Period
to 26 October 2020

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 26 October 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
26 Oct 2020
Same period 2019 Same period 2018
Rank 100 154 135
Rank change year-on-year +54 -19 -37
Permanent jobs citing ETL 60 145 174
As % of all permanent jobs advertised in Yorkshire 2.15% 2.10% 2.05%
As % of the Processes & Methodologies category 2.30% 2.30% 2.22%
Number of salaries quoted 62 140 159
Median annual salary £45,000 £44,693 £44,000
Median salary % change year-on-year +0.69% +1.57% -2.22%
10th Percentile £36,275 £34,875 £30,950
90th Percentile £63,800 £60,202 £58,750
England median annual salary £55,000 £55,000 £55,000

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 2,608 6,305 7,825
As % of all permanent IT jobs advertised in Yorkshire 93.28% 91.48% 92.37%
Number of salaries quoted 2,266 5,088 6,393
Median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% +1.18%
10th Percentile £31,250 £26,000 £26,250
90th Percentile £66,250 £65,000 £62,500
England median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +5.00%

ETL
Job Vacancy Trend in Yorkshire

Job postings citing ETL as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for ETL in Yorkshire

ETL
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing ETL in Yorkshire.

Salary trend for ETL in Yorkshire

ETL
Salary Histogram in Yorkshire

Salary distribution for jobs citing ETL in Yorkshire over the 6 months to 26 October 2020.

Salary histogram for ETL in Yorkshire

ETL
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 26 October 2020. 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
West Yorkshire +13 29 £50,000 +11.11% 10
North Yorkshire +71 21 £47,500 +26.67% 5
South Yorkshire +19 8 £45,000 +1.39% 2
ETL
England

For the 6 months to 26 October 2020, 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 Yorkshire region with a requirement for ETL.

1 41 (68.33%) Data Warehouse
2 40 (66.67%) SQL
3 29 (48.33%) Business Intelligence
4 25 (41.67%) SQL Server
4 25 (41.67%) Python
4 25 (41.67%) Agile Software Development
5 24 (40.00%) SQL Server Integration Services
6 19 (31.67%) Power BI
6 19 (31.67%) Power Platform
7 16 (26.67%) Analytics
7 16 (26.67%) Unit Testing
8 15 (25.00%) Scrum
8 15 (25.00%) Java
9 14 (23.33%) R
9 14 (23.33%) Machine Learning
9 14 (23.33%) Data Lake
10 13 (21.67%) .NET
10 13 (21.67%) Data Modelling
10 13 (21.67%) Software Engineering
11 12 (20.00%) Degree
11 12 (20.00%) GCP
12 11 (18.33%) BigQuery
12 11 (18.33%) SQL Server Reporting Services
13 10 (16.67%) Google
13 10 (16.67%) Information Management
13 10 (16.67%) Computer Science
13 10 (16.67%) Oracle
13 10 (16.67%) Project Management
13 10 (16.67%) Management Information System
13 10 (16.67%) CloverETL

