Period
to 12 December 2019

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 12 December 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL) Development
UK > England
6 months to
12 Dec 2019
Same period 2018 Same period 2017
Rank 866 814 885
Rank change year-on-year -52 +71 +62
Permanent jobs citing ETL Development 160 304 315
As % of all permanent IT jobs advertised in England 0.13% 0.21% 0.19%
As % of the Processes & Methodologies category 0.14% 0.22% 0.20%
Number of salaries quoted 148 233 236
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - -4.76%
10th Percentile £42,500 £37,500 £36,250
90th Percentile £78,750 £69,000 £67,500
UK median annual salary £50,750 £50,000 £50,000
% change year-on-year +1.50% - -4.76%

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 113,258 136,497 155,051
As % of all permanent IT jobs advertised in England 92.08% 92.08% 92.28%
Number of salaries quoted 90,601 109,169 124,126
England median annual salary £52,541 £52,500 £50,000
Median salary % change year-on-year +0.08% +5.00% -
10th Percentile £30,000 £30,000 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +3.09%

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 12 December 2019.

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 12 December 2019. 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 -29 73 £55,000 - 12
North of England +62 45 £47,500 +5.56% 2
Yorkshire +42 30 £47,500 +11.76% 1
South East +36 17 £75,000 +50.00% 7
Midlands +33 15 £50,000 +11.11% 1
West Midlands +24 15 £50,000 +11.11%
North West +17 8 £46,250 +2.78% 1
North East +20 7 £54,671 +45.79%
South West +6 6 £47,500 -5.00%
East of England +59 3 £40,000 -5.88% 4
ETL Development
UK

For the 6 months to 12 December 2019, 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.

1 160 (100.00%) ETL
2 135 (84.38%) SQL
3 117 (73.13%) Business Intelligence
4 108 (67.50%) Data Warehouse
5 83 (51.88%) SQL Server
6 80 (50.00%) SQL Server Integration Services
7 63 (39.38%) Power BI
7 63 (39.38%) Power Platform
8 61 (38.13%) Data Modelling
9 59 (36.88%) Microsoft
9 59 (36.88%) SQL Server Reporting Services
10 51 (31.88%) Analytics
11 50 (31.25%) Azure
12 46 (28.75%) T-SQL
13 45 (28.13%) Agile Software Development
14 43 (26.88%) Finance
14 43 (26.88%) SQL Server Analysis Services
15 42 (26.25%) Tableau
16 37 (23.13%) Visualisation
17 35 (21.88%) Python
18 30 (18.75%) AWS
18 30 (18.75%) Data Engineering
19 26 (16.25%) Java
19 26 (16.25%) Big Data
20 23 (14.38%) Apache Spark
20 23 (14.38%) Management Information System
20 23 (14.38%) Technical Leadership
20 23 (14.38%) Problem-Solving
21 22 (13.75%) Mentoring
21 22 (13.75%) Analytical Skills

