Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

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 24 May 2022 with a comparison to the same period in the previous 2 years.

Data Lakes
England > Yorkshire
6 months to
24 May 2022		 Same period 2021 Same period 2020
Rank 168 164 189
Rank change year-on-year -4 +25 +99
Permanent jobs citing Data Lake 111 69 23
As % of all permanent jobs advertised in Yorkshire 1.53% 1.31% 0.49%
As % of the Database & Business Intelligence category 7.38% 4.95% 1.87%
Number of salaries quoted 53 41 14
10th Percentile £48,350 £29,075 £45,250
25th Percentile £55,000 £42,500 £56,250
Median annual salary (50th Percentile) £65,000 £55,000 £67,500
Median % change year-on-year +18.18% -18.52% +35.00%
75th Percentile £75,000 £70,000 £74,688
90th Percentile £101,000 £76,250 £75,000
England median annual salary £72,500 £70,000 £70,000
% change year-on-year +3.57% - +6.06%

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 1,504 1,395 1,231
As % of all permanent IT jobs advertised in Yorkshire 20.72% 26.52% 26.47%
Number of salaries quoted 1,033 1,162 1,064
10th Percentile £31,250 £31,250 £30,000
25th Percentile £38,000 £37,000 £35,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +5.88%
75th Percentile £62,500 £60,000 £57,500
90th Percentile £77,500 £65,000 £65,000
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

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 24 May 2022.

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 24 May 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
West Yorkshire +7 105 £65,000 +13.04% 1
North Yorkshire -13 5 £57,750 -
Data Lake
England

For the 6 months to 24 May 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 Yorkshire region with a requirement for Data Lake.

1 96 (86.49%) Azure
2 65 (58.56%) Python
3 51 (45.95%) Data Warehouse
4 50 (45.05%) Analytics
5 49 (44.14%) SQL
6 43 (38.74%) Microsoft
6 43 (38.74%) Azure Data Factory
7 42 (37.84%) Databricks
8 35 (31.53%) ETL
8 35 (31.53%) Agile
9 34 (30.63%) Kafka
10 33 (29.73%) AWS
11 31 (27.93%) Big Data
12 30 (27.03%) Data Ingestion
13 29 (26.13%) Data Structures
13 29 (26.13%) Java
13 29 (26.13%) Azure Synapse Analytics
13 29 (26.13%) Data Pipeline
13 29 (26.13%) CI/CD
14 27 (24.32%) Data Strategy
15 26 (23.42%) Analytical Skills
16 25 (22.52%) Data Analytics
16 25 (22.52%) Data Modelling
17 24 (21.62%) Retail
18 22 (19.82%) Data Integration
18 22 (19.82%) Kubernetes
19 21 (18.92%) Apache Spark
20 20 (18.02%) Mentoring
20 20 (18.02%) Data Quality
20 20 (18.02%) OO

