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

3 months to
27 Jun 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 125 118 134
Rank change year-on-year
-7 +16
Permanent jobs citing ETL 2512 2748 2880
As % of all permanent IT jobs located in the UK 2.55% 2.51% 2.39%
As % of the Processes & Methodologies category 2.90% 2.89% 2.79%
Number of salaries quoted 2026 2220 2419
Median salary £50,000 £55,000 £50,000
Median salary % change year-on-year
-9.09% +10.00%
90% offered a salary of more than £37,500 £35,000 £35,783
10% offered a salary of more than £75,000 £80,000 £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
86518 95019 103203
As % of all permanent IT jobs located in the UK 87.87% 86.85% 85.47%
Number of salaries quoted 72369 77647 83700
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 £32,000 £31,500
10% offered a salary of more than £77,500 £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 27 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 27 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 0 2379 £52,500 -4.54% 210
London -5 1273 £57,500 -4.16% 104
South East -3 431 £50,000 -4.76% 26
City of London -28 176 £60,000 - 28
West Midlands +30 134 £41,248 +9.99% 6
Yorkshire +12 124 £42,500 -5.55% 17
South West +30 116 £40,063 -8.10% 11
North West +3 114 £40,000 - 28
Berkshire -17 113 £53,750 -2.27% 8
West Yorkshire +3 96 £42,500 -5.55% 12
East of England +45 92 £52,500 +10.52% 8
Scotland -9 84 £51,250 +16.47% 11
Hampshire -4 74 £45,000 - 5
East Midlands +10 71 £45,000 - 8
Manchester +15 67 £40,000 - 13
Leeds +8 60 £42,500 -15.00% 7
Surrey 0 60 £45,000 -10.00% 4
Oxfordshire +2 56 £55,000 - 2
Glasgow -10 54 £46,000 +22.66% 8
Hertfordshire +21 42 £52,500 +16.66% 1
Kent +34 39 £45,000 +37.93% 1
West Sussex -4 37 £50,000 -14.89% 1
Birmingham +4 34 £40,000 -15.78% 1
Reading +9 32 £55,000 +4.76% 3
Bristol +23 31 £41,000 +2.50% 7
Buckinghamshire +33 28 £43,250 -11.28% 3
Bradford +10 28 £47,500 +11.76% 4
Cheshire +5 27 £38,000 -10.58% 8
Cambridgeshire +23 26 £40,000 -11.11% 6
Nottinghamshire 0 26 £46,250 +7.55% 2

ETL
Top 30 Related IT Skills

For the 6 months to 27 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 3503 (65.32%) SQL
2 2985 (55.66%) Business Intelligence
3 2652 (49.45%) SQL Server
4 2561 (47.75%) Data Warehouse
5 2253 (42.01%) SQL Server Integration Services
6 1631 (30.41%) SQL Server Reporting Services
7 1600 (29.83%) Finance
8 1523 (28.40%) Oracle
9 1366 (25.47%) Microsoft
10 1272 (23.72%) Agile Software Development
11 1201 (22.39%) T-SQL
12 1183 (22.06%) SQL Server Analysis Services
13 1057 (19.71%) Data Modelling
14 1004 (18.72%) Analytics
15 911 (16.99%) Analytical Skills
16 828 (15.44%) MS Excel
17 783 (14.60%) Big Data
18 778 (14.51%) Degree
19 750 (13.98%) BusinessObjects
20 737 (13.74%) SQL Server 2012
21 707 (13.18%) Informatica
22 697 (13.00%) Java
23 678 (12.64%) .NET
24 676 (12.60%) Data Management
25 674 (12.57%) SQL Server 2008
26 646 (12.05%) C#
27 587 (10.95%) Relational Database
28 573 (10.68%) Hadoop
29 549 (10.24%) Data Quality
30 544 (10.14%) Data Integration

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
1 239 (4.46%) SharePoint
