Period
to 23 May 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 23 May 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 202 227 -
Rank change year-on-year +25 - -
Permanent jobs citing Data Lake 20 1 0
As % of all permanent IT jobs advertised in Leeds 0.42% 0.020% -
As % of the Database & Business Intelligence category 1.58% 0.063% -
Number of salaries quoted 2 1 0
Leeds median annual salary £57,500 £70,000 -
Median salary % change year-on-year -17.86% - -
West Yorkshire median annual salary £50,000 £50,000 -

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 1,262 1,577 2,275
As % of all permanent IT jobs advertised in Leeds 26.75% 31.25% 35.64%
Number of salaries quoted 1,083 1,402 1,807
Leeds median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £31,250 £28,000 £27,500
90th Percentile £62,500 £60,000 £62,000
West Yorkshire median annual salary £42,500 £41,250 £40,000
% change year-on-year +3.03% +3.13% -

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 23 May 2018.

Salary histogram for Data Lake in Leeds

For the 6 months to 23 May 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 19 (95.00%) Analytics
2 14 (70.00%) Big Data
2 14 (70.00%) Hadoop
2 14 (70.00%) Data Science
3 13 (65.00%) Data Integration
3 13 (65.00%) Data Analytics
3 13 (65.00%) SDLC
4 12 (60.00%) Agile Software Development
4 12 (60.00%) Business Intelligence
5 11 (55.00%) DevOps
6 8 (40.00%) Red Hat Enterprise Linux
6 8 (40.00%) Java
6 8 (40.00%) Linux
6 8 (40.00%) Red Hat
7 7 (35.00%) AWS Certification
8 6 (30.00%) Kimball Methodology
8 6 (30.00%) Change Data Capture
8 6 (30.00%) Impala
8 6 (30.00%) CRUD
8 6 (30.00%) Analytical Skills
8 6 (30.00%) Target Operating Model
8 6 (30.00%) Power BI
8 6 (30.00%) Data Ingestion
8 6 (30.00%) Market Research
8 6 (30.00%) Scala
8 6 (30.00%) Apache Hive
8 6 (30.00%) R
8 6 (30.00%) REST
8 6 (30.00%) MapReduce
8 6 (30.00%) HBase

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 (10.00%) Apache
1 2 (10.00%) Apache Spark
Cloud Services
1 6 (30.00%) Amazon AWS
1 6 (30.00%) Microsoft Azure
Database & Business Intelligence
1 14 (70.00%) Big Data
1 14 (70.00%) Hadoop
2 6 (30.00%) Apache Hive
2 6 (30.00%) Data Warehouse
2 6 (30.00%) HBase
2 6 (30.00%) Impala
2 6 (30.00%) MOLAP
2 6 (30.00%) OLAP
2 6 (30.00%) Power BI
2 6 (30.00%) ROLAP
2 6 (30.00%) Sqoop
General
1 1 (5.00%) Finance
Job Titles
1 8 (40.00%) Architect
1 8 (40.00%) Data Architect
2 6 (30.00%) Big Data Engineer
2 6 (30.00%) Business Intelligence Lead
2 6 (30.00%) Business Intelligence Manager
2 6 (30.00%) Data Engineer
3 4 (20.00%) Lead Architect
3 4 (20.00%) Lead Data Architect
4 2 (10.00%) AWS Engineer
4 2 (10.00%) Data Analytics Architect
4 2 (10.00%) Hadoop Engineer
4 2 (10.00%) Platform Architect
5 1 (5.00%) Java Engineer
Libraries, Frameworks & Software Standards
1 6 (30.00%) JSON
1 6 (30.00%) Kafka
1 6 (30.00%) REST
1 6 (30.00%) SOAP
1 6 (30.00%) XML
1 6 (30.00%) XSD
Miscellaneous
1 6 (30.00%) Analytical Skills
1 6 (30.00%) Replication
1 6 (30.00%) Taxonomies
Operating Systems
1 8 (40.00%) Linux
1 8 (40.00%) Red Hat Enterprise Linux
Processes & Methodologies
1 19 (95.00%) Analytics
2 14 (70.00%) Data Science
3 13 (65.00%) Data Analytics
3 13 (65.00%) Data Integration
3 13 (65.00%) SDLC
4 12 (60.00%) Agile Software Development
4 12 (60.00%) Business Intelligence
5 11 (55.00%) DevOps
6 6 (30.00%) Change Data Capture
6 6 (30.00%) CRUD
6 6 (30.00%) Data Architecture
6 6 (30.00%) Data Ingestion
6 6 (30.00%) Enterprise Architecture
6 6 (30.00%) Kimball Methodology
6 6 (30.00%) Market Research
6 6 (30.00%) Programme Management
6 6 (30.00%) Project Management
6 6 (30.00%) Statistical Analysis
6 6 (30.00%) Target Operating Model
6 6 (30.00%) TOGAF
Programming Languages
1 8 (40.00%) Java
2 6 (30.00%) R
2 6 (30.00%) Scala
2 6 (30.00%) SQL
Qualifications
1 7 (35.00%) AWS Certification
System Software
1 6 (30.00%) Apache Flume
1 6 (30.00%) HDFS
Systems Management
1 6 (30.00%) Oozie
Vendors
1 8 (40.00%) Red Hat
2 6 (30.00%) Microsoft