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 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 146 101 123
Rank change year-on-year
-45 +22
Permanent jobs citing ETL 2036 3016 2799
As % of all permanent IT jobs located in the UK 2.27% 2.85% 2.47%
As % of the Processes & Methodologies category 2.58% 3.25% 2.88%
Number of salaries quoted 1676 2450 2293
Median salary £52,500 £50,000 £50,000
Median salary % change year-on-year
+5.00% -
90% offered a salary of more than £35,000 £35,000 £35,000
10% offered a salary of more than £75,000 £72,500 £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
78934 92697 97322
As % of all permanent IT jobs located in the UK 88.07% 87.56% 85.72%
Number of salaries quoted 65072 76555 80048
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 £31,193
10% offered a salary of more than £77,500 £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 10 December 2016 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 10 December 2016. 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
(Click see detailed
statistics and trends)
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 -45 1917 £52,500 +5.00% 229
London -28 970 £60,000 +1.91% 107
South East -33 324 £50,000 +5.26% 43
City of London -11 182 £55,000 -8.33% 31
East of England +47 148 £50,000 +5.26% 12
Yorkshire -26 123 £42,500 +6.25% 12
North West -39 111 £37,500 - 23
West Yorkshire +1 110 £45,000 +2.85% 9
South West -15 85 £42,500 -5.55% 12
Berkshire -29 78 £50,000 +5.26% 19
Manchester +18 77 £37,500 -11.76% 14
Leeds -2 71 £45,000 -10.00% 6
West Midlands -69 69 £42,500 +1.19% 11
Scotland +3 66 £50,000 +5.26% 8
East Midlands 0 64 £45,000 +5.88% 4
Surrey +16 58 £62,500 +38.88% 2
West Sussex +68 55 £55,000 +37.50% 5
Hampshire -30 54 £45,000 - 4
Hertfordshire +4 46 £50,000 +5.26% 3
Essex +36 42 £47,500 +41.79%
Crawley +39 35 £55,000 +12.82% 4
Glasgow +5 35 £50,000 +5.26% 5
Oxfordshire -9 31 £55,000 +5.76% 9
Northamptonshire +17 29 £49,250 +23.12% 1
Wales -12 29 £36,000 -1.36% 1
Colchester +33 26 £47,500 +59.66%
Nottingham -2 26 £37,500 -25.00% 3
Nottinghamshire -8 26 £37,500 -25.00% 3
Bradford +6 25 £40,000 +23.07% 1
Somerset +21 24 £38,000 -45.71%

ETL
Top 30 Related IT Skills

For the 6 months to 10 December 2016, 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 2940 (66.34%) SQL
2 2450 (55.28%) Business Intelligence
3 2232 (50.36%) SQL Server
4 2198 (49.59%) Data Warehouse
5 1861 (41.99%) SQL Server Integration Services
6 1280 (28.88%) SQL Server Reporting Services
7 1234 (27.84%) Oracle
8 1205 (27.19%) Finance
9 1145 (25.83%) T-SQL
10 1124 (25.36%) Agile Software Development
11 1085 (24.48%) Microsoft
12 1004 (22.65%) Data Modelling
13 953 (21.50%) SQL Server Analysis Services
14 889 (20.06%) Analytics
15 688 (15.52%) Big Data
16 684 (15.43%) Analytical Skills
17 603 (13.61%) Degree
18 599 (13.52%) MS Excel
19 595 (13.43%) Relational Database
20 573 (12.93%) Java
21 570 (12.86%) Informatica
22 554 (12.50%) SQL Server 2012
23 551 (12.43%) Data Management
24 502 (11.33%) Tableau
25 500 (11.28%) Hadoop
26 490 (11.06%) .NET
27 472 (10.65%) C#
