 4 (0.36%) FTP
6 4 (0.36%) Network Security
6 4 (0.36%) Remote Desktop
7 3 (0.27%) AMQP
7 3 (0.27%) DNS
7 3 (0.27%) VoIP
7 3 (0.27%) Wireshark
7 3 (0.27%) X.509
8 2 (0.18%) SAN
8 2 (0.18%) Wireless
9 1 (0.091%) Firewall
9 1 (0.091%) PuTTY
9 1 (0.091%) TCP/IP
9 1 (0.091%) VSAT
Database & Business Intelligence
1 495 (44.96%) Data Warehouse
2 329 (29.88%) SQL Server
3 283 (25.70%) SQL Server Integration Services
4 212 (19.26%) Big Data
5 187 (16.98%) Hadoop
6 161 (14.62%) SQL Server Reporting Services
7 127 (11.53%) SQL Server Analysis Services
8 125 (11.35%) Relational Database
9 87 (7.90%) Apache Hive
10 74 (6.72%) QlikView
11 64 (5.81%) BusinessObjects
12 60 (5.45%) Power BI
13 57 (5.18%) NoSQL
14 50 (4.54%) HBase
14 50 (4.54%) OLAP
14 50 (4.54%) SQL Server 2012
15 49 (4.45%) SQL Server 2008
16 48 (4.36%) Oracle Database
17 47 (4.27%) MySQL
18 46 (4.18%) DataStage
Development Applications
1 69 (6.27%) JIRA
2 55 (5.00%) Talend Open Studio
3 44 (4.00%) Team Foundation Server
4 43 (3.91%) Git (software)
4 43 (3.91%) Jenkins
5 32 (2.91%) JUnit
6 31 (2.82%) Maven
6 31 (2.82%) Subversion
7 29 (2.63%) Visual Studio
8 26 (2.36%) ERwin
9 23 (2.09%) Eclipse
10 18 (1.63%) Mockito
11 16 (1.45%) Selenium
12 15 (1.36%) HP UFT
13 12 (1.09%) IntelliJ
13 12 (1.09%) Octopus Deploy
14 11 (1.00%) Gradle
15 10 (0.91%) PowerDesigner
15 10 (0.91%) TeamCity
16 7 (0.64%) NetBeans
General
1 319 (28.97%) Finance
2 159 (14.44%) Banking
3 50 (4.54%) Retail
4 36 (3.27%) Investment Banking
5 35 (3.18%) Marketing
6 32 (2.91%) Legal
7 30 (2.72%) Front Office
8 22 (2.00%) Back Office
9 17 (1.54%) Publishing
10 15 (1.36%) Financial Institution
11 10 (0.91%) Law
12 9 (0.82%) Telecoms
13 8 (0.73%) Games
14 7 (0.64%) Advertising
14 7 (0.64%) Pharmaceutical
14 7 (0.64%) Retail Banking
15 6 (0.54%) German Language
16 4 (0.36%) Billing
16 4 (0.36%) Japanese Language
17 3 (0.27%) Manufacturing
Job Titles
1 508 (46.14%) Developer
2 190 (17.26%) Analyst
3 133 (12.08%) Architect
4 128 (11.63%) SQL Developer
5 123 (11.17%) ETL Developer
6 114 (10.35%) Business Intelligence Developer
7 86 (7.81%) Data Analyst
8 78 (7.08%) Data Architect
9 75 (6.81%) Data Engineer
10 63 (5.72%) Consultant
11 58 (5.27%) Business Developer
11 58 (5.27%) Data Warehouse Developer
12 54 (4.90%) SSIS Developer
13 46 (4.18%) ETL Analyst
14 44 (4.00%) Business Analyst
15 41 (3.72%) Java Developer
16 39 (3.54%) Big Data Developer
17 36 (3.27%) Big Data Engineer
17 36 (3.27%) Senior Developer
18 35 (3.18%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 77 (6.99%) XML
2 71 (6.45%) Web Services
3 55 (5.00%) Kafka
4 53 (4.81%) .NET
4 53 (4.81%) Spring
5 43 (3.91%) MDX
6 38 (3.45%) REST
7 37 (3.36%) HTML
8 28 (2.54%) AngularJS
9 27 (2.45%) HTML5
10 26 (2.36%) SOAP
11 25 (2.27%) CSS
11 25 (2.27%) JSON
12 19 (1.73%) Spark Streaming
13 18 (1.63%) Hibernate
13 18 (1.63%) jQuery
14 17 (1.54%) J2EE
15 16 (1.45%) XML Schema
16 15 (1.36%) Ajax
16 15 (1.36%) JMS
Miscellaneous
1 155 (14.08%) Analytical Skills
2 54 (4.90%) Computer Science
3 42 (3.81%) Data Structures
4 36 (3.27%) Algorithms
5 31 (2.82%) Management Information System
6 29 (2.63%) Fixed Income
7 22 (2.00%) Greenfield Project
8 20 (1.82%) Reference Data
9 19 (1.73%) Credit Risk
10 15 (1.36%) Foreign Exchange (FX)
11 12 (1.09%) Derivative
12 11 (1.00%) Fintech
13 10 (0.91%) Equities
13 10 (0.91%) Replication
14 9 (0.82%) SWIFT
14 9 (0.82%) User Experience
15 8 (0.73%) Blog
16 7 (0.64%) Market Risk
16 7 (0.64%) Virtual Team
17 6 (0.54%) Enterprise Software
Operating Systems
