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 25 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Aug 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 127 111 122
Rank change year-on-year
-16 +11
Permanent jobs citing ETL 2460 2847 2891
As % of all permanent IT jobs located in the UK 2.52% 2.59% 2.47%
As % of the Processes & Methodologies category 2.86% 2.97% 2.89%
Number of salaries quoted 2033 2366 2395
Median salary £50,000 £52,500 £50,000
Median salary % change year-on-year
-4.76% +5.00%
90% offered a salary of more than £35,000 £35,000 £35,000
10% offered a salary of more than £77,500 £77,500 £72,500
UK excluding London median salary £45,000 £46,000 £45,000
% change year-on-year
-2.17% +2.22%

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
85989 96019 100080
As % of all permanent IT jobs located in the UK 88.01% 87.50% 85.37%
Number of salaries quoted 71918 78944 79934
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 £30,991
10% offered a salary of more than £78,000 £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 25 August 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 25 August 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 -13 2321 £50,000 -4.76% 252
London -5 1189 £60,000 +4.34% 119
South East -4 433 £50,000 - 40
City of London -15 197 £62,500 +8.69% 26
North West +3 175 £40,000 -5.88% 28
Yorkshire +18 144 £42,500 -14.14% 18
West Yorkshire +10 120 £42,500 -15.00% 14
Berkshire -19 104 £52,500 - 8
East of England +4 100 £50,000 +11.11% 5
West Midlands -9 99 £41,917 +4.79% 9
Leeds +41 86 £42,500 -22.72% 10
South West -15 84 £40,063 -8.10% 16
Scotland -6 83 £52,500 +10.52% 6
Surrey +31 81 £50,000 - 6
East Midlands +32 80 £45,000 - 13
Manchester -13 77 £40,000 -11.11% 17
Hampshire -1 68 £47,500 +9.19% 11
Cheshire +25 59 £40,000 - 3
Oxfordshire -10 56 £54,500 -3.53% 4
West Sussex +33 54 £52,500 -12.50% 4
Edinburgh +16 46 £55,000 +15.78% 2
Hertfordshire -10 40 £52,500 +14.13% 1
Crawley +20 36 £50,000 -18.03% 1
Cambridgeshire +33 35 £40,000 -11.11% 2
Glasgow -25 35 £47,250 +5.00% 2
Bradford +8 34 £45,000 -16.27% 1
Merseyside +12 31 £41,000 +3.79% 5
Buckinghamshire -3 31 £47,500 +1.60% 2
Somerset +20 30 £39,500 -24.76% 3
Nottinghamshire +19 28 £45,000 +4.65% 4

ETL
Top 30 Related IT Skills

For the 6 months to 25 August 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 3287 (65.50%) SQL
2 2769 (55.18%) Business Intelligence
3 2535 (50.52%) SQL Server
4 2457 (48.96%) Data Warehouse
5 2088 (41.61%) SQL Server Integration Services
6 1453 (28.96%) SQL Server Reporting Services
7 1447 (28.84%) Finance
8 1387 (27.64%) Oracle
9 1228 (24.47%) T-SQL
10 1216 (24.23%) Microsoft
11 1198 (23.87%) Agile Software Development
12 1061 (21.14%) Data Modelling
13 1024 (20.41%) SQL Server Analysis Services
14 973 (19.39%) Analytics
15 913 (18.19%) Analytical Skills
16 752 (14.99%) Big Data
17 741 (14.77%) Informatica
18 706 (14.07%) Degree
19 705 (14.05%) MS Excel
20 686 (13.67%) SQL Server 2012
21 676 (13.47%) Java
22 662 (13.19%) BusinessObjects
23 643 (12.81%) Data Management
24 610 (12.16%) SQL Server 2008
25 595 (11.86%) .NET