28 461 (10.40%) Data Quality
29 456 (10.29%) Data Integration
30 417 (9.41%) BusinessObjects

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
1 198 (4.47%) SAS
2 180 (4.06%) Apache Spark
3 149 (3.36%) SharePoint
4 94 (2.12%) Oracle SOA Suite
5 85 (1.92%) Elasticsearch
6 82 (1.85%) Apache Pig
7 74 (1.67%) WebSphere
8 73 (1.65%) Apache
9 67 (1.51%) JBoss
10 64 (1.44%) Tomcat
11 46 (1.04%) WebLogic
12 40 (0.90%) IIS
13 30 (0.68%) BizTalk Server
14 23 (0.52%) Apache Solr
14 23 (0.52%) Confluence
15 15 (0.34%) Jetty
15 15 (0.34%) nginx
15 15 (0.34%) Oracle Workflow
16 14 (0.32%) CMS
17 13 (0.29%) GlassFish
Applications
1 599 (13.52%) MS Excel
2 89 (2.01%) MS Office
3 77 (1.74%) SPSS
4 30 (0.68%) MS PowerPoint
5 23 (0.52%) MS Visio
6 16 (0.36%) Spreadsheet
7 10 (0.23%) MS Project
8 4 (0.090%) Gephi
8 4 (0.090%) Stata
9 3 (0.068%) InfoPath
10 2 (0.045%) Gliffy
10 2 (0.045%) OmniGraffle
Business Applications
1 53 (1.20%) Cognos Business Intelligence
2 35 (0.79%) Dynamics CRM
3 26 (0.59%) SAP BPC
4 25 (0.56%) Cognos TM1
5 21 (0.47%) Dynamics AX
6 17 (0.38%) Markit EDM
6 17 (0.38%) SAP ERP
7 14 (0.32%) BusinessWorks
7 14 (0.32%) Cognos Planning
7 14 (0.32%) FastStats
7 14 (0.32%) Oracle EBS
7 14 (0.32%) Salesforce.com CRM
8 12 (0.27%) Dynamics NAV
8 12 (0.27%) Oracle Payables
8 12 (0.27%) SAP CRM
9 11 (0.25%) Eloqua
9 11 (0.25%) SAP Oil and Gas
10 9 (0.20%) Oracle Applications
10 9 (0.20%) Oracle Receivables
10 9 (0.20%) TIBCO BusinessEvents
Cloud Services
1 306 (6.90%) Amazon AWS
2 231 (5.21%) Microsoft Azure
3 77 (1.74%) Amazon EC2
4 64 (1.44%) SaaS
5 51 (1.15%) Cloud Computing
6 45 (1.02%) GitHub
7 44 (0.99%) Google Cloud Platform
8 34 (0.77%) Amazon EMR
9 32 (0.72%) Amazon S3
10 31 (0.70%) Force.com
11 26 (0.59%) Office 365
12 25 (0.56%) Google Analytics
13 22 (0.50%) Amazon Kinesis
14 21 (0.47%) PaaS
15 19 (0.43%) AWS Elastic Beanstalk
15 19 (0.43%) IaaS
16 17 (0.38%) Amazon ELB
16 17 (0.38%) Route 53
16 17 (0.38%) Virtual Private Cloud
17 10 (0.23%) Heroku
Communications & Networking
1 54 (1.22%) Internet
2 16 (0.36%) Firewall
2 16 (0.36%) FTP
2 16 (0.36%) HTTP
3 12 (0.27%) DNS
4 10 (0.23%) SAN
5 9 (0.20%) TCP/IP
6 7 (0.16%) Intranet
7 6 (0.14%) HTTPS
7 6 (0.14%) SNMP
8 5 (0.11%) Network Security
9 3 (0.068%) SSL
10 2 (0.045%) Ethernet
10 2 (0.045%) Kerberos
10 2 (0.045%) LDAP
10 2 (0.045%) VoIP
10 2 (0.045%) VPN
10 2 (0.045%) Wireless
11 1 (0.023%) WAN
11 1 (0.023%) WLAN
Database & Business Intelligence
1 2232 (50.36%) SQL Server
2 2198 (49.59%) Data Warehouse
3 1861 (41.99%) SQL Server Integration Services
4 1280 (28.88%) SQL Server Reporting Services
5 953 (21.50%) SQL Server Analysis Services
6 688 (15.52%) Big Data
7 595 (13.43%) Relational Database
8 554 (12.50%) SQL Server 2012
9 500 (11.28%) Hadoop
10 417 (9.41%) BusinessObjects
11 410 (9.25%) SQL Server 2008
12 362 (8.17%) SQL Server 2014
13 353 (7.96%) QlikView
14 337 (7.60%) NoSQL
15 327 (7.38%) Oracle Database
16 291 (6.57%) Power BI
17 285 (6.43%) RDBMS
18 281 (6.34%) MySQL
19 251 (5.66%) OLAP
20 180 (4.06%) SQL Server 2016
Development Applications
1 243 (5.48%) Team Foundation Server
2 218 (4.92%) Talend Open Studio
