The table below looks at the statistics for ETL skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 18 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
UK / England
Rank 135 94 135
Rank change year-on-year
-41 +41
Permanent jobs citing ETL 1825 2821 2271
As % of all permanent IT jobs located in England 2.32% 3.02% 2.36%
As % of the Processes & Methodologies category 2.63% 3.44% 2.74%
Number of salaries quoted 1521 2323 1886
Median salary £52,500 £51,500 £52,500
Median salary % change year-on-year
+1.94% -1.90%
90% offered a salary of more than £35,000 £35,000 £36,200
10% offered a salary of more than £75,000 £75,000 £75,000
UK excluding London median salary £45,000 £44,614 £45,000
% change year-on-year
+0.86% -0.85%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
69474 82049 82909
As % of all permanent IT jobs located in England 88.16% 87.73% 86.04%
Number of salaries quoted 57643 69032 68875
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £77,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

ETL
Jobs Demand Trend in England

The demand trend of job ads across the England region citing ETL as a proportion of all IT jobs with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend in England

ETL
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL across the England region.

ETL Salary Trend in England

ETL
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing ETL across the England region over the 3 months to 18 January 2017.

ETL Salary Histogram in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 3 months to 18 January 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -36 898 £60,000 +4.34% 121
South East -41 288 £53,500 +18.88% 41
North West +6 149 £37,500 -6.25% 32
East of England +52 143 £50,000 - 9
Yorkshire -70 98 £42,500 +6.25% 19
South West -11 86 £42,500 -3.40% 13
West Midlands -70 79 £42,500 - 15
East Midlands +7 67 £47,500 +11.76% 9
North East -7 8 £42,500 +32.81%
ETL
UK

ETL
Top 30 Related IT Skills in England

For the 6 months to 18 January 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for ETL.

1 2739 (67.93%) SQL
2 2234 (55.41%) Business Intelligence
3 2017 (50.02%) SQL Server
4 1975 (48.98%) Data Warehouse
5 1691 (41.94%) SQL Server Integration Services
6 1201 (29.79%) SQL Server Reporting Services
7 1166 (28.92%) Oracle
8 1071 (26.56%) Agile Software Development
9 1064 (26.39%) T-SQL
10 1056 (26.19%) Finance
11 986 (24.45%) Microsoft
12 906 (22.47%) SQL Server Analysis Services
13 892 (22.12%) Data Modelling
14 820 (20.34%) Analytics
15 621 (15.40%) Big Data
16 599 (14.86%) Analytical Skills
17 578 (14.34%) MS Excel
18 559 (13.86%) Relational Database
19 551 (13.67%) Java
20 522 (12.95%) Degree
21 486 (12.05%) Informatica
22 471 (11.68%) Hadoop
23 466 (11.56%) SQL Server 2012
24 461 (11.43%) Tableau
25 454 (11.26%) Data Management
26 427 (10.59%) .NET
27 418 (10.37%) C#
28 408 (10.12%) Data Integration
29 389 (9.65%) Data Quality
30 369 (9.15%) Web Services

