Period
to 21 August 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 21 August 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 202 228 240
Rank change year-on-year +26 +12 -
Permanent jobs citing Data Lake 11 2 1
As % of all permanent IT jobs advertised in Leeds 0.25% 0.040% 0.017%
As % of the Database & Business Intelligence category 1.00% 0.12% 0.055%
Number of salaries quoted 0 2 2
Leeds median annual salary - £70,000 £90,000
Median salary % change year-on-year - -22.22% -
West Yorkshire median annual salary £50,000 £70,000 £90,000
% change year-on-year -28.57% -22.22% -

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 1,096 1,601 1,824
As % of all permanent IT jobs advertised in Leeds 24.61% 32.33% 31.66%
Number of salaries quoted 912 1,408 1,494
Leeds median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% -
10th Percentile £31,250 £29,750 £27,500
90th Percentile £65,000 £62,500 £60,000
West Yorkshire median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

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

For the 6 months to 21 August 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 11 (100.00%) Analytics
2 8 (72.73%) Business Intelligence
2 8 (72.73%) Agile Software Development
3 7 (63.64%) Data Integration
3 7 (63.64%) Big Data
3 7 (63.64%) Hadoop
3 7 (63.64%) Data Analytics
3 7 (63.64%) Data Science
4 6 (54.55%) SDLC
4 6 (54.55%) DevOps
5 4 (36.36%) MOLAP
5 4 (36.36%) ROLAP
5 4 (36.36%) Microsoft
5 4 (36.36%) SQL
5 4 (36.36%) OLAP
5 4 (36.36%) SOAP
5 4 (36.36%) XML
5 4 (36.36%) XSD
5 4 (36.36%) UML
5 4 (36.36%) Data Warehouse
5 4 (36.36%) Data Modelling
5 4 (36.36%) ETL
5 4 (36.36%) Data Architecture
5 4 (36.36%) Market Research
5 4 (36.36%) Scala
5 4 (36.36%) Project Management
5 4 (36.36%) Replication
5 4 (36.36%) Programme Management
5 4 (36.36%) TOGAF
5 4 (36.36%) Statistical Analysis

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 1 (9.09%) Apache
1 1 (9.09%) Apache Spark
Cloud Services
1 4 (36.36%) Microsoft Azure
2 2 (18.18%) Amazon AWS
Database & Business Intelligence
1 7 (63.64%) Big Data
1 7 (63.64%) Hadoop
2 4 (36.36%) Apache Hive
2 4 (36.36%) Data Warehouse
2 4 (36.36%) HBase
2 4 (36.36%) Impala
2 4 (36.36%) MOLAP
2 4 (36.36%) OLAP
2 4 (36.36%) Power BI
2 4 (36.36%) ROLAP
2 4 (36.36%) Sqoop
Job Titles
1 5 (45.45%) Architect
1 5 (45.45%) Data Architect
2 4 (36.36%) Business Intelligence Lead
2 4 (36.36%) Business Intelligence Manager
2 4 (36.36%) Lead Architect
2 4 (36.36%) Lead Data Architect
3 2 (18.18%) Big Data Engineer
3 2 (18.18%) Data Engineer
4 1 (9.09%) Data Analytics Architect
4 1 (9.09%) Platform Architect
Libraries, Frameworks & Software Standards
1 4 (36.36%) JSON
1 4 (36.36%) Kafka
1 4 (36.36%) REST
1 4 (36.36%) SOAP
1 4 (36.36%) XML
1 4 (36.36%) XSD
Miscellaneous
1 4 (36.36%) Analytical Skills
1 4 (36.36%) Replication
1 4 (36.36%) Taxonomies
Operating Systems
1 3 (27.27%) Linux
1 3 (27.27%) Red Hat Enterprise Linux
Processes & Methodologies
1 11 (100.00%) Analytics
2 8 (72.73%) Agile Software Development
2 8 (72.73%) Business Intelligence
3 7 (63.64%) Data Analytics
3 7 (63.64%) Data Integration
3 7 (63.64%) Data Science
4 6 (54.55%) DevOps
4 6 (54.55%) SDLC
5 4 (36.36%) Change Data Capture
5 4 (36.36%) CRUD
5 4 (36.36%) Data Architecture
5 4 (36.36%) Data Ingestion
5 4 (36.36%) Enterprise Architecture
5 4 (36.36%) Kimball Methodology
5 4 (36.36%) MapReduce
5 4 (36.36%) Market Research
5 4 (36.36%) Programme Management
5 4 (36.36%) Statistical Analysis
5 4 (36.36%) Target Operating Model
5 4 (36.36%) TOGAF
Programming Languages
1 4 (36.36%) R
1 4 (36.36%) Scala
1 4 (36.36%) SQL
2 3 (27.27%) Java
Qualifications
1 3 (27.27%) AWS Certification
System Software
1 4 (36.36%) Apache Flume
1 4 (36.36%) HDFS
Systems Management
1 4 (36.36%) Oozie
Vendors
1 4 (36.36%) Microsoft
2 3 (27.27%) Red Hat