Period
to 21 January 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 21 January 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL) Development
UK > England
6 months to
21 Jan 2019
Same period 2018 Same period 2017
Rank 837 884 946
Rank change year-on-year +47 +62 -118
Permanent jobs citing ETL Development 245 278 228
As % of all permanent IT jobs advertised in England 0.17% 0.17% 0.14%
As % of the Processes & Methodologies category 0.19% 0.19% 0.15%
Number of salaries quoted 191 225 201
England median annual salary £50,000 £46,000 £52,500
Median salary % change year-on-year +8.70% -12.38% +0.96%
10th Percentile £37,500 £36,250 £37,000
90th Percentile £67,500 £67,500 £65,000
UK median annual salary £50,000 £46,000 £52,500
% change year-on-year +8.70% -12.38% +3.45%

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 128,542 147,814 151,763
As % of all permanent IT jobs advertised in England 91.70% 91.82% 91.35%
Number of salaries quoted 102,430 120,039 126,437
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,750 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 21 January 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 21 January 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 +100 159 £55,000 +10.00% 16
Midlands +43 24 £60,000 +20.00% 2
North of England +4 22 £42,500 -4.43% 7
West Midlands +45 21 £60,000 +26.32% 2
South East -8 21 £50,000 - 8
South West +33 11 £37,500 - 5
North West +23 10 £45,000 - 4
Yorkshire -4 9 £42,500 - 3
East of England -5 8 £42,500 -19.05% 1
East Midlands +20 3 £40,000 -23.81%
North East +13 3 £37,500 +3.45%
ETL Development
UK

For the 6 months to 21 January 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.

1 245 (100.00%) ETL
2 182 (74.29%) Business Intelligence
3 176 (71.84%) Data Warehouse
4 172 (70.20%) SQL
5 165 (67.35%) SQL Server
5 165 (67.35%) SQL Server Integration Services
6 95 (38.78%) Microsoft
7 89 (36.33%) Agile Software Development
8 87 (35.51%) T-SQL
9 74 (30.20%) Power BI
10 71 (28.98%) SQL Server Reporting Services
11 66 (26.94%) SQL Server Analysis Services
12 59 (24.08%) Analytics
13 58 (23.67%) Analytical Skills
14 57 (23.27%) Finance
15 56 (22.86%) Microsoft Azure
16 47 (19.18%) Data Modelling
17 46 (18.78%) Tableau
18 44 (17.96%) Oracle
19 43 (17.55%) Big Data
20 42 (17.14%) Data Quality
21 39 (15.92%) Performance Tuning
22 36 (14.69%) C#
23 35 (14.29%) Kimball Methodology
24 32 (13.06%) OLAP
25 31 (12.65%) Data Integration
26 28 (11.43%) Oracle Database
27 27 (11.02%) Java
27 27 (11.02%) Python
28 25 (10.20%) .NET