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 21 (18.92%) Apache Spark
2 6 (5.41%) Apache
2 6 (5.41%) Apache Airflow
2 6 (5.41%) Luigi
3 3 (2.70%) IIS
4 2 (1.80%) Apache Pig
4 2 (1.80%) Elasticsearch
5 1 (0.90%) Confluence
Applications
1 1 (0.90%) Microsoft Office
Business Applications
1 4 (3.60%) SAP MDM
Cloud Services
1 96 (86.49%) Azure
2 43 (38.74%) Azure Data Factory
3 33 (29.73%) AWS
4 29 (26.13%) Azure Synapse Analytics
5 16 (14.41%) Azure Cosmos DB
6 13 (11.71%) GCP
7 7 (6.31%) Power Platform
8 4 (3.60%) Serverless
9 3 (2.70%) AWS CodePipeline
9 3 (2.70%) GitHub
9 3 (2.70%) PowerApps
9 3 (2.70%) Snowflake
10 2 (1.80%) Amazon S3
10 2 (1.80%) AWS Lambda
10 2 (1.80%) Azure Event Grid
10 2 (1.80%) Azure Monitor
10 2 (1.80%) Azure Service Bus
10 2 (1.80%) Matillion
10 2 (1.80%) PaaS
10 2 (1.80%) SaaS
Communications & Networking
1 3 (2.70%) Firewall
1 3 (2.70%) HTTP
Database & Business Intelligence
1 51 (45.95%) Data Warehouse
2 31 (27.93%) Big Data
3 20 (18.02%) Metadata
4 17 (15.32%) SQL Server
4 17 (15.32%) SQL Server Integration Services
5 14 (12.61%) Hadoop
6 12 (10.81%) SQL Server Analysis Services
7 9 (8.11%) Data Mart
8 7 (6.31%) Power BI
9 5 (4.50%) NoSQL
9 5 (4.50%) OLAP
9 5 (4.50%) SQL Server Reporting Services
10 3 (2.70%) Azure SQL Data Warehouse
10 3 (2.70%) BusinessObjects
10 3 (2.70%) Crystal Reports
10 3 (2.70%) Data Mining
10 3 (2.70%) MongoDB
10 3 (2.70%) MySQL
10 3 (2.70%) Oracle OLAP
10 3 (2.70%) Relational Database
Development Applications
1 19 (17.12%) Jenkins
2 9 (8.11%) TeamCity
3 6 (5.41%) Spinnaker
4 5 (4.50%) Atlassian Bamboo
5 4 (3.60%) Git (software)
6 3 (2.70%) Subversion
7 2 (1.80%) GitLab
8 1 (0.90%) JIRA
8 1 (0.90%) SQL Server Management Studio (SSMS)
General
1 26 (23.42%) Analytical Skills
2 24 (21.62%) Retail
3 16 (14.41%) Social Skills
4 10 (9.01%) Finance
5 3 (2.70%) Public Sector
6 2 (1.80%) Brand Awareness
6 2 (1.80%) Games
6 2 (1.80%) Influencing Skills
6 2 (1.80%) Legal
6 2 (1.80%) Manufacturing
6 2 (1.80%) Marketing
7 1 (0.90%) Law
7 1 (0.90%) Telecoms
Job Titles
1 51 (45.95%) Data Engineer
2 29 (26.13%) Architect
3 27 (24.32%) Data Architect
4 18 (16.22%) Principal Engineer
5 14 (12.61%) Senior Data Engineer
6 8 (7.21%) Cloud Engineer
6 8 (7.21%) DevOps Engineer
7 5 (4.50%) Analyst
7 5 (4.50%) Azure Engineer
7 5 (4.50%) Big Data Engineer
7 5 (4.50%) Developer
8 4 (3.60%) Azure Architect
8 4 (3.60%) Data Analyst
8 4 (3.60%) Data Quality Analyst
8 4 (3.60%) Lead Cloud Engineer
8 4 (3.60%) Quality Analyst
8 4 (3.60%) Senior Cloud Engineer
9 3 (2.70%) Data Scientist
9 3 (2.70%) Salesforce Developer
9 3 (2.70%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 34 (30.63%) Kafka
2 17 (15.32%) PySpark
2 17 (15.32%) Spark Streaming
3 12 (10.81%) React
4 11 (9.91%) Node.js
5 10 (9.01%) .NET
6 8 (7.21%) Apache Avro
7 6 (5.41%) Apache NiFi
7 6 (5.41%) RabbitMQ
8 3 (2.70%) CSS
8 3 (2.70%) HTML
8 3 (2.70%) HTML5
8 3 (2.70%) Visualforce
9 2 (1.80%) Play Framework
9 2 (1.80%) RESTful
10 1 (0.90%) Flask
10 1 (0.90%) Pandas
10 1 (0.90%) scikit-learn
10 1 (0.90%) SciPy
10 1 (0.90%) TensorFlow
Miscellaneous
1 29 (26.13%) Data Structures
2 17 (15.32%) IoT
3 10 (9.01%) Algorithms
4 8 (7.21%) Greenfield Project
5 4 (3.60%) Reference Data
6 2 (1.80%) Self-Motivation
7 1 (0.90%) Blog
7 1 (0.90%) Cloud Native
7 1 (0.90%) Management Information System
7 1 (0.90%) Mobile App
7 1 (0.90%) Renewable Energy
7 1 (0.90%) Replication
Operating Systems
1 6 (5.41%) Linux
2 4 (3.60%) Unix
2 4 (3.60%) VMS
3 3 (2.70%) Solaris
3 3 (2.70%) Windows
Processes & Methodologies
1 50 (45.05%) Analytics
2 35 (31.53%) Agile
2 35 (31.53%) ETL
3 30 (27.03%) Data Ingestion
4 29 (26.13%) CI/CD
4 29 (26.13%) Data Pipeline
5 27 (24.32%) Data Strategy
6 25 (22.52%) Data Analytics
6 25 (22.52%) Data Modelling
7 22 (19.82%) Data Integration
8 20 (18.02%) Mentoring
8 20 (18.02%) OO
9 18 (16.22%) Migration
10 17 (15.32%) DevOps
10 17 (15.32%) Scrum
11 16 (14.41%) Data Engineering
11 16 (14.41%) Data Management
11 16 (14.41%) Data Science
11 16 (14.41%) Data Transformation
12 15 (13.51%) TDD
Programming Languages
1 65 (58.56%) Python
2 49 (44.14%) SQL
3 29 (26.13%) Java
4 16 (14.41%) Scala
5 12 (10.81%) C#
6 10 (9.01%) T-SQL
7 8 (7.21%) JavaScript
8 3 (2.70%) Apex Code
8 3 (2.70%) PowerShell
8 3 (2.70%) SOQL
8 3 (2.70%) SOSL
8 3 (2.70%) TypeScript
9 2 (1.80%) Bash
10 1 (0.90%) Data Analysis Expressions (DAX)
10 1 (0.90%) R
Qualifications
1 1 (0.90%) Computer Science Degree
1 1 (0.90%) Degree
1 1 (0.90%) Master's Degree
Quality Assurance & Compliance
1 20 (18.02%) Data Quality
2 5 (4.50%) QA
System Software
1 17 (15.32%) Docker
2 2 (1.80%) Apache Flume
2 2 (1.80%) Apache ZooKeeper
Systems Management
1 22 (19.82%) Kubernetes
2 15 (13.51%) Terraform
3 8 (7.21%) Rancher
Vendors
1 43 (38.74%) Microsoft
2 42 (37.84%) Databricks
3 6 (5.41%) Google
3 6 (5.41%) Oracle
4 4 (3.60%) SAP
5 3 (2.70%) Cognos
5 3 (2.70%) Salesforce.com
6 2 (1.80%) Hortonworks
6 2 (1.80%) Informatica