Period
to 20 August 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 20 August 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > London
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 102 122 98
Rank change year-on-year +20 -24 -1
Permanent jobs citing ETL 2,232 2,012 2,570
As % of all permanent IT jobs advertised in London 3.23% 2.73% 3.18%
As % of the Processes & Methodologies category 3.52% 2.95% 3.45%
Number of salaries quoted 1,787 1,593 2,136
London median annual salary £60,000 £57,500 £57,500
Median salary % change year-on-year +4.35% - -4.17%
10th Percentile £40,500 £38,250 £40,750
90th Percentile £87,500 £82,500 £82,500
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -1.87%

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 63,396 68,186 74,393
As % of all permanent IT jobs advertised in London 91.73% 92.59% 92.14%
Number of salaries quoted 50,653 53,042 64,363
London median annual salary £62,000 £60,000 £57,500
Median salary % change year-on-year +3.33% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £87,500
England median annual salary £50,000 £50,000 £50,000

ETL
Job Vacancy Trend in London

Job postings citing ETL as a percentage of all IT jobs advertised in London.

Job vacancy trend for ETL in London

ETL
Salary Trend in London

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

Salary trend for ETL in London

ETL
Salary Histogram in London

The salary distribution of IT jobs citing ETL in London over the 6 months to 20 August 2018.

Salary histogram for ETL in London

ETL
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the London region over the 6 months to 20 August 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +21 515 £65,000 +11.11% 80
West London +45 91 £50,000 +25.00% 37
South London +28 62 £47,500 - 4
East London -6 27 £45,000 -5.26% 12
North London +4 4 £48,750 +41.82% 3
ETL
England

For the 6 months to 20 August 2018, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for ETL.

1 1,526 (68.37%) SQL
2 1,108 (49.64%) Data Warehouse
3 1,036 (46.42%) Business Intelligence
4 1,029 (46.10%) SQL Server
5 887 (39.74%) SQL Server Integration Services
6 700 (31.36%) Finance
7 698 (31.27%) Agile Software Development
8 687 (30.78%) Analytics
9 649 (29.08%) Microsoft
10 614 (27.51%) Big Data
11 606 (27.15%) SQL Server Reporting Services
12 517 (23.16%) Python
13 499 (22.36%) T-SQL
14 469 (21.01%) SQL Server Analysis Services
15 453 (20.30%) Data Modelling
16 444 (19.89%) Oracle
17 442 (19.80%) Hadoop
18 425 (19.04%) Power BI
19 403 (18.06%) Java
20 348 (15.59%) Tableau
21 332 (14.87%) Relational Database
22 326 (14.61%) Microsoft Azure
23 300 (13.44%) Apache Spark
24 294 (13.17%) Analytical Skills
25 285 (12.77%) Amazon AWS
26 283 (12.68%) C#
27 268 (12.01%) Degree
28 261 (11.69%) Informatica
29 256 (11.47%) .NET
29 256 (11.47%) Problem-Solving