26 578 (11.52%) Relational Database
27 562 (11.20%) C#
28 554 (11.04%) Data Quality
29 536 (10.68%) Hadoop
30 521 (10.38%) Tableau

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
1 208 (4.15%) Apache Spark
1 208 (4.15%) SAS
1 208 (4.15%) SharePoint
2 104 (2.07%) Apache Pig
3 80 (1.59%) Apache
4 73 (1.45%) Elasticsearch
4 73 (1.45%) IIS
5 64 (1.28%) WebSphere
6 39 (0.78%) Tomcat
7 37 (0.74%) JBoss
8 34 (0.68%) Confluence
8 34 (0.68%) WebLogic
9 32 (0.64%) CMS
10 30 (0.60%) Apache Solr
11 25 (0.50%) SharePoint 2013
12 23 (0.46%) BizTalk Server
13 16 (0.32%) nginx
14 15 (0.30%) IPython
14 15 (0.30%) Jupyter
15 13 (0.26%) Jetty
Applications
1 705 (14.05%) MS Excel
2 87 (1.73%) MS Office
3 61 (1.22%) SPSS
4 27 (0.54%) MS PowerPoint
5 25 (0.50%) MS Visio
6 16 (0.32%) Spreadsheet
7 6 (0.12%) DOC1
7 6 (0.12%) MS Project
8 4 (0.080%) Gephi
9 3 (0.060%) OmniGraffle
9 3 (0.060%) PrintSoft PReS
10 1 (0.020%) Acrobat
Business Applications
1 43 (0.86%) Cognos Business Intelligence
2 38 (0.76%) Dynamics CRM
3 36 (0.72%) Dynamics AX
4 34 (0.68%) Markit EDM
4 34 (0.68%) Oracle EBS R12
5 28 (0.56%) SAP BPC
6 22 (0.44%) Adobe Campaign
6 22 (0.44%) Dynamics NAV
7 18 (0.36%) FastStats
7 18 (0.36%) Unica
8 17 (0.34%) Cognos TM1
8 17 (0.34%) Oracle EBS
9 16 (0.32%) Infor M3
9 16 (0.32%) Salesforce.com CRM
10 13 (0.26%) FastStats PeopleStage
11 12 (0.24%) Hi Portfolio
12 11 (0.22%) Oracle 11i
13 10 (0.20%) SAP Oil and Gas
14 9 (0.18%) Eloqua
14 9 (0.18%) SAP FI
Cloud Services
1 201 (4.01%) Amazon AWS
2 175 (3.49%) Microsoft Azure
3 68 (1.36%) SaaS
4 67 (1.34%) Amazon EC2
5 49 (0.98%) Force.com
6 46 (0.92%) Cloud Computing
6 46 (0.92%) GitHub
7 36 (0.72%) Google Analytics
8 29 (0.58%) Google Cloud Platform
9 25 (0.50%) Amazon Kinesis
10 23 (0.46%) PaaS
11 18 (0.36%) Amazon EMR
12 16 (0.32%) IaaS
13 15 (0.30%) AWS Elastic Beanstalk
14 14 (0.28%) Office 365
15 12 (0.24%) Amazon S3
16 9 (0.18%) Adobe Analytics
17 8 (0.16%) Amazon ELB
17 8 (0.16%) Route 53
17 8 (0.16%) Virtual Private Cloud
Communications & Networking
1 25 (0.50%) Internet
2 22 (0.44%) FTP
3 14 (0.28%) HTTP
4 11 (0.22%) Firewall
5 10 (0.20%) TCP/IP
6 8 (0.16%) DNS
6 8 (0.16%) SSL
7 7 (0.14%) Network Security
8 5 (0.100%) VPN
9 4 (0.080%) Wireless
10 3 (0.060%) Cisco ASA
10 3 (0.060%) Intranet
10 3 (0.060%) PPP
10 3 (0.060%) Remote Desktop
10 3 (0.060%) SAN
11 2 (0.040%) Kerberos
11 2 (0.040%) LTE
11 2 (0.040%) NAS
11 2 (0.040%) S/MIME
11 2 (0.040%) tcpdump
Database & Business Intelligence
1 2535 (50.52%) SQL Server
2 2457 (48.96%) Data Warehouse
3 2088 (41.61%) SQL Server Integration Services
4 1453 (28.96%) SQL Server Reporting Services
5 1024 (20.41%) SQL Server Analysis Services
6 752 (14.99%) Big Data
7 686 (13.67%) SQL Server 2012
8 662 (13.19%) BusinessObjects
9 610 (12.16%) SQL Server 2008
10 578 (11.52%) Relational Database
11 536 (10.68%) Hadoop
12 431 (8.59%) QlikView
13 386 (7.69%) Oracle Database
14 380 (7.57%) SQL Server 2014
15 355 (7.07%) NoSQL
16 329 (6.56%) OLAP
17 284 (5.66%) RDBMS
18 263 (5.24%) MySQL
19 250 (4.98%) Power BI
20 201 (4.01%) Oracle BI EE
Development Applications
1 232 (4.62%) Team Foundation Server
2 196 (3.91%) Talend Open Studio
