Period
to 24 July 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 24 July 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > Yorkshire
6 months to
24 Jul 2021
Same period 2020 Same period 2019
Rank 98 116 156
Rank change year-on-year +18 +40 -29
Permanent jobs citing ETL 176 77 170
As % of all permanent jobs advertised in Yorkshire 2.95% 2.07% 2.22%
As % of the Processes & Methodologies category 3.14% 2.23% 2.44%
Number of salaries quoted 145 62 151
10th Percentile £32,500 £30,250 £36,250
25th Percentile £36,250 £35,500 £40,750
Median annual salary (50th Percentile) £45,000 £50,750 £45,000
Median % change year-on-year -11.33% +12.78% -
75th Percentile £62,500 £63,750 £54,375
90th Percentile £72,000 £67,375 £67,500
England median annual salary £57,500 £57,500 £55,000
% change year-on-year - +4.55% +4.76%

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 5,602 3,455 6,970
As % of all permanent IT jobs advertised in Yorkshire 94.04% 92.73% 91.03%
Number of salaries quoted 4,409 2,968 5,629
10th Percentile £30,000 £29,000 £25,750
25th Percentile £37,500 £35,637 £32,500
Median annual salary (50th Percentile) £47,500 £47,500 £42,500
Median % change year-on-year - +11.76% -1.16%
75th Percentile £62,500 £57,500 £53,750
90th Percentile £72,500 £68,750 £63,750
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +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 24 July 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 24 July 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 +10 105 £47,500 -9.52% 7
North Yorkshire +34 34 £46,500 +26.53% 1
South Yorkshire -36 19 £41,000 -21.15% 4
East Yorkshire -4 7 £45,000 +38.46%
ETL
England

For the 6 months to 24 July 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.

1 139 (78.98%) SQL
2 113 (64.20%) Business Intelligence
3 103 (58.52%) Data Warehouse
4 96 (54.55%) Azure
5 90 (51.14%) SQL Server Integration Services
6 82 (46.59%) Power BI
6 82 (46.59%) Power Platform
7 67 (38.07%) SQL Server
8 65 (36.93%) Agile Software Development
9 56 (31.82%) Microsoft
10 53 (30.11%) Data Modelling
11 45 (25.57%) Analytics
12 43 (24.43%) T-SQL
13 42 (23.86%) Python
14 40 (22.73%) SQL Server Reporting Services
14 40 (22.73%) SQL Server Analysis Services
15 39 (22.16%) Data Lake
16 37 (21.02%) DevOps
17 35 (19.89%) Azure Data Factory
17 35 (19.89%) Social Skills
18 33 (18.75%) Visualisation
19 32 (18.18%) Migration
20 27 (15.34%) Data Migration
21 26 (14.77%) Tableau
21 26 (14.77%) Data Engineering
22 24 (13.64%) Databricks
22 24 (13.64%) AWS
23 23 (13.07%) Alteryx
23 23 (13.07%) Finance
24 21 (11.93%) Big Data