2 231 (4.31%) SAS
3 209 (3.90%) Apache Spark
4 123 (2.29%) Apache Pig
5 99 (1.85%) Apache
6 78 (1.45%) WebSphere
7 77 (1.44%) IIS
8 58 (1.08%) CMS
9 53 (0.99%) Elasticsearch
10 51 (0.95%) BizTalk Server
11 47 (0.88%) Tomcat
12 37 (0.69%) JBoss
13 33 (0.62%) WebLogic
14 26 (0.48%) Apache Solr
15 25 (0.47%) Confluence
16 23 (0.43%) SharePoint 2013
17 13 (0.24%) IPython
17 13 (0.24%) Jupyter
17 13 (0.24%) nginx
18 10 (0.19%) WebSphere Application Server
Applications
1 828 (15.44%) MS Excel
2 101 (1.88%) MS Office
3 54 (1.01%) SPSS
4 43 (0.80%) MS Visio
5 32 (0.60%) MS PowerPoint
6 21 (0.39%) Spreadsheet
7 6 (0.11%) DOC1
8 4 (0.075%) MS Project
9 3 (0.056%) OmniGraffle
9 3 (0.056%) PrintSoft PReS
10 1 (0.019%) Acrobat
Business Applications
1 52 (0.97%) Oracle EBS R12
2 41 (0.76%) Dynamics CRM
3 32 (0.60%) Dynamics AX
3 32 (0.60%) Oracle EBS
4 26 (0.48%) Markit EDM
5 24 (0.45%) Cognos Business Intelligence
6 21 (0.39%) SAP FI
7 19 (0.35%) Adobe Campaign
8 18 (0.34%) Dynamics NAV
9 17 (0.32%) FastStats
9 17 (0.32%) Oracle 11i
9 17 (0.32%) Salesforce.com CRM
10 16 (0.30%) Hi Portfolio
10 16 (0.30%) SAP Oil and Gas
10 16 (0.30%) Unica
11 14 (0.26%) Infor M3
12 13 (0.24%) SAP BPC
13 10 (0.19%) FastStats PeopleStage
14 8 (0.15%) Oracle Retail
15 7 (0.13%) PeopleSoft Financials
Cloud Services
1 177 (3.30%) Microsoft Azure
2 176 (3.28%) Amazon AWS
3 60 (1.12%) GitHub
4 56 (1.04%) SaaS
5 53 (0.99%) Amazon EC2
6 48 (0.90%) Force.com
7 41 (0.76%) Cloud Computing
8 32 (0.60%) Google Analytics
9 24 (0.45%) Amazon Kinesis
10 22 (0.41%) Google Cloud Platform
11 17 (0.32%) PaaS
12 9 (0.17%) Amazon EMR
12 9 (0.17%) Amazon S3
13 8 (0.15%) Adobe Analytics
13 8 (0.15%) Google Tag Manager
14 6 (0.11%) BlueKai
15 5 (0.093%) AWS Elastic Beanstalk
16 4 (0.075%) Virtual Private Cloud
17 3 (0.056%) Amazon ElastiCache
17 3 (0.056%) SoftLayer
Communications & Networking
1 21 (0.39%) FTP
2 20 (0.37%) SSL
3 18 (0.34%) Internet
4 17 (0.32%) TCP/IP
5 16 (0.30%) HTTP
6 9 (0.17%) SAN
7 8 (0.15%) WAN
8 7 (0.13%) Firewall
9 6 (0.11%) S/MIME
10 5 (0.093%) Network Security
10 5 (0.093%) tcpdump
10 5 (0.093%) VPN
10 5 (0.093%) Wi-Fi
11 4 (0.075%) DNS
12 3 (0.056%) Cisco ASA
12 3 (0.056%) GSM
12 3 (0.056%) LTE
12 3 (0.056%) Remote Desktop
12 3 (0.056%) UMTS
12 3 (0.056%) Wireless
Database & Business Intelligence
1 2652 (49.45%) SQL Server
2 2561 (47.75%) Data Warehouse
3 2253 (42.01%) SQL Server Integration Services
4 1631 (30.41%) SQL Server Reporting Services
5 1183 (22.06%) SQL Server Analysis Services
6 783 (14.60%) Big Data
7 750 (13.98%) BusinessObjects
8 737 (13.74%) SQL Server 2012
9 674 (12.57%) SQL Server 2008
10 587 (10.95%) Relational Database
11 573 (10.68%) Hadoop
12 430 (8.02%) QlikView
13 421 (7.85%) Oracle Database
14 385 (7.18%) OLAP
15 349 (6.51%) SQL Server 2014
16 309 (5.76%) NoSQL
17 286 (5.33%) RDBMS
18 275 (5.13%) MySQL
19 244 (4.55%) Power BI
20 232 (4.33%) Oracle Database 11g
Development Applications
1 236 (4.40%) Talend Open Studio
2 219 (4.08%) Team Foundation Server
3 137 (2.55%) Visual Studio
4 106 (1.98%) JIRA
5 98 (1.83%) Subversion
6 90 (1.68%) Jenkins
7 76 (1.42%) ERwin
8 73 (1.36%) Git (software)
9 68 (1.27%) Toad
10 50 (0.93%) Selenium