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 14 (5.71%) SAS
2 10 (4.08%) Apache Spark
3 3 (1.22%) Apache
4 2 (0.82%) WebLogic
5 1 (0.41%) Elasticsearch
5 1 (0.41%) Oracle SOA Suite
5 1 (0.41%) SharePoint
Applications
1 21 (8.57%) Microsoft Excel
2 1 (0.41%) ArchiCAD
2 1 (0.41%) AutoCAD
2 1 (0.41%) MicroStation
2 1 (0.41%) Revit
Cloud Services
1 56 (22.86%) Microsoft Azure
2 23 (9.39%) Amazon AWS
3 13 (5.31%) Azure Data Factory
4 10 (4.08%) Google Cloud Platform
5 9 (3.67%) Azure Functions
5 9 (3.67%) Serverless
6 8 (3.27%) SaaS
7 5 (2.04%) Cloud Computing
7 5 (2.04%) PaaS
8 4 (1.63%) IaaS
9 3 (1.22%) Slack
10 2 (0.82%) AWS Data Pipeline
10 2 (0.82%) Dynamics 365
11 1 (0.41%) Amazon Kinesis
11 1 (0.41%) Amazon S3
Communications & Networking
1 2 (0.82%) DNS
1 2 (0.82%) Firewall
Database & Business Intelligence
1 176 (71.84%) Data Warehouse
2 165 (67.35%) SQL Server
2 165 (67.35%) SQL Server Integration Services
3 74 (30.20%) Power BI
4 71 (28.98%) SQL Server Reporting Services
5 66 (26.94%) SQL Server Analysis Services
6 43 (17.55%) Big Data
7 32 (13.06%) OLAP
8 28 (11.43%) Oracle Database
9 25 (10.20%) SQL Server 2016
10 23 (9.39%) QlikView
11 22 (8.98%) Microsoft Analysis Services
11 22 (8.98%) Oracle ODI
12 20 (8.16%) Azure SQL Data Warehouse
13 19 (7.76%) Hadoop
13 19 (7.76%) Relational Database
14 17 (6.94%) Oracle OLAP
15 16 (6.53%) Apache Hive
16 13 (5.31%) MySQL
16 13 (5.31%) PostgreSQL
Development Applications
1 23 (9.39%) Git (software)
2 10 (4.08%) tSQLt
3 7 (2.86%) Jenkins
3 7 (2.86%) Octopus Deploy
3 7 (2.86%) TeamCity
4 6 (2.45%) Team Foundation Server
5 3 (1.22%) JIRA
5 3 (1.22%) Subversion
6 2 (0.82%) SQL Server Management Studio (SSMS)
7 1 (0.41%) Gatling
7 1 (0.41%) JMeter
7 1 (0.41%) Oracle APEX
7 1 (0.41%) Selenium
7 1 (0.41%) Visual Studio
General
1 57 (23.27%) Finance
2 23 (9.39%) Banking
3 22 (8.98%) Games
4 15 (6.12%) Retail
5 11 (4.49%) Advertising
6 5 (2.04%) Back Office
7 3 (1.22%) Publishing
8 2 (0.82%) Legal
9 1 (0.41%) Billing
9 1 (0.41%) Marketing
Job Titles
1 167 (68.16%) Developer
2 64 (26.12%) Business Intelligence Developer
3 58 (23.67%) ETL Developer
4 57 (23.27%) SQL Developer
5 48 (19.59%) Data Warehouse Developer
6 47 (19.18%) SSIS Developer
7 37 (15.10%) Data Engineer
8 26 (10.61%) Consultant
9 24 (9.80%) Senior Developer
10 20 (8.16%) SQL BI Developer
11 19 (7.76%) Oracle Developer
11 19 (7.76%) T-SQL Developer
12 16 (6.53%) Senior ETL Developer
13 15 (6.12%) SSRS Developer
14 14 (5.71%) Business Developer
14 14 (5.71%) Oracle Data Warehouse Developer
15 13 (5.31%) Analyst
15 13 (5.31%) ETL Consultant
16 12 (4.90%) Senior Data Warehouse Developer
17 11 (4.49%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 25 (10.20%) .NET
2 20 (8.16%) MDX
3 17 (6.94%) Oracle GoldenGate
4 14 (5.71%) CSS
4 14 (5.71%) HTML
4 14 (5.71%) Web Services
5 11 (4.49%) HTML5
6 9 (3.67%) Kafka
7 6 (2.45%) XML
8 5 (2.04%) JSON
9 3 (1.22%) ASP.NET
9 3 (1.22%) Middleware
9 3 (1.22%) Velocity
10 2 (0.82%) REST
10 2 (0.82%) SOAP
Miscellaneous
1 58 (23.67%) Analytical Skills
2 19 (7.76%) Replication
3 17 (6.94%) Greenfield Project
4 7 (2.86%) Fintech
5 5 (2.04%) NHS
6 4 (1.63%) Public Cloud
7 3 (1.22%) Management Information System
7 3 (1.22%) N-Tier
7 3 (1.22%) Online Games
7 3 (1.22%) Reinsurance
8 2 (0.82%) Smart Home
9 1 (0.41%) Credit Risk
9 1 (0.41%) Data Structures
9 1 (0.41%) Market Risk
9 1 (0.41%) Self-Motivation
Operating Systems
1 14 (5.71%) Linux
1 14 (5.71%) Windows
2 1 (0.41%) Unix
Processes & Methodologies
1 245 (100.00%) ETL
2 182 (74.29%) Business Intelligence
3 89 (36.33%) Agile Software Development
4 59 (24.08%) Analytics
5 47 (19.18%) Data Modelling
6 39 (15.92%) Performance Tuning
7 35 (14.29%) Kimball Methodology
8 31 (12.65%) Data Integration
9 25 (10.20%) Problem-Solving
9 25 (10.20%) Visualisation
10 24 (9.80%) Dimensional Modelling
11 23 (9.39%) Information Management
12 22 (8.98%) Data Visualisation
12 22 (8.98%) Migration
13 21 (8.57%) Data Analysis
13 21 (8.57%) Data Engineering
14 20 (8.16%) Open Source
15 19 (7.76%) Data Management
16 17 (6.94%) Decision-Making
17 16 (6.53%) Data Science
Programming Languages
1 172 (70.20%) SQL
2 87 (35.51%) T-SQL
3 36 (14.69%) C#
4 27 (11.02%) Java
4 27 (11.02%) Python
5 14 (5.71%) JavaScript
5 14 (5.71%) R
6 12 (4.90%) PL/SQL
7 9 (3.67%) VBA
8 8 (3.27%) Ruby
9 6 (2.45%) Scala
10 5 (2.04%) PHP
10 5 (2.04%) Shell Script
11 4 (1.63%) Data Analysis Expressions (DAX)
11 4 (1.63%) PowerShell
12 3 (1.22%) Perl
13 1 (0.41%) Go
13 1 (0.41%) VB
Qualifications
1 18 (7.35%) Degree
2 10 (4.08%) SC Cleared
2 10 (4.08%) Security Cleared
Quality Assurance & Compliance
1 42 (17.14%) Data Quality
2 3 (1.22%) GDPR
2 3 (1.22%) MiFID
3 2 (0.82%) IFRS
3 2 (0.82%) IFRS 9
3 2 (0.82%) QA
4 1 (0.41%) SLA
System Software
1 12 (4.90%) HDFS
2 6 (2.45%) Docker
3 4 (1.63%) Apache Flume
Systems Management
1 6 (2.45%) Kubernetes
Vendors
1 95 (38.78%) Microsoft
2 46 (18.78%) Tableau
3 44 (17.96%) Oracle
4 25 (10.20%) Informatica
5 7 (2.86%) Talend
6 6 (2.45%) Cloudera
6 6 (2.45%) Google
6 6 (2.45%) SAP
7 5 (2.04%) IBM
8 4 (1.63%) Ab Initio
8 4 (1.63%) Cognos
8 4 (1.63%) SnapLogic
9 2 (0.82%) Birst
9 2 (0.82%) EXASOL
9 2 (0.82%) Netezza
9 2 (0.82%) Teradata
10 1 (0.41%) MicroStrategy
10 1 (0.41%) Workday