Period
to 3 August 2021

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 3 August 2021 with a comparison to the same period in the previous 2 years.

Data Lakes
England > Yorkshire
6 months to
3 Aug 2021
Same period 2020 Same period 2019
Rank 182 166 270
Rank change year-on-year -16 +104 +3
Permanent jobs citing Data Lake 67 18 27
As % of all permanent jobs advertised in Yorkshire 1.12% 0.51% 0.35%
As % of the Database & Business Intelligence category 4.20% 1.88% 1.42%
Number of salaries quoted 38 9 26
10th Percentile £42,500 £63,250 £37,500
25th Percentile £50,313 £65,000 £41,728
Median annual salary (50th Percentile) £58,750 £72,500 £45,206
Median % change year-on-year -18.97% +60.38% -24.66%
75th Percentile £75,000 £75,000 £53,438
90th Percentile £81,500 " £73,750
England median annual salary £70,000 £67,500 £65,000
% change year-on-year +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 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 1,597 955 1,900
As % of all permanent IT jobs advertised in Yorkshire 26.68% 26.90% 24.84%
Number of salaries quoted 1,273 842 1,704
10th Percentile £30,100 £30,000 £29,500
25th Percentile £37,500 £35,000 £33,750
Median annual salary (50th Percentile) £47,500 £45,000 £42,500
Median % change year-on-year +5.56% +5.88% -1.16%
75th Percentile £60,000 £56,250 £52,500
90th Percentile £68,750 £65,000 £61,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

Data Lake
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Lake in Yorkshire

Data Lake
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Data Lake in Yorkshire.

Salary trend for Data Lake in Yorkshire

Data Lake
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Lake in Yorkshire over the 6 months to 3 August 2021.

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 3 August 2021. 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 -18 54 £62,500 -13.79% 10
North Yorkshire - 2 - -
South Yorkshire - 2 £63,000 - 1
East Yorkshire - 1 - -
Data Lake
England

For the 6 months to 3 August 2021, 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 53 (79.10%) Data Warehouse
1 53 (79.10%) Azure
2 43 (64.18%) SQL
3 36 (53.73%) Python
3 36 (53.73%) Business Intelligence
4 35 (52.24%) Databricks
5 34 (50.75%) Agile Software Development
6 33 (49.25%) ETL
7 32 (47.76%) Microsoft
8 30 (44.78%) Data Modelling
8 30 (44.78%) Azure Data Factory
9 29 (43.28%) Power Platform
9 29 (43.28%) Power BI
10 26 (38.81%) Azure Synapse Analytics
10 26 (38.81%) SQL Server Integration Services
10 26 (38.81%) SQL Server Analysis Services
11 25 (37.31%) SQL Server
11 25 (37.31%) Analytics
11 25 (37.31%) Data Engineering
12 24 (35.82%) Apache Spark
13 23 (34.33%) T-SQL
14 22 (32.84%) Big Data
14 22 (32.84%) DevOps
15 21 (31.34%) Data Architecture
16 19 (28.36%) Social Skills
17 18 (26.87%) PySpark
17 18 (26.87%) AWS
18 17 (25.37%) Scala
18 17 (25.37%) Relational Database
18 17 (25.37%) SQL Server Reporting Services