ETL
Top Related 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
1 175 (4.34%) Apache Spark
2 154 (3.82%) SAS
3 129 (3.20%) SharePoint
4 96 (2.38%) Oracle SOA Suite
5 84 (2.08%) JBoss
6 83 (2.06%) Elasticsearch
7 77 (1.91%) Apache
8 73 (1.81%) Tomcat
9 72 (1.79%) WebSphere
10 71 (1.76%) Apache Pig
11 59 (1.46%) WebLogic
12 53 (1.31%) IIS
13 37 (0.92%) BizTalk Server
14 30 (0.74%) Confluence
15 23 (0.57%) Jetty
15 23 (0.57%) nginx
16 20 (0.50%) Apache Solr
16 20 (0.50%) Oracle Workflow
17 13 (0.32%) GlassFish
18 12 (0.30%) CMS
Applications
1 578 (14.34%) MS Excel
2 72 (1.79%) MS Office
3 67 (1.66%) SPSS
4 26 (0.64%) MS PowerPoint
5 19 (0.47%) MS Visio
6 13 (0.32%) Spreadsheet
7 8 (0.20%) MS Project
8 4 (0.099%) Stata
9 3 (0.074%) InfoPath
10 2 (0.050%) Gephi
10 2 (0.050%) Gliffy
10 2 (0.050%) OmniGraffle
11 1 (0.025%) EngageOne
Business Applications
1 53 (1.31%) Cognos Business Intelligence
2 38 (0.94%) Dynamics CRM
3 23 (0.57%) Oracle EBS
4 20 (0.50%) Cognos TM1
5 19 (0.47%) Dynamics AX
6 16 (0.40%) Cognos Planning
6 16 (0.40%) SAP BPC
7 15 (0.37%) Markit EDM
7 15 (0.37%) SAP ERP
8 14 (0.35%) BusinessWorks
9 13 (0.32%) SAP CRM
10 12 (0.30%) SAP Oil and Gas
11 10 (0.25%) Eloqua
11 10 (0.25%) Oracle Applications
11 10 (0.25%) Oracle EBS R12
11 10 (0.25%) Salesforce.com CRM
12 9 (0.22%) Oracle Receivables
12 9 (0.22%) TIBCO BusinessEvents
13 8 (0.20%) Dynamics NAV
13 8 (0.20%) Oracle CRM
Cloud Services
1 296 (7.34%) Amazon AWS
2 238 (5.90%) Microsoft Azure
3 71 (1.76%) Amazon EC2
4 50 (1.24%) SaaS
5 44 (1.09%) Google Cloud Platform
6 42 (1.04%) Cloud Computing
7 34 (0.84%) Amazon S3
8 32 (0.79%) Amazon EMR
8 32 (0.79%) GitHub
9 29 (0.72%) Google Analytics
10 27 (0.67%) Office 365
11 24 (0.60%) Amazon Kinesis
12 19 (0.47%) AWS Elastic Beanstalk
12 19 (0.47%) PaaS
13 17 (0.42%) Amazon ELB
13 17 (0.42%) Force.com
13 17 (0.42%) Route 53
13 17 (0.42%) Virtual Private Cloud
14 16 (0.40%) IaaS
15 4 (0.099%) AWS Data Pipeline
Communications & Networking
1 54 (1.34%) Internet
2 18 (0.45%) HTTP
3 14 (0.35%) Firewall
4 13 (0.32%) Intranet
5 12 (0.30%) DNS
5 12 (0.30%) FTP
5 12 (0.30%) TCP/IP
6 10 (0.25%) HTTPS
6 10 (0.25%) SAN
6 10 (0.25%) SNMP
7 2 (0.050%) Extranet
7 2 (0.050%) Kerberos
7 2 (0.050%) LDAP
7 2 (0.050%) Network Security
7 2 (0.050%) SSL
7 2 (0.050%) VoIP
8 1 (0.025%) Cisco ASA
8 1 (0.025%) LAN
8 1 (0.025%) NAS
8 1 (0.025%) WLAN
Database & Business Intelligence
1 2017 (50.02%) SQL Server
2 1975 (48.98%) Data Warehouse
3 1691 (41.94%) SQL Server Integration Services
4 1201 (29.79%) SQL Server Reporting Services
5 906 (22.47%) SQL Server Analysis Services
6 621 (15.40%) Big Data
7 559 (13.86%) Relational Database
8 471 (11.68%) Hadoop
9 466 (11.56%) SQL Server 2012
10 359 (8.90%) BusinessObjects
11 354 (8.78%) SQL Server 2008
12 329 (8.16%) QlikView
13 323 (8.01%) SQL Server 2014
14 314 (7.79%) Oracle Database
15 313 (7.76%) Power BI
16 307 (7.61%) MySQL
17 296 (7.34%) NoSQL
18 264 (6.55%) RDBMS
19 246 (6.10%) OLAP
20 183 (4.54%) SQL Server 2016
Development Applications
1 231 (5.73%) Talend Open Studio
2 214 (5.31%) Team Foundation Server
3 157 (3.89%) Visual Studio
4 139 (3.45%) JIRA