11 48 (0.90%) SQL Server Management Studio (SSMS)
12 40 (0.75%) Oracle APEX
13 36 (0.67%) Maven
14 33 (0.62%) Mercurial
15 29 (0.54%) Octopus Deploy
15 29 (0.54%) VSS/SourceSafe
16 28 (0.52%) Eclipse
17 24 (0.45%) JUnit
18 16 (0.30%) Hudson
18 16 (0.30%) NUnit
General
1 1600 (29.83%) Finance
2 405 (7.55%) Banking
3 337 (6.28%) Retail
4 264 (4.92%) Marketing
5 156 (2.91%) Telecoms
6 111 (2.07%) Legal
7 100 (1.86%) Investment Banking
8 92 (1.72%) Publishing
9 82 (1.53%) Advertising
10 75 (1.40%) Manufacturing
11 72 (1.34%) Law
12 57 (1.06%) Pharmaceutical
13 54 (1.01%) Games
14 46 (0.86%) Front Office
15 33 (0.62%) Back Office
15 33 (0.62%) Billing
16 30 (0.56%) Automotive
17 29 (0.54%) Financial Institution
18 27 (0.50%) Retail Banking
19 15 (0.28%) Electronics
Job Titles
1 2652 (49.45%) Developer
2 1042 (19.43%) SQL Developer
3 927 (17.29%) Business Intelligence Developer
4 692 (12.90%) Analyst
5 604 (11.26%) ETL Developer
6 599 (11.17%) SSIS Developer
7 501 (9.34%) Architect
8 427 (7.96%) Consultant
9 387 (7.22%) SQL BI Developer
10 359 (6.69%) Senior Developer
11 339 (6.32%) SQL Server Developer
12 335 (6.25%) DBA
13 304 (5.67%) SSRS Developer
14 302 (5.63%) Data Warehouse Developer
15 268 (5.00%) Data Architect
16 265 (4.94%) SQL DBA
17 254 (4.74%) Oracle Developer
18 236 (4.40%) SSAS Developer
19 233 (4.34%) Business Developer
20 220 (4.10%) Data Analyst
Libraries, Frameworks & Software Standards
1 678 (12.64%) .NET
2 508 (9.47%) XML
3 413 (7.70%) Web Services
4 320 (5.97%) MDX
5 275 (5.13%) HTML
6 247 (4.61%) ASP.NET
7 174 (3.24%) CSS
8 147 (2.74%) SOAP
9 146 (2.72%) Middleware
10 115 (2.14%) JSON
11 114 (2.13%) REST
12 102 (1.90%) .NET Framework
13 95 (1.77%) jQuery
14 78 (1.45%) ASP.NET MVC
15 75 (1.40%) Oracle GoldenGate
16 66 (1.23%) Spring
17 65 (1.21%) XSLT
18 62 (1.16%) Kafka
19 58 (1.08%) ASP.NET Web Forms
19 58 (1.08%) HTML5
Miscellaneous
1 911 (16.99%) Analytical Skills
2 544 (10.14%) Data Integration
3 431 (8.04%) Visualisation
4 392 (7.31%) Computer Science
5 270 (5.03%) Management Information System
6 160 (2.98%) Mathematics
7 133 (2.48%) Replication
8 132 (2.46%) Enterprise Software
9 108 (2.01%) Data Structures
10 89 (1.66%) Clustering
11 88 (1.64%) Statistics
12 81 (1.51%) Data Extraction
13 79 (1.47%) Fintech
14 59 (1.10%) User Experience
15 42 (0.78%) Data Centre
16 33 (0.62%) Mobile App
17 32 (0.60%) Virtual Team
18 30 (0.56%) Credit Risk
19 27 (0.50%) Data Conversion
20 26 (0.48%) iPad
Operating Systems
1 343 (6.40%) Linux
2 334 (6.23%) Unix
3 270 (5.03%) Windows
4 66 (1.23%) Windows Server
5 33 (0.62%) Windows Server 2003
6 19 (0.35%) Apple iOS
7 18 (0.34%) Android
8 15 (0.28%) Red Hat Enterprise Linux
9 13 (0.24%) AIX
10 12 (0.22%) Solaris
11 8 (0.15%) Windows 7
12 7 (0.13%) Windows Server 2008
12 7 (0.13%) Windows Server 2012
13 4 (0.075%) Oracle Linux
14 3 (0.056%) CentOS
14 3 (0.056%) Ubuntu
15 2 (0.037%) HPUX
15 2 (0.037%) SUSE
16 1 (0.019%) Fedora
16 1 (0.019%) FreeBSD
Processes & Methodologies
1 2985 (55.66%) Business Intelligence
2 1272 (23.72%) Agile Software Development
3 1057 (19.71%) Data Modelling
4 1004 (18.72%) Analytics
5 676 (12.60%) Data Management