3 156 (3.52%) Visual Studio
4 132 (2.98%) JIRA
5 111 (2.50%) Git (software)
6 77 (1.74%) Jenkins
7 58 (1.31%) ERwin
8 50 (1.13%) SQL Server Management Studio (SSMS)
9 46 (1.04%) JUnit
10 44 (0.99%) Gradle
11 38 (0.86%) Subversion
12 35 (0.79%) Toad
13 32 (0.72%) Oracle Forms
14 31 (0.70%) Eclipse
14 31 (0.70%) Octopus Deploy
14 31 (0.70%) Selenium
15 29 (0.65%) Mockito
16 27 (0.61%) Maven
17 25 (0.56%) IntelliJ
17 25 (0.56%) TestNG
General
1 1205 (27.19%) Finance
2 310 (6.99%) Banking
3 289 (6.52%) Retail
4 222 (5.01%) Marketing
5 148 (3.34%) Legal
6 75 (1.69%) Advertising
7 73 (1.65%) Investment Banking
8 63 (1.42%) Manufacturing
9 61 (1.38%) Games
10 50 (1.13%) Telecoms
11 38 (0.86%) Back Office
12 37 (0.83%) Publishing
13 36 (0.81%) Law
14 34 (0.77%) Financial Institution
15 32 (0.72%) Pharmaceutical
16 30 (0.68%) Billing
17 29 (0.65%) Retail Banking
18 23 (0.52%) Front Office
19 16 (0.36%) Corporate Banking
20 15 (0.34%) Private Banking
Job Titles
1 1919 (43.30%) Developer
2 794 (17.92%) SQL Developer
3 682 (15.39%) Business Intelligence Developer
4 612 (13.81%) Analyst
5 561 (12.66%) Architect
6 451 (10.18%) ETL Developer
7 370 (8.35%) SSIS Developer
8 355 (8.01%) Data Architect
9 295 (6.66%) DBA
10 263 (5.93%) Senior Developer
11 246 (5.55%) SQL DBA
11 246 (5.55%) SQL Server Developer
12 238 (5.37%) SQL BI Developer
13 237 (5.35%) Business Intelligence Analyst
14 207 (4.67%) Consultant
15 206 (4.65%) Data Warehouse Developer
16 201 (4.54%) SSRS Developer
17 175 (3.95%) Oracle Developer
18 173 (3.90%) Data Engineer
19 169 (3.81%) Data Analyst
Libraries, Frameworks & Software Standards
1 490 (11.06%) .NET
2 391 (8.82%) XML
3 383 (8.64%) Web Services
4 205 (4.63%) MDX
5 135 (3.05%) HTML
6 126 (2.84%) REST
7 115 (2.59%) ASP.NET
7 115 (2.59%) SOAP
8 82 (1.85%) .NET Framework
9 74 (1.67%) Spring
10 73 (1.65%) Middleware
11 65 (1.47%) CSS
12 63 (1.42%) JSON
12 63 (1.42%) RESTful
13 56 (1.26%) WCF
14 50 (1.13%) J2EE
14 50 (1.13%) JDBC
15 44 (0.99%) JMS
15 44 (0.99%) WebSphere MQ
16 43 (0.97%) Entity Framework
Miscellaneous
1 684 (15.43%) Analytical Skills
2 456 (10.29%) Data Integration
3 360 (8.12%) Visualisation
4 298 (6.72%) Computer Science
5 212 (4.78%) Management Information System
6 141 (3.18%) Mathematics
7 123 (2.78%) Statistics
8 120 (2.71%) Enterprise Software
9 86 (1.94%) Replication
10 78 (1.76%) Data Structures
11 60 (1.35%) Fintech
12 58 (1.31%) Credit Risk
13 57 (1.29%) Data Extraction
14 49 (1.11%) iPad
15 44 (0.99%) Clustering
15 44 (0.99%) User Experience
16 40 (0.90%) Algorithms
17 32 (0.72%) NHS
18 31 (0.70%) Reference Data
19 25 (0.56%) Taxonomies
Operating Systems
1 293 (6.61%) Linux
2 280 (6.32%) Unix
3 243 (5.48%) Windows
4 77 (1.74%) Windows Server
5 44 (0.99%) Red Hat Enterprise Linux
6 34 (0.77%) Windows Server 2012
7 17 (0.38%) Windows Server 2003
8 15 (0.34%) Windows Server 2008
9 13 (0.29%) Solaris
10 7 (0.16%) AIX
11 6 (0.14%) HPUX
12 5 (0.11%) Ubuntu
13 4 (0.090%) Android
13 4 (0.090%) Windows 10
14 3 (0.068%) Apple iOS
14 3 (0.068%) CentOS
14 3 (0.068%) Windows XP
15 2 (0.045%) Mac OS
15 2 (0.045%) Oracle Linux
