Period
to 2 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Data Lake skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Lake over the 6 months to 2 December 2021 with a comparison to the same period in the previous 2 years.

Data Lakes
England > Yorkshire
6 months to
2 Dec 2021
Same period 2020 Same period 2019
Rank 201 149 247
Rank change year-on-year -52 +98 +42
Permanent jobs citing Data Lake 56 33 24
As % of all permanent jobs advertised in Yorkshire 0.82% 1.01% 0.36%
As % of the Database & Business Intelligence category 3.24% 3.55% 1.46%
Number of salaries quoted 42 28 21
10th Percentile £47,500 £41,750 £40,721
25th Percentile £51,563 £46,250 £43,635
Median annual salary (50th Percentile) £60,000 £48,750 £45,412
Median % change year-on-year +23.08% +7.35% -9.18%
75th Percentile £80,000 £56,000 £62,500
90th Percentile £85,000 £64,300 £73,750
England median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% -

Data Lake is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Yorkshire
Permanent vacancies with a requirement for database or business intelligence skills 1,727 930 1,641
As % of all permanent IT jobs advertised in Yorkshire 25.16% 28.54% 24.94%
Number of salaries quoted 1,381 825 1,429
10th Percentile £31,500 £31,250 £29,000
25th Percentile £37,500 £37,500 £35,000
Median annual salary (50th Percentile) £47,500 £45,000 £45,000
Median % change year-on-year +5.56% - +5.88%
75th Percentile £61,250 £57,500 £55,000
90th Percentile £71,250 £65,000 £63,900
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Lake
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Lake in Yorkshire

Data Lake
Salary Trend in Yorkshire

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

Salary trend for Data Lake in Yorkshire

Data Lake
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Lake in Yorkshire over the 6 months to 2 December 2021.

Salary histogram for Data Lake in Yorkshire

Data Lake
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the Yorkshire region over the 6 months to 2 December 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 -44 49 £59,000 +7.27% 6
East Yorkshire - 1 £52,500 -
Data Lake
England

For the 6 months to 2 December 2021, IT jobs citing Data Lake 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 Data Lake.

1 38 (67.86%) Azure
2 29 (51.79%) Python
2 29 (51.79%) Agile Software Development
3 28 (50.00%) Data Warehouse
4 27 (48.21%) SQL
5 24 (42.86%) Microsoft
5 24 (42.86%) Analytics
6 23 (41.07%) Databricks
7 22 (39.29%) AWS
8 20 (35.71%) Business Intelligence
9 18 (32.14%) Azure Data Factory
10 16 (28.57%) Migration
11 15 (26.79%) Data Pipeline
12 14 (25.00%) Azure SQL Data Warehouse
12 14 (25.00%) Java
13 13 (23.21%) Data Engineering
13 13 (23.21%) Kafka
14 12 (21.43%) Jenkins
14 12 (21.43%) DevOps
14 12 (21.43%) Mentoring
15 11 (19.64%) GCP
15 11 (19.64%) Apache Spark
15 11 (19.64%) Serverless
15 11 (19.64%) Data Modelling
16 10 (17.86%) ETL
16 10 (17.86%) Hadoop
16 10 (17.86%) Big Data
17 9 (16.07%) Data Architecture
18 8 (14.29%) Finance
18 8 (14.29%) Apache