6 534 (9.96%) Performance Tuning
7 477 (8.89%) Kimball Methodology
8 446 (8.32%) Migration
9 432 (8.06%) Data Analysis
10 408 (7.61%) ETL Development
11 403 (7.51%) SDLC
12 341 (6.36%) Scrum
13 335 (6.25%) Data Architecture
14 305 (5.69%) Data Analytics
15 298 (5.56%) SOA
16 292 (5.44%) Stakeholder Management
17 287 (5.35%) Dimensional Modelling
18 285 (5.31%) Project Management
19 282 (5.26%) CRM
20 274 (5.11%) Data Migration
Programming Languages
1 3503 (65.32%) SQL
2 1201 (22.39%) T-SQL
3 697 (13.00%) Java
4 646 (12.05%) C#
5 492 (9.17%) PL/SQL
6 380 (7.09%) Python
7 331 (6.17%) JavaScript
8 172 (3.21%) Shell Script
9 167 (3.11%) R
10 132 (2.46%) VBA
11 112 (2.09%) VB.NET
12 97 (1.81%) C++
13 87 (1.62%) VB
14 81 (1.51%) Perl
14 81 (1.51%) PowerShell
15 73 (1.36%) C
16 70 (1.31%) Scala
17 61 (1.14%) Data Analysis Expressions (DAX)
18 57 (1.06%) Apex Code
18 57 (1.06%) PHP
Qualifications
1 778 (14.51%) Degree
2 129 (2.41%) Security Cleared
3 110 (2.05%) Microsoft Certification
4 60 (1.12%) ISEB
5 47 (0.88%) SC Cleared
6 37 (0.69%) PhD
7 33 (0.62%) DV Cleared
8 27 (0.50%) MCITP
9 25 (0.47%) PMI Certification
10 24 (0.45%) PRINCE2 Practitioner
11 22 (0.41%) Oracle Certification
12 20 (0.37%) PMP
13 19 (0.35%) MCSE
13 19 (0.35%) PRINCE2 Certification
14 17 (0.32%) ISTQB
15 11 (0.21%) MCTS
16 8 (0.15%) ISTQB Foundation Certification
16 8 (0.15%) MCSA
16 8 (0.15%) MCSD
17 7 (0.13%) ITIL Certification
Quality Assurance & Compliance
1 549 (10.24%) Data Quality
2 227 (4.23%) QA
3 62 (1.16%) SLA
4 16 (0.30%) PCI DSS
5 9 (0.17%) Solvency II
6 7 (0.13%) ISO 9001
7 5 (0.093%) Basel II
7 5 (0.093%) COBIT
7 5 (0.093%) ISO 14001
8 4 (0.075%) Sarbanes-Oxley
9 3 (0.056%) COREP
9 3 (0.056%) FINREP
10 2 (0.037%) FATCA
11 1 (0.019%) CRD IV
11 1 (0.019%) EMIR
11 1 (0.019%) HL7
11 1 (0.019%) IAS 39
11 1 (0.019%) ISO/IEC 27001
11 1 (0.019%) MiFID
11 1 (0.019%) SNOMED CT
System Software
1 87 (1.62%) Apache Flume
2 83 (1.55%) HDFS
3 29 (0.54%) Active Directory
4 23 (0.43%) Docker
5 19 (0.35%) VMware Infrastructure
6 16 (0.30%) Oracle RAC
7 8 (0.15%) Ceph
8 5 (0.093%) Apache ZooKeeper
8 5 (0.093%) Snort
9 4 (0.075%) Tivoli Workload Scheduler
9 4 (0.075%) vSphere
10 3 (0.056%) VirtualBox
10 3 (0.056%) Xen
11 2 (0.037%) Veritas Cluster Server
11 2 (0.037%) Virtual Machines
12 1 (0.019%) Cronacle
12 1 (0.019%) GPFS
12 1 (0.019%) KVM
12 1 (0.019%) Virtual Servers
12 1 (0.019%) XenServer
Systems Management
1 54 (1.01%) Puppet
2 48 (0.90%) Hadoop YARN
3 45 (0.84%) Oozie
4 29 (0.54%) Control-M
5 25 (0.47%) Opscode Chef
6 24 (0.45%) Ansible
7 11 (0.21%) Jitterbit
7 11 (0.21%) MOM
8 10 (0.19%) Mesos
9 9 (0.17%) Dollar Universe
10 8 (0.15%) Data Guard
10 8 (0.15%) HP Quality Center
11 7 (0.13%) Oracle RMAN
12 6 (0.11%) ZABBIX
13 5 (0.093%) OpenView
13 5 (0.093%) Perfmon
13 5 (0.093%) Tivoli
14 4 (0.075%) Oracle Enterprise Manager
14 4 (0.075%) SCCM
15 3 (0.056%) SCOM
Vendors
1 1523 (28.40%) Oracle
2 1366 (25.47%) Microsoft
3 707 (13.18%) Informatica
4 507 (9.45%) Tableau
5 491 (9.16%) SAP
6 304 (5.67%) Cognos
7 236 (4.40%) Talend
8 209 (3.90%) IBM
9 168 (3.13%) Teradata
10 147 (2.74%) Salesforce.com
11 138 (2.57%) Ab Initio
12 129 (2.41%) Cloudera
