Period
to 15 November 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL Development skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL Development over the 6 months to 15 November 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL) Development
UK > England
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 821 849 957
Rank change year-on-year +28 +108 -77
Permanent jobs citing ETL Development 304 327 259
As % of all permanent IT jobs advertised in England 0.20% 0.19% 0.14%
As % of the Processes & Methodologies category 0.22% 0.21% 0.16%
Number of salaries quoted 219 240 225
England median annual salary £50,000 £47,500 £52,500
Median salary % change year-on-year +5.26% -9.52% +5.00%
10th Percentile £37,500 £36,188 £37,500
90th Percentile £71,250 £67,625 £67,500
UK median annual salary £50,000 £47,500 £52,500
% change year-on-year +5.26% -9.52% +5.00%

ETL Development 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 138,311 154,854 163,978
As % of all permanent IT jobs advertised in England 91.18% 91.49% 90.93%
Number of salaries quoted 111,048 123,345 137,670
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,650 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

ETL Development
Job Vacancy Trend in England

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

Job vacancy trend for ETL Development in England

ETL Development
Salary Trend in England

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

Salary trend for ETL Development in England

ETL Development
Salary Histogram in England

The salary distribution of IT jobs citing ETL Development in England over the 6 months to 15 November 2018.

Salary histogram for ETL Development in England

ETL Development
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL Development within the England region over the 6 months to 15 November 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
London +95 192 £57,500 +9.52% 26
South East +22 37 £50,000 -4.76% 2
North of England -14 30 £45,000 - 4
North West +34 20 £45,000 +2.86% 1
Midlands +14 17 £45,000 +2.27% 4
South West +16 16 £50,000 +25.00% 4
West Midlands +33 14 £45,000 +5.88% 3
East of England +2 10 £48,750 +16.07% 1
Yorkshire -14 8 £48,750 +8.33% 2
East Midlands 0 3 £40,000 -10.61% 1
North East -4 2 £37,500 +3.45% 1
ETL Development
UK

For the 6 months to 15 November 2018, IT jobs citing ETL Development 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 England region with a requirement for ETL Development.

1 304 (100.00%) ETL
2 228 (75.00%) SQL
3 211 (69.41%) Business Intelligence
4 206 (67.76%) Data Warehouse
5 201 (66.12%) SQL Server
6 191 (62.83%) SQL Server Integration Services
7 121 (39.80%) Microsoft
8 105 (34.54%) T-SQL
9 103 (33.88%) Agile Software Development
10 95 (31.25%) SQL Server Reporting Services
11 94 (30.92%) SQL Server Analysis Services
11 94 (30.92%) Power BI
12 86 (28.29%) Data Modelling
13 74 (24.34%) Finance
14 66 (21.71%) Analytics
15 64 (21.05%) Oracle
16 57 (18.75%) Microsoft Azure
17 54 (17.76%) Performance Tuning
18 51 (16.78%) Big Data
19 47 (15.46%) Informatica
20 44 (14.47%) Tableau
21 42 (13.82%) Analytical Skills
22 40 (13.16%) Java
22 40 (13.16%) OLAP
23 39 (12.83%) C#
23 39 (12.83%) Data Quality
24 37 (12.17%) Oracle Database
24 37 (12.17%) Oracle ODI
24 37 (12.17%) Microsoft Excel
25 36 (11.84%) Kimball Methodology

