The table below looks at the statistics for ETL skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 20 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Jan 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
UK
Rank 136 93 131
Rank change year-on-year
-43 +38
Permanent jobs citing ETL 1959 3004 2515
As % of all permanent IT jobs located in the UK 2.32% 3.01% 2.39%
As % of the Processes & Methodologies category 2.63% 3.43% 2.78%
Number of salaries quoted 1619 2457 2082
Median salary £50,500 £50,000 £50,500
Median salary % change year-on-year
+1.00% -0.99%
90% offered a salary of more than £35,000 £35,000 £35,000
10% offered a salary of more than £75,000 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £45,000

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
74379 87644 90527
As % of all permanent IT jobs located in the UK 88.14% 87.68% 86.05%
Number of salaries quoted 61268 72885 74721
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £77,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

ETL
Jobs Demand Trend

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

ETL Jobs Demand Trend in the UK

ETL
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL within the UK.

ETL Salary Trend in the UK

ETL
Salary Histogram

This chart provides a salary histogram for IT jobs citing ETL over the 3 months to 20 January 2017 within the UK.

ETL Salary Histogram in the UK

ETL
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the UK over the 3 months to 20 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
England -44 1832 £52,500 +1.94% 247
London -30 902 £60,000 +4.34% 113
South East -44 291 £53,500 +14.94% 41
City of London -1 205 £60,000 - 34
North West +9 149 £37,500 -9.63% 30
East of England +45 140 £50,000 - 10
Yorkshire -66 98 £42,500 +6.25% 14
Manchester +30 97 £36,500 -14.11% 16
South West -24 84 £42,500 -3.40% 15
West Midlands -64 83 £42,500 - 14
West Yorkshire -46 82 £42,500 - 9
Berkshire -52 80 £50,000 +3.09% 9
East Midlands +8 68 £47,500 -5.00% 7
Scotland -7 59 £46,000 -3.15% 11
Surrey +26 53 £55,000 +37.50% 7
Leeds -59 51 £42,500 -10.52% 6
Oxfordshire +9 40 £55,000 +5.76% 7
Hertfordshire -7 40 £45,000 -7.69%
Hampshire -8 38 £45,000 -5.26% 9
Wales +16 37 £37,000 +2.77% 2
West Sussex +38 35 £60,000 +50.00% 1
Essex +28 35 £50,000 -
Nottingham +3 33 £42,500 -15.00% 3
Nottinghamshire 0 33 £42,500 -15.00% 3
Glasgow -7 32 £50,000 +5.26% 3
Reading -7 31 £28,500 -28.75% 2
Northamptonshire +15 28 £50,000 +25.00% 2
South Wales +15 28 £37,000 - 1
Bristol -4 28 £42,500 +2.40% 5
Cheshire -10 28 £40,000 - 10

ETL
Top 30 Related IT Skills

For the 6 months to 20 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 with a requirement for ETL.

1 2865 (67.19%) SQL
2 2344 (54.97%) Business Intelligence
3 2103 (49.32%) SQL Server
4 2080 (48.78%) Data Warehouse
5 1758 (41.23%) SQL Server Integration Services
6 1250 (29.32%) Oracle
7 1240 (29.08%) SQL Server Reporting Services
8 1137 (26.67%) Agile Software Development
9 1131 (26.52%) Finance
10 1110 (26.03%) T-SQL
11 1033 (24.23%) Microsoft
12 960 (22.51%) Data Modelling
13 933 (21.88%) SQL Server Analysis Services
14 856 (20.08%) Analytics
15 647 (15.17%) Big Data
16 627 (14.70%) Analytical Skills
17 601 (14.09%) MS Excel
18 594 (13.93%) Relational Database
19 572 (13.41%) Java
20 548 (12.85%) Degree
21 507 (11.89%) Informatica
22 496 (11.63%) SQL Server 2012
23 489 (11.47%) Hadoop
24 478 (11.21%) Tableau
25 459 (10.76%) Data Management
26 451 (10.58%) .NET
27 438 (10.27%) C#
28 421 (9.87%) Data Integration
29 391 (9.17%) Data Quality
30 380 (8.91%) PL/SQL

