Period
to 13 June 2021

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 13 June 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
13 Jun 2021
Same period 2020 Same period 2019
Rank 107 118 156
Rank change year-on-year +11 +38 -41
Permanent jobs citing ETL 150 86 163
As % of all permanent jobs advertised in Yorkshire 2.67% 2.02% 2.15%
As % of the Processes & Methodologies category 2.84% 2.20% 2.36%
Number of salaries quoted 120 72 143
10th Percentile £32,000 £30,350 £37,500
25th Percentile £36,234 £36,000 £41,250
Median annual salary (50th Percentile) £46,500 £52,500 £45,000
Median % change year-on-year -11.43% +16.67% -
75th Percentile £62,500 £63,750 £55,000
90th Percentile £76,250 £67,375 £63,354
England median annual salary £57,500 £57,500 £55,000
% change year-on-year - +4.55% -

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 5,276 3,904 6,914
As % of all permanent IT jobs advertised in Yorkshire 93.75% 91.82% 91.15%
Number of salaries quoted 4,104 3,336 5,626
10th Percentile £29,250 £28,438 £25,663
25th Percentile £37,000 £35,428 £32,500
Median annual salary (50th Percentile) £47,500 £47,500 £42,500
Median % change year-on-year - +11.76% -
75th Percentile £61,250 £57,500 £53,938
90th Percentile £71,250 £68,750 £64,750
England median annual salary £55,000 £55,000 £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 13 June 2021.

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 13 June 2021. 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 84 £47,500 -17.39% 21
North Yorkshire +28 30 £46,500 +38.81% 4
South Yorkshire -43 17 £41,000 -21.90% 3
East Yorkshire -14 4 £45,000 +38.46%
ETL
England

For the 6 months to 13 June 2021, 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.

1 122 (81.33%) SQL
2 97 (64.67%) Business Intelligence
3 86 (57.33%) Data Warehouse
4 85 (56.67%) Azure
5 77 (51.33%) SQL Server Integration Services
6 68 (45.33%) Power BI
6 68 (45.33%) Power Platform
7 64 (42.67%) Agile Software Development
8 54 (36.00%) SQL Server
9 51 (34.00%) Microsoft
10 48 (32.00%) Data Modelling
11 46 (30.67%) SQL Server Reporting Services
12 43 (28.67%) Python
13 42 (28.00%) Data Lake
14 40 (26.67%) DevOps
15 39 (26.00%) Analytics
16 38 (25.33%) T-SQL
17 37 (24.67%) SQL Server Analysis Services
18 32 (21.33%) Azure Data Factory
19 28 (18.67%) Social Skills
19 28 (18.67%) Databricks
19 28 (18.67%) Visualisation
20 27 (18.00%) Finance
21 26 (17.33%) Data Architecture
21 26 (17.33%) Data Engineering
22 25 (16.67%) Migration
23 22 (14.67%) Enterprise Data Warehouse
23 22 (14.67%) Azure Synapse Analytics
24 21 (14.00%) Data Migration
25 20 (13.33%) Relational Database