ETL Development
Co-occurring IT Skills in England 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 26 (8.55%) SAS
2 18 (5.92%) Apache Spark
3 13 (4.28%) Apache
4 9 (2.96%) SharePoint
5 3 (0.99%) Apache Pig
6 2 (0.66%) Elasticsearch
6 2 (0.66%) WebLogic
7 1 (0.33%) Confluence
7 1 (0.33%) Tomcat
Applications
1 37 (12.17%) Microsoft Excel
2 2 (0.66%) Spreadsheet
3 1 (0.33%) Microsoft PowerPoint
3 1 (0.33%) Microsoft Project
3 1 (0.33%) MS Visio
Business Applications
1 2 (0.66%) FastStats
1 2 (0.66%) Raiser's Edge
Cloud Services
1 57 (18.75%) Microsoft Azure
2 18 (5.92%) Amazon AWS
3 9 (2.96%) Cloud Computing
4 8 (2.63%) Azure Data Factory
5 7 (2.30%) PaaS
6 6 (1.97%) IaaS
7 5 (1.64%) Google Cloud Platform
7 5 (1.64%) SaaS
8 4 (1.32%) Amazon S3
9 3 (0.99%) Amazon Kinesis
9 3 (0.99%) Slack
10 2 (0.66%) Azure Functions
10 2 (0.66%) Dynamics 365
10 2 (0.66%) Serverless
11 1 (0.33%) Amazon EC2
11 1 (0.33%) Amazon SQS
Communications & Networking
1 4 (1.32%) DNS
1 4 (1.32%) Firewall
2 1 (0.33%) Kerberos
2 1 (0.33%) Reverse Proxy
Database & Business Intelligence
1 206 (67.76%) Data Warehouse
2 201 (66.12%) SQL Server
3 191 (62.83%) SQL Server Integration Services
4 95 (31.25%) SQL Server Reporting Services
5 94 (30.92%) Power BI
5 94 (30.92%) SQL Server Analysis Services
6 51 (16.78%) Big Data
7 40 (13.16%) OLAP
8 37 (12.17%) Oracle Database
8 37 (12.17%) Oracle ODI
9 35 (11.51%) SQL Server 2016
10 34 (11.18%) Hadoop
11 33 (10.86%) Microsoft Analysis Services
12 28 (9.21%) QlikView
13 25 (8.22%) Relational Database
14 23 (7.57%) Oracle OLAP
15 22 (7.24%) DataStage
16 20 (6.58%) Data Lake
16 20 (6.58%) OLTP
17 18 (5.92%) MySQL
Development Applications
1 14 (4.61%) Team Foundation Server
2 12 (3.95%) Git (software)
3 10 (3.29%) Visual Studio
4 9 (2.96%) Eclipse
5 7 (2.30%) PowerDesigner
6 4 (1.32%) JIRA
7 3 (0.99%) Subversion
7 3 (0.99%) tSQLt
8 2 (0.66%) Bitbucket
8 2 (0.66%) SQL Server Management Studio (SSMS)
8 2 (0.66%) Visual Studio Team System
9 1 (0.33%) Artifactory
9 1 (0.33%) Atlassian Bamboo
9 1 (0.33%) IntelliJ
9 1 (0.33%) Jenkins
9 1 (0.33%) Octopus Deploy
9 1 (0.33%) Oracle APEX
9 1 (0.33%) TeamCity
General
1 74 (24.34%) Finance
2 33 (10.86%) Games
3 23 (7.57%) Banking
4 20 (6.58%) Advertising
5 19 (6.25%) Retail
6 5 (1.64%) Publishing
7 3 (0.99%) Back Office
7 3 (0.99%) Marketing
8 2 (0.66%) Investment Banking
8 2 (0.66%) Legal
9 1 (0.33%) Billing
9 1 (0.33%) Front Office
9 1 (0.33%) Law
Job Titles
1 226 (74.34%) Developer
2 86 (28.29%) Business Intelligence Developer
3 67 (22.04%) ETL Developer
4 56 (18.42%) SQL Developer
5 51 (16.78%) Data Warehouse Developer
6 42 (13.82%) SSIS Developer
7 32 (10.53%) Consultant
8 28 (9.21%) Oracle Developer
9 25 (8.22%) Senior Developer
10 23 (7.57%) SQL BI Developer
11 22 (7.24%) Analyst
11 22 (7.24%) Business Developer
12 21 (6.91%) Oracle Data Warehouse Developer
13 19 (6.25%) Business Intelligence Analyst
13 19 (6.25%) Data Engineer
14 18 (5.92%) ETL Consultant
15 14 (4.61%) Big Data Developer
15 14 (4.61%) Database Developer
