Period
to 15 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 184 213 236
Rank change year-on-year +29 +23 -
Permanent jobs citing Data Lake 9 1 1
As % of all permanent IT jobs advertised in Leeds 0.25% 0.020% 0.019%
As % of the Database & Business Intelligence category 1.07% 0.073% 0.059%
Number of salaries quoted 8 1 2
Leeds median annual salary £50,000 £70,000 £90,000
Median salary % change year-on-year -28.57% -22.22% -
10th Percentile £42,500 £70,000 £85,000
90th Percentile £60,950 £70,000 £95,000
West Yorkshire median annual salary £50,000 £50,000 £90,000
% change year-on-year - -44.44% -

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 Leeds with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Leeds
Permanent vacancies with a requirement for database or business intelligence skills 842 1,369 1,698
As % of all permanent IT jobs advertised in Leeds 23.25% 27.87% 31.57%
Number of salaries quoted 705 1,212 1,536
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £31,250 £30,000 £28,391
90th Percentile £57,800 £60,000 £56,250
West Yorkshire median annual salary £43,500 £44,000 £40,000
% change year-on-year -1.14% +10.00% -

Data Lake
Job Vacancy Trend in Leeds

Job postings citing Data Lake as a percentage of all IT jobs advertised in Leeds.

Job vacancy trend for Data Lake in Leeds

Data Lake
Salary Trend in Leeds

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Lake in Leeds.

Salary trend for Data Lake in Leeds

Data Lake
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Lake in Leeds over the 6 months to 15 December 2018.

Salary histogram for Data Lake in Leeds

For the 6 months to 15 December 2018, 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 Leeds region with a requirement for Data Lake.

1 8 (88.89%) Business Intelligence
1 8 (88.89%) Analytics
2 7 (77.78%) Amazon AWS
2 7 (77.78%) ETL
2 7 (77.78%) JavaScript
2 7 (77.78%) SQL
3 6 (66.67%) Web Services
3 6 (66.67%) Data Warehouse
3 6 (66.67%) Agile Software Development
4 5 (55.56%) Data Management
4 5 (55.56%) Ruby
4 5 (55.56%) Change Management
4 5 (55.56%) Finance
4 5 (55.56%) Project Management
4 5 (55.56%) Snowflake Schema
4 5 (55.56%) Java
4 5 (55.56%) Data Modelling
4 5 (55.56%) Python
4 5 (55.56%) T-SQL
4 5 (55.56%) C#
4 5 (55.56%) MongoDB
4 5 (55.56%) Data Integration
4 5 (55.56%) Pentaho
4 5 (55.56%) Scala
4 5 (55.56%) Amazon RDS
4 5 (55.56%) Data Transformation
4 5 (55.56%) AWS Certification
4 5 (55.56%) Amazon Kinesis
4 5 (55.56%) Data Analytics
4 5 (55.56%) Data Quality

Data Lake
Co-occurring IT Skills in Leeds 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 2 (22.22%) CMS
1 2 (22.22%) Kentico
1 2 (22.22%) SharePoint
Cloud Services
1 7 (77.78%) Amazon AWS
2 5 (55.56%) Amazon Kinesis
2 5 (55.56%) Amazon SageMaker
3 3 (33.33%) Microsoft Azure
4 2 (22.22%) Force.com
4 2 (22.22%) Office 365
5 1 (11.11%) Google Analytics
5 1 (11.11%) IaaS
Communications & Networking
1 1 (11.11%) Internet
Database & Business Intelligence
1 6 (66.67%) Data Warehouse
2 5 (55.56%) Amazon Aurora
2 5 (55.56%) Amazon RDS
2 5 (55.56%) Amazon Redshift
2 5 (55.56%) MongoDB
2 5 (55.56%) Pentaho
2 5 (55.56%) Snowflake Schema
3 2 (22.22%) Power BI
4 1 (11.11%) Biml
4 1 (11.11%) SQL Server
4 1 (11.11%) SQL Server Integration Services
Development Applications
1 2 (22.22%) Visual Studio
General
1 5 (55.56%) Finance
Job Titles
1 8 (88.89%) Developer
2 5 (55.56%) ETL Developer
3 2 (22.22%) Azure Developer
3 2 (22.22%) IoT Developer
4 1 (11.11%) Architect
4 1 (11.11%) AWS Architect
4 1 (11.11%) AWS Infrastructure Architect
4 1 (11.11%) Database Developer
4 1 (11.11%) Front End Developer (Client-Side Developer)
4 1 (11.11%) Infrastructure Architect
Libraries, Frameworks & Software Standards
1 6 (66.67%) Web Services
2 2 (22.22%) .NET
2 2 (22.22%) AngularJS
2 2 (22.22%) COM
2 2 (22.22%) CSS
2 2 (22.22%) HTML
2 2 (22.22%) HTML5
2 2 (22.22%) Kendo UI
2 2 (22.22%) Node.js
2 2 (22.22%) PhoneGap
2 2 (22.22%) REST
2 2 (22.22%) Sass
2 2 (22.22%) Twitter Bootstrap
Miscellaneous
1 1 (11.11%) Internet of Things
1 1 (11.11%) User Experience
Operating Systems
1 2 (22.22%) Android
1 2 (22.22%) Apple iOS
1 2 (22.22%) Windows
1 2 (22.22%) Windows 10
Processes & Methodologies
1 8 (88.89%) Analytics
1 8 (88.89%) Business Intelligence
2 7 (77.78%) ETL
3 6 (66.67%) Agile Software Development
4 5 (55.56%) Change Data Capture
4 5 (55.56%) Change Management
4 5 (55.56%) Data Analytics
4 5 (55.56%) Data Integration
4 5 (55.56%) Data Management
4 5 (55.56%) Data Modelling
4 5 (55.56%) Data Science
4 5 (55.56%) Data Transformation
4 5 (55.56%) Project Management
5 2 (22.22%) E-Commerce
5 2 (22.22%) ERP
5 2 (22.22%) Mobile First
5 2 (22.22%) Service Management
6 1 (11.11%) Front End Development
6 1 (11.11%) SDLC
Programming Languages
1 7 (77.78%) JavaScript
1 7 (77.78%) SQL
2 5 (55.56%) C#
2 5 (55.56%) Java
2 5 (55.56%) Python
2 5 (55.56%) Ruby
2 5 (55.56%) Scala
2 5 (55.56%) T-SQL
3 2 (22.22%) Apex Code
3 2 (22.22%) TypeScript
Qualifications
1 5 (55.56%) AWS Certification
Quality Assurance & Compliance
1 5 (55.56%) Data Quality
System Software
1 2 (22.22%) Active Directory
Systems Management
1 2 (22.22%) Microsoft Intune
Vendors
1 3 (33.33%) Microsoft
2 2 (22.22%) Salesforce.com
2 2 (22.22%) ServiceNow
2 2 (22.22%) Software AG
2 2 (22.22%) webMethods
3 1 (11.11%) Google