1 91 (8.27%) Linux
2 79 (7.18%) Unix
3 49 (4.45%) Windows
4 8 (0.73%) Mac OS X
5 4 (0.36%) HPUX
5 4 (0.36%) Red Hat Enterprise Linux
5 4 (0.36%) Solaris
5 4 (0.36%) Windows Server
6 3 (0.27%) CentOS
7 2 (0.18%) Apple iOS
7 2 (0.18%) Oracle Linux
7 2 (0.18%) Windows Server 2012
8 1 (0.091%) Android
8 1 (0.091%) Ubuntu
Processes & Methodologies
1 373 (33.88%) Business Intelligence
2 301 (27.34%) Data Modelling
3 278 (25.25%) Agile Software Development
4 191 (17.35%) Analytics
5 185 (16.80%) Migration
6 134 (12.17%) Data Analysis
7 120 (10.90%) Data Migration
8 105 (9.54%) Performance Tuning
9 98 (8.90%) Data Integration
10 97 (8.81%) Data Management
11 91 (8.27%) Scrum
12 90 (8.17%) ETL Development
13 70 (6.36%) DevOps
14 62 (5.63%) SDLC
15 61 (5.54%) Data Architecture
16 60 (5.45%) Test Automation
17 56 (5.09%) Visualisation
18 55 (5.00%) Kimball Methodology
19 52 (4.72%) Data Cleansing
19 52 (4.72%) Data Mapping
Programming Languages
1 625 (56.77%) SQL
2 194 (17.62%) Java
3 144 (13.08%) Python
4 136 (12.35%) T-SQL
5 89 (8.08%) C#
6 76 (6.90%) JavaScript
7 74 (6.72%) Scala
8 66 (5.99%) PL/SQL
9 42 (3.81%) R
10 35 (3.18%) Shell Script
11 27 (2.45%) Data Analysis Expressions (DAX)
12 23 (2.09%) PowerShell
13 21 (1.91%) Bash Shell
14 16 (1.45%) Perl
15 12 (1.09%) VBA
16 10 (0.91%) Lisp
16 10 (0.91%) MATLAB
17 8 (0.73%) PHP
17 8 (0.73%) SAS Macro
18 7 (0.64%) C
Qualifications
1 77 (6.99%) Degree
2 42 (3.81%) Security Cleared
3 30 (2.72%) SC Cleared
4 23 (2.09%) Computer Science Degree
5 15 (1.36%) Master's Degree
5 15 (1.36%) Microsoft Certification
6 13 (1.18%) ISEB
7 11 (1.00%) MCITP
8 8 (0.73%) MCSE
8 8 (0.73%) Numerate Degree
9 7 (0.64%) DV Cleared
10 6 (0.54%) CCA
10 6 (0.54%) ISTQB
10 6 (0.54%) PMI Certification
11 5 (0.45%) PMP
12 4 (0.36%) CFA
12 4 (0.36%) CISA
12 4 (0.36%) CISM
12 4 (0.36%) CISSP
13 3 (0.27%) MCTS
Quality Assurance & Compliance
1 130 (11.81%) Data Quality
2 48 (4.36%) QA
3 10 (0.91%) ISO 20022
4 8 (0.73%) MiFID
4 8 (0.73%) Solvency II
5 5 (0.45%) PCI DSS
5 5 (0.45%) SLA
6 4 (0.36%) Actionable Recommendations
6 4 (0.36%) EMIR
6 4 (0.36%) FedRAMP
6 4 (0.36%) GDPR
7 3 (0.27%) Dodd-Frank
8 2 (0.18%) Disclosure Scotland
8 2 (0.18%) IFRS
9 1 (0.091%) AIFMD
9 1 (0.091%) Basel III
9 1 (0.091%) COBIT
9 1 (0.091%) IFRS 9
9 1 (0.091%) ISO/IEC 27001
System Software
1 32 (2.91%) HDFS
2 26 (2.36%) Apache Flume
3 12 (1.09%) Docker
4 7 (0.64%) Active Directory
5 4 (0.36%) NFS
6 3 (0.27%) Apache ZooKeeper
7 1 (0.091%) Cronacle
7 1 (0.091%) Oracle RAC
Systems Management
1 21 (1.91%) Oozie
2 20 (1.82%) Hadoop YARN
3 17 (1.54%) Puppet
4 13 (1.18%) Opscode Chef
5 9 (0.82%) Control-M
6 8 (0.73%) Ansible
7 5 (0.45%) Kibana
8 4 (0.36%) logstash
8 4 (0.36%) Terraform
9 3 (0.27%) Oracle Enterprise Manager
10 2 (0.18%) Failover Clustering
10 2 (0.18%) HP Quality Center
10 2 (0.18%) Kubernetes
10 2 (0.18%) MOM
10 2 (0.18%) Oracle RMAN
10 2 (0.18%) Rundeck
10 2 (0.18%) Tivoli
10 2 (0.18%) Tivoli Monitoring
10 2 (0.18%) Tivoli Storage Manager
11 1 (0.091%) Mesos
Vendors
1 222 (20.16%) Oracle
2 171 (15.53%) Microsoft
3 104 (9.45%) Informatica
4 81 (7.36%) Tableau
5 55 (5.00%) Talend
6 52 (4.72%) SAP
7 44 (4.00%) IBM
7 44 (4.00%) Teradata
8 34 (3.09%) Cloudera
9 30 (2.72%) Ab Initio
10 29 (2.63%) MicroStrategy
11 26 (2.36%) Salesforce.com
12 23 (2.09%) Netezza
13 22 (2.00%) Cognos
14 20 (1.82%) Google
15 19 (1.73%) Alteryx
16 14 (1.27%) Sybase
17 13 (1.18%) Greenplum
18 12 (1.09%) MapR
19 11 (1.00%) Hortonworks
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