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 1 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Jun 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 124 122 135
Rank change year-on-year
-2 +13
Permanent jobs citing ETL 2522 2647 2809
As % of all permanent IT jobs located in the UK 2.57% 2.51% 2.37%
As % of the Processes & Methodologies category 2.92% 2.90% 2.78%
Number of salaries quoted 2022 2130 2313
Median salary £52,500 £55,000 £50,000
Median salary % change year-on-year
-4.54% +10.00%
90% offered a salary of more than £37,500 £35,000 £35,000
10% offered a salary of more than £70,000 £78,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year
- +2.27%

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
86332 91335 100947
As % of all permanent IT jobs located in the UK 87.82% 86.44% 85.34%
Number of salaries quoted 71970 74297 81999
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 £32,000 £31,349
10% offered a salary of more than £75,000 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 1 June 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 1 June 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 +2 2377 £52,500 -4.54% 250
London +5 1318 £57,500 -4.16% 119
South East -26 381 £50,000 - 42
City of London -39 167 £57,500 -4.16% 36
Yorkshire +13 149 £40,000 -5.88% 15
South West +32 128 £40,000 -15.78% 15
West Midlands +7 128 £44,000 +6.02% 19
West Yorkshire +13 108 £42,500 -5.55% 12
Berkshire -16 105 £55,000 - 15
North West -18 90 £40,000 - 19
East of England +47 88 £50,000 +5.26% 13
Leeds +19 87 £40,000 -9.70% 8
Scotland -9 86 £51,000 +15.90% 10
East Midlands -7 73 £45,000 - 5
Hampshire -29 63 £45,000 - 8
Glasgow -3 56 £42,500 +13.33% 6
Surrey -16 51 £45,000 -8.16% 4
Oxfordshire -7 45 £55,000 - 6
Kent +31 44 £45,000 +32.35% 4
Manchester -21 42 £37,500 -6.25% 14
Wiltshire +21 37 £50,000 +35.13%
Hertfordshire +17 34 £52,500 +10.52% 5
Reading +13 32 £50,000 -9.09% 7
Cheshire +7 32 £40,000 -5.88% 2
Nottinghamshire -10 32 £51,250 +20.58% 1
West Sussex -6 31 £50,000 +8.10% 1
Birmingham +10 29 £41,162 -11.00% 8
Wales -3 29 £42,500 -5.55% 2
Gloucestershire -4 26 £54,000 -1.81% 2
Cambridgeshire +22 25 £45,000 -20.00% 5

ETL
Top 30 Related IT Skills

For the 6 months to 1 June 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 3541 (65.03%) SQL
2 3011 (55.30%) Business Intelligence
3 2672 (49.07%) SQL Server
4 2571 (47.22%) Data Warehouse
5 2271 (41.71%) SQL Server Integration Services
6 1658 (30.45%) SQL Server Reporting Services
7 1629 (29.92%) Finance
8 1563 (28.71%) Oracle
9 1400 (25.71%) Microsoft
10 1267 (23.27%) Agile Software Development
11 1219 (22.39%) SQL Server Analysis Services
12 1173 (21.54%) T-SQL
13 1092 (20.06%) Data Modelling
14 1043 (19.16%) Analytics
15 905 (16.62%) Analytical Skills
16 867 (15.92%) MS Excel
17 809 (14.86%) Big Data
18 789 (14.49%) Degree
19 759 (13.94%) BusinessObjects
20 730 (13.41%) Data Management
21 709 (13.02%) Informatica
21 709 (13.02%) SQL Server 2012
22 689 (12.65%) .NET
23 681 (12.51%) Java
24 666 (12.23%) C#
25 661 (12.14%) SQL Server 2008
26 609 (11.18%) Hadoop
27 587 (10.78%) Data Integration
28 561 (10.30%) Relational Database
