Period
to 22 February 2019

The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 22 February 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
6 months to
22 Feb 2019
Same period 2018 Same period 2017
Rank 107 89 112
Rank change year-on-year -18 +23 -47
Permanent jobs citing ETL 75 146 133
As % of all permanent IT jobs advertised in Leeds 2.35% 2.95% 2.50%
As % of the Processes & Methodologies category 2.56% 3.12% 2.70%
Number of salaries quoted 71 123 115
Leeds median annual salary £49,337 £42,500 £42,500
Median salary % change year-on-year +16.09% - -5.56%
10th Percentile £32,500 £32,500 £32,500
90th Percentile £63,354 £56,000 £52,500
West Yorkshire median annual salary £42,500 £42,500 £42,500

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 Leeds with a requirement for process or methodology skills.

All Process and Methodology Skills
Leeds
Permanent vacancies with a requirement for process or methodology skills 2,933 4,673 4,922
As % of all permanent IT jobs advertised in Leeds 91.71% 94.50% 92.66%
Number of salaries quoted 2,486 3,968 4,254
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £28,750 £29,750 £26,250
90th Percentile £65,000 £62,500 £60,000
West Yorkshire median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +1.19%

ETL
Job Vacancy Trend in Leeds

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

Job vacancy trend for ETL in Leeds

ETL
Salary Trend in Leeds

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

Salary trend for ETL in Leeds

ETL
Salary Histogram in Leeds

The salary distribution of IT jobs citing ETL in Leeds over the 6 months to 22 February 2019.

Salary histogram for ETL in Leeds

For the 6 months to 22 February 2019, 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 Leeds region with a requirement for ETL.

1 67 (89.33%) SQL
2 47 (62.67%) Business Intelligence
3 41 (54.67%) SQL Server Integration Services
4 36 (48.00%) Data Warehouse
5 34 (45.33%) SQL Server
5 34 (45.33%) SQL Server Reporting Services
6 33 (44.00%) Agile Software Development
7 29 (38.67%) T-SQL
8 28 (37.33%) Python
9 26 (34.67%) Data Modelling
10 25 (33.33%) SQL Server Analysis Services
10 25 (33.33%) Analytics
11 22 (29.33%) Java
12 21 (28.00%) Data Integration
12 21 (28.00%) Scala
13 20 (26.67%) Oracle
13 20 (26.67%) MongoDB
13 20 (26.67%) Data Transformation
13 20 (26.67%) Apache Spark
14 18 (24.00%) Big Data
14 18 (24.00%) Data Analysis
15 17 (22.67%) Hadoop
15 17 (22.67%) Unix
15 17 (22.67%) Apache Hive
15 17 (22.67%) Mentoring
15 17 (22.67%) Coaching
16 16 (21.33%) Spark SQL
16 16 (21.33%) Spark Streaming
16 16 (21.33%) Oozie
16 16 (21.33%) HBase