ETL
Co-occurring IT Skills in London 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
1 300 (13.44%) Apache Spark
2 110 (4.93%) Apache
3 108 (4.84%) SAS
4 79 (3.54%) Elasticsearch
5 38 (1.70%) Apache Pig
5 38 (1.70%) IIS
6 34 (1.52%) Confluence
7 30 (1.34%) SharePoint
8 16 (0.72%) CMS
9 13 (0.58%) NServiceBus
9 13 (0.58%) WebSphere
10 11 (0.49%) Apache Airflow
11 10 (0.45%) Hyperledger
12 9 (0.40%) Oracle SOA Suite
12 9 (0.40%) Tomcat
13 8 (0.36%) Oracle Workflow
14 7 (0.31%) Apache Solr
15 6 (0.27%) Jupyter
15 6 (0.27%) WebLogic
15 6 (0.27%) WebLogic Portal
Applications
1 179 (8.02%) Microsoft Excel
2 42 (1.88%) Microsoft Office
3 30 (1.34%) MS Visio
4 21 (0.94%) Spreadsheet
5 12 (0.54%) SPSS
6 10 (0.45%) Microsoft PowerPoint
7 6 (0.27%) Microsoft Project
8 3 (0.13%) Stata
Business Applications
1 45 (2.02%) Markit EDM
2 30 (1.34%) Dynamics CRM
3 16 (0.72%) Dynamics AX
4 14 (0.63%) Cognos TM1
5 12 (0.54%) Cognos Business Intelligence
6 11 (0.49%) Dynamics NAV
7 9 (0.40%) FastStats
7 9 (0.40%) PeopleSoft HCM
8 7 (0.31%) Salesforce.com CRM
9 6 (0.27%) NetSuite
10 5 (0.22%) FastStats PeopleStage
11 4 (0.18%) Oracle Receivables
11 4 (0.18%) SAP BPC
12 3 (0.13%) Actimize
12 3 (0.13%) Maximo
12 3 (0.13%) Oracle Financials
12 3 (0.13%) Raiser's Edge
12 3 (0.13%) SAP GRC
12 3 (0.13%) SAP Oil and Gas
13 2 (0.090%) Infor SunSystems
Cloud Services
1 326 (14.61%) Microsoft Azure
2 285 (12.77%) Amazon AWS
3 75 (3.36%) Google Cloud Platform
4 66 (2.96%) Amazon EMR
5 41 (1.84%) SaaS
6 36 (1.61%) Azure Data Factory
7 32 (1.43%) Amazon S3
7 32 (1.43%) AWS Lambda
7 32 (1.43%) Serverless
8 31 (1.39%) Amazon Kinesis
9 29 (1.30%) Amazon EC2
10 22 (0.99%) Cloud Computing
11 21 (0.94%) IBM Cloud
12 19 (0.85%) Google Analytics
13 15 (0.67%) PaaS
14 13 (0.58%) GitHub
15 9 (0.40%) Force.com
15 9 (0.40%) IaaS
16 7 (0.31%) Amazon ELB
16 7 (0.31%) OpenShift
Communications & Networking
1 14 (0.63%) Internet
2 12 (0.54%) SMS
3 11 (0.49%) Kerberos
4 6 (0.27%) FTP
5 4 (0.18%) Firewall
6 2 (0.090%) SSH
6 2 (0.090%) Wi-Fi
7 1 (0.045%) 3G
7 1 (0.045%) 4G
7 1 (0.045%) CHAP
7 1 (0.045%) DNS
7 1 (0.045%) GoToMeeting
7 1 (0.045%) HTTP
7 1 (0.045%) Intranet
7 1 (0.045%) Reverse Proxy
7 1 (0.045%) SAN
7 1 (0.045%) SMTP
7 1 (0.045%) Software-Defined Networking
7 1 (0.045%) SSL
7 1 (0.045%) WebEx
Database & Business Intelligence
1 1,108 (49.64%) Data Warehouse
2 1,029 (46.10%) SQL Server
3 887 (39.74%) SQL Server Integration Services
4 614 (27.51%) Big Data
5 606 (27.15%) SQL Server Reporting Services
6 469 (21.01%) SQL Server Analysis Services
7 442 (19.80%) Hadoop
8 425 (19.04%) Power BI
9 332 (14.87%) Relational Database
10 219 (9.81%) NoSQL
11 206 (9.23%) Apache Hive
12 160 (7.17%) OLAP
13 144 (6.45%) MySQL
14 132 (5.91%) SQL Server 2008
15 128 (5.73%) BusinessObjects
16 125 (5.60%) Data Lake
17 123 (5.51%) Amazon Redshift
17 123 (5.51%) SQL Server 2012
18 114 (5.11%) HBase
18 114 (5.11%) PostgreSQL
Development Applications
1 121 (5.42%) Git (software)
2 110 (4.93%) Visual Studio
3 83 (3.72%) Team Foundation Server
4 76 (3.41%) Jenkins
5 73 (3.27%) JIRA
6 55 (2.46%) SQL Server Management Studio (SSMS)
7 38 (1.70%) Visual Studio Team System