ETL
Co-occurring IT Skills in Yorkshire 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 3 (5.00%) Elasticsearch
2 1 (1.67%) Apache Spark
2 1 (1.67%) Confluence
2 1 (1.67%) SAS
Applications
1 4 (6.67%) Microsoft Excel
2 1 (1.67%) Microsoft PowerPoint
Cloud Services
1 19 (31.67%) Power Platform
2 12 (20.00%) GCP
3 8 (13.33%) Azure
4 7 (11.67%) AWS
5 4 (6.67%) GitHub
6 2 (3.33%) Amazon Kinesis
6 2 (3.33%) Cloud Computing
7 1 (1.67%) Amazon S3
7 1 (1.67%) IaaS
7 1 (1.67%) PaaS
7 1 (1.67%) SaaS
Database & Business Intelligence
1 41 (68.33%) Data Warehouse
2 25 (41.67%) SQL Server
3 24 (40.00%) SQL Server Integration Services
4 19 (31.67%) Power BI
5 14 (23.33%) Data Lake
6 11 (18.33%) BigQuery
6 11 (18.33%) SQL Server Reporting Services
7 10 (16.67%) CloverETL
8 8 (13.33%) SQL Server Analysis Services
9 6 (10.00%) Big Data
10 5 (8.33%) MongoDB
10 5 (8.33%) PostgreSQL
11 4 (6.67%) Couchbase
11 4 (6.67%) MySQL
11 4 (6.67%) Oracle Database
11 4 (6.67%) QlikView
12 3 (5.00%) Amazon Redshift
12 3 (5.00%) NoSQL
12 3 (5.00%) SQL Server 2008
12 3 (5.00%) Tableau
Development Applications
1 4 (6.67%) Cucumber
1 4 (6.67%) Selenium
1 4 (6.67%) SpecFlow
2 2 (3.33%) Team Foundation Server
3 1 (1.67%) Git (software)
3 1 (1.67%) Jenkins
3 1 (1.67%) JIRA
3 1 (1.67%) Visual Studio
General
1 3 (5.00%) Law
1 3 (5.00%) Marketing
2 2 (3.33%) Finance
2 2 (3.33%) Public Sector
3 1 (1.67%) Digital Economy
3 1 (1.67%) Games
3 1 (1.67%) Housing Association
Job Titles
1 16 (26.67%) Developer
2 13 (21.67%) Data Engineer
3 10 (16.67%) Business Intelligence Developer
4 8 (13.33%) Analyst
4 8 (13.33%) SQL Developer
5 7 (11.67%) Architect
6 6 (10.00%) Data Architect
6 6 (10.00%) DBA
7 5 (8.33%) Business Intelligence Analyst
7 5 (8.33%) SQL Server Developer
8 4 (6.67%) Business Developer
8 4 (6.67%) Platform Engineer
9 3 (5.00%) Administrator
9 3 (5.00%) Big Data Engineer
9 3 (5.00%) Big Data Software Engineer
9 3 (5.00%) Data Warehouse Developer
9 3 (5.00%) Software Engineer
9 3 (5.00%) SQL DBA
9 3 (5.00%) SQL Server Data Warehouse Developer
9 3 (5.00%) SSIS Developer
Libraries, Frameworks & Software Standards
1 13 (21.67%) .NET
2 5 (8.33%) Kafka
3 4 (6.67%) Gherkin
4 3 (5.00%) JSON
5 1 (1.67%) HTML
5 1 (1.67%) Middleware
5 1 (1.67%) PySpark
5 1 (1.67%) REST
5 1 (1.67%) SOAP
5 1 (1.67%) Web Services
Miscellaneous
1 10 (16.67%) Management Information System
2 3 (5.00%) Analytical Skills
2 3 (5.00%) Reference Data
2 3 (5.00%) Renewable Energy
3 1 (1.67%) Data Structures
3 1 (1.67%) Greenfield Project
3 1 (1.67%) Mobile App
3 1 (1.67%) Self-Motivation
3 1 (1.67%) Video\Live Streaming
Operating Systems
1 1 (1.67%) Linux
1 1 (1.67%) Windows
Processes & Methodologies
1 29 (48.33%) Business Intelligence
2 25 (41.67%) Agile Software Development
3 16 (26.67%) Analytics
3 16 (26.67%) Unit Testing
4 15 (25.00%) Scrum
5 14 (23.33%) Machine Learning
6 13 (21.67%) Data Modelling
6 13 (21.67%) Software Engineering
7 10 (16.67%) Computer Science
7 10 (16.67%) Data Analytics
7 10 (16.67%) Information Management
7 10 (16.67%) Project Management
8 9 (15.00%) Data Analysis
9 8 (13.33%) Data Engineering
9 8 (13.33%) Data Management
9 8 (13.33%) Visualisation
10 7 (11.67%) Data Visualisation
11 6 (10.00%) Data Migration
11 6 (10.00%) Data Security
11 6 (10.00%) Performance Tuning
Programming Languages
1 40 (66.67%) SQL
2 25 (41.67%) Python
3 15 (25.00%) Java
4 14 (23.33%) R
5 8 (13.33%) T-SQL
6 5 (8.33%) C#
7 1 (1.67%) JavaScript
7 1 (1.67%) MATLAB
7 1 (1.67%) PL/SQL
7 1 (1.67%) Scala
7 1 (1.67%) VB
Qualifications
1 12 (20.00%) Degree
2 1 (1.67%) SC Cleared
2 1 (1.67%) Security Cleared
Quality Assurance & Compliance
1 7 (11.67%) Data Quality
2 2 (3.33%) QA
3 1 (1.67%) SLA
Vendors
1 10 (16.67%) Google
1 10 (16.67%) Oracle
2 6 (10.00%) Microsoft
3 4 (6.67%) SAP
4 1 (1.67%) Alteryx
4 1 (1.67%) Confluent
4 1 (1.67%) Databricks
4 1 (1.67%) Informatica
4 1 (1.67%) MuleSoft
4 1 (1.67%) SnapLogic
4 1 (1.67%) Talend
4 1 (1.67%) Workday