ETL
Top Related IT Skills 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
1 183 (4.29%) Apache Spark
2 170 (3.99%) SAS
3 141 (3.31%) SharePoint
4 103 (2.42%) Oracle SOA Suite
5 89 (2.09%) JBoss
6 82 (1.92%) Elasticsearch
7 80 (1.88%) Apache Pig
8 78 (1.83%) Apache
9 75 (1.76%) WebSphere
10 74 (1.74%) Tomcat
11 60 (1.41%) WebLogic
12 53 (1.24%) IIS
13 43 (1.01%) BizTalk Server
14 26 (0.61%) Confluence
15 24 (0.56%) Jetty
15 24 (0.56%) nginx
16 23 (0.54%) Oracle Workflow
17 21 (0.49%) Apache Solr
18 13 (0.30%) CMS
18 13 (0.30%) GlassFish
Applications
1 601 (14.09%) MS Excel
2 72 (1.69%) MS Office
3 67 (1.57%) SPSS
4 26 (0.61%) MS PowerPoint
5 19 (0.45%) MS Visio
6 13 (0.30%) Spreadsheet
7 8 (0.19%) MS Project
8 4 (0.094%) Stata
9 3 (0.070%) InfoPath
10 2 (0.047%) Gephi
10 2 (0.047%) Gliffy
10 2 (0.047%) OmniGraffle
11 1 (0.023%) EngageOne
Business Applications
1 54 (1.27%) Cognos Business Intelligence
2 41 (0.96%) Dynamics CRM
3 24 (0.56%) Oracle EBS
4 20 (0.47%) Cognos TM1
4 20 (0.47%) Dynamics AX
5 17 (0.40%) Markit EDM
5 17 (0.40%) SAP ERP
6 16 (0.38%) Cognos Planning
7 14 (0.33%) BusinessWorks
7 14 (0.33%) SAP BPC
8 13 (0.30%) SAP CRM
9 12 (0.28%) SAP Oil and Gas
10 11 (0.26%) Eloqua
10 11 (0.26%) Oracle EBS R12
11 10 (0.23%) Oracle Applications
11 10 (0.23%) Oracle Payables
12 9 (0.21%) Dynamics NAV
12 9 (0.21%) Oracle Receivables
12 9 (0.21%) Salesforce.com CRM
12 9 (0.21%) TIBCO BusinessEvents
Cloud Services
1 315 (7.39%) Amazon AWS
2 260 (6.10%) Microsoft Azure
3 71 (1.67%) Amazon EC2
4 67 (1.57%) SaaS
5 55 (1.29%) Cloud Computing
6 44 (1.03%) Google Cloud Platform
7 36 (0.84%) GitHub
8 33 (0.77%) Amazon S3
9 32 (0.75%) Google Analytics
10 31 (0.73%) Amazon EMR
10 31 (0.73%) Force.com
11 27 (0.63%) Office 365
12 23 (0.54%) Amazon Kinesis
13 21 (0.49%) PaaS
14 18 (0.42%) AWS Elastic Beanstalk
14 18 (0.42%) IaaS
15 16 (0.38%) Amazon ELB
15 16 (0.38%) Route 53
15 16 (0.38%) Virtual Private Cloud
16 10 (0.23%) Heroku
Communications & Networking
1 57 (1.34%) Internet
2 18 (0.42%) HTTP
3 15 (0.35%) TCP/IP
4 14 (0.33%) Firewall
5 13 (0.30%) Intranet
6 12 (0.28%) DNS
6 12 (0.28%) FTP
7 10 (0.23%) HTTPS
7 10 (0.23%) SAN
7 10 (0.23%) SNMP
8 5 (0.12%) SSL
9 2 (0.047%) Ethernet
9 2 (0.047%) Extranet
9 2 (0.047%) Kerberos
9 2 (0.047%) LDAP
9 2 (0.047%) Network Security
9 2 (0.047%) VoIP
9 2 (0.047%) Wireless
10 1 (0.023%) Cisco ASA
10 1 (0.023%) WLAN
Database & Business Intelligence
1 2103 (49.32%) SQL Server
2 2080 (48.78%) Data Warehouse
3 1758 (41.23%) SQL Server Integration Services