3 134 (2.67%) JIRA
4 128 (2.55%) Visual Studio
5 84 (1.67%) Jenkins
6 74 (1.47%) Git (software)
7 66 (1.32%) ERwin
8 52 (1.04%) SQL Server Management Studio (SSMS)
9 50 (1.00%) Subversion
10 41 (0.82%) Selenium
11 37 (0.74%) Oracle APEX
12 36 (0.72%) Maven
13 33 (0.66%) JUnit
14 29 (0.58%) Mercurial
14 29 (0.58%) VSS/SourceSafe
15 28 (0.56%) Eclipse
16 26 (0.52%) Toad
17 24 (0.48%) Octopus Deploy
18 17 (0.34%) NUnit
19 16 (0.32%) IntelliJ
General
1 1447 (28.84%) Finance
2 367 (7.31%) Banking
3 306 (6.10%) Retail
4 255 (5.08%) Marketing
5 141 (2.81%) Legal
6 113 (2.25%) Investment Banking
7 84 (1.67%) Publishing
8 82 (1.63%) Advertising
9 81 (1.61%) Telecoms
10 69 (1.38%) Manufacturing
11 67 (1.34%) Games
12 54 (1.08%) Law
13 45 (0.90%) Front Office
14 43 (0.86%) Pharmaceutical
15 38 (0.76%) Retail Banking
16 36 (0.72%) Back Office
17 34 (0.68%) Billing
18 28 (0.56%) Financial Institution
19 24 (0.48%) Automotive
20 15 (0.30%) Corporate Banking
Job Titles
1 2449 (48.80%) Developer
2 971 (19.35%) SQL Developer
3 849 (16.92%) Business Intelligence Developer
4 648 (12.91%) Analyst
5 570 (11.36%) ETL Developer
6 532 (10.60%) SSIS Developer
7 522 (10.40%) Architect
8 330 (6.58%) Consultant
9 328 (6.54%) SQL BI Developer
10 321 (6.40%) DBA
11 320 (6.38%) Data Architect
12 301 (6.00%) Senior Developer
12 301 (6.00%) SQL Server Developer
13 288 (5.74%) Data Warehouse Developer
14 268 (5.34%) SQL DBA
15 251 (5.00%) SSRS Developer
16 238 (4.74%) Oracle Developer
17 214 (4.26%) Data Analyst
18 200 (3.99%) Business Intelligence Analyst
19 194 (3.87%) SSAS Developer
Libraries, Frameworks & Software Standards
1 595 (11.86%) .NET
2 463 (9.23%) XML
3 380 (7.57%) Web Services
4 280 (5.58%) MDX
5 207 (4.13%) HTML
6 191 (3.81%) ASP.NET
7 137 (2.73%) SOAP
8 136 (2.71%) REST
9 113 (2.25%) Middleware
10 109 (2.17%) CSS
11 102 (2.03%) JSON
12 74 (1.47%) .NET Framework
13 65 (1.30%) Spring
14 64 (1.28%) jQuery
14 64 (1.28%) RESTful
15 59 (1.18%) ASP.NET MVC
16 55 (1.10%) Oracle GoldenGate
17 52 (1.04%) Kafka
18 47 (0.94%) Java EE
18 47 (0.94%) JMS
Miscellaneous
1 913 (18.19%) Analytical Skills
2 517 (10.30%) Data Integration
3 443 (8.83%) Visualisation
4 346 (6.90%) Computer Science
5 250 (4.98%) Management Information System
6 137 (2.73%) Enterprise Software
7 131 (2.61%) Mathematics
8 124 (2.47%) Replication
9 97 (1.93%) Statistics
10 80 (1.59%) Data Structures
11 70 (1.39%) Data Extraction
12 65 (1.30%) Clustering
13 63 (1.26%) Fintech
14 53 (1.06%) User Experience
15 41 (0.82%) iPad
16 36 (0.72%) Credit Risk
17 32 (0.64%) Data Centre
18 27 (0.54%) Fixed Income
19 26 (0.52%) Data Conversion
20 25 (0.50%) Virtual Team
Operating Systems
1 317 (6.32%) Unix
2 287 (5.72%) Linux
3 261 (5.20%) Windows
4 83 (1.65%) Windows Server
5 31 (0.62%) Windows Server 2003
6 16 (0.32%) Apple iOS
7 15 (0.30%) Android
8 13 (0.26%) Red Hat Enterprise Linux
9 12 (0.24%) Solaris
9 12 (0.24%) Windows Server 2008
10 7 (0.14%) Windows Server 2012
11 6 (0.12%) Windows 7
12 5 (0.100%) Ubuntu
13 4 (0.080%) Oracle Linux
14 3 (0.060%) AIX
15 2 (0.040%) SUSE
16 1 (0.020%) CentOS
16 1 (0.020%) FreeBSD
16 1 (0.020%) HPUX