Data Lake
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 11 (19.64%) Apache Spark
2 8 (14.29%) Apache
3 4 (7.14%) Apache Airflow
3 4 (7.14%) Apache Solr
3 4 (7.14%) Luigi
Applications
1 2 (3.57%) Microsoft Office
Business Applications
1 2 (3.57%) Unit4 Business World
Cloud Services
1 38 (67.86%) Azure
2 22 (39.29%) AWS
3 18 (32.14%) Azure Data Factory
4 11 (19.64%) GCP
4 11 (19.64%) Serverless
5 7 (12.50%) AWS Lambda
5 7 (12.50%) Azure Cosmos DB
5 7 (12.50%) Azure Synapse Analytics
5 7 (12.50%) Power Platform
6 6 (10.71%) PaaS
6 6 (10.71%) SaaS
7 5 (8.93%) AWS Step Functions
8 4 (7.14%) Azure App Service
8 4 (7.14%) Azure Functions
8 4 (7.14%) Azure Logic Apps
8 4 (7.14%) Azure Machine Learning
8 4 (7.14%) Azure Service Bus
8 4 (7.14%) Azure Service Fabric
8 4 (7.14%) Azure Storage
8 4 (7.14%) Cortana Intelligence Suite
Communications & Networking
1 5 (8.93%) Cisco ASA
2 3 (5.36%) Firewall
3 1 (1.79%) BGP
3 1 (1.79%) LAN
3 1 (1.79%) OSPF
3 1 (1.79%) WAN
Database & Business Intelligence
1 28 (50.00%) Data Warehouse
2 14 (25.00%) Azure SQL Data Warehouse
3 10 (17.86%) Big Data
3 10 (17.86%) Hadoop
4 8 (14.29%) Azure SQL Database
4 8 (14.29%) NoSQL
5 7 (12.50%) Amazon Athena
5 7 (12.50%) Power BI
5 7 (12.50%) SQL Server
6 6 (10.71%) Amazon Redshift
6 6 (10.71%) MongoDB
7 5 (8.93%) Relational Database
7 5 (8.93%) SQL Server Analysis Services
7 5 (8.93%) SQL Server Integration Services
8 4 (7.14%) Apache Cassandra
8 4 (7.14%) Geospatial Data
9 3 (5.36%) Amazon QuickSight
9 3 (5.36%) Spark SQL
9 3 (5.36%) Tableau
10 2 (3.57%) Electronic Patient Records
Development Applications
1 12 (21.43%) Jenkins
2 8 (14.29%) TeamCity
2 8 (14.29%) Visual Studio
3 4 (7.14%) Atlassian Bamboo
3 4 (7.14%) Git (software)
3 4 (7.14%) Spinnaker
3 4 (7.14%) Subversion
3 4 (7.14%) Visual Studio Team System
4 2 (3.57%) kappa
General
1 8 (14.29%) Finance
1 8 (14.29%) Social Skills
2 7 (12.50%) Analytical Skills
2 7 (12.50%) Influencing Skills
3 4 (7.14%) Inclusion and Diversity
4 2 (3.57%) Law
4 2 (3.57%) Legal
4 2 (3.57%) Marketing
4 2 (3.57%) Public Sector
4 2 (3.57%) Retail
5 1 (1.79%) Brand Awareness
5 1 (1.79%) Manufacturing
Job Titles
1 29 (51.79%) Data Engineer
2 9 (16.07%) Architect
3 8 (14.29%) Developer
3 8 (14.29%) Principal Engineer
4 7 (12.50%) Data Architect
4 7 (12.50%) Senior Data Engineer
5 4 (7.14%) Azure Developer
5 4 (7.14%) Integration Developer
5 4 (7.14%) Lead Developer
5 4 (7.14%) Salesforce Developer
5 4 (7.14%) Senior Developer
5 4 (7.14%) Senior Integration Developer
6 3 (5.36%) Azure DevOps
6 3 (5.36%) Azure Engineer
6 3 (5.36%) Solutions Architect
7 2 (3.57%) Azure DevOps Engineer
7 2 (3.57%) Data Migration Engineer
7 2 (3.57%) Data Migration Lead
7 2 (3.57%) Data Scientist
7 2 (3.57%) Platform Engineer
Libraries, Frameworks & Software Standards
1 13 (23.21%) Kafka
2 8 (14.29%) PySpark
3 6 (10.71%) .NET
3 6 (10.71%) SAML
4 5 (8.93%) Spark Streaming
5 4 (7.14%) Apache NiFi
5 4 (7.14%) ARM Templates
5 4 (7.14%) CSS
5 4 (7.14%) GeoJSON
5 4 (7.14%) HTML
5 4 (7.14%) HTML5
5 4 (7.14%) JSON
5 4 (7.14%) RabbitMQ
5 4 (7.14%) REST
5 4 (7.14%) RESTful
5 4 (7.14%) SOAP
5 4 (7.14%) Visualforce
5 4 (7.14%) Web Services
6 3 (5.36%) NumPy
6 3 (5.36%) Pandas
Miscellaneous
1 5 (8.93%) Greenfield Project
2 4 (7.14%) Hybrid Cloud
2 4 (7.14%) Management Information System
2 4 (7.14%) Social Network
3 2 (3.57%) Data Structures
4 1 (1.79%) Cloud Native
4 1 (1.79%) Reference Data
4 1 (1.79%) Virtual Team
Operating Systems
1 2 (3.57%) Linux
Processes & Methodologies
1 29 (51.79%) Agile Software Development
2 24 (42.86%) Analytics
3 20 (35.71%) Business Intelligence
4 16 (28.57%) Migration
5 15 (26.79%) Data Pipeline
6 13 (23.21%) Data Engineering
7 12 (21.43%) DevOps
7 12 (21.43%) Mentoring
8 11 (19.64%) Data Modelling
9 10 (17.86%) ETL
10 9 (16.07%) Data Architecture
11 8 (14.29%) Decision-Making
12 7 (12.50%) Data Analytics
12 7 (12.50%) Data Management
12 7 (12.50%) Technical Leadership
13 6 (10.71%) Cloud Enablement
13 6 (10.71%) Continuous Integration
13 6 (10.71%) Machine Learning
13 6 (10.71%) Stakeholder Engagement
14 5 (8.93%) Data Strategy
Programming Languages
1 29 (51.79%) Python
2 27 (48.21%) SQL
3 14 (25.00%) Java
4 8 (14.29%) JavaScript
5 7 (12.50%) Scala
6 6 (10.71%) PowerShell
7 5 (8.93%) C#
8 4 (7.14%) Apex Code
8 4 (7.14%) SOQL
8 4 (7.14%) SOSL
8 4 (7.14%) T-SQL
8 4 (7.14%) TypeScript
9 2 (3.57%) X++
Quality Assurance & Compliance
1 4 (7.14%) Data Quality
2 2 (3.57%) QA
System Software
1 4 (7.14%) Docker
2 3 (5.36%) Active Directory
Systems Management
1 8 (14.29%) Kubernetes
2 6 (10.71%) Puppet
3 5 (8.93%) Terraform
4 4 (7.14%) Opscode Chef
5 3 (5.36%) FortiGate
6 2 (3.57%) Active Directory Federation Services
6 2 (3.57%) Ansible
Vendors
1 24 (42.86%) Microsoft
2 23 (41.07%) Databricks
3 5 (8.93%) CheckPoint
3 5 (8.93%) Cisco
3 5 (8.93%) Salesforce.com
4 4 (7.14%) Google
5 3 (5.36%) Facebook
6 2 (3.57%) Oracle
7 1 (1.79%) SAP