4 1240 (29.08%) SQL Server Reporting Services
5 933 (21.88%) SQL Server Analysis Services
6 647 (15.17%) Big Data
7 594 (13.93%) Relational Database
8 496 (11.63%) SQL Server 2012
9 489 (11.47%) Hadoop
10 364 (8.54%) BusinessObjects
10 364 (8.54%) SQL Server 2008
11 340 (7.97%) Oracle Database
12 336 (7.88%) QlikView
13 335 (7.86%) SQL Server 2014
14 332 (7.79%) Power BI
15 311 (7.29%) MySQL
16 300 (7.04%) NoSQL
17 281 (6.59%) RDBMS
18 263 (6.17%) OLAP
19 187 (4.39%) SQL Server 2016
Development Applications
1 244 (5.72%) Talend Open Studio
2 226 (5.30%) Team Foundation Server
3 166 (3.89%) Visual Studio
4 136 (3.19%) JIRA
5 103 (2.42%) Git (software)
6 79 (1.85%) Jenkins
7 55 (1.29%) JUnit
8 50 (1.17%) Oracle Forms
9 49 (1.15%) ERwin
10 47 (1.10%) SQL Server Management Studio (SSMS)
11 44 (1.03%) Subversion
12 43 (1.01%) Gradle
13 42 (0.98%) Toad
14 40 (0.94%) Maven
15 37 (0.87%) Selenium
16 36 (0.84%) Eclipse
17 28 (0.66%) Octopus Deploy
18 26 (0.61%) Hudson
19 25 (0.59%) Mockito
20 24 (0.56%) Sonatype Nexus
General
1 1131 (26.52%) Finance
2 297 (6.97%) Banking
3 271 (6.36%) Retail
4 228 (5.35%) Marketing
5 148 (3.47%) Legal
6 80 (1.88%) Advertising
7 70 (1.64%) Manufacturing
8 67 (1.57%) Investment Banking
9 55 (1.29%) Games
10 42 (0.98%) Telecoms
11 39 (0.91%) Pharmaceutical
12 36 (0.84%) Publishing
13 33 (0.77%) Back Office
14 31 (0.73%) Financial Institution
14 31 (0.73%) Law
15 27 (0.63%) Front Office
16 26 (0.61%) Billing
17 23 (0.54%) Retail Banking
18 16 (0.38%) Corporate Banking
19 15 (0.35%) Private Banking
Job Titles
1 1805 (42.33%) Developer
2 748 (17.54%) SQL Developer
3 650 (15.24%) Analyst
4 627 (14.70%) Business Intelligence Developer
5 507 (11.89%) Architect
6 396 (9.29%) ETL Developer
7 312 (7.32%) DBA
8 304 (7.13%) Data Architect
9 302 (7.08%) SSIS Developer
10 297 (6.97%) Senior Developer
11 273 (6.40%) Business Intelligence Analyst
12 245 (5.75%) SQL DBA
12 245 (5.75%) SQL Server Developer
13 227 (5.32%) SQL BI Developer
14 203 (4.76%) Consultant
15 199 (4.67%) Data Warehouse Developer
16 180 (4.22%) Oracle Developer
17 170 (3.99%) SSRS Developer
18 164 (3.85%) Business Developer
19 162 (3.80%) Data Engineer
Libraries, Frameworks & Software Standards
1 451 (10.58%) .NET
2 380 (8.91%) Web Services
3 357 (8.37%) XML
4 176 (4.13%) MDX
5 161 (3.78%) HTML
6 129 (3.03%) REST
7 126 (2.95%) SOAP
8 89 (2.09%) ASP.NET
8 89 (2.09%) Spring
9 86 (2.02%) .NET Framework
10 85 (1.99%) CSS
11 76 (1.78%) RESTful
12 69 (1.62%) J2EE