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 17 (11.33%) Apache Spark
2 6 (4.00%) Apache
2 6 (4.00%) Apache Synapse
3 2 (1.33%) Apache Airflow
3 2 (1.33%) Luigi
3 2 (1.33%) SAS
3 2 (1.33%) SharePoint
4 1 (0.67%) Elasticsearch
Applications
1 7 (4.67%) Microsoft Office
2 4 (2.67%) Microsoft Excel
Business Applications
1 1 (0.67%) Dynamics AX
1 1 (0.67%) Workday HCM
Cloud Services
1 85 (56.67%) Azure
2 68 (45.33%) Power Platform
3 32 (21.33%) Azure Data Factory
4 22 (14.67%) Azure Synapse Analytics
5 19 (12.67%) AWS
5 19 (12.67%) Serverless
6 11 (7.33%) Azure Machine Learning
7 9 (6.00%) Azure Stack
7 9 (6.00%) Dynamics 365
8 8 (5.33%) AWS Lambda
9 6 (4.00%) Azure Functions
9 6 (4.00%) PaaS
9 6 (4.00%) Power Automate
10 5 (3.33%) Azure Storage
10 5 (3.33%) GCP
10 5 (3.33%) PowerApps
10 5 (3.33%) Snowflake
11 4 (2.67%) Amazon S3
11 4 (2.67%) Matillion
11 4 (2.67%) SaaS
Communications & Networking
1 4 (2.67%) Firewall
2 1 (0.67%) Intranet
Database & Business Intelligence
1 86 (57.33%) Data Warehouse
2 77 (51.33%) SQL Server Integration Services
3 68 (45.33%) Power BI
4 54 (36.00%) SQL Server
5 46 (30.67%) SQL Server Reporting Services
6 42 (28.00%) Data Lake
7 37 (24.67%) SQL Server Analysis Services
8 22 (14.67%) Enterprise Data Warehouse
9 20 (13.33%) Relational Database
10 19 (12.67%) Big Data
11 18 (12.00%) Azure SQL Data Warehouse
11 18 (12.00%) Tableau
12 15 (10.00%) Delta Lake
13 14 (9.33%) Azure SQL Database
14 10 (6.67%) Amazon Athena
15 9 (6.00%) Amazon Redshift
16 7 (4.67%) Hadoop
16 7 (4.67%) Microsoft Analysis Services
17 6 (4.00%) Spark SQL
18 5 (3.33%) Amazon QuickSight
Development Applications
1 2 (1.33%) Visual Studio
2 1 (0.67%) Git (software)
2 1 (0.67%) Jenkins
2 1 (0.67%) SQL Server Management Studio (SSMS)
General
1 28 (18.67%) Social Skills
2 27 (18.00%) Finance
3 11 (7.33%) Analytical Skills
4 6 (4.00%) Manufacturing
4 6 (4.00%) Presentation Skills
5 4 (2.67%) Billing
6 3 (2.00%) Law
6 3 (2.00%) Legal
6 3 (2.00%) Publishing
7 2 (1.33%) Digital Economy
8 1 (0.67%) Automotive
8 1 (0.67%) Public Sector
8 1 (0.67%) Retail
Job Titles
1 46 (30.67%) Developer
2 42 (28.00%) Data Engineer
3 22 (14.67%) Azure Engineer
4 18 (12.00%) Business Intelligence Developer
5 16 (10.67%) Architect
6 15 (10.00%) Analyst
7 13 (8.67%) SQL Developer
8 11 (7.33%) ETL Developer
9 9 (6.00%) Data Warehouse Developer
10 8 (5.33%) AWS Engineer
11 7 (4.67%) Azure Architect
11 7 (4.67%) Business Intelligence Analyst
11 7 (4.67%) Power BI Developer
12 6 (4.00%) Business Intelligence Lead
12 6 (4.00%) Cloud Engineer
12 6 (4.00%) Data Architect
12 6 (4.00%) Integration Engineer
12 6 (4.00%) Systems Integration Engineer
13 5 (3.33%) Business Developer
13 5 (3.33%) Data Analyst
Libraries, Frameworks & Software Standards
1 9 (6.00%) PySpark
2 8 (5.33%) .NET
3 7 (4.67%) JSON
3 7 (4.67%) Middleware
3 7 (4.67%) XML
4 5 (3.33%) EDI
4 5 (3.33%) Kafka
5 4 (2.67%) Web Services
6 3 (2.00%) NumPy
6 3 (2.00%) RESTful
7 2 (1.33%) React
7 2 (1.33%) Spark Streaming
8 1 (0.67%) ASP.NET
8 1 (0.67%) LINQ
8 1 (0.67%) REST
8 1 (0.67%) SOAP
8 1 (0.67%) Spring
8 1 (0.67%) Spring Boot
8 1 (0.67%) Vue.js
Miscellaneous
1 4 (2.67%) Data Structures
1 4 (2.67%) Management Information System
2 3 (2.00%) Self-Motivation
3 2 (1.33%) Clustering
3 2 (1.33%) Greenfield Project
3 2 (1.33%) Renewable Energy
4 1 (0.67%) Analytical Mindset
4 1 (0.67%) Cloud Native
4 1 (0.67%) Life Science
4 1 (0.67%) Reference Data
Operating Systems
1 3 (2.00%) Linux
2 2 (1.33%) Windows
3 1 (0.67%) Unix
3 1 (0.67%) Windows 10
Processes & Methodologies
1 97 (64.67%) Business Intelligence
2 64 (42.67%) Agile Software Development
3 48 (32.00%) Data Modelling
4 40 (26.67%) DevOps
5 39 (26.00%) Analytics
6 28 (18.67%) Visualisation
7 26 (17.33%) Data Architecture
7 26 (17.33%) Data Engineering
8 25 (16.67%) Migration
9 21 (14.00%) Data Migration
10 20 (13.33%) Data Analysis
11 19 (12.67%) Data Governance
12 17 (11.33%) Data Management
13 16 (10.67%) Data Strategy
14 15 (10.00%) Data Visualisation
15 14 (9.33%) Problem-Solving
16 13 (8.67%) Process Improvement
17 12 (8.00%) Data Integration
17 12 (8.00%) Data Pipeline
18 11 (7.33%) Requirements Analysis
Programming Languages
1 122 (81.33%) SQL
2 43 (28.67%) Python
3 38 (25.33%) T-SQL
4 13 (8.67%) Scala
5 11 (7.33%) C#
6 9 (6.00%) Data Analysis Expressions (DAX)
6 9 (6.00%) R
7 7 (4.67%) Java
7 7 (4.67%) PL/SQL
7 7 (4.67%) VBA
8 5 (3.33%) JavaScript
9 2 (1.33%) C++
9 2 (1.33%) PowerShell
9 2 (1.33%) Shell Script
10 1 (0.67%) Java 8
10 1 (0.67%) TypeScript
10 1 (0.67%) X++
Qualifications
1 5 (3.33%) Degree
2 1 (0.67%) SC Cleared
2 1 (0.67%) Security Cleared
2 1 (0.67%) TOGAF Certification
Quality Assurance & Compliance
1 16 (10.67%) Data Quality
2 6 (4.00%) GDPR
System Software
1 7 (4.67%) Docker
2 1 (0.67%) Virtual Machines
Systems Management
1 11 (7.33%) Kubernetes
2 1 (0.67%) Kibana
2 1 (0.67%) Terraform
Vendors
1 51 (34.00%) Microsoft
2 28 (18.67%) Databricks
3 17 (11.33%) Alteryx
4 10 (6.67%) SnapLogic
5 9 (6.00%) Oracle
6 7 (4.67%) Informatica
7 6 (4.00%) SAP
8 3 (2.00%) Ab Initio
8 3 (2.00%) Salesforce.com
9 2 (1.33%) Cloudera
9 2 (1.33%) Google
9 2 (1.33%) IBM
9 2 (1.33%) Talend
9 2 (1.33%) Teradata
10 1 (0.67%) Anaplan
10 1 (0.67%) Dell
10 1 (0.67%) IFS
10 1 (0.67%) Workday