29 552 (10.14%) Data Quality

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
1 254 (4.66%) SAS
2 238 (4.37%) SharePoint
3 222 (4.08%) Apache Spark
4 127 (2.33%) Apache Pig
5 108 (1.98%) Apache
6 84 (1.54%) WebSphere
7 73 (1.34%) IIS
8 61 (1.12%) BizTalk Server
9 59 (1.08%) CMS
10 51 (0.94%) Tomcat
11 50 (0.92%) Elasticsearch
12 38 (0.70%) JBoss
13 30 (0.55%) WebLogic
14 26 (0.48%) Confluence
15 24 (0.44%) Node.js
16 23 (0.42%) Apache Solr
17 20 (0.37%) SharePoint 2013
18 13 (0.24%) nginx
19 12 (0.22%) IPython
19 12 (0.22%) Jupyter
Applications
1 867 (15.92%) MS Excel
2 85 (1.56%) MS Office
3 63 (1.16%) SPSS
4 47 (0.86%) MS Visio
5 44 (0.81%) MS PowerPoint
6 19 (0.35%) Spreadsheet
7 8 (0.15%) MS Project
8 6 (0.11%) DOC1
9 3 (0.055%) OmniGraffle
9 3 (0.055%) PrintSoft PReS
10 1 (0.018%) Acrobat
Business Applications
1 54 (0.99%) Oracle EBS R12
2 44 (0.81%) Dynamics CRM
3 40 (0.73%) Oracle EBS
4 32 (0.59%) Dynamics AX
4 32 (0.59%) Markit EDM
5 25 (0.46%) SAP FI
6 21 (0.39%) Cognos Business Intelligence
6 21 (0.39%) Oracle 11i
7 20 (0.37%) SAP Oil and Gas
8 18 (0.33%) FastStats
9 16 (0.29%) Adobe Campaign
9 16 (0.29%) Hi Portfolio
10 14 (0.26%) Dynamics NAV
10 14 (0.26%) Infor M3
10 14 (0.26%) Salesforce.com CRM
10 14 (0.26%) Unica
11 9 (0.17%) Hyperion Planning
11 9 (0.17%) Oracle Retail
11 9 (0.17%) SAP BPC
12 8 (0.15%) FastStats PeopleStage
Cloud Services
1 181 (3.32%) Microsoft Azure
2 151 (2.77%) Amazon AWS
3 60 (1.10%) SaaS
4 53 (0.97%) GitHub
5 45 (0.83%) Amazon EC2
5 45 (0.83%) Cloud Computing
5 45 (0.83%) Force.com
6 28 (0.51%) Google Analytics
7 26 (0.48%) Amazon Kinesis
8 23 (0.42%) Google Cloud Platform
9 17 (0.31%) PaaS
10 8 (0.15%) Adobe Analytics
10 8 (0.15%) Amazon S3
10 8 (0.15%) Google Tag Manager
11 6 (0.11%) Amazon EMR
12 5 (0.092%) AWS Elastic Beanstalk
12 5 (0.092%) Boomi
12 5 (0.092%) IaaS
12 5 (0.092%) Virtual Private Cloud
13 3 (0.055%) SoftLayer
Communications & Networking
1 24 (0.44%) SSL
2 20 (0.37%) TCP/IP
3 17 (0.31%) FTP
3 17 (0.31%) SAN
4 14 (0.26%) HTTP
5 13 (0.24%) Internet
6 10 (0.18%) S/MIME
6 10 (0.18%) WAN
7 7 (0.13%) tcpdump
8 6 (0.11%) Wireless
9 5 (0.092%) Kerberos
9 5 (0.092%) NAS
9 5 (0.092%) Wi-Fi
10 4 (0.073%) DNS
10 4 (0.073%) Firewall
10 4 (0.073%) Intranet
10 4 (0.073%) VPN
11 3 (0.055%) GSM
11 3 (0.055%) UMTS
11 3 (0.055%) VoIP
Database & Business Intelligence
1 2672 (49.07%) SQL Server
2 2571 (47.22%) Data Warehouse
3 2271 (41.71%) SQL Server Integration Services
4 1658 (30.45%) SQL Server Reporting Services
5 1219 (22.39%) SQL Server Analysis Services
6 809 (14.86%) Big Data
7 759 (13.94%) BusinessObjects
8 709 (13.02%) SQL Server 2012
9 661 (12.14%) SQL Server 2008
10 609 (11.18%) Hadoop
11 561 (10.30%) Relational Database
12 450 (8.26%) QlikView
13 430 (7.90%) Oracle Database
14 399 (7.33%) OLAP
15 325 (5.97%) SQL Server 2014
16 292 (5.36%) NoSQL
17 274 (5.03%) MySQL
18 264 (4.85%) RDBMS
19 245 (4.50%) Oracle Database 11g
20 242 (4.44%) Oracle BI EE
Development Applications
1 250 (4.59%) Talend Open Studio
2 219 (4.02%) Team Foundation Server
3 139 (2.55%) Visual Studio
4 97 (1.78%) Subversion
5 95 (1.74%) JIRA
6 84 (1.54%) Jenkins