16 1 (0.020%) Windows Vista
Processes & Methodologies
1 2769 (55.18%) Business Intelligence
2 1198 (23.87%) Agile Software Development
3 1061 (21.14%) Data Modelling
4 973 (19.39%) Analytics
5 643 (12.81%) Data Management
6 509 (10.14%) Performance Tuning
7 430 (8.57%) Kimball Methodology
8 404 (8.05%) SDLC
9 399 (7.95%) Migration
10 370 (7.37%) Data Analysis
11 363 (7.23%) Data Architecture
12 334 (6.66%) ETL Development
13 321 (6.40%) Data Analytics
14 315 (6.28%) Scrum
15 281 (5.60%) CRM
15 281 (5.60%) Project Management
16 273 (5.44%) SOA
17 272 (5.42%) Stakeholder Management
18 263 (5.24%) Dimensional Modelling
19 260 (5.18%) Data Visualisation
Programming Languages
1 3287 (65.50%) SQL
2 1228 (24.47%) T-SQL
3 676 (13.47%) Java
4 562 (11.20%) C#
5 456 (9.09%) PL/SQL
6 351 (6.99%) Python
7 253 (5.04%) JavaScript
8 176 (3.51%) Shell Script
9 156 (3.11%) VBA
10 146 (2.91%) R
11 110 (2.19%) PowerShell
12 102 (2.03%) Perl
13 99 (1.97%) VB.NET
14 98 (1.95%) Scala
15 90 (1.79%) C++
16 71 (1.41%) Data Analysis Expressions (DAX)
17 65 (1.30%) C
18 63 (1.26%) VB
19 60 (1.20%) Apex Code
20 55 (1.10%) PHP
Qualifications
1 706 (14.07%) Degree
2 101 (2.01%) Microsoft Certification
2 101 (2.01%) Security Cleared
3 47 (0.94%) SC Cleared
4 39 (0.78%) ISEB
5 38 (0.76%) MCITP
6 25 (0.50%) PhD
7 24 (0.48%) PMI Certification
8 22 (0.44%) DV Cleared
8 22 (0.44%) Oracle Certification
9 19 (0.38%) PRINCE2 Certification
10 17 (0.34%) ISTQB
10 17 (0.34%) ITIL Foundation Certificate
11 15 (0.30%) MCSE
12 13 (0.26%) PMP
13 12 (0.24%) MCTS
14 10 (0.20%) CIMA
14 10 (0.20%) PRINCE2 Practitioner
15 9 (0.18%) ACCA
15 9 (0.18%) ITIL Certification
Quality Assurance & Compliance
1 554 (11.04%) Data Quality
2 202 (4.03%) QA
3 73 (1.45%) SLA
4 14 (0.28%) PCI DSS
5 7 (0.14%) Solvency II
6 5 (0.100%) COBIT
6 5 (0.100%) Dodd-Frank
7 3 (0.060%) COREP
7 3 (0.060%) CRD IV
7 3 (0.060%) FINREP
7 3 (0.060%) Sarbanes-Oxley
7 3 (0.060%) SNOMED CT
8 2 (0.040%) Basel II
8 2 (0.040%) FATCA
8 2 (0.040%) ISO 9001
9 1 (0.020%) GxP
9 1 (0.020%) HL7
9 1 (0.020%) ISO 14001
9 1 (0.020%) ISO20022
System Software
1 73 (1.45%) Apache Flume
2 54 (1.08%) HDFS
3 33 (0.66%) Docker
4 29 (0.58%) Active Directory
5 16 (0.32%) Oracle RAC
6 14 (0.28%) VMware Infrastructure
7 9 (0.18%) Ceph
8 5 (0.100%) Tivoli Workload Scheduler
8 5 (0.100%) Veritas Cluster Server
9 4 (0.080%) vSphere
10 3 (0.060%) Virtual Machines
11 2 (0.040%) Firmware
11 2 (0.040%) GPFS
11 2 (0.040%) Snort
12 1 (0.020%) Microsoft Virtual Server
12 1 (0.020%) Samba
12 1 (0.020%) Virtual Servers
12 1 (0.020%) VirtualBox
12 1 (0.020%) Xen
12 1 (0.020%) XenServer
Systems Management
1 56 (1.12%) Control-M
2 47 (0.94%) Puppet
3 37 (0.74%) Opscode Chef
4 36 (0.72%) Hadoop YARN
5 33 (0.66%) Ansible
5 33 (0.66%) Oozie
6 11 (0.22%) Failover Clustering
7 10 (0.20%) Mesos
7 10 (0.20%) MOM
8 9 (0.18%) Dollar Universe
9 8 (0.16%) HP Quality Center
9 8 (0.16%) Oracle Enterprise Manager
10 6 (0.12%) Jitterbit
10 6 (0.12%) Tivoli
11 5 (0.100%) Data Guard
11 5 (0.100%) Oracle RMAN
12 4 (0.080%) Oracle EDQ
12 4 (0.080%) SCCM
12 4 (0.080%) SCOM
13 3 (0.060%) HAProxy
Vendors
1 1387 (27.64%) Oracle