15 2 (0.045%) Windows 7
Processes & Methodologies
1 2450 (55.28%) Business Intelligence
2 1124 (25.36%) Agile Software Development
3 1004 (22.65%) Data Modelling
4 889 (20.06%) Analytics
5 551 (12.43%) Data Management
6 374 (8.44%) Performance Tuning
7 347 (7.83%) Kimball Methodology
8 340 (7.67%) Migration
9 328 (7.40%) Data Analysis
10 322 (7.27%) SDLC
11 305 (6.88%) Data Architecture
12 292 (6.59%) ETL Development
12 292 (6.59%) Scrum
13 250 (5.64%) SOA
14 238 (5.37%) Data Analytics
15 236 (5.32%) Project Management
16 223 (5.03%) CRM
16 223 (5.03%) Data Visualisation
17 215 (4.85%) Master Data Management
18 204 (4.60%) Data Migration
Programming Languages
1 2940 (66.34%) SQL
2 1145 (25.83%) T-SQL
3 573 (12.93%) Java
4 472 (10.65%) C#
5 372 (8.39%) PL/SQL
6 357 (8.06%) Python
7 188 (4.24%) JavaScript
8 173 (3.90%) PowerShell
9 172 (3.88%) Shell Script
10 148 (3.34%) R
11 146 (3.29%) VBA
12 99 (2.23%) Scala
13 82 (1.85%) Data Analysis Expressions (DAX)
14 79 (1.78%) VB.NET
15 78 (1.76%) Perl
16 65 (1.47%) C++
17 59 (1.33%) PHP
18 47 (1.06%) VB
19 43 (0.97%) C
20 31 (0.70%) Clojure
Qualifications
1 603 (13.61%) Degree
2 90 (2.03%) Microsoft Certification
3 65 (1.47%) Security Cleared
4 38 (0.86%) MCITP
4 38 (0.86%) SC Cleared
5 28 (0.63%) Oracle Certification
6 24 (0.54%) ISEB
6 24 (0.54%) PMI Certification
7 22 (0.50%) PhD
8 21 (0.47%) ISTQB
9 16 (0.36%) ITIL Foundation Certificate
9 16 (0.36%) MCTS
10 15 (0.34%) MCSE
11 13 (0.29%) OCP
12 11 (0.25%) ISTQB Foundation Certification
13 10 (0.23%) ACCA
13 10 (0.23%) MCSA
14 8 (0.18%) CIMA
15 7 (0.16%) MCP
16 6 (0.14%) Postgraduate
Quality Assurance & Compliance
1 461 (10.40%) Data Quality
2 163 (3.68%) QA
3 64 (1.44%) SLA
4 10 (0.23%) PCI DSS
5 9 (0.20%) Dodd-Frank
6 7 (0.16%) Solvency II
7 5 (0.11%) COBIT
7 5 (0.11%) CRD IV
7 5 (0.11%) HL7
8 3 (0.068%) Sarbanes-Oxley
8 3 (0.068%) SNOMED CT
9 1 (0.023%) EMIR
9 1 (0.023%) FATCA
9 1 (0.023%) GxP
9 1 (0.023%) HIPAA
9 1 (0.023%) ISO/IEC 27001
9 1 (0.023%) ISO20022
9 1 (0.023%) MiFID
9 1 (0.023%) SEPA
9 1 (0.023%) UCITS
System Software
1 44 (0.99%) HDFS
2 41 (0.93%) Apache Flume
3 26 (0.59%) Docker
4 11 (0.25%) Oracle RAC
5 5 (0.11%) Active Directory
6 4 (0.090%) Veritas Cluster Server
7 3 (0.068%) VMware Infrastructure
8 2 (0.045%) Ceph
9 1 (0.023%) Apache ZooKeeper
9 1 (0.023%) Firmware
9 1 (0.023%) GPFS
9 1 (0.023%) Hyper-V
9 1 (0.023%) SRDF
9 1 (0.023%) Tivoli Workload Scheduler
9 1 (0.023%) Virtual Machines
9 1 (0.023%) VirtualBox
9 1 (0.023%) VMware Server
9 1 (0.023%) Xen
Systems Management
1 59 (1.33%) Opscode Chef
2 50 (1.13%) Puppet
3 44 (0.99%) Ansible
4 38 (0.86%) Control-M
5 30 (0.68%) Oozie
6 17 (0.38%) HP Quality Center
7 14 (0.32%) Failover Clustering
8 9 (0.20%) Hadoop YARN
9 8 (0.18%) MOM
10 7 (0.16%) Mesos
10 7 (0.16%) Oracle Enterprise Manager
10 7 (0.16%) Perfmon
11 6 (0.14%) Data Guard
11 6 (0.14%) Kibana
12 5 (0.11%) SCOM
13 4 (0.090%) Dollar Universe
14 3 (0.068%) logstash
14 3 (0.068%) Oracle EDQ
15 1 (0.023%) Ambari
15 1 (0.023%) ZABBIX
Vendors
1 1234 (27.84%) Oracle
2 1085 (24.48%) Microsoft
3 570 (12.86%) Informatica
4 502 (11.33%) Tableau