7 81 (1.49%) ERwin
7 81 (1.49%) Toad
8 68 (1.25%) Git (software)
9 51 (0.94%) SQL Server Management Studio (SSMS)
10 49 (0.90%) Selenium
11 40 (0.73%) Oracle APEX
12 36 (0.66%) Mercurial
13 34 (0.62%) Maven
14 31 (0.57%) Octopus Deploy
15 30 (0.55%) Eclipse
16 28 (0.51%) VSS/SourceSafe
17 26 (0.48%) JUnit
18 16 (0.29%) Hudson
19 15 (0.28%) Visual Studio Tools for Office
General
1 1629 (29.92%) Finance
2 421 (7.73%) Banking
3 350 (6.43%) Retail
4 256 (4.70%) Marketing
5 156 (2.87%) Telecoms
6 120 (2.20%) Legal
7 95 (1.74%) Investment Banking
8 90 (1.65%) Publishing
9 84 (1.54%) Advertising
10 81 (1.49%) Law
11 75 (1.38%) Manufacturing
12 68 (1.25%) Pharmaceutical
13 54 (0.99%) Front Office
14 53 (0.97%) Games
15 35 (0.64%) Financial Institution
16 33 (0.61%) Automotive
17 31 (0.57%) Back Office
18 29 (0.53%) Billing
19 26 (0.48%) Retail Banking
20 18 (0.33%) Electronics
Job Titles
1 2644 (48.56%) Developer
2 1064 (19.54%) SQL Developer
3 898 (16.49%) Business Intelligence Developer
4 699 (12.84%) Analyst
5 607 (11.15%) ETL Developer
6 606 (11.13%) SSIS Developer
7 535 (9.83%) Architect
8 466 (8.56%) Consultant
9 387 (7.11%) SQL BI Developer
10 374 (6.87%) Senior Developer
11 352 (6.46%) SQL Server Developer
12 326 (5.99%) DBA
13 306 (5.62%) Data Warehouse Developer
14 299 (5.49%) SSRS Developer
15 282 (5.18%) Data Architect
16 252 (4.63%) SQL DBA
17 250 (4.59%) Oracle Developer
18 228 (4.19%) Business Developer
19 223 (4.10%) SSAS Developer
20 216 (3.97%) Data Analyst
Libraries, Frameworks & Software Standards
1 689 (12.65%) .NET
2 508 (9.33%) XML
3 408 (7.49%) Web Services
4 326 (5.99%) MDX
5 280 (5.14%) HTML
6 271 (4.98%) ASP.NET
7 188 (3.45%) CSS
8 155 (2.85%) SOAP
9 146 (2.68%) Middleware
10 118 (2.17%) REST
11 111 (2.04%) .NET Framework
11 111 (2.04%) JSON
12 100 (1.84%) jQuery
13 92 (1.69%) ASP.NET MVC
14 75 (1.38%) XSLT
15 72 (1.32%) Oracle GoldenGate
16 69 (1.27%) HTML5
17 64 (1.18%) ASP.NET Web Forms
17 64 (1.18%) Spring
18 62 (1.14%) WCF
Miscellaneous
1 905 (16.62%) Analytical Skills
2 587 (10.78%) Data Integration
3 433 (7.95%) Visualisation
4 399 (7.33%) Computer Science
5 279 (5.12%) Management Information System
6 160 (2.94%) Mathematics
7 135 (2.48%) Replication
8 133 (2.44%) Enterprise Software
9 114 (2.09%) Data Structures
10 100 (1.84%) Clustering
11 84 (1.54%) Statistics
12 83 (1.52%) Data Extraction
13 80 (1.47%) Fintech
14 59 (1.08%) User Experience
15 45 (0.83%) Data Centre
16 33 (0.61%) Credit Risk
17 31 (0.57%) Data Conversion
17 31 (0.57%) Mobile App
18 29 (0.53%) Algorithms
19 24 (0.44%) Foreign Exchange (FX)
Operating Systems
1 379 (6.96%) Linux
2 335 (6.15%) Unix
3 271 (4.98%) Windows
4 67 (1.23%) Windows Server
5 31 (0.57%) Windows Server 2003
6 21 (0.39%) Apple iOS
7 20 (0.37%) Android
8 19 (0.35%) AIX
9 14 (0.26%) Red Hat Enterprise Linux
10 8 (0.15%) Solaris
11 7 (0.13%) Windows 7
12 6 (0.11%) Windows Server 2012
13 4 (0.073%) Windows Server 2008
14 3 (0.055%) CentOS
14 3 (0.055%) Ubuntu
15 2 (0.037%) HPUX
15 2 (0.037%) Oracle Linux
15 2 (0.037%) SUSE
16 1 (0.018%) Fedora
16 1 (0.018%) SUSE Linux Enterprise Server
Processes & Methodologies
1 3011 (55.30%) Business Intelligence
