Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 22 August 2019

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 22