5 101 (2.50%) Git (software)
6 78 (1.93%) Jenkins
7 56 (1.39%) JUnit
8 46 (1.14%) SQL Server Management Studio (SSMS)
9 44 (1.09%) Gradle
10 43 (1.07%) Subversion
11 41 (1.02%) Toad
12 39 (0.97%) Maven
13 37 (0.92%) Eclipse
14 36 (0.89%) Selenium
15 35 (0.87%) Oracle Forms
16 31 (0.77%) ERwin
17 29 (0.72%) Octopus Deploy
18 27 (0.67%) Mockito
19 26 (0.64%) TestNG
20 25 (0.62%) Hudson
General
1 1056 (26.19%) Finance
2 284 (7.04%) Banking
3 254 (6.30%) Retail
4 229 (5.68%) Marketing
5 142 (3.52%) Legal
6 76 (1.88%) Advertising
7 67 (1.66%) Manufacturing
8 65 (1.61%) Investment Banking
9 48 (1.19%) Games
10 40 (0.99%) Pharmaceutical
11 35 (0.87%) Publishing
11 35 (0.87%) Telecoms
12 33 (0.82%) Back Office
13 30 (0.74%) Financial Institution
14 27 (0.67%) Law
15 26 (0.64%) Front Office
16 25 (0.62%) Billing
17 18 (0.45%) Retail Banking
18 16 (0.40%) Corporate Banking
19 15 (0.37%) Private Banking
Job Titles
1 1695 (42.04%) Developer
2 715 (17.73%) SQL Developer
3 635 (15.75%) Analyst
4 582 (14.43%) Business Intelligence Developer
5 475 (11.78%) Architect
6 388 (9.62%) ETL Developer
7 296 (7.34%) Data Architect
7 296 (7.34%) SSIS Developer
8 294 (7.29%) DBA
9 264 (6.55%) Business Intelligence Analyst
10 253 (6.27%) Senior Developer
11 237 (5.88%) SQL DBA
12 233 (5.78%) SQL Server Developer
13 214 (5.31%) SQL BI Developer
14 196 (4.86%) Data Warehouse Developer
15 186 (4.61%) Consultant
16 166 (4.12%) SSRS Developer
17 156 (3.87%) Oracle Developer
18 155 (3.84%) Business Developer
19 151 (3.75%) Data Engineer
Libraries, Frameworks & Software Standards
1 427 (10.59%) .NET
2 369 (9.15%) Web Services
3 359 (8.90%) XML
4 165 (4.09%) MDX
5 141 (3.50%) HTML
6 120 (2.98%) REST
6 120 (2.98%) SOAP
7 87 (2.16%) Spring
8 84 (2.08%) .NET Framework
8 84 (2.08%) ASP.NET
9 72 (1.79%) RESTful
10 68 (1.69%) CSS
11 67 (1.66%) J2EE
12 66 (1.64%) Middleware
13 57 (1.41%) JSON
13 57 (1.41%) WCF
14 52 (1.29%) Java EE
14 52 (1.29%) JMS
15 46 (1.14%) JDBC
16 44 (1.09%) JPA
Miscellaneous
1 599 (14.86%) Analytical Skills
2 408 (10.12%) Data Integration
3 330 (8.18%) Visualisation
4 231 (5.73%) Computer Science
5 194 (4.81%) Management Information System
6 131 (3.25%) Statistics
7 126 (3.13%) Mathematics
8 101 (2.50%) Enterprise Software
9 85 (2.11%) Replication
10 74 (1.84%) Data Structures
11 67 (1.66%) Data Extraction
12 63 (1.56%) iPad
13 59 (1.46%) Credit Risk
14 57 (1.41%) Clustering
15 54 (1.34%) Fintech
16 42 (1.04%) Algorithms
17 34 (0.84%) NHS
18 31 (0.77%) User Experience
19 28 (0.69%) Reference Data
20 27 (0.67%) Economics
Operating Systems
1 306 (7.59%) Linux
2 251 (6.23%) Unix
3 241 (5.98%) Windows
4 76 (1.88%) Windows Server
5 49 (1.22%) Red Hat Enterprise Linux
6 40 (0.99%) Windows Server 2012
7 21 (0.52%) Windows Server 2003
8 19 (0.47%) Windows Server 2008
9 10 (0.25%) Solaris
10 9 (0.22%) Android
11 7 (0.17%) AIX
12 6 (0.15%) HPUX
13 5 (0.12%) CentOS
13 5 (0.12%) Ubuntu
14 4 (0.099%) Windows 10
15 3 (0.074%) Windows XP
16 2 (0.050%) Apple iOS
16 2 (0.050%) Mac OS
Processes & Methodologies
1 2234 (55.41%) Business Intelligence
2 1071 (26.56%) Agile Software Development
3 892 (22.12%) Data Modelling
