Period
to

The following table provides summary statistics for permanent job vacancies advertised in the North East 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 8 August 2022 with a comparison to the same period in the previous 2 years.

Data Lakes
England > North East
6 months to
8 Aug 2022
Same period 2021 Same period 2020
Rank 95 96 77
Rank change year-on-year +1 -19 +13
Permanent jobs citing Data Lake 15 4 1
As % of all permanent jobs advertised in the North East 1.02% 0.34% 0.13%
As % of the Database & Business Intelligence category 4.98% 1.35% 0.49%
Number of salaries quoted 15 3 0
10th Percentile £62,500 £43,600 -
25th Percentile £81,250 £50,875 -
Median annual salary (50th Percentile) £85,000 £65,000 -
Median % change year-on-year +30.77% - -
75th Percentile - £67,000 -
90th Percentile - £68,200 -
England median annual salary £75,000 £70,000 £67,500
% change year-on-year +7.14% +3.70% +3.85%

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 the North East with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North East
Permanent vacancies with a requirement for database or business intelligence skills 301 296 205
As % of all permanent IT jobs advertised in the North East 20.53% 25.39% 26.76%
Number of salaries quoted 220 247 178
10th Percentile £33,250 £31,000 £31,250
25th Percentile £37,250 £33,750 £34,625
Median annual salary (50th Percentile) £40,000 £43,500 £42,500
Median % change year-on-year -8.05% +2.35% +6.25%
75th Percentile £58,875 £55,000 £50,000
90th Percentile £80,000 £65,000 £59,125
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Data Lake
Job Vacancy Trend in the North East

Job postings citing Data Lake as a proportion of all IT jobs advertised in the North East.

Job vacancy trend for Data Lake in the North East

Data Lake
Salary Trend in the North East

3-month moving average salary quoted in jobs citing Data Lake in the North East.

Salary trend for Data Lake in the North East

Data Lake
Salary Histogram in the North East

Salary distribution for jobs citing Data Lake in the North East over the 6 months to 8 August 2022.

Salary histogram for Data Lake in the North East

Data Lake
Job Locations in the North East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the North East region over the 6 months to 8 August 2022. 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
Jobs
Tyne and Wear +11 14 £85,000 +30.77% 1
Durham - 1 £38,000 -
Data Lake
England

For the 6 months to 8 August 2022, 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 North East region with a requirement for Data Lake.

1 14 (93.33%) Databricks
1 14 (93.33%) Azure Data Factory
1 14 (93.33%) Finance
1 14 (93.33%) Azure
2 13 (86.67%) Business Intelligence
2 13 (86.67%) Data Warehouse
2 13 (86.67%) SQL
2 13 (86.67%) Data Management
2 13 (86.67%) Data Integration
2 13 (86.67%) Data Engineering
2 13 (86.67%) Azure Synapse Analytics
2 13 (86.67%) Data Pipeline
3 12 (80.00%) Data Science
3 12 (80.00%) Data Modelling
3 12 (80.00%) Data Governance
3 12 (80.00%) Analytics
3 12 (80.00%) Data Transformation
4 11 (73.33%) Metadata Management
4 11 (73.33%) Analytical Skills
4 11 (73.33%) Data Structures
4 11 (73.33%) Presto
4 11 (73.33%) Data Quality
4 11 (73.33%) Data Analytics
4 11 (73.33%) Open Source
4 11 (73.33%) Apache Hive
4 11 (73.33%) Tableau
4 11 (73.33%) Hadoop
4 11 (73.33%) Workload Management
4 11 (73.33%) Power Platform
4 11 (73.33%) Metadata