2 1267 (23.27%) Agile Software Development
3 1092 (20.06%) Data Modelling
4 1043 (19.16%) Analytics
5 730 (13.41%) Data Management
6 529 (9.72%) Performance Tuning
7 483 (8.87%) Migration
8 478 (8.78%) Kimball Methodology
9 451 (8.28%) Data Analysis
10 425 (7.81%) ETL Development
11 407 (7.47%) SDLC
12 339 (6.23%) Data Architecture
13 321 (5.90%) Scrum
14 320 (5.88%) SOA
15 315 (5.79%) Data Analytics
16 308 (5.66%) Dimensional Modelling
17 295 (5.42%) Data Migration
18 292 (5.36%) Project Management
19 275 (5.05%) CRM
20 271 (4.98%) Stakeholder Management
Programming Languages
1 3541 (65.03%) SQL
2 1173 (21.54%) T-SQL
3 681 (12.51%) Java
4 666 (12.23%) C#
5 501 (9.20%) PL/SQL
6 397 (7.29%) Python
7 332 (6.10%) JavaScript
8 182 (3.34%) R
9 181 (3.32%) Shell Script
10 126 (2.31%) VB.NET
11 118 (2.17%) VBA
12 93 (1.71%) C++
13 86 (1.58%) VB
14 82 (1.51%) PowerShell
15 74 (1.36%) Scala
16 71 (1.30%) C
17 68 (1.25%) Perl
18 58 (1.07%) PHP
19 53 (0.97%) Apex Code
20 46 (0.84%) Data Analysis Expressions (DAX)
Qualifications
1 789 (14.49%) Degree
2 143 (2.63%) Security Cleared
3 113 (2.08%) Microsoft Certification
4 67 (1.23%) ISEB
5 45 (0.83%) SC Cleared
6 41 (0.75%) PhD
7 33 (0.61%) DV Cleared
8 31 (0.57%) PRINCE2 Practitioner
9 29 (0.53%) MCITP
10 28 (0.51%) Oracle Certification
11 22 (0.40%) PMI Certification
12 18 (0.33%) MCSE
12 18 (0.33%) PMP
13 16 (0.29%) ISTQB
13 16 (0.29%) PRINCE2 Certification
14 13 (0.24%) MCSD
15 9 (0.17%) ISTQB Foundation Certification
16 7 (0.13%) HND
16 7 (0.13%) MCSA
17 6 (0.11%) MCAD
Quality Assurance & Compliance
1 552 (10.14%) Data Quality
2 217 (3.99%) QA
3 54 (0.99%) SLA
4 18 (0.33%) PCI DSS
5 11 (0.20%) Solvency II
6 7 (0.13%) ISO 9001
7 6 (0.11%) COBIT
7 6 (0.11%) ISO/IEC 27001
8 5 (0.092%) Basel II
8 5 (0.092%) CRD IV
8 5 (0.092%) EMIR
8 5 (0.092%) ISO 14001
8 5 (0.092%) MiFID
9 4 (0.073%) COREP
9 4 (0.073%) FINREP
9 4 (0.073%) Sarbanes-Oxley
10 2 (0.037%) FATCA
11 1 (0.018%) HL7
11 1 (0.018%) IAS 39
System Software
1 98 (1.80%) HDFS
2 88 (1.62%) Apache Flume
3 31 (0.57%) Active Directory
4 23 (0.42%) VMware Infrastructure
5 18 (0.33%) Oracle RAC
6 17 (0.31%) Docker
7 7 (0.13%) Snort
8 6 (0.11%) Apache ZooKeeper
8 6 (0.11%) Ceph
9 5 (0.092%) Tivoli Workload Scheduler
10 4 (0.073%) Hyper-V
11 3 (0.055%) Cronacle
11 3 (0.055%) VirtualBox
11 3 (0.055%) vSphere
11 3 (0.055%) Xen
12 1 (0.018%) Firmware
12 1 (0.018%) KVM
12 1 (0.018%) Microsoft Virtual Server
12 1 (0.018%) Samba
12 1 (0.018%) XenServer
Systems Management
1 59 (1.08%) Puppet
2 56 (1.03%) Hadoop YARN
3 53 (0.97%) Oozie
4 31 (0.57%) Control-M
5 28 (0.51%) Opscode Chef
6 22 (0.40%) Ansible
7 13 (0.24%) Data Guard
7 13 (0.24%) Jitterbit
8 9 (0.17%) HP Quality Center
9 8 (0.15%) Mesos
9 8 (0.15%) Oracle RMAN
10 6 (0.11%) MOM
10 6 (0.11%) OpenView
10 6 (0.11%) Tivoli
10 6 (0.11%) ZABBIX
11 5 (0.092%) Ambari
11 5 (0.092%) Perfmon
12 4 (0.073%) Dollar Universe
12 4 (0.073%) Oracle Enterprise Manager
12 4 (0.073%) SCCM
Vendors
1 1563 (28.71%) Oracle
2 1400 (25.71%) Microsoft
3 709 (13.02%) Informatica
4 510 (9.37%) SAP
5 500 (9.18%) Tableau
6 306 (5.62%) Cognos
7 250 (4.59%) Talend
8 204 (3.75%) IBM
9 192 (3.53%) Teradata