13 68 (1.59%) Middleware
14 57 (1.34%) JSON
14 57 (1.34%) WCF
15 56 (1.31%) Java EE
16 51 (1.20%) JMS
17 44 (1.03%) JDBC
17 44 (1.03%) XSLT
Miscellaneous
1 627 (14.70%) Analytical Skills
2 421 (9.87%) Data Integration
3 355 (8.33%) Visualisation
4 256 (6.00%) Computer Science
5 195 (4.57%) Management Information System
6 134 (3.14%) Statistics
7 130 (3.05%) Mathematics
8 122 (2.86%) Enterprise Software
9 82 (1.92%) Replication
10 77 (1.81%) Data Structures
11 68 (1.59%) Data Extraction
12 66 (1.55%) iPad
13 59 (1.38%) Clustering
13 59 (1.38%) Credit Risk
14 55 (1.29%) Fintech
15 45 (1.06%) Algorithms
16 40 (0.94%) User Experience
17 35 (0.82%) NHS
18 30 (0.70%) Reference Data
19 29 (0.68%) Economics
Operating Systems
1 318 (7.46%) Linux
2 264 (6.19%) Unix
3 257 (6.03%) Windows
4 77 (1.81%) Windows Server
5 51 (1.20%) Red Hat Enterprise Linux
6 42 (0.98%) Windows Server 2012
7 21 (0.49%) Windows Server 2003
8 20 (0.47%) Windows Server 2008
9 12 (0.28%) Solaris
10 9 (0.21%) Android
11 7 (0.16%) AIX
12 6 (0.14%) CentOS
12 6 (0.14%) HPUX
13 5 (0.12%) Ubuntu
14 4 (0.094%) Windows 10
15 3 (0.070%) Windows XP
16 2 (0.047%) Apple iOS
16 2 (0.047%) Mac OS
17 1 (0.023%) Windows 7
Processes & Methodologies
1 2344 (54.97%) Business Intelligence
2 1137 (26.67%) Agile Software Development
3 960 (22.51%) Data Modelling
4 856 (20.08%) Analytics
5 459 (10.76%) Data Management
6 346 (8.11%) Performance Tuning
7 336 (7.88%) Migration
8 321 (7.53%) Kimball Methodology
9 318 (7.46%) Data Analysis
10 296 (6.94%) SDLC
11 288 (6.75%) Scrum
12 254 (5.96%) ETL Development
13 251 (5.89%) Data Architecture
14 235 (5.51%) Project Management
15 233 (5.46%) Data Visualisation
15 233 (5.46%) SOA
16 216 (5.07%) CRM
17 214 (5.02%) Data Analytics
18 197 (4.62%) Data Migration
19 195 (4.57%) Software Engineering
Programming Languages
1 2865 (67.19%) SQL
2 1110 (26.03%) T-SQL
3 572 (13.41%) Java
4 438 (10.27%) C#
5 380 (8.91%) PL/SQL
6 357 (8.37%) Python
7 222 (5.21%) JavaScript
8 167 (3.92%) PowerShell
9 164 (3.85%) R
10 158 (3.71%) Shell Script
11 132 (3.10%) VBA
12 100 (2.35%) Data Analysis Expressions (DAX)
13 94 (2.20%) Scala
14 78 (1.83%) C++
15 73 (1.71%) VB.NET
16 63 (1.48%) PHP
17 59 (1.38%) Perl
18 57 (1.34%) C
19 35 (0.82%) VB
20 30 (0.70%) Apex Code
Qualifications
1 548 (12.85%) Degree
2 78 (1.83%) Microsoft Certification
3 58 (1.36%) Security Cleared
4 31 (0.73%) MCITP
5 30 (0.70%) Oracle Certification
5 30 (0.70%) SC Cleared
6 21 (0.49%) ISEB
6 21 (0.49%) PMI Certification
7 18 (0.42%) ISTQB
8 15 (0.35%) MCTS
