Period
to 15 October 2019

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 15 October 2019 with a comparison to the same period in the previous 2 years.

Data Lakes
England > Yorkshire
6 months to
15 Oct 2019
Same period 2018 Same period 2017
Rank 263 277 320
Rank change year-on-year +14 +43 +24
Permanent jobs citing Data Lake 22 12 3
As % of all permanent IT jobs advertised in Yorkshire 0.31% 0.14% 0.031%
As % of the Database & Business Intelligence category 1.29% 0.54% 0.10%
Number of salaries quoted 20 12 3
Yorkshire median annual salary £45,206 £50,000 £70,000
Median salary % change year-on-year -9.59% -28.57% -22.22%
England median annual salary £65,000 £65,000 £60,000
% change year-on-year - +8.33% -32.39%

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 1,708 2,211 2,928
As % of all permanent IT jobs advertised in Yorkshire 24.10% 26.43% 30.66%
Number of salaries quoted 1,491 1,848 2,516
Yorkshire median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £29,000 £27,500 £27,250
90th Percentile £61,500 £58,000 £60,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Data Lake
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Lake in Yorkshire

Data Lake
Salary Trend in Yorkshire

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

Salary trend for Data Lake in Yorkshire

Data Lake
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Lake in Yorkshire over the 6 months to 15 October 2019.

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 15 October 2019. 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 +30 11 £45,412 -9.18% 6
South Yorkshire +19 8 £43,664 +32.31%
Data Lake
England

For the 6 months to 15 October 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 Yorkshire region with a requirement for Data Lake.

1 20 (90.91%) Data Warehouse
2 18 (81.82%) Agile Software Development
3 14 (63.64%) SQL
3 14 (63.64%) Data Engineering
4 13 (59.09%) Mentoring
4 13 (59.09%) ETL
5 12 (54.55%) Analytics
6 10 (45.45%) Data Modelling
7 9 (40.91%) Python
7 9 (40.91%) Coaching
8 8 (36.36%) Relational Database
8 8 (36.36%) Kimball Methodology
8 8 (36.36%) Digital Transformation Programme
8 8 (36.36%) Data Science
8 8 (36.36%) PL/SQL
8 8 (36.36%) Oracle
8 8 (36.36%) ERwin
8 8 (36.36%) Informatica
8 8 (36.36%) AWS
8 8 (36.36%) Big Data
9 7 (31.82%) Hadoop
9 7 (31.82%) Finance
9 7 (31.82%) Business Intelligence
9 7 (31.82%) Apache Spark
10 6 (27.27%) Data Management
10 6 (27.27%) Data Integration
11 5 (22.73%) Pentaho
11 5 (22.73%) Scrum
11 5 (22.73%) Technology Roadmap
12 4 (18.18%) Power Platform

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 7 (31.82%) Apache Spark
2 2 (9.09%) Confluence
Cloud Services
1 8 (36.36%) AWS
2 4 (18.18%) Power Platform
3 3 (13.64%) Azure
3 3 (13.64%) Azure Data Factory
4 2 (9.09%) Amazon Kinesis
4 2 (9.09%) Amazon SageMaker
5 1 (4.55%) Amazon EC2
Database & Business Intelligence
1 20 (90.91%) Data Warehouse
2 8 (36.36%) Big Data
2 8 (36.36%) Relational Database
3 7 (31.82%) Hadoop
4 5 (22.73%) Pentaho
5 4 (18.18%) Oracle Database
5 4 (18.18%) Power BI
5 4 (18.18%) Sqoop
6 2 (9.09%) Amazon Aurora
6 2 (9.09%) Amazon RDS
6 2 (9.09%) Apache Hive
6 2 (9.09%) Geospatial Data
6 2 (9.09%) HDInsight
6 2 (9.09%) Snowflake Schema
7 1 (4.55%) Amazon Athena
7 1 (4.55%) Amazon Redshift
7 1 (4.55%) Azure SQL Data Warehouse
7 1 (4.55%) SQL Server Analysis Services
7 1 (4.55%) SQL Server Integration Services
7 1 (4.55%) SQL Server Reporting Services
Development Applications
1 8 (36.36%) ERwin
2 2 (9.09%) JIRA
3 1 (4.55%) Bitbucket
3 1 (4.55%) Team Foundation Server
General
1 7 (31.82%) Finance
2 1 (4.55%) Retail
Job Titles
1 12 (54.55%) Data Engineer
2 6 (27.27%) Developer
2 6 (27.27%) ETL Developer
3 4 (18.18%) Data Modeller
3 4 (18.18%) Informatica Developer
3 4 (18.18%) Informatica ETL Developer
4 3 (13.64%) AWS Engineer
4 3 (13.64%) Senior Data Engineer
5 2 (9.09%) Architect
5 2 (9.09%) Azure Architect
5 2 (9.09%) Data Architect
5 2 (9.09%) Graduate
5 2 (9.09%) Informatica Engineer
5 2 (9.09%) Junior
6 1 (4.55%) Azure Developer
6 1 (4.55%) Business Intelligence Developer
6 1 (4.55%) SQL Developer
6 1 (4.55%) SQL Server Developer
6 1 (4.55%) SSIS Developer
6 1 (4.55%) SSRS Developer
Libraries, Frameworks & Software Standards
1 4 (18.18%) Kafka
2 2 (9.09%) Web Services
3 1 (4.55%) MDX
Miscellaneous
1 2 (9.09%) Analytical Skills
2 1 (4.55%) Virtual Team
Processes & Methodologies
1 18 (81.82%) Agile Software Development
2 14 (63.64%) Data Engineering
3 13 (59.09%) ETL
3 13 (59.09%) Mentoring
4 12 (54.55%) Analytics
5 10 (45.45%) Data Modelling
6 9 (40.91%) Coaching
7 8 (36.36%) Data Science
7 8 (36.36%) Digital Transformation Programme
7 8 (36.36%) Kimball Methodology
8 7 (31.82%) Business Intelligence
9 6 (27.27%) Data Integration
9 6 (27.27%) Data Management
10 5 (22.73%) Scrum
10 5 (22.73%) Technology Roadmap
11 4 (18.18%) Continuous Improvement
11 4 (18.18%) Data Architecture
11 4 (18.18%) Dimensional Modelling
11 4 (18.18%) Scenario Testing
11 4 (18.18%) Workflow
Programming Languages
1 14 (63.64%) SQL
2 9 (40.91%) Python
3 8 (36.36%) PL/SQL
4 4 (18.18%) Shell Script
5 3 (13.64%) Scala
6 2 (9.09%) C#
6 2 (9.09%) T-SQL
7 1 (4.55%) Data Analysis Expressions (DAX)
7 1 (4.55%) Java
7 1 (4.55%) JavaScript
7 1 (4.55%) Ruby
7 1 (4.55%) VBA
Quality Assurance & Compliance
1 3 (13.64%) Data Quality
2 1 (4.55%) GDPR
2 1 (4.55%) SLA
System Software
1 2 (9.09%) HDFS
Vendors
1 8 (36.36%) Informatica
1 8 (36.36%) Oracle
2 4 (18.18%) Cloudera
2 4 (18.18%) Microsoft
2 4 (18.18%) Talend
3 1 (4.55%) Databricks