13 118 (2.20%) Hortonworks
14 109 (2.03%) Netezza
15 87 (1.62%) MicroStrategy
16 69 (1.29%) Greenplum
17 63 (1.17%) Hyperion
18 61 (1.14%) Google
18 61 (1.14%) Sybase
19 57 (1.06%) MapR
Harrogate, North Yorkshire
Head Resourcing
Posted: 2 hours ago
Manchester, Lancashire
Circle Recruitment
Salary: £30000 - £40000 per annum + Excellent Benefits
Posted: 2 hours ago
Yorkshire
Codex
Salary: From £30,000 to £35,000 per annum DOE
Posted: 3 hours ago
West London
Spargonet Consulting Plc
Salary: £55000 - £65000 per annum
Posted: 20 hours ago
Cheshire
Rullion IT Plus
Salary: £25000 - £30000 per annum + Pension
Posted: 3 days ago
Weymouth, Dorset
Redrock Consulting Ltd
Salary: £35000 - £45000 per annum + Excellent Benefits
Posted: 4 days ago
London
Joseph Harry Ltd
Salary: £50000 - £65000 per annum + Bonus + 10% Pension
Posted: Yesterday
London
TEKsystems
Salary: £30000 - £41000 per annum + Annual Bonus and Benefits
Posted: 18 hours ago
London
Lawrence Harvey Enterprise
Salary: £45000.00 - £55000.00 per annum
Posted: 2 days ago
Brighton, East Sussex
ARC IT Recruitment Ltd
Salary: Up to £34,000 + 10%
Posted: 2 days ago
Cardiff, South Glamorgan
Opus Recruitment Solutions Ltd
Salary: £40000 per annum
Posted: 4 days ago
Chester, Cheshire
Oscar
Salary: £25000 - £35000 per annum + Benefits
Posted: 3 days ago
City, London
Sopra Steria Recruitment
Salary: From £80,000 to £100,000 per annum
Posted: 2 hours ago
Bradford, West Yorkshire
Senitor Associates
Salary: £30000 - £40000 per annum + Excellent benefits
Posted: 2 days ago
Berkshire
McGregor Boyall
Salary: £40000 - £60000 per annum
Posted: 2 days ago
London
Eames Consulting
Salary: £80000 - £100000 per annum + bonus + benefits
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £30,000 to £45,000 per annum
Posted: 3 days ago
London
ComputAppoint
Salary: £45000 per annum + Benefits
Posted: 3 days ago
Cardiff, South Glamorgan
Maclean Moore Consulting
Salary: From £30,000 to £50,000 per annum Bonus, Pension, Healthcare, Holiday,
Posted: 2 days ago
Farnborough, Hampshire
Streamline Connections
Salary: £40000 - £50000 per annum + Bonus + Benefits
Posted: 4 days ago
City, London
onezeero.
Salary: £45000 - £50000 per annum + Bonus + Benefits
Posted: 3 days ago
Bristol, Avon
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Excellent Benefits
Posted: 4 days ago
Wolverhampton, West Midlands (County)
Opus IT Consulting
Salary: £30000 - £40000 per annum + 20% bonus and bens
Posted: 4 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: £Excellent salary + bonus + benefits!
Posted: 3 days ago
Wolverhampton, West Midlands (County)
Nigel Frank International Ltd
Salary: £28000 - £42000 per annum + Pension, Negotiable
Posted: 4 days ago
London
Refreshing Recruitment
Salary: £45000 - £55000 per annum + flexible working
Posted: 3 days ago
City, London
Oxbridge Answers
Salary: 65-80k
Posted: 4 days ago
Nottingham, Nottinghamshire
Reed Technology
Salary: £45000 - £60000 per annum
Posted: 5 days ago
Winchester, Hampshire
Keystream Technology
Salary: From £30,000 to £35,000 per annum
Posted: 4 days ago
City, London
Harris Rubbert Associates
Salary: £70,000 per annum + Bonus + Benefits
Posted: 2 days ago