8 15 (0.35%) OCP
8 15 (0.35%) PhD
9 13 (0.30%) ITIL Foundation Certificate
10 12 (0.28%) MCSE
11 10 (0.23%) ISTQB Foundation Certification
11 10 (0.23%) MCP
11 10 (0.23%) MCSA
12 9 (0.21%) ACCA
12 9 (0.21%) PMP
13 7 (0.16%) CIMA
Quality Assurance & Compliance
1 391 (9.17%) Data Quality
2 155 (3.64%) QA
3 57 (1.34%) SLA
4 9 (0.21%) COBIT
4 9 (0.21%) Dodd-Frank
4 9 (0.21%) PCI DSS
5 5 (0.12%) CRD IV
5 5 (0.12%) HL7
5 5 (0.12%) Solvency II
6 3 (0.070%) Sarbanes-Oxley
6 3 (0.070%) SNOMED CT
7 2 (0.047%) ISO 14001
7 2 (0.047%) ISO 9001
8 1 (0.023%) Basel III
8 1 (0.023%) EMIR
8 1 (0.023%) GCP
8 1 (0.023%) HIPAA
8 1 (0.023%) ISO/IEC 27001
8 1 (0.023%) MiFID
8 1 (0.023%) UCITS
System Software
1 44 (1.03%) HDFS
2 34 (0.80%) Apache Flume
3 21 (0.49%) Docker
4 10 (0.23%) Active Directory
5 9 (0.21%) Oracle RAC
6 3 (0.070%) VMware Infrastructure
6 3 (0.070%) XenServer
7 2 (0.047%) Apache ZooKeeper
8 1 (0.023%) Ceph
8 1 (0.023%) Firmware
8 1 (0.023%) GPFS
8 1 (0.023%) Hyper-V
8 1 (0.023%) SRDF
8 1 (0.023%) Tivoli Workload Scheduler
8 1 (0.023%) VirtualBox
8 1 (0.023%) VMware Server
8 1 (0.023%) Xen
Systems Management
1 56 (1.31%) Opscode Chef
2 44 (1.03%) Puppet
3 39 (0.91%) Ansible
4 30 (0.70%) Oozie
5 29 (0.68%) Control-M
6 16 (0.38%) HP Quality Center
7 13 (0.30%) Failover Clustering
7 13 (0.30%) Oracle Enterprise Manager
8 8 (0.19%) Perfmon
9 7 (0.16%) Data Guard
9 7 (0.16%) Hadoop YARN
10 5 (0.12%) Kibana
10 5 (0.12%) Mesos
10 5 (0.12%) SCOM
11 3 (0.070%) Enterprise Manager Cloud Control
11 3 (0.070%) Oracle RMAN
12 2 (0.047%) logstash
12 2 (0.047%) WebSphere Cast Iron
13 1 (0.023%) Ambari
13 1 (0.023%) ZABBIX
Vendors
1 1250 (29.32%) Oracle
2 1033 (24.23%) Microsoft
3 507 (11.89%) Informatica
4 478 (11.21%) Tableau
5 285 (6.68%) SAP
6 258 (6.05%) Cognos
7 244 (5.72%) Talend
8 163 (3.82%) IBM
9 129 (3.03%) Teradata
10 117 (2.74%) Salesforce.com
11 106 (2.49%) Google
12 77 (1.81%) Sybase
13 67 (1.57%) MicroStrategy
14 65 (1.52%) Netezza
15 41 (0.96%) Splunk
16 35 (0.82%) HP
16 35 (0.82%) Hyperion
16 35 (0.82%) Red Hat
17 32 (0.75%) RedGate
18 30 (0.70%) Vertica
Nottingham, Nottinghamshire
onezeero.
Salary: £25000 - £30000 per annum + Benefits
Posted: Yesterday
Surrey
Harrington Starr
Salary: £35000 - £50000 per annum + Bonus + Benefits
Posted: 1 hour ago
Isle of Wight
Spectrum IT Recruitment (South) Ltd
Salary: £30000 - £35000 per annum
Posted: 17 hours ago
City, London
Deerfoot IT Resources Ltd
Salary: £60000 - £70000 per annum + excellent benefits
Posted: 23 hours ago