8 35 (1.57%) Octopus Deploy
9 34 (1.52%) Subversion
10 32 (1.43%) TeamCity
11 21 (0.94%) Atlassian Bamboo
12 20 (0.90%) Bitbucket
13 18 (0.81%) ERwin
14 17 (0.76%) JUnit
14 17 (0.76%) Selenium
15 15 (0.67%) Vagrant
16 14 (0.63%) Artifactory
16 14 (0.63%) Mercurial
17 13 (0.58%) Moq
17 13 (0.58%) ReSharper
General
1 700 (31.36%) Finance
2 188 (8.42%) Banking
3 127 (5.69%) Advertising
4 121 (5.42%) Retail
5 117 (5.24%) Marketing
6 59 (2.64%) Games
7 46 (2.06%) Investment Banking
8 45 (2.02%) Legal
9 37 (1.66%) Pharmaceutical
10 24 (1.08%) Front Office
11 23 (1.03%) Back Office
11 23 (1.03%) Law
11 23 (1.03%) Telecoms
12 22 (0.99%) Manufacturing
13 21 (0.94%) Publishing
14 14 (0.63%) Billing
15 10 (0.45%) Local Government
15 10 (0.45%) Music Industry
16 9 (0.40%) Financial Institution
17 8 (0.36%) General Ledger
Job Titles
1 954 (42.74%) Developer
2 343 (15.37%) Business Intelligence Developer
3 336 (15.05%) Data Engineer
4 322 (14.43%) SQL Developer
5 274 (12.28%) Analyst
6 187 (8.38%) Architect
7 186 (8.33%) Consultant
8 174 (7.80%) ETL Developer
9 141 (6.32%) SSIS Developer
10 140 (6.27%) Senior Developer
11 126 (5.65%) Big Data Engineer
12 117 (5.24%) Data Warehouse Developer
13 112 (5.02%) Data Architect
13 112 (5.02%) SQL BI Developer
14 98 (4.39%) Database Developer
15 93 (4.17%) Business Intelligence Analyst
16 88 (3.94%) SSRS Developer
17 80 (3.58%) Data Analyst
18 75 (3.36%) C# Developer
19 70 (3.14%) Business Developer
Libraries, Frameworks & Software Standards
1 256 (11.47%) .NET
2 199 (8.92%) Kafka
3 164 (7.35%) XML
4 138 (6.18%) Web Services
5 93 (4.17%) MDX
6 59 (2.64%) JSON
7 54 (2.42%) Middleware
8 52 (2.33%) HTML
9 51 (2.28%) RabbitMQ
10 44 (1.97%) REST
11 43 (1.93%) NumPy
12 42 (1.88%) Pandas
13 41 (1.84%) WCF
14 39 (1.75%) ASP.NET
14 39 (1.75%) ASP.NET Web API
15 37 (1.66%) SailPoint
15 37 (1.66%) Velocity
16 35 (1.57%) .NET Framework
16 35 (1.57%) Django
16 35 (1.57%) Flask
Miscellaneous
1 294 (13.17%) Analytical Skills
2 141 (6.32%) Computer Science
3 131 (5.87%) Management Information System
4 117 (5.24%) Fintech
5 105 (4.70%) Data Structures
6 98 (4.39%) Greenfield Project
7 57 (2.55%) Algorithms
8 53 (2.37%) Tandem
9 51 (2.28%) Replication
10 46 (2.06%) Self-Motivation
11 44 (1.97%) Life Science
12 42 (1.88%) Fixed Income
13 37 (1.66%) Credit Risk
13 37 (1.66%) User Experience
14 36 (1.61%) Market Risk
15 34 (1.52%) Enterprise Software
16 33 (1.48%) Robotics
17 32 (1.43%) Equities
17 32 (1.43%) Virtual Team
18 29 (1.30%) Derivative
Operating Systems
1 181 (8.11%) Linux
2 125 (5.60%) Unix
3 90 (4.03%) Windows
4 35 (1.57%) Solaris
5 33 (1.48%) AIX
5 33 (1.48%) HPUX
6 17 (0.76%) CentOS
7 13 (0.58%) Windows Server
8 10 (0.45%) Windows Server 2012
9 9 (0.40%) Ubuntu
10 6 (0.27%) Apple iOS
10 6 (0.27%) Red Hat Enterprise Linux
11 3 (0.13%) Amazon Linux
11 3 (0.13%) Windows Server 2008
12 2 (0.090%) VMS
13 1 (0.045%) Android
13 1 (0.045%) Oracle Linux
Processes & Methodologies
1 1,036 (46.42%) Business Intelligence
2 698 (31.27%) Agile Software Development
3 687 (30.78%) Analytics
4 453 (20.30%) Data Modelling
5 256 (11.47%) Problem-Solving
6 253 (11.34%) Data Science