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 16 (9.09%) Apache Spark
2 6 (3.41%) Apache
2 6 (3.41%) Apache Synapse
2 6 (3.41%) SharePoint
3 2 (1.14%) SAS
4 1 (0.57%) Apache Airflow
4 1 (0.57%) Elasticsearch
4 1 (0.57%) Luigi
Applications
1 7 (3.98%) Microsoft Office
2 6 (3.41%) Microsoft Excel
Business Applications
1 2 (1.14%) Workday HCM
2 1 (0.57%) Cognos Business Intelligence
2 1 (0.57%) Cognos TM1
2 1 (0.57%) Dynamics AX
Cloud Services
1 96 (54.55%) Azure
2 82 (46.59%) Power Platform
3 35 (19.89%) Azure Data Factory
4 24 (13.64%) AWS
5 21 (11.93%) Azure Synapse Analytics
6 19 (10.80%) Serverless
7 8 (4.55%) AWS Lambda
7 8 (4.55%) Dynamics 365
7 8 (4.55%) GCP
7 8 (4.55%) PaaS
7 8 (4.55%) SaaS
8 7 (3.98%) Azure Stack
8 7 (3.98%) Power Automate
9 6 (3.41%) Azure Functions
9 6 (3.41%) Azure Machine Learning
9 6 (3.41%) PowerApps
10 5 (2.84%) Azure Storage
10 5 (2.84%) Snowflake
11 4 (2.27%) Matillion
12 3 (1.70%) Azure Logic Apps
Communications & Networking
1 4 (2.27%) Firewall
2 2 (1.14%) Intranet
Database & Business Intelligence
1 103 (58.52%) Data Warehouse
2 90 (51.14%) SQL Server Integration Services
3 82 (46.59%) Power BI
4 67 (38.07%) SQL Server
5 40 (22.73%) SQL Server Analysis Services
5 40 (22.73%) SQL Server Reporting Services
6 39 (22.16%) Data Lake
7 26 (14.77%) Tableau
8 21 (11.93%) Big Data
9 19 (10.80%) Azure SQL Data Warehouse
9 19 (10.80%) Azure SQL Database
9 19 (10.80%) Relational Database
10 16 (9.09%) Enterprise Data Warehouse
11 10 (5.68%) Delta Lake
12 9 (5.11%) Amazon Athena
12 9 (5.11%) QlikView
12 9 (5.11%) Spark SQL
13 8 (4.55%) Amazon Redshift
13 8 (4.55%) Microsoft Analysis Services
13 8 (4.55%) Oracle Database
Development Applications
1 3 (1.70%) Visual Studio
2 2 (1.14%) SQL Server Management Studio (SSMS)
3 1 (0.57%) Git (software)
3 1 (0.57%) Jenkins
General
1 35 (19.89%) Social Skills
2 23 (13.07%) Finance
3 14 (7.95%) Analytical Skills
4 6 (3.41%) Presentation Skills
5 5 (2.84%) Manufacturing
6 4 (2.27%) Automotive
6 4 (2.27%) Billing
6 4 (2.27%) Public Sector
7 3 (1.70%) Law
7 3 (1.70%) Legal
7 3 (1.70%) Publishing
7 3 (1.70%) Retail
8 1 (0.57%) Digital Economy
8 1 (0.57%) Inclusion and Diversity
8 1 (0.57%) Organisational Skills
Job Titles
1 63 (35.80%) Developer
2 45 (25.57%) Data Engineer
3 24 (13.64%) Business Intelligence Developer
4 18 (10.23%) Analyst
4 18 (10.23%) Azure Engineer
5 15 (8.52%) Business Intelligence Lead
5 15 (8.52%) SQL Developer
6 14 (7.95%) Architect
7 12 (6.82%) ETL Developer
8 10 (5.68%) Data Warehouse Developer
9 9 (5.11%) Business Intelligence Analyst
9 9 (5.11%) Senior Data Engineer
10 8 (4.55%) AWS Engineer
11 7 (3.98%) Business Developer
11 7 (3.98%) Data Analyst
12 6 (3.41%) Azure Architect
12 6 (3.41%) Cloud Engineer
12 6 (3.41%) Integration Engineer
12 6 (3.41%) Senior Developer
12 6 (3.41%) Systems Integration Engineer
Libraries, Frameworks & Software Standards
1 12 (6.82%) .NET
1 12 (6.82%) PySpark
1 12 (6.82%) XML
2 10 (5.68%) JSON
3 9 (5.11%) Web Services
4 7 (3.98%) RESTful
5 6 (3.41%) Middleware
6 5 (2.84%) EDI
7 4 (2.27%) Kafka
8 3 (1.70%) NumPy
8 3 (1.70%) REST
8 3 (1.70%) SOAP
9 2 (1.14%) ASP.NET
9 2 (1.14%) CSS
9 2 (1.14%) HTML
9 2 (1.14%) React
9 2 (1.14%) XSD
10 1 (0.57%) ASP.NET Web API
10 1 (0.57%) Spark Streaming
10 1 (0.57%) Spring Boot
Miscellaneous
1 6 (3.41%) Data Structures
1 6 (3.41%) Management Information System
2 4 (2.27%) Life Science
2 4 (2.27%) Renewable Energy
2 4 (2.27%) Self-Motivation
3 3 (1.70%) Hybrid Cloud
4 2 (1.14%) Greenfield Project
4 2 (1.14%) Reference Data
4 2 (1.14%) User Experience
5 1 (0.57%) Analytical Mindset
5 1 (0.57%) Cloud Native
5 1 (0.57%) Clustering
5 1 (0.57%) Legacy Applications
Operating Systems
1 2 (1.14%) Linux
2 1 (0.57%) Windows
2 1 (0.57%) Windows 10
Processes & Methodologies
1 113 (64.20%) Business Intelligence
2 65 (36.93%) Agile Software Development
3 53 (30.11%) Data Modelling
4 45 (25.57%) Analytics
5 37 (21.02%) DevOps
6 33 (18.75%) Visualisation
7 32 (18.18%) Migration
8 27 (15.34%) Data Migration
9 26 (14.77%) Data Engineering
10 21 (11.93%) Data Governance
11 20 (11.36%) Data Management
12 18 (10.23%) Data Architecture
13 16 (9.09%) ETL Development
14 15 (8.52%) Data Analytics
14 15 (8.52%) Data Integration
14 15 (8.52%) Problem-Solving
15 14 (7.95%) Data Visualisation
16 13 (7.39%) Data Analysis
16 13 (7.39%) Data Pipeline
17 12 (6.82%) Data Strategy
Programming Languages
1 139 (78.98%) SQL
2 43 (24.43%) T-SQL
3 42 (23.86%) Python
4 12 (6.82%) C#
5 11 (6.25%) PL/SQL
6 10 (5.68%) Data Analysis Expressions (DAX)
6 10 (5.68%) Scala
7 9 (5.11%) VBA
8 8 (4.55%) Java
8 8 (4.55%) R
9 7 (3.98%) JavaScript
10 2 (1.14%) Shell Script
11 1 (0.57%) C++
11 1 (0.57%) Java 8
11 1 (0.57%) PowerShell
11 1 (0.57%) TypeScript
11 1 (0.57%) X++
Qualifications
1 5 (2.84%) Degree
2 1 (0.57%) SC Cleared
2 1 (0.57%) Security Cleared
2 1 (0.57%) TOGAF Certification
Quality Assurance & Compliance
1 18 (10.23%) Data Quality
2 6 (3.41%) GDPR
3 2 (1.14%) QA
System Software
1 10 (5.68%) Docker
2 1 (0.57%) Virtual Machines
Systems Management
1 14 (7.95%) Kubernetes
2 1 (0.57%) Kibana
2 1 (0.57%) Terraform
Vendors
1 56 (31.82%) Microsoft
2 24 (13.64%) Databricks
3 23 (13.07%) Alteryx
4 16 (9.09%) SAP
5 13 (7.39%) Oracle
6 10 (5.68%) SnapLogic
7 7 (3.98%) Ab Initio
7 7 (3.98%) Informatica
8 5 (2.84%) Google
9 3 (1.70%) Cognos
9 3 (1.70%) IBM
9 3 (1.70%) Salesforce.com
9 3 (1.70%) Talend
10 2 (1.14%) Cloudera
10 2 (1.14%) Minitab
10 2 (1.14%) Teradata
10 2 (1.14%) Workday
11 1 (0.57%) Anaplan
11 1 (0.57%) Capita
11 1 (0.57%) IFS