Bedfordshire
Asset Resourcing Ltd
Salary: £35000 - £40000 per annum
Posted: 20 hours ago
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £45000 - £55000 per annum + Benefits
Posted: 19 hours ago
City, London
Charles Taylor plc
Salary: Market related
Posted: 17 hours ago
Birmingham, West Midlands (County)
Harvey Nash plc
Salary: £30000 - £35000 per annum + Package
Posted: 23 hours ago
Bristol, Avon
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £45000.00 per annum
Posted: 23 hours ago
London
Venturi
Salary: £50000.00 - £65000.00 per annum + 20% Bonus & Benefits
Posted: Yesterday
City, London
ARC IT Recruitment Ltd
Salary: £55000 per annum + Plus Bonus and Benefits
Posted: 17 hours ago
Sutton Coldfield, West Midlands (County)
X4 Group
Salary: £20k - 30k per year
Posted: Yesterday
Norwich, Norfolk
Send
Salary: From £55,000 to £62,000 per annum + bonus + benefits
Posted: 15 hours ago
City, London
Harvey Nash plc
Salary: £55000 - £70000 per annum
Posted: 17 hours ago
London
Harvey Nash plc
Salary: £50000 - £70000 per annum
Posted: 17 hours ago
Manchester, Lancashire
Blues Point Ltd
Salary: From £30,000 to £40,000 per annum + benefits
Posted: Yesterday
York, North Yorkshire
X4 Group
Salary: £25k - 35k per year
Posted: Yesterday
London
Venturi
Salary: £0.00 per annum
Posted: 18 hours ago
London
Lawrence Harvey Enterprise
Salary: £40000 - £45000 per annum + Benefits
Posted: Yesterday
Exeter, Devon
Oscar
Salary: £35000 - £45000 per annum + Benefits
Posted: 18 hours ago
London
Digitech Resourcing Ltd
Salary: From £55,000 to £70,000 per annum + 10% Bonus
Posted: 16 hours ago
London
Energon People
Salary: £45000.00 - £55000.00 per annum
Posted: Yesterday
Hampshire
Opus Recruitment Solutions Ltd
Salary: £40000 - £45000 per annum
Posted: Yesterday
Swansea, West Glamorgan
Resource Group
Salary: £40-55K + Benefits
Posted: 17 hours ago
Haverhill, Suffolk
Opus Resourcing Ltd
Salary: £50000 - £60000 per annum + Bens + Bonus
Posted: 15 hours ago
West Yorkshire
Rullion IT Plus
Salary: £60000 - £80000 per annum + Bonus + Pension + Health
Posted: 17 hours ago
Birmingham, West Midlands (County)
Maurice Nash
Salary: From £25,000 to £28,000 per annum
Posted: Yesterday
Edinburgh, Midlothian
Monarch Recruitment
Salary: £30000 - £55000 per annum
Posted: 18 hours ago
Chester, Cheshire
Oscar
Salary: £40000 - £60000 per annum + Benefits
Posted: 18 hours ago
Solihull, West Midlands (County)
Modis International
Salary: £30000.00 - £36000.00 per annum + Benefits package
Posted: Yesterday