7 250 (11.20%) Visualisation
8 238 (10.66%) Data Management
9 219 (9.81%) Data Integration
10 198 (8.87%) Kimball Methodology
11 197 (8.83%) Data Analysis
11 197 (8.83%) Performance Tuning
12 182 (8.15%) Machine Learning
13 180 (8.06%) ETL Development
14 156 (6.99%) Project Management
15 154 (6.90%) Data Analytics
16 150 (6.72%) Scrum
17 143 (6.41%) Data Visualisation
18 140 (6.27%) Data Architecture
18 140 (6.27%) SDLC
Programming Languages
1 1,526 (68.37%) SQL
2 517 (23.16%) Python
3 499 (22.36%) T-SQL
4 403 (18.06%) Java
5 283 (12.68%) C#
6 179 (8.02%) Scala
7 131 (5.87%) PowerShell
8 122 (5.47%) R
9 109 (4.88%) JavaScript
10 91 (4.08%) Data Analysis Expressions (DAX)
11 85 (3.81%) PL/SQL
12 67 (3.00%) Perl
13 66 (2.96%) Shell Script
14 37 (1.66%) VBA
15 33 (1.48%) BeanShell
16 27 (1.21%) C++
17 24 (1.08%) VB
18 23 (1.03%) PHP
19 21 (0.94%) Bash Shell
20 18 (0.81%) Go
Qualifications
1 268 (12.01%) Degree
2 56 (2.51%) Computer Science Degree
3 45 (2.02%) Security Cleared
4 39 (1.75%) ISEB
5 28 (1.25%) Master's Degree
6 25 (1.12%) Microsoft Certification
7 15 (0.67%) Microsoft Certified Architect
8 13 (0.58%) SC Cleared
9 11 (0.49%) MCITP
10 9 (0.40%) Numerate Degree
11 8 (0.36%) PMI Certification
11 8 (0.36%) PMP
12 7 (0.31%) PhD
13 6 (0.27%) MCSD
14 4 (0.18%) AWS Certification
14 4 (0.18%) ISTQB
14 4 (0.18%) MCSA
15 3 (0.13%) DV Cleared
15 3 (0.13%) ITIL Certification
15 3 (0.13%) TOGAF Certification
Quality Assurance & Compliance
1 231 (10.35%) Data Quality
2 116 (5.20%) QA
3 36 (1.61%) GDPR
4 11 (0.49%) GCP
4 11 (0.49%) PMO
5 9 (0.40%) SLA
6 8 (0.36%) IFRS
7 7 (0.31%) MiFID
8 6 (0.27%) Actionable Recommendations
9 5 (0.22%) IFRS 9
10 3 (0.13%) COBIT
10 3 (0.13%) Dodd-Frank
10 3 (0.13%) GxP
10 3 (0.13%) Solvency II
11 2 (0.090%) ISO/IEC 27001
11 2 (0.090%) Sarbanes-Oxley
12 1 (0.045%) Basel III
12 1 (0.045%) CRD IV
12 1 (0.045%) EMIR
12 1 (0.045%) HL7
System Software
1 106 (4.75%) HDFS
2 79 (3.54%) Docker
3 45 (2.02%) Apache Flume
4 15 (0.67%) VirtualBox
5 12 (0.54%) Active Directory
6 3 (0.13%) Apache ZooKeeper
6 3 (0.13%) Hyper-V
7 2 (0.090%) Oracle RAC
7 2 (0.090%) Virtual Machines
8 1 (0.045%) VMware ESXi
8 1 (0.045%) VMware Infrastructure
Systems Management
1 49 (2.20%) Kubernetes
1 49 (2.20%) Oozie
2 35 (1.57%) Ansible
3 25 (1.12%) Docker Swarm
4 23 (1.03%) Terraform
5 22 (0.99%) Hadoop YARN
6 21 (0.94%) Automic
6 21 (0.94%) Dollar Universe
7 20 (0.90%) Mesos
8 17 (0.76%) Puppet
9 16 (0.72%) Grafana
10 15 (0.67%) Kibana
11 14 (0.63%) Ambari
11 14 (0.63%) Prometheus
12 13 (0.58%) logstash
13 11 (0.49%) Control-M
14 9 (0.40%) Single Sign-On
15 7 (0.31%) Opscode Chef
16 6 (0.27%) Microsoft Clustering
17 5 (0.22%) Xymon
Vendors
1 649 (29.08%) Microsoft
2 444 (19.89%) Oracle
3 348 (15.59%) Tableau
4 261 (11.69%) Informatica
5 188 (8.42%) Talend
6 124 (5.56%) SAP
7 119 (5.33%) Cloudera
8 99 (4.44%) IBM
9 98 (4.39%) Google
10 76 (3.41%) Cognos
11 73 (3.27%) Hortonworks
12 70 (3.14%) Salesforce.com
13 54 (2.42%) MicroStrategy
14 47 (2.11%) Alteryx
15 36 (1.61%) ServiceNow
16 35 (1.57%) Netezza
17 34 (1.52%) WorldPay
18 31 (1.39%) EXASOL
19 29 (1.30%) Ab Initio
20 27 (1.21%) SnapLogic