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 24 (35.82%) Apache Spark
2 6 (8.96%) Apache
2 6 (8.96%) Apache Synapse
Applications
1 1 (1.49%) Microsoft Excel
Cloud Services
1 53 (79.10%) Azure
2 30 (44.78%) Azure Data Factory
3 29 (43.28%) Power Platform
4 26 (38.81%) Azure Synapse Analytics
5 18 (26.87%) AWS
6 15 (22.39%) Serverless
7 8 (11.94%) AWS Lambda
8 6 (8.96%) Azure Functions
9 5 (7.46%) Azure Cosmos DB
9 5 (7.46%) Azure Storage
9 5 (7.46%) GCP
10 3 (4.48%) Azure Machine Learning
10 3 (4.48%) Azure Stack
11 2 (2.99%) IaaS
11 2 (2.99%) PaaS
11 2 (2.99%) SaaS
12 1 (1.49%) Amazon S3
12 1 (1.49%) Azure Active Directory
12 1 (1.49%) Azure Key Vault
Communications & Networking
1 4 (5.97%) Cisco ASA
2 2 (2.99%) Firewall
Database & Business Intelligence
1 53 (79.10%) Data Warehouse
2 29 (43.28%) Power BI
3 26 (38.81%) SQL Server Analysis Services
3 26 (38.81%) SQL Server Integration Services
4 25 (37.31%) SQL Server
5 22 (32.84%) Big Data
6 17 (25.37%) Relational Database
6 17 (25.37%) SQL Server Reporting Services
7 15 (22.39%) Azure SQL Data Warehouse
7 15 (22.39%) Azure SQL Database
7 15 (22.39%) Spark SQL
8 13 (19.40%) Enterprise Data Warehouse
9 8 (11.94%) Microsoft Analysis Services
10 7 (10.45%) Amazon Athena
10 7 (10.45%) Delta Lake
10 7 (10.45%) Power Query
11 6 (8.96%) Hadoop
12 5 (7.46%) Amazon Redshift
13 4 (5.97%) OLAP
13 4 (5.97%) OLTP
Development Applications
1 5 (7.46%) Jenkins
2 3 (4.48%) Visual Studio
3 2 (2.99%) Git (software)
4 1 (1.49%) kappa
General
1 19 (28.36%) Social Skills
2 6 (8.96%) Analytical Skills
2 6 (8.96%) Finance
2 6 (8.96%) Presentation Skills
3 3 (4.48%) Retail
4 2 (2.99%) Law
4 2 (2.99%) Publishing
Job Titles
1 36 (53.73%) Data Engineer
2 19 (28.36%) Architect
3 15 (22.39%) Azure Engineer
4 10 (14.93%) Azure Architect
4 10 (14.93%) Data Architect
5 9 (13.43%) Cloud Engineer
6 8 (11.94%) Solutions Architect
7 7 (10.45%) AWS Engineer
7 7 (10.45%) Senior Data Engineer
8 3 (4.48%) Cloud Architect
9 2 (2.99%) Analyst
9 2 (2.99%) Azure DevOps
9 2 (2.99%) Azure DevOps Engineer
9 2 (2.99%) Big Data Engineer
9 2 (2.99%) Data Analyst
9 2 (2.99%) Data Migration Lead
9 2 (2.99%) DevOps Engineer
9 2 (2.99%) Migration Engineer
9 2 (2.99%) Platform Engineer
9 2 (2.99%) Python Engineer
Libraries, Frameworks & Software Standards
1 18 (26.87%) PySpark
2 6 (8.96%) Kafka
3 5 (7.46%) EDI
3 5 (7.46%) JSON
3 5 (7.46%) XML
4 4 (5.97%) Spark Streaming
5 3 (4.48%) ARM Templates
5 3 (4.48%) NumPy
6 2 (2.99%) Apache Avro
7 1 (1.49%) SAML
Miscellaneous
1 4 (5.97%) Greenfield Project
2 3 (4.48%) Cloud Native
3 2 (2.99%) Data Structures
4 1 (1.49%) Enterprise Software
4 1 (1.49%) Management Information System
4 1 (1.49%) Reference Data
Processes & Methodologies
1 36 (53.73%) Business Intelligence
2 34 (50.75%) Agile Software Development
3 33 (49.25%) ETL
4 30 (44.78%) Data Modelling
5 25 (37.31%) Analytics
5 25 (37.31%) Data Engineering
6 22 (32.84%) DevOps
7 21 (31.34%) Data Architecture
8 15 (22.39%) Visualisation
9 14 (20.90%) Data Management
9 14 (20.90%) Data Pipeline
10 12 (17.91%) Data Integration
10 12 (17.91%) Migration
11 10 (14.93%) Data Governance
11 10 (14.93%) Data Migration
12 9 (13.43%) Event-Driven
13 8 (11.94%) Data Strategy
14 7 (10.45%) Event-Driven Architecture
14 7 (10.45%) TDD
15 6 (8.96%) Dimensional Modelling
Programming Languages
1 43 (64.18%) SQL
2 36 (53.73%) Python
3 23 (34.33%) T-SQL
4 17 (25.37%) Scala
5 7 (10.45%) C#
6 6 (8.96%) PL/SQL
7 5 (7.46%) Data Analysis Expressions (DAX)
8 3 (4.48%) PowerShell
9 2 (2.99%) Java
Qualifications
1 2 (2.99%) Degree
2 1 (1.49%) SC Cleared
2 1 (1.49%) Security Cleared
Quality Assurance & Compliance
1 9 (13.43%) Data Quality
2 3 (4.48%) GDPR
2 3 (4.48%) QA
System Software
1 8 (11.94%) Docker
2 1 (1.49%) Active Directory
2 1 (1.49%) HDFS
Systems Management
1 11 (16.42%) Kubernetes
2 6 (8.96%) Terraform
3 5 (7.46%) Puppet
4 3 (4.48%) Opscode Chef
5 2 (2.99%) Ansible
5 2 (2.99%) FortiGate
5 2 (2.99%) Rancher
6 1 (1.49%) Active Directory Federation Services
6 1 (1.49%) Hadoop YARN
Vendors
1 35 (52.24%) Databricks
2 32 (47.76%) Microsoft
3 4 (5.97%) Alteryx
3 4 (5.97%) CheckPoint
3 4 (5.97%) Cisco
4 3 (4.48%) Oracle
4 3 (4.48%) SAP
5 2 (2.99%) Facebook
6 1 (1.49%) Salesforce.com