Period
to 22 July 2019

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 22 July 2019 with a comparison to the same period in the previous 2 years.

Data Lakes
6 months to
22 Jul 2019
Same period 2018 Same period 2017
Rank 164 195 223
Rank change year-on-year +31 +28 -
Permanent jobs citing Data Lake 8 20 2
As % of all permanent IT jobs advertised in Leeds 0.26% 0.42% 0.039%
As % of the Database & Business Intelligence category 0.94% 1.65% 0.12%
Number of salaries quoted 8 2 2
Leeds median annual salary £54,177 £57,500 £70,000
Median salary % change year-on-year -5.78% -17.86% -
West Yorkshire median annual salary £50,000 £50,000 £60,000
% change year-on-year - -16.67% -

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 849 1,211 1,641
As % of all permanent IT jobs advertised in Leeds 27.63% 25.64% 32.11%
Number of salaries quoted 779 1,008 1,461
Leeds median annual salary £45,000 £45,000 £43,750
Median salary % change year-on-year - +2.86% +9.38%
10th Percentile £31,250 £31,250 £28,750
90th Percentile £64,750 £65,000 £62,500
West Yorkshire median annual salary £44,750 £45,000 £42,500
% change year-on-year -0.56% +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

Data Lake
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Lake in Leeds over the 6 months to 22 July 2019.

Salary histogram for Data Lake in Leeds

For the 6 months to 22 July 2019, 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 7 (87.50%) ETL
2 6 (75.00%) Finance
3 5 (62.50%) Agile Software Development
3 5 (62.50%) Data Integration
3 5 (62.50%) Mentoring
3 5 (62.50%) Data Engineering
3 5 (62.50%) Data Science
4 4 (50.00%) Apache Spark
4 4 (50.00%) HDFS
4 4 (50.00%) Big Data
4 4 (50.00%) Analytics
4 4 (50.00%) Pentaho
4 4 (50.00%) Data Management
4 4 (50.00%) Hadoop
4 4 (50.00%) Amazon AWS
4 4 (50.00%) Apache Hive
4 4 (50.00%) Python
4 4 (50.00%) Data Warehouse
4 4 (50.00%) SQL
4 4 (50.00%) Technology Roadmap
5 3 (37.50%) Scala
6 2 (25.00%) HDInsight
6 2 (25.00%) Geospatial Data
6 2 (25.00%) Azure Data Factory
6 2 (25.00%) Machine Learning
6 2 (25.00%) MongoDB
6 2 (25.00%) Microsoft Azure
6 2 (25.00%) Business Intelligence
6 2 (25.00%) Migration
6 2 (25.00%) Stakeholder Management

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 4 (50.00%) Apache Spark
2 1 (12.50%) Apache
Cloud Services
1 4 (50.00%) Amazon AWS
2 2 (25.00%) Azure Data Factory
2 2 (25.00%) Microsoft Azure
3 1 (12.50%) Amazon Kinesis
3 1 (12.50%) Amazon SageMaker
3 1 (12.50%) GitHub
Database & Business Intelligence
1 4 (50.00%) Apache Hive
1 4 (50.00%) Big Data
1 4 (50.00%) Data Warehouse
1 4 (50.00%) Hadoop
1 4 (50.00%) Pentaho
2 2 (25.00%) Geospatial Data
2 2 (25.00%) HDInsight
2 2 (25.00%) MongoDB
3 1 (12.50%) Amazon Aurora
3 1 (12.50%) Amazon RDS
3 1 (12.50%) Amazon Redshift
3 1 (12.50%) Apache Cassandra
3 1 (12.50%) HBase
3 1 (12.50%) NoSQL
3 1 (12.50%) PostgreSQL
3 1 (12.50%) Snowflake Schema
3 1 (12.50%) Spark SQL
3 1 (12.50%) Sqoop
General
1 6 (75.00%) Finance
Job Titles
1 5 (62.50%) Data Engineer
2 3 (37.50%) AWS Engineer
3 2 (25.00%) Architect
3 2 (25.00%) Azure Architect
3 2 (25.00%) Big Data Engineer
3 2 (25.00%) Data Architect
4 1 (12.50%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 1 (12.50%) Kafka
1 1 (12.50%) LAPP Stack
1 1 (12.50%) Spark Streaming
Operating Systems
1 1 (12.50%) Linux
1 1 (12.50%) Unix
Processes & Methodologies
1 7 (87.50%) ETL
2 5 (62.50%) Agile Software Development
2 5 (62.50%) Data Engineering
2 5 (62.50%) Data Integration
2 5 (62.50%) Data Science
2 5 (62.50%) Mentoring
3 4 (50.00%) Analytics
3 4 (50.00%) Data Management
3 4 (50.00%) Technology Roadmap
4 2 (25.00%) Business Intelligence
4 2 (25.00%) Machine Learning
4 2 (25.00%) Migration
4 2 (25.00%) Stakeholder Management
5 1 (12.50%) Data Analytics
5 1 (12.50%) Data Architecture
5 1 (12.50%) Data Reconciliation
5 1 (12.50%) Data Transformation
5 1 (12.50%) DevOps
5 1 (12.50%) Project Management
5 1 (12.50%) Waterfall
Programming Languages
1 4 (50.00%) Python
1 4 (50.00%) SQL
2 3 (37.50%) Scala
3 1 (12.50%) Java
Quality Assurance & Compliance
1 1 (12.50%) QA
System Software
1 4 (50.00%) HDFS
2 1 (12.50%) Apache Flume
Systems Management
1 1 (12.50%) Oozie
Vendors
1 1 (12.50%) Cloudera
1 1 (12.50%) Hortonworks
1 1 (12.50%) Oracle