Data Lake
Co-occurring IT Skills in the North East 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 (13.33%) Apache
1 2 (13.33%) Apache Spark
Cloud Services
1 14 (93.33%) Azure
1 14 (93.33%) Azure Data Factory
2 13 (86.67%) Azure Synapse Analytics
3 11 (73.33%) Power Platform
4 4 (26.67%) AWS
4 4 (26.67%) Azure DevOps
5 2 (13.33%) Amazon EMR
5 2 (13.33%) Amazon Kinesis
5 2 (13.33%) Amazon S3
5 2 (13.33%) Azure Cosmos DB
5 2 (13.33%) Azure Service Bus
5 2 (13.33%) GCP
Database & Business Intelligence
1 13 (86.67%) Data Warehouse
2 11 (73.33%) Apache Hive
2 11 (73.33%) Azure SQL Data Warehouse
2 11 (73.33%) Data Hub
2 11 (73.33%) Hadoop
2 11 (73.33%) Metadata
2 11 (73.33%) Power BI
2 11 (73.33%) Presto
2 11 (73.33%) Semantic Layer
2 11 (73.33%) Tableau
3 3 (20.00%) NoSQL
4 2 (13.33%) Amazon Athena
4 2 (13.33%) Electronic Patient Records
4 2 (13.33%) KNIME
4 2 (13.33%) Relational Database
4 2 (13.33%) SQL Server Integration Services
5 1 (6.67%) Spark SQL
5 1 (6.67%) SQL Server
5 1 (6.67%) SQL Server Analysis Services
5 1 (6.67%) SQL Server Reporting Services
Development Applications
1 4 (26.67%) Jenkins
2 2 (13.33%) CircleCI
2 2 (13.33%) Git (software)
2 2 (13.33%) GitLab
General
1 14 (93.33%) Finance
2 11 (73.33%) Analytical Skills
3 3 (20.00%) Public Sector
4 2 (13.33%) Retail
5 1 (6.67%) Financial Institution
5 1 (6.67%) Police
5 1 (6.67%) Social Skills
Job Titles
1 15 (100.00%) Data Engineer
2 3 (20.00%) Azure Data Engineer
2 3 (20.00%) Azure Engineer
3 2 (13.33%) AWS Data Engineer
3 2 (13.33%) AWS Engineer
3 2 (13.33%) GCP Data Engineer
3 2 (13.33%) GCP Engineer
3 2 (13.33%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 4 (26.67%) Kafka
2 2 (13.33%) Apache Beam
2 2 (13.33%) Apache NiFi
2 2 (13.33%) JMS
2 2 (13.33%) Samza
2 2 (13.33%) Spark Streaming
2 2 (13.33%) YAML
3 1 (6.67%) JSON
3 1 (6.67%) PySpark
Miscellaneous
1 11 (73.33%) Data Structures
2 2 (13.33%) Algorithms
3 1 (6.67%) Replication
Processes & Methodologies
1 13 (86.67%) Business Intelligence
1 13 (86.67%) Data Engineering
1 13 (86.67%) Data Integration
1 13 (86.67%) Data Management
1 13 (86.67%) Data Pipeline
2 12 (80.00%) Analytics
2 12 (80.00%) Data Governance
2 12 (80.00%) Data Modelling
2 12 (80.00%) Data Science
2 12 (80.00%) Data Transformation
3 11 (73.33%) Data Analytics
3 11 (73.33%) Metadata Management
3 11 (73.33%) Open Source
3 11 (73.33%) Workload Management
4 4 (26.67%) DevOps
5 2 (13.33%) CI/CD
5 2 (13.33%) Containerisation
5 2 (13.33%) DataOps
5 2 (13.33%) ETL
5 2 (13.33%) Machine Learning
Programming Languages
1 13 (86.67%) SQL
2 6 (40.00%) Python
3 3 (20.00%) T-SQL
4 2 (13.33%) C++
4 2 (13.33%) Java
4 2 (13.33%) R
4 2 (13.33%) Scala
5 1 (6.67%) PL/SQL
Qualifications
1 1 (6.67%) Degree
1 1 (6.67%) HND
Quality Assurance & Compliance
1 11 (73.33%) Data Quality
System Software
1 2 (13.33%) Docker
Systems Management
1 4 (26.67%) Kubernetes
2 2 (13.33%) Ansible
2 2 (13.33%) Puppet
Vendors
1 14 (93.33%) Databricks
2 2 (13.33%) Alteryx
3 1 (6.67%) Microsoft