ETL
Co-occurring IT Skills in Leeds 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 20 (26.67%) Apache Spark
2 7 (9.33%) SAS
3 2 (2.67%) Apache
4 1 (1.33%) SharePoint
Applications
1 10 (13.33%) Microsoft Excel
2 8 (10.67%) Microsoft Office
3 1 (1.33%) Microsoft Project
Business Applications
1 4 (5.33%) Cognos TM1
Cloud Services
1 16 (21.33%) GitHub
2 10 (13.33%) Amazon AWS
3 8 (10.67%) Microsoft Azure
4 5 (6.67%) Amazon Kinesis
4 5 (6.67%) Amazon SageMaker
5 2 (2.67%) Cloud Computing
6 1 (1.33%) Google Analytics
6 1 (1.33%) IaaS
Communications & Networking
1 1 (1.33%) Internet
Database & Business Intelligence
1 41 (54.67%) SQL Server Integration Services
2 36 (48.00%) Data Warehouse
3 34 (45.33%) SQL Server
3 34 (45.33%) SQL Server Reporting Services
4 25 (33.33%) SQL Server Analysis Services
5 20 (26.67%) MongoDB
6 18 (24.00%) Big Data
7 17 (22.67%) Apache Hive
7 17 (22.67%) Hadoop
8 16 (21.33%) HBase
8 16 (21.33%) Spark SQL
9 15 (20.00%) NoSQL
10 14 (18.67%) Apache Cassandra
10 14 (18.67%) Sqoop
11 13 (17.33%) Data Lake
12 11 (14.67%) Power BI
13 9 (12.00%) Relational Database
14 6 (8.00%) Pentaho
15 5 (6.67%) Amazon RDS
15 5 (6.67%) Amazon Redshift
Development Applications
1 2 (2.67%) Selenium
1 2 (2.67%) SoapUI
1 2 (2.67%) Team Foundation Server
1 2 (2.67%) Visual Studio
2 1 (1.33%) Octopus Deploy
2 1 (1.33%) tSQLt
2 1 (1.33%) WebDriver
General
1 10 (13.33%) Finance
2 1 (1.33%) Automotive
2 1 (1.33%) Games
2 1 (1.33%) Law
Job Titles
1 44 (58.67%) Developer
2 29 (38.67%) Business Intelligence Developer
3 16 (21.33%) Data Engineer
4 15 (20.00%) Big Data Engineer
5 11 (14.67%) SQL Developer
6 10 (13.33%) Senior Developer
7 9 (12.00%) ETL Developer
7 9 (12.00%) Python Engineer
8 8 (10.67%) SQL BI Developer
9 7 (9.33%) Data Warehouse Developer
10 6 (8.00%) Senior Data Engineer
11 5 (6.67%) Senior Business Intelligence Developer
11 5 (6.67%) SSIS Developer
11 5 (6.67%) SSRS Developer
12 4 (5.33%) Analyst
12 4 (5.33%) Business Intelligence Manager
12 4 (5.33%) Business Manager
13 3 (4.00%) Business Developer
13 3 (4.00%) Database Developer
13 3 (4.00%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 16 (21.33%) Spark Streaming
2 9 (12.00%) Web Services
3 8 (10.67%) Kafka
4 3 (4.00%) .NET
5 2 (2.67%) JSON
5 2 (2.67%) XML
6 1 (1.33%) MDX
6 1 (1.33%) SOAP
Miscellaneous
1 4 (5.33%) Analytical Skills
2 1 (1.33%) Greenfield Project
2 1 (1.33%) Management Information System
2 1 (1.33%) Replication
Operating Systems
1 17 (22.67%) Unix
2 4 (5.33%) Linux
3 1 (1.33%) Windows
Processes & Methodologies
1 47 (62.67%) Business Intelligence
2 33 (44.00%) Agile Software Development
3 26 (34.67%) Data Modelling
4 25 (33.33%) Analytics
5 21 (28.00%) Data Integration
6 20 (26.67%) Data Transformation
7 18 (24.00%) Data Analysis
8 17 (22.67%) Coaching
8 17 (22.67%) Mentoring
9 15 (20.00%) Data Engineering
9 15 (20.00%) Data Reconciliation
9 15 (20.00%) DevOps
9 15 (20.00%) Machine Learning
10 14 (18.67%) Use Case
11 13 (17.33%) Project Management
12 10 (13.33%) Collaborative Working
13 9 (12.00%) Data Architecture
14 8 (10.67%) Data Analytics
14 8 (10.67%) Data Management
15 7 (9.33%) Waterfall
Programming Languages
1 67 (89.33%) SQL
2 29 (38.67%) T-SQL
3 28 (37.33%) Python
4 22 (29.33%) Java
5 21 (28.00%) Scala
6 9 (12.00%) C#
7 5 (6.67%) JavaScript
7 5 (6.67%) Ruby
8 4 (5.33%) Tcl
9 3 (4.00%) Bash Shell
9 3 (4.00%) VBA
10 2 (2.67%) VB.NET
11 1 (1.33%) HiveQL
11 1 (1.33%) PowerShell
11 1 (1.33%) VB
Qualifications
1 5 (6.67%) AWS Certification
2 3 (4.00%) Degree
3 1 (1.33%) Computer Science Degree
3 1 (1.33%) ISEB
3 1 (1.33%) ISTQB Foundation Certification
3 1 (1.33%) Microsoft Certification
Quality Assurance & Compliance
1 8 (10.67%) Data Quality
1 8 (10.67%) QA
2 1 (1.33%) GDPR
System Software
1 15 (20.00%) HDFS
2 14 (18.67%) Apache Flume
Systems Management
1 16 (21.33%) Oozie
Vendors
1 20 (26.67%) Oracle
2 16 (21.33%) Hortonworks
3 15 (20.00%) Cloudera
4 11 (14.67%) Microsoft
4 11 (14.67%) Tableau
5 6 (8.00%) Cognos
6 5 (6.67%) Alteryx
7 4 (5.33%) IBM
7 4 (5.33%) SAP
8 2 (2.67%) Databricks
8 2 (2.67%) Informatica
8 2 (2.67%) Teradata
9 1 (1.33%) Google
9 1 (1.33%) Splunk
9 1 (1.33%) Talend