2 1216 (24.23%) Microsoft
3 741 (14.77%) Informatica
4 521 (10.38%) Tableau
5 452 (9.01%) SAP
6 291 (5.80%) Cognos
7 225 (4.48%) IBM
8 196 (3.91%) Talend
9 171 (3.41%) Salesforce.com
10 120 (2.39%) Teradata
11 103 (2.05%) Ab Initio
12 89 (1.77%) Cloudera
13 82 (1.63%) Netezza
14 75 (1.49%) Google
15 70 (1.39%) Hortonworks
15 70 (1.39%) MicroStrategy
16 51 (1.02%) TIBCO
17 49 (0.98%) Sybase
18 46 (0.92%) Adobe
19 42 (0.84%) EXASOL
Avon
Opus Recruitment Solutions Ltd
Salary: £35000 per annum
Posted: 3 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: £Excellent salary + car allowance + bonus + benefits!
Posted: 3 hours ago
London
Lawrence Harvey Enterprise
Salary: £50000.00 - £60000.00 per annum + pension, health care, discounts
Posted: 4 hours ago
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 8 hours ago
Lichfield, Staffordshire
Spring Technology
Salary: £30000.00 - £40000.00 per annum
Posted: 9 hours ago
North East
Ideal Training
Salary: £31000 - £41000 per annum + Base + Package
Posted: 6 hours ago
York, North Yorkshire
ISL
Salary: £40000 - £45000 per annum
Posted: 9 hours ago
North West London
Brightred Resourcing Limited
Salary: From £50,000 to £60,000 per annum
Posted: 3 hours ago
Crawley, West Sussex
Comtecs
Salary: £44000 - £50000 Per Annum + on call + Bonus + Excellent Benefits
Posted: 11 hours ago
Brighton, East Sussex
HAYS INFORMATION TECHNOLOGY
Salary: £40000 - £50000 per annum + benefits
Posted: 11 hours ago
Reading, Berkshire
The One Group
Salary: £50k - 65k per year + Benefits
Posted: Yesterday
East London
Cognizant
Posted: 7 hours ago
Bath, Avon
CPS Group UK
Salary: £33000 - £40000 per annum + pension
Posted: Yesterday
London
Redrock Consulting Ltd
Salary: £50000 - £65000 per annum
Posted: Yesterday
Liverpool, Merseyside
Rullion IT Plus
Salary: £35000 - £40000 per annum + benefits
Posted: 9 hours ago
London
Codex
Salary: From £40,000 to £65,000 per annum
Posted: Yesterday
Leicester, Leicestershire
Executive Resource Group
Salary: £35000.00 per annum
Posted: Yesterday
City, London
Oscar
Salary: £60000 - £750000 per annum + Excellent Benefits
Posted: 3 hours ago
Gloucester, Gloucestershire
ANSON MCCADE
Salary: £60,000 - £100,000
Posted: 6 hours ago
City, London
ANSON MCCADE
Salary: £60,000 - £100,000
Posted: 6 hours ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £50000 per annum + Benefits
Posted: Yesterday
Berkshire
McGregor Boyall
Salary: £40000 - £55000 per annum
Posted: Yesterday
Cardiff, South Glamorgan
IntaPeople
Salary: £27000 - £45000 per annum
Posted: 8 hours ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: Yesterday
Leeds, West Yorkshire
Rullion IT Plus
Salary: £40000 - £48000 per annum + Bens
Posted: Yesterday
North West London
The People Network
Salary: Bonus, Health, Generous Pension, Car
Posted: 9 hours ago
London
Talent International
Salary: £50000 - £55000 per annum + Benefits
Posted: Yesterday
City, London
Oscar
Salary: £40000 - £60000 per annum
Posted: 4 hours ago
City, London
Eames Consulting
Salary: £50000 - £55000 per annum
Posted: Yesterday
London
Venturi
Salary: £65000 - £85000 per annum + Benefits
Posted: 3 hours ago