4 820 (20.34%) Analytics
5 454 (11.26%) Data Management
6 329 (8.16%) Migration
7 321 (7.96%) Performance Tuning
8 316 (7.84%) Kimball Methodology
9 298 (7.39%) Data Analysis
10 290 (7.19%) SDLC
11 273 (6.77%) Scrum
12 244 (6.05%) Data Architecture
13 229 (5.68%) ETL Development
14 225 (5.58%) SOA
15 223 (5.53%) Data Visualisation
16 210 (5.21%) Project Management
17 204 (5.06%) CRM
18 203 (5.03%) Data Analytics
19 198 (4.91%) Data Migration
20 180 (4.46%) Dimensional Modelling
Programming Languages
1 2739 (67.93%) SQL
2 1064 (26.39%) T-SQL
3 551 (13.67%) Java
4 418 (10.37%) C#
5 348 (8.63%) Python
6 344 (8.53%) PL/SQL
7 202 (5.01%) JavaScript
8 160 (3.97%) Shell Script
9 157 (3.89%) R
10 156 (3.87%) PowerShell
11 131 (3.25%) VBA
12 97 (2.41%) Data Analysis Expressions (DAX)
13 93 (2.31%) Scala
14 76 (1.88%) C++
15 71 (1.76%) VB.NET
16 59 (1.46%) PHP
17 55 (1.36%) C
18 46 (1.14%) Perl
19 35 (0.87%) VB
20 30 (0.74%) Clojure
Qualifications
1 522 (12.95%) Degree
2 67 (1.66%) Microsoft Certification
3 53 (1.31%) Security Cleared
4 33 (0.82%) SC Cleared
5 31 (0.77%) Oracle Certification
6 26 (0.64%) MCITP
7 22 (0.55%) ISEB
8 20 (0.50%) PMI Certification
9 19 (0.47%) ISTQB
10 17 (0.42%) ITIL Foundation Certificate
11 15 (0.37%) MCTS
11 15 (0.37%) OCP
11 15 (0.37%) PhD
12 10 (0.25%) ISTQB Foundation Certification
13 9 (0.22%) ACCA
14 8 (0.20%) PMP
15 7 (0.17%) CIMA
15 7 (0.17%) MCP
15 7 (0.17%) MCSE
16 5 (0.12%) MCSA
Quality Assurance & Compliance
1 389 (9.65%) Data Quality
2 151 (3.75%) QA
3 58 (1.44%) SLA
4 9 (0.22%) COBIT
4 9 (0.22%) Dodd-Frank
4 9 (0.22%) PCI DSS
5 6 (0.15%) Solvency II
6 5 (0.12%) CRD IV
7 4 (0.099%) HL7
8 3 (0.074%) Sarbanes-Oxley
8 3 (0.074%) SNOMED CT
9 1 (0.025%) Basel III
9 1 (0.025%) FATCA
9 1 (0.025%) HIPAA
9 1 (0.025%) ISO 14001
9 1 (0.025%) ISO 9001
9 1 (0.025%) ISO/IEC 27001
9 1 (0.025%) SDET
9 1 (0.025%) SEPA
9 1 (0.025%) SSAE 16
System Software
1 35 (0.87%) HDFS
2 33 (0.82%) Apache Flume
3 20 (0.50%) Docker
4 10 (0.25%) Active Directory
5 9 (0.22%) Oracle RAC
6 3 (0.074%) VMware Infrastructure
6 3 (0.074%) XenServer
7 2 (0.050%) Apache ZooKeeper
8 1 (0.025%) Ceph
8 1 (0.025%) Firmware
8 1 (0.025%) GPFS
8 1 (0.025%) Hyper-V
8 1 (0.025%) SRDF
8 1 (0.025%) Tivoli Workload Scheduler
8 1 (0.025%) VirtualBox
8 1 (0.025%) VMware Server
8 1 (0.025%) Xen
Systems Management
1 56 (1.39%) Opscode Chef
2 42 (1.04%) Puppet
3 39 (0.97%) Ansible
4 35 (0.87%) Control-M
5 26 (0.64%) Oozie
6 15 (0.37%) HP Quality Center
7 14 (0.35%) Failover Clustering
8 13 (0.32%) Oracle Enterprise Manager
9 8 (0.20%) Perfmon
10 7 (0.17%) Data Guard
10 7 (0.17%) Hadoop YARN
11 5 (0.12%) Kibana
11 5 (0.12%) Mesos
11 5 (0.12%) SCOM
12 3 (0.074%) Enterprise Manager Cloud Control
12 3 (0.074%) Oracle RMAN
13 2 (0.050%) logstash
14 1 (0.025%) Ambari
14 1 (0.025%) Dollar Universe
14 1 (0.025%) Oracle EDQ
Vendors
1 1166 (28.92%) Oracle
2 986 (24.45%) Microsoft
3 486 (12.05%) Informatica
4 461 (11.43%) Tableau
5 279 (6.92%) SAP
6 253 (6.27%) Cognos
7 231 (5.73%) Talend
8 164 (4.07%) IBM
9 114 (2.83%) Teradata
10 104 (2.58%) Google
11 98 (2.43%) Salesforce.com
12 75 (1.86%) Sybase