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 23 (14.38%) Apache Spark
2 4 (2.50%) Apache Airflow
3 3 (1.88%) SAS
3 3 (1.88%) SharePoint
4 1 (0.63%) Apache
4 1 (0.63%) IIS
Applications
1 12 (7.50%) Microsoft Excel
Business Applications
1 3 (1.88%) Dynamics CRM
Cloud Services
1 63 (39.38%) Power Platform
2 50 (31.25%) Azure
3 30 (18.75%) AWS
4 21 (13.13%) GCP
5 14 (8.75%) Amazon EMR
5 14 (8.75%) Amazon S3
6 9 (5.63%) Azure Data Factory
7 6 (3.75%) AWS CloudFormation
8 5 (3.13%) Dynamics 365
9 3 (1.88%) Cloud Computing
9 3 (1.88%) IaaS
9 3 (1.88%) Microsoft Flow
9 3 (1.88%) Office 365
9 3 (1.88%) PaaS
9 3 (1.88%) PowerApps
Communications & Networking
1 1 (0.63%) DOCSIS
Database & Business Intelligence
1 108 (67.50%) Data Warehouse
2 83 (51.88%) SQL Server
3 80 (50.00%) SQL Server Integration Services
4 63 (39.38%) Power BI
5 59 (36.88%) SQL Server Reporting Services
6 43 (26.88%) SQL Server Analysis Services
7 26 (16.25%) Big Data
8 20 (12.50%) Hadoop
9 18 (11.25%) QlikView
10 16 (10.00%) NoSQL
11 15 (9.38%) Apache Hive
11 15 (9.38%) Star Schema
12 14 (8.75%) Data Lake
12 14 (8.75%) Impala
13 13 (8.13%) Relational Database
14 11 (6.88%) BusinessObjects
15 10 (6.25%) Enterprise Data Warehouse
16 8 (5.00%) BigQuery
16 8 (5.00%) DataStage
16 8 (5.00%) Electronic Patient Records
Development Applications
1 5 (3.13%) Git (software)
2 3 (1.88%) JIRA
2 3 (1.88%) Team Foundation Server
3 2 (1.25%) Visual Studio
4 1 (0.63%) Visual Studio Team System
General
1 43 (26.88%) Finance
2 9 (5.63%) Banking
3 5 (3.13%) Legal
3 5 (3.13%) Public Sector
4 3 (1.88%) Marketing
4 3 (1.88%) Police
5 1 (0.63%) Advertising
5 1 (0.63%) Investment Banking
5 1 (0.63%) Retail
5 1 (0.63%) Telecoms
Job Titles
1 92 (57.50%) Developer
2 66 (41.25%) Business Intelligence Developer
3 34 (21.25%) Data Engineer
4 27 (16.88%) ETL Developer
5 21 (13.13%) SQL Developer
6 18 (11.25%) Data Warehouse Developer
6 18 (11.25%) Senior Data Engineer
7 15 (9.38%) Business Developer
8 14 (8.75%) Big Data Engineer
9 13 (8.13%) Cloud Developer
10 11 (6.88%) SSIS Developer
11 10 (6.25%) Senior Developer
12 9 (5.63%) Technical Leader
13 8 (5.00%) Senior Business Intelligence Developer
13 8 (5.00%) SQL BI Developer
14 7 (4.38%) Analyst
14 7 (4.38%) Microsoft BI Developer
15 6 (3.75%) SSRS Developer
16 5 (3.13%) Applications Support
16 5 (3.13%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 12 (7.50%) Kafka
2 10 (6.25%) .NET
3 9 (5.63%) Web Services
4 7 (4.38%) MDX
5 5 (3.13%) jQuery
5 5 (3.13%) JSON
6 3 (1.88%) .NET Framework
7 2 (1.25%) ASP.NET
8 1 (0.63%) AngularJS
8 1 (0.63%) ASP.NET MVC
8 1 (0.63%) ASP.NET Web API
8 1 (0.63%) Classic ASP
8 1 (0.63%) CSS
8 1 (0.63%) Entity Framework
8 1 (0.63%) HTML
8 1 (0.63%) PySpark
Miscellaneous
1 23 (14.38%) Management Information System
2 22 (13.75%) Analytical Skills
3 9 (5.63%) Reinsurance
3 9 (5.63%) Tandem
4 5 (3.13%) Data Centre
5 4 (2.50%) Data Structures
6 3 (1.88%) Driving Licence
6 3 (1.88%) NHS
6 3 (1.88%) Taxonomies
7 1 (0.63%) Clustering
7 1 (0.63%) Digital Media
7 1 (0.63%) Self-Motivation
Operating Systems
1 4 (2.50%) Linux
2 3 (1.88%) Windows
Processes & Methodologies
1 160 (100.00%) ETL
2 117 (73.13%) Business Intelligence
3 61 (38.13%) Data Modelling
4 51 (31.88%) Analytics
5 45 (28.13%) Agile Software Development
6 37 (23.13%) Visualisation
7 30 (18.75%) Data Engineering
8 23 (14.38%) Problem-Solving
8 23 (14.38%) Technical Leadership
9 22 (13.75%) Mentoring
10 18 (11.25%) Data Integration
10 18 (11.25%) Data Visualisation
11 17 (10.63%) Decision-Making
12 16 (10.00%) Data Development
12 16 (10.00%) Data Management
13 15 (9.38%) DevOps
14 14 (8.75%) Coaching
14 14 (8.75%) Continuous Improvement
14 14 (8.75%) Data Analysis
14 14 (8.75%) Data Mapping
Programming Languages
1 135 (84.38%) SQL
2 46 (28.75%) T-SQL
3 35 (21.88%) Python
4 26 (16.25%) Java
5 20 (12.50%) Scala
6 11 (6.88%) C#
7 8 (5.00%) R
8 5 (3.13%) Data Analysis Expressions (DAX)
8 5 (3.13%) PowerShell
9 3 (1.88%) VBA
10 2 (1.25%) JavaScript
10 2 (1.25%) PHP
11 1 (0.63%) Perl
11 1 (0.63%) Shell Script
11 1 (0.63%) TypeScript
Qualifications
1 12 (7.50%) Degree
2 5 (3.13%) Computer Science Degree
3 1 (0.63%) HND
Quality Assurance & Compliance
1 19 (11.88%) Data Quality
2 3 (1.88%) QA
2 3 (1.88%) SLA
3 1 (0.63%) GDPR
System Software
1 14 (8.75%) HDFS
Systems Management
1 6 (3.75%) Terraform
2 1 (0.63%) Control-M
Vendors
1 59 (36.88%) Microsoft
2 42 (26.25%) Tableau
3 21 (13.13%) Google
4 16 (10.00%) Cloudera
5 13 (8.13%) Oracle
6 10 (6.25%) Informatica
7 3 (1.88%) Cognos
7 3 (1.88%) IBM
7 3 (1.88%) ServiceNow
8 2 (1.25%) Ab Initio
8 2 (1.25%) MapR
8 2 (1.25%) Salesforce.com
8 2 (1.25%) Workday
9 1 (0.63%) Hyperion
9 1 (0.63%) SnapLogic
9 1 (0.63%) Talend
9 1 (0.63%) Vertica