Period
to 8 December 2021

The following table provides summary statistics for permanent job vacancies advertised in the East Midlands 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 December 2021 with a comparison to the same period in the previous 2 years.

Data Lakes
England > East Midlands
6 months to
8 Dec 2021
Same period 2020 Same period 2019
Rank 130 96 185
Rank change year-on-year -34 +89 +25
Permanent jobs citing Data Lake 55 27 16
As % of all permanent jobs advertised in the East Midlands 1.61% 1.58% 0.41%
As % of the Database & Business Intelligence category 7.59% 4.48% 1.36%
Number of salaries quoted 40 19 14
10th Percentile £31,000 £38,700 £42,725
25th Percentile £47,500 £43,244 £45,000
Median annual salary (50th Percentile) £57,500 £52,500 £54,000
Median % change year-on-year +9.52% -2.78% +2.86%
75th Percentile £82,500 £61,250 £62,500
90th Percentile £85,000 £64,000 £85,000
England median annual salary £70,000 £67,500 £67,500
% 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 the East Midlands with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
East Midlands
Permanent vacancies with a requirement for database or business intelligence skills 725 603 1,180
As % of all permanent IT jobs advertised in the East Midlands 21.21% 35.28% 30.33%
Number of salaries quoted 563 510 1,051
10th Percentile £31,137 £31,000 £27,500
25th Percentile £36,250 £33,750 £33,750
Median annual salary (50th Percentile) £47,500 £45,000 £42,500
Median % change year-on-year +5.56% +5.88% -
75th Percentile £57,000 £55,000 £53,750
90th Percentile £67,500 £63,750 £68,750
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Lake
Job Vacancy Trend in the East Midlands

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

Job vacancy trend for Data Lake in the East Midlands

Data Lake
Salary Trend in the East Midlands

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

Salary trend for Data Lake in the East Midlands

Data Lake
Salary Histogram in the East Midlands

Salary distribution for jobs citing Data Lake in the East Midlands over the 6 months to 8 December 2021.

Salary histogram for Data Lake in the East Midlands

Data Lake
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the East Midlands region over the 6 months to 8 December 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
Nottinghamshire -5 19 £70,000 +36.59% 1
Leicestershire -25 17 £49,750 -17.08% 1
Derbyshire -10 11 £63,500 +52.45%
Lincolnshire - 5 £57,500 -
Northamptonshire -32 4 - -
Data Lake
England

For the 6 months to 8 December 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 East Midlands region with a requirement for Data Lake.

1 34 (61.82%) Azure
2 28 (50.91%) Business Intelligence
3 25 (45.45%) SQL
4 23 (41.82%) Python
5 21 (38.18%) Agile Software Development
5 21 (38.18%) Analytics
6 20 (36.36%) Microsoft
6 20 (36.36%) Databricks
7 19 (34.55%) Data Warehouse
7 19 (34.55%) Data Modelling
7 19 (34.55%) ETL
8 18 (32.73%) Power Platform
8 18 (32.73%) Power BI
9 16 (29.09%) AWS
9 16 (29.09%) SQL Server Integration Services
10 15 (27.27%) Analytical Skills
10 15 (27.27%) Data Engineering
10 15 (27.27%) Social Skills
11 14 (25.45%) Azure Synapse Analytics
12 13 (23.64%) C#
12 13 (23.64%) SQL Server
13 12 (21.82%) C++
13 12 (21.82%) Retail
13 12 (21.82%) Data Management
13 12 (21.82%) Apache Spark
13 12 (21.82%) GCP
14 11 (20.00%) Azure Data Factory
14 11 (20.00%) C
15 10 (18.18%) Visualisation
16 9 (16.36%) DevOps

