Period
to 6 April 2020

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 6 April 2020 with a comparison to the same period in the previous 2 years.

Data Lakes
England > Yorkshire
6 months to
6 Apr 2020
Same period 2019 Same period 2018
Rank 201 258 291
Rank change year-on-year +57 +33 +42
Permanent jobs citing Data Lake 26 21 38
As % of all permanent jobs advertised in Yorkshire 0.44% 0.28% 0.37%
As % of the Database & Business Intelligence category 1.74% 1.12% 1.31%
Number of salaries quoted 16 20 36
Median annual salary £67,500 £50,000 £60,000
Median salary % change year-on-year +35.00% -16.67% +20.00%
10th Percentile £46,250 £37,500 £47,500
90th Percentile £75,000 £63,354 £69,375
England median annual salary £70,000 £65,000 £60,000
% change year-on-year +7.69% +8.33% -11.11%

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 1,491 1,875 2,898
As % of all permanent IT jobs advertised in Yorkshire 25.36% 25.39% 27.89%
Number of salaries quoted 1,268 1,646 2,546
Median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £65,000 £60,000 £60,000
England median annual salary £53,931 £52,500 £50,000
% change year-on-year +2.73% +5.00% +5.26%

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 6 April 2020.

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 6 April 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 +34 26 £67,500 +35.00% 2
Data Lake
England

For the 6 months to 6 April 2020, 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 18 (69.23%) Python
1 18 (69.23%) AWS
2 17 (65.38%) Scala
2 17 (65.38%) Finance
2 17 (65.38%) Agile Software Development
2 17 (65.38%) Azure
2 17 (65.38%) DevOps
3 15 (57.69%) Java
4 14 (53.85%) SQL
4 14 (53.85%) Data Transformation
5 13 (50.00%) Business Intelligence
6 11 (42.31%) Data Warehouse
6 11 (42.31%) Kafka
6 11 (42.31%) Git (software)
6 11 (42.31%) Mentoring
6 11 (42.31%) Docker
6 11 (42.31%) Kubernetes
7 10 (38.46%) Data Science
8 9 (34.62%) Continuous Integration
9 8 (30.77%) Data Analysis
9 8 (30.77%) Test Automation
9 8 (30.77%) Kanban
9 8 (30.77%) T-SQL
9 8 (30.77%) C
9 8 (30.77%) Scrum
9 8 (30.77%) Deployment Automation
9 8 (30.77%) Rancher
9 8 (30.77%) Observability
9 8 (30.77%) Data Engineering
9 8 (30.77%) Microservices

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 4 (15.38%) Confluence
2 3 (11.54%) Apache Spark
3 2 (7.69%) Apache
4 1 (3.85%) SAS
Cloud Services
1 18 (69.23%) AWS
2 17 (65.38%) Azure
3 7 (26.92%) IaaS
3 7 (26.92%) PaaS
4 4 (15.38%) Amazon EC2
4 4 (15.38%) Amazon Kinesis
4 4 (15.38%) Amazon SageMaker
4 4 (15.38%) Azure Data Factory
5 3 (11.54%) Azure Stack
5 3 (11.54%) Power Platform
6 1 (3.85%) AWS CloudFormation
6 1 (3.85%) Azure Machine Learning
6 1 (3.85%) GCP
6 1 (3.85%) SaaS
Communications & Networking
1 1 (3.85%) Firewall
Database & Business Intelligence
1 11 (42.31%) Data Warehouse
2 8 (30.77%) Relational Database
3 6 (23.08%) Pentaho
4 4 (15.38%) Amazon Athena
4 4 (15.38%) Amazon Aurora
4 4 (15.38%) Amazon RDS
4 4 (15.38%) Snowflake Schema
4 4 (15.38%) SQL Server Integration Services
5 3 (11.54%) Azure SQL Data Warehouse
5 3 (11.54%) Azure SQL Database
5 3 (11.54%) Power BI
6 2 (7.69%) Big Data
7 1 (3.85%) SQL Server Analysis Services
Development Applications
1 11 (42.31%) Git (software)
2 4 (15.38%) Bitbucket
2 4 (15.38%) JIRA
3 1 (3.85%) Visual Studio Team System
General
1 17 (65.38%) Finance
Job Titles
1 10 (38.46%) Data Engineer
2 6 (23.08%) Developer
2 6 (23.08%) DevOps Engineer
3 4 (15.38%) AWS Engineer
3 4 (15.38%) Senior Data Engineer
4 3 (11.54%) AWS Developer
4 3 (11.54%) AWS DevOps
4 3 (11.54%) AWS DevOps Engineer
4 3 (11.54%) Business Intelligence Developer
4 3 (11.54%) ETL Developer
4 3 (11.54%) Lead DevOps
4 3 (11.54%) Lead DevOps Engineer
4 3 (11.54%) Senior Business Intelligence Developer
4 3 (11.54%) Senior Developer
5 2 (7.69%) Operations Engineer
6 1 (3.85%) Architect
6 1 (3.85%) Azure Architect
6 1 (3.85%) Azure Specialist
6 1 (3.85%) Data Architect
6 1 (3.85%) Technical Specialist
Libraries, Frameworks & Software Standards
1 11 (42.31%) Kafka
2 8 (30.77%) Apache Avro
3 5 (19.23%) Web Services
4 3 (11.54%) YAML
Miscellaneous
1 4 (15.38%) Analytical Skills
2 3 (11.54%) Clustering
2 3 (11.54%) Data Centre
Operating Systems
1 6 (23.08%) Windows
1 6 (23.08%) Windows Server
Processes & Methodologies
1 17 (65.38%) Agile Software Development
1 17 (65.38%) DevOps
2 14 (53.85%) Data Transformation
3 13 (50.00%) Business Intelligence
4 11 (42.31%) Mentoring
5 10 (38.46%) Data Science
6 9 (34.62%) Continuous Integration
7 8 (30.77%) Analytics
7 8 (30.77%) Data Analysis
7 8 (30.77%) Data Engineering
7 8 (30.77%) Deployment Automation
7 8 (30.77%) Kanban
7 8 (30.77%) Microservices
7 8 (30.77%) Observability
7 8 (30.77%) Scrum
7 8 (30.77%) Test Automation
8 6 (23.08%) Change Management
8 6 (23.08%) ETL
8 6 (23.08%) Project Management
9 5 (19.23%) Data Modelling
Programming Languages
1 18 (69.23%) Python
2 17 (65.38%) Scala
3 15 (57.69%) Java
4 14 (53.85%) SQL
5 8 (30.77%) C
5 8 (30.77%) T-SQL
6 7 (26.92%) C#
6 7 (26.92%) JavaScript
6 7 (26.92%) Ruby
7 3 (11.54%) Bash Shell
7 3 (11.54%) PowerShell
Quality Assurance & Compliance
1 4 (15.38%) Data Quality
System Software
1 11 (42.31%) Docker
2 3 (11.54%) Active Directory
2 3 (11.54%) Hyper-V
2 3 (11.54%) Virtual Machines
Systems Management
1 11 (42.31%) Kubernetes
2 8 (30.77%) Rancher
3 3 (11.54%) Ansible
3 3 (11.54%) SCVMM
3 3 (11.54%) Terraform
4 1 (3.85%) Opscode Chef
4 1 (3.85%) Puppet
Vendors
1 7 (26.92%) Microsoft
2 3 (11.54%) Citrix
2 3 (11.54%) Databricks
2 3 (11.54%) PlateSpin
2 3 (11.54%) Tableau
2 3 (11.54%) VirtaMove
2 3 (11.54%) VMware
3 2 (7.69%) Talend