13 62 (1.54%) Netezza
14 41 (1.02%) MicroStrategy
15 40 (0.99%) Splunk
16 34 (0.84%) Hyperion
16 34 (0.84%) Red Hat
17 33 (0.82%) HP
18 32 (0.79%) RedGate
19 31 (0.77%) EXASOL
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: Today
Stockport, Cheshire
Capita Resourcing - IT Resourcing
Salary: £35000 - £45000 per annum
Posted: 3 hours ago
Oxfordshire
Austin Fraser
Salary: £50000.00 - £60000 per annum + Benefits+Bonus
Posted: 11 hours ago
Oxford, Oxfordshire
Corriculo
Salary: Up to £35,000 per annum
Posted: 10 hours ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £60000 - £80000 per annum + Great Benefits/Home Working
Posted: 3 hours ago
London
Eutopia Solutions Ltd
Salary: £50000.00 - £60000.00 per annum + EXTENSIVE BENEFITS
Posted: 4 hours ago
London
Venturi
Salary: £45000 - £50000 per annum + Bonus + Benefits + Home Working
Posted: 11 hours ago
London
Cadence Resourcing
Salary: £40000 - £70000 per annum
Posted: 10 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: Today
City, London
Crimson Ltd
Salary: £50000 - £75000 per annum + Benefits
Posted: 13 hours ago
South East
Austin Fraser
Salary: £40000 - £50000 per annum + Benefits
Posted: 11 hours ago
City, London
I3
Salary: £55000 - £70000 per annum + benefits + bonus
Posted: 13 hours ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £40000 per annum + Pension, Bonus
Posted: 12 hours ago
Gatwick, West Sussex
Proactive Appointments
Salary: £50000 - £60000 per annum + Benefits
Posted: 11 hours ago
City, London
Harvey Nash plc
Salary: £55000 - £70000 per annum
Posted: 5 hours ago
Nottingham, Nottinghamshire
onezeero.
Salary: £40000 - £50000 per annum + Benefits
Posted: Yesterday
Bristol, Avon
Sanderson
Salary: £40000.00 per annum
Posted: Yesterday
Warwickshire
Venn Group
Salary: £50000 - £70000 Per Annum
Posted: 4 hours ago
North London
The Bridge Ltd
Salary: From £60,000 to £70,000 per annum 20% Bonus, Healthcare, Contributory
Posted: 4 hours ago
North London
The Bridge Ltd
Salary: From £46,000 to £58,000 per annum 15% Bonus, Pension, Healthcare, Seas
Posted: 4 hours ago
Leicester, Leicestershire
Owen Daniels Consultancy
Salary: Up to £46,500 per annum
Posted: 7 hours ago
West Midlands
Austin Fraser
Salary: £40000.00 - £50000 per annum + Benefits
Posted: 11 hours ago
London
HFG
Salary: £40000 - £60000 per annum, Benefits + bonus + benefits
Posted: Yesterday
Bristol, Avon
Redrock Consulting Ltd
Salary: £45000 - £55000 per annum + Excellent Benefits
Posted: Yesterday
London
Lawrence Harvey Enterprise
Salary: £50000 - £55000 per annum + Benefits
Posted: Yesterday
Manchester, Lancashire
Opus IT Consulting
Salary: £50 - £58000 per annum + Car Allowance
Posted: 7 hours ago
Warwickshire
Nigel Frank International Ltd
Salary: £30000 - £45000 per annum + Car, Pension scheme, incetives
Posted: 2 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: £25,000 per annum + 10% Bonus + Bens + Flexible Working
Posted: 12 hours ago
Gloucester, Gloucestershire
Maclean Moore Consulting
Salary: From £42,000 to £45,000 per annum plus incentives and benefits
Posted: 10 hours ago
London
onezeero.
Salary: £50000 - £55000 per annum
Posted: 6 hours ago