5 338 (7.63%) SAP
6 276 (6.23%) Cognos
7 218 (4.92%) Talend
8 202 (4.56%) IBM
9 145 (3.27%) Salesforce.com
10 130 (2.93%) Teradata
11 90 (2.03%) Google
12 73 (1.65%) MicroStrategy
13 70 (1.58%) Netezza
14 49 (1.11%) Sybase
15 48 (1.08%) Ab Initio
16 36 (0.81%) Cloudera
17 34 (0.77%) HP
18 33 (0.74%) EXASOL
18 33 (0.74%) Hyperion
19 32 (0.72%) Splunk
Northamptonshire
Oscar
Salary: £35000 - £45000 per annum + Benefits
Posted: Yesterday
Glasgow, Lanarkshire
HAYS INFORMATION TECHNOLOGY
Salary: £45000.00 - £55000.00 per annum
Posted: Yesterday
Birmingham, West Midlands (County)
Spring Technology
Salary: £35000.00 - £45000.00 per annum
Posted: Yesterday
Worcestershire
Spring Technology
Salary: £30000.00 - £46000.00 per annum
Posted: 2 days ago
Manchester, Lancashire
Oscar
Salary: £40000 - £50000 per annum + Good Bonus and Benefits
Posted: Yesterday
City, London
Comtecs
Salary: £65000 - £75000 Per Annum + Bonus + Excellent Benefits
Posted: Yesterday
Ipswich, Suffolk
Hurren and Hope
Salary: £40k - 50k per year
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £75,000 - £95,000
Posted: Yesterday
Hampshire
Lawrence Harvey Enterprise
Salary: £40000.00 - £48000.00 per annum
Posted: 3 days ago
London
Freshtechit
Salary: From £45,000 to £60,000 per annum
Posted: 3 days ago
Birmingham, West Midlands (County)
Rullion IT Plus
Salary: £24000 - £28000 per annum + extensive benefits
Posted: 4 days ago
City, London
Capital IT Resourcing LTD
Salary: £40000 - £45000 per annum + Benefits
Posted: 3 days ago
London
McGregor Boyall
Salary: £50000.00 - £70000.00 per annum
Posted: 2 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £45000 per annum + Bens
Posted: 3 days ago
London
Burns Sheehan
Salary: £60000 - £65000 per annum
Posted: 4 days ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £35,000 to £50,000 per annum plus excellent benefits package
Posted: 3 days ago
UK
Lawrence Harvey Enterprise
Salary: £45000.00 - £58000.00 per annum
Posted: 2 days ago
South East
Austin Fraser
Salary: £45000.00 per annum + Benefits
Posted: 2 days ago
City, London
Harvey Nash plc
Salary: £55000 - £70000 per annum
Posted: Yesterday
Chester, Cheshire
Oscar
Salary: £40000 - £60000 per annum + Benefits
Posted: Yesterday
Kent
Lawrence Harvey Enterprise
Salary: £45000.00 - £55000.00 per annum + Benefits
Posted: 4 days ago
Nottingham, Nottinghamshire
Freshtechit
Salary: From £30,000 to £45,000 per annum
Posted: 3 days ago
Berkshire
Austin Fraser
Salary: £50000.00 - £60000.00 per annum + Bonus + Benefits
Posted: 2 days ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 3 days ago
South West London
CONTEXT
Salary: From £35,000 to £45,000 per annum
Posted: 2 days ago
London
ISL
Salary: £35000.00 - £37000.00 per annum
Posted: 2 days ago
City, London
Pioneer Search
Salary: £35000 - £40000 per annum
Posted: Yesterday
Stockport, Cheshire
Adria Solutions Ltd
Salary: £28000 - £30000 per annum + Benefits
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £55k Per Annum + benefits
Posted: Yesterday
Reading, Berkshire
Lawrence Harvey Enterprise
Salary: £45000.00 - £55000.00 per annum
Posted: 4 days ago