15 14 (4.61%) T-SQL Developer
16 13 (4.28%) Senior ETL Developer
Libraries, Frameworks & Software Standards
1 34 (11.18%) MDX
2 29 (9.54%) XML
3 24 (7.89%) Web Services
4 22 (7.24%) Kafka
4 22 (7.24%) Oracle GoldenGate
5 21 (6.91%) JSON
6 17 (5.59%) CSS
6 17 (5.59%) HTML
7 15 (4.93%) HTML5
8 14 (4.61%) .NET
9 12 (3.95%) Velocity
10 8 (2.63%) HornetQ
10 8 (2.63%) JMS
10 8 (2.63%) RabbitMQ
11 4 (1.32%) REST
11 4 (1.32%) SOAP
12 3 (0.99%) XML Messaging
13 2 (0.66%) ASP.NET
13 2 (0.66%) XSD
13 2 (0.66%) XSLT
Miscellaneous
1 42 (13.82%) Analytical Skills
2 29 (9.54%) Replication
3 25 (8.22%) Greenfield Project
4 16 (5.26%) Reinsurance
5 11 (3.62%) Fintech
6 9 (2.96%) Public Cloud
7 7 (2.30%) Computer Science
7 7 (2.30%) Management Information System
8 6 (1.97%) N-Tier
9 5 (1.64%) NHS
10 4 (1.32%) Online Games
11 2 (0.66%) Data Structures
12 1 (0.33%) Credit Risk
12 1 (0.33%) Market Risk
12 1 (0.33%) Self-Motivation
12 1 (0.33%) User Experience
Operating Systems
1 12 (3.95%) Windows
2 10 (3.29%) Linux
3 6 (1.97%) Unix
4 4 (1.32%) Windows Server
4 4 (1.32%) Windows Server 2012
5 1 (0.33%) Ubuntu
Processes & Methodologies
1 304 (100.00%) ETL
2 211 (69.41%) Business Intelligence
3 103 (33.88%) Agile Software Development
4 86 (28.29%) Data Modelling
5 66 (21.71%) Analytics
6 54 (17.76%) Performance Tuning
7 36 (11.84%) Kimball Methodology
8 33 (10.86%) Data Analysis
9 32 (10.53%) Data Management
10 30 (9.87%) Database Tuning
11 28 (9.21%) Problem-Solving
12 27 (8.88%) Dimensional Modelling
13 26 (8.55%) Data Integration
14 25 (8.22%) Information Management
15 23 (7.57%) Visualisation
16 20 (6.58%) Data Transformation
17 18 (5.92%) Data Visualisation
17 18 (5.92%) Migration
17 18 (5.92%) OO
18 17 (5.59%) OOP
Programming Languages
1 228 (75.00%) SQL
2 105 (34.54%) T-SQL
3 40 (13.16%) Java
4 39 (12.83%) C#
5 30 (9.87%) Python
6 22 (7.24%) PL/SQL
7 17 (5.59%) JavaScript
8 15 (4.93%) Scala
8 15 (4.93%) Shell Script
9 12 (3.95%) Perl
10 9 (2.96%) Data Analysis Expressions (DAX)
10 9 (2.96%) PowerShell
11 7 (2.30%) Cypher
11 7 (2.30%) R
11 7 (2.30%) VBA
12 6 (1.97%) Ruby
13 4 (1.32%) PHP
14 2 (0.66%) VB
15 1 (0.33%) Bash Shell
15 1 (0.33%) Korn
Qualifications
1 23 (7.57%) Degree
2 9 (2.96%) SC Cleared
2 9 (2.96%) Security Cleared
3 1 (0.33%) Computer Science Degree
3 1 (0.33%) Master's Degree
3 1 (0.33%) MBA
Quality Assurance & Compliance
1 39 (12.83%) Data Quality
2 4 (1.32%) SLA
3 3 (0.99%) QA
4 2 (0.66%) MiFID
System Software
1 8 (2.63%) HDFS
2 2 (0.66%) Apache Flume
3 1 (0.33%) Docker
Systems Management
1 2 (0.66%) Oozie
2 1 (0.33%) Ansible
2 1 (0.33%) Grafana
Vendors
1 121 (39.80%) Microsoft
2 64 (21.05%) Oracle
3 47 (15.46%) Informatica
4 44 (14.47%) Tableau
5 20 (6.58%) Talend
6 14 (4.61%) Cloudera
7 13 (4.28%) EXASOL
7 13 (4.28%) IBM
7 13 (4.28%) SnapLogic
8 8 (2.63%) Cognos
8 8 (2.63%) SAP
9 6 (1.97%) Google
10 4 (1.32%) Ab Initio
11 3 (0.99%) Twitter
12 2 (0.66%) Birst
12 2 (0.66%) Netezza
12 2 (0.66%) Teradata
13 1 (0.33%) Atlassian
13 1 (0.33%) Red Hat
13 1 (0.33%) Splunk