Data Lake
Co-occurring IT Skills in the East Midlands 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 12 (21.82%) Apache Spark
2 8 (14.55%) Apache
3 1 (1.82%) Apache Airflow
3 1 (1.82%) Apache Synapse
3 1 (1.82%) Confluence
Cloud Services
1 34 (61.82%) Azure
2 18 (32.73%) Power Platform
3 16 (29.09%) AWS
4 14 (25.45%) Azure Synapse Analytics
5 12 (21.82%) GCP
6 11 (20.00%) Azure Data Factory
7 6 (10.91%) Microsoft 365
8 3 (5.45%) Fivetran
8 3 (5.45%) PowerApps
8 3 (5.45%) Snowflake
9 2 (3.64%) AWS Lambda
9 2 (3.64%) Azure Data Lake Analytics
9 2 (3.64%) Azure Functions
9 2 (3.64%) Serverless
10 1 (1.82%) Amazon CloudWatch
10 1 (1.82%) Amazon Kinesis
10 1 (1.82%) Amazon SageMaker
10 1 (1.82%) AWS CloudFormation
10 1 (1.82%) AWS CloudTrail
10 1 (1.82%) Azure Machine Learning
Communications & Networking
1 5 (9.09%) BGP
1 5 (9.09%) Firewall
1 5 (9.09%) LAN
1 5 (9.09%) OSPF
1 5 (9.09%) WAN
2 1 (1.82%) Cisco IPT
Database & Business Intelligence
1 19 (34.55%) Data Warehouse
2 18 (32.73%) Power BI
3 16 (29.09%) SQL Server Integration Services
4 13 (23.64%) SQL Server
5 9 (16.36%) NoSQL
6 7 (12.73%) Amazon Athena
6 7 (12.73%) SQL Server Analysis Services
6 7 (12.73%) SQL Server Reporting Services
7 6 (10.91%) Tableau
8 5 (9.09%) Azure SQL Database
8 5 (9.09%) BigQuery
8 5 (9.09%) MySQL
8 5 (9.09%) Parquet
9 4 (7.27%) Big Data
9 4 (7.27%) Oracle BI EE
10 3 (5.45%) Hadoop
11 2 (3.64%) Apache Hive
11 2 (3.64%) Enterprise Data Warehouse
11 2 (3.64%) RDBMS
11 2 (3.64%) Relational Database
Development Applications
1 2 (3.64%) SQL Server Management Studio (SSMS)
2 1 (1.82%) Git (software)
2 1 (1.82%) JIRA
2 1 (1.82%) kappa
2 1 (1.82%) Team Foundation Server
General
1 15 (27.27%) Analytical Skills
1 15 (27.27%) Social Skills
2 12 (21.82%) Retail
3 9 (16.36%) Finance
4 5 (9.09%) Manufacturing
Job Titles
1 27 (49.09%) Data Engineer
2 10 (18.18%) Analyst
2 10 (18.18%) Data Analyst
3 7 (12.73%) Business Intelligence Developer
3 7 (12.73%) Developer
4 5 (9.09%) Infrastructure Manager
4 5 (9.09%) IT Infrastructure Manager
4 5 (9.09%) IT Manager
4 5 (9.09%) Trainee
4 5 (9.09%) Trainee Analyst
4 5 (9.09%) Trainee Data Analyst
5 4 (7.27%) Architect
5 4 (7.27%) Azure Developer
5 4 (7.27%) Data Architect
5 4 (7.27%) DevSecOps Engineer
5 4 (7.27%) Informatica BI Developer
5 4 (7.27%) Informatica Developer
6 3 (5.45%) Power BI Developer
7 2 (3.64%) Head of Engineering
7 2 (3.64%) Security Engineer
Libraries, Frameworks & Software Standards
1 9 (16.36%) Kafka
2 6 (10.91%) YAML
3 5 (9.09%) Apache Avro
3 5 (9.09%) JSON
3 5 (9.09%) XML
Miscellaneous
1 5 (9.09%) Data Structures
2 2 (3.64%) Algorithms
Operating Systems
1 1 (1.82%) Linux
1 1 (1.82%) Unix
Processes & Methodologies
1 28 (50.91%) Business Intelligence
2 21 (38.18%) Agile Software Development
2 21 (38.18%) Analytics
3 19 (34.55%) Data Modelling
3 19 (34.55%) ETL
4 15 (27.27%) Data Engineering
5 12 (21.82%) Data Management
6 10 (18.18%) Visualisation
7 9 (16.36%) Continuous Improvement
7 9 (16.36%) Data Analysis
7 9 (16.36%) Data Analytics
7 9 (16.36%) Data Science
7 9 (16.36%) DevOps
8 8 (14.55%) Data Pipeline
9 6 (10.91%) Data Architecture
9 6 (10.91%) DataOps
9 6 (10.91%) Dependency Management
9 6 (10.91%) Software Engineering
9 6 (10.91%) Unit Testing
10 5 (9.09%) System Testing
Programming Languages
1 25 (45.45%) SQL
2 23 (41.82%) Python
3 13 (23.64%) C#
4 12 (21.82%) C++
5 11 (20.00%) C
6 9 (16.36%) Java
7 8 (14.55%) PowerShell
8 6 (10.91%) R
9 4 (7.27%) PL/SQL
10 2 (3.64%) Scala
10 2 (3.64%) U-SQL
11 1 (1.82%) Bash Shell
11 1 (1.82%) Data Analysis Expressions (DAX)
11 1 (1.82%) JavaScript
11 1 (1.82%) T-SQL
Qualifications
1 2 (3.64%) Degree
1 2 (3.64%) SC Cleared
1 2 (3.64%) Security Cleared
2 1 (1.82%) (ISC)2 CCSP
2 1 (1.82%) AWS Certification
2 1 (1.82%) CCSP
2 1 (1.82%) Cisco Certification
2 1 (1.82%) CISSP
2 1 (1.82%) Computer Science Degree
Quality Assurance & Compliance
1 5 (9.09%) Data Quality
2 3 (5.45%) ISO/IEC 27001
3 1 (1.82%) GxP
System Software
1 5 (9.09%) Active Directory
Systems Management
1 1 (1.82%) Ansible
1 1 (1.82%) Kubernetes
1 1 (1.82%) Terraform
Vendors
1 20 (36.36%) Databricks
1 20 (36.36%) Microsoft
2 6 (10.91%) Google
3 4 (7.27%) Informatica
3 4 (7.27%) Oracle
4 1 (1.82%) Palantir
4 1 (1.82%) ServiceNow
4 1 (1.82%) Talend