10 150 (2.75%) Ab Initio
11 138 (2.53%) Cloudera
12 129 (2.37%) Hortonworks
13 128 (2.35%) Salesforce.com
14 122 (2.24%) Netezza
15 86 (1.58%) MicroStrategy
16 82 (1.51%) Hyperion
17 74 (1.36%) Greenplum
18 70 (1.29%) MapR
19 66 (1.21%) Sybase
20 50 (0.92%) Google
Woking, Surrey
Evolution Recruitment Solutions
Salary: 45,000 - 55,000
Posted: 15 hours ago
City, London
Searchability
Salary: £45000 - £55000 per annum + benefits
Posted: 13 hours ago
Reading, Berkshire
X4 Group
Salary: £30k - 35k per year
Posted: 13 hours ago
Leeds, West Yorkshire
360 Resourcing Solutions
Salary: Circa £38,000 pa DOE
Posted: 16 hours ago
Bristol, Avon
Eligo Recruitment Ltd
Salary: £60000 - £65000 per annum
Posted: 22 hours ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £30000 - £45000 per annum
Posted: 14 hours ago
Bradford, West Yorkshire
Harvey Nash plc
Salary: £45000 - £50000 per annum + free parking, health
Posted: 10 hours ago
Wolverhampton, West Midlands (County)
Opus IT Consulting
Salary: £30000 - £40000 per annum + 20% bonus and bens
Posted: 22 hours ago
Berkshire
Harvey Nash plc
Salary: £80000 - £85000 per annum + Comprehensive Package + 10% Bonus
Posted: 19 hours ago
Slough, Berkshire
Coal IT Services
Salary: From £75,000 to £85,000 per annum Plus Excellent Package
Posted: 15 hours ago
City, London
TEKsystems
Salary: £40000 - £50000 per annum + brilliant bonuses and benefits
Posted: 15 hours ago
City, London
Harrington Starr
Salary: £65000 - £70000 per annum + Benefits + Bonus
Posted: 10 hours ago
Stockport, Cheshire
Circle Recruitment
Salary: Benefits
Posted: 13 hours ago
West London
Spargonet Consulting Plc
Salary: £55000 - £65000 per annum
Posted: Yesterday
City, London
Next Ventures Ltd
Salary: From £45,000 to £55,000 per annum
Posted: 13 hours ago
Berkshire
Venturi
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: Yesterday
London
ninesharp
Salary: £55000 - £65000 per annum + Bonus, Pension, Healthcare
Posted: 22 hours ago
London
Eaglecliff
Salary: From £60,000 to £70,000 per annum + Benefits
Posted: 22 hours ago
Edinburgh, Midlothian
Search Consultancy
Salary: benefits, D.O.E.
Posted: 21 hours ago
Kent
ClearCube Consulting
Salary: From £30,000 to £42,000 per annum
Posted: 15 hours ago
London
Redrock Consulting Ltd
Salary: £65000 - £80000 per annum
Posted: 14 hours ago
Bradford, West Yorkshire
Evolution Recruitment Solutions
Salary: 45,000 - 50,000
Posted: Yesterday
Maidenhead, Berkshire
The Rank Group plc
Salary: Competitive salary
Posted: 20 hours ago
London
Understanding Recruitment
Salary: £31000.00 - £35000.00 per annum + Excellent Benefits
Posted: 2 days ago
London
Redrock Consulting Ltd
Salary: £42000 - £70000 per annum
Posted: 14 hours ago
City, London
ANSON MCCADE
Salary: £45,000 - £65,000 and Competitive Package
Posted: 19 hours ago
North West London
KDR
Salary: £55000 - £75000 per annum + Pension, Bonus
Posted: 20 hours ago
London
McGregor Boyall
Salary: £58000 per annum
Posted: 4 days ago
London
ninesharp
Salary: £55000 - £65000 per annum + Bonus, Pension, Healthcare
Posted: 22 hours ago
Liverpool, Merseyside
Robert Walters
Salary: £40000 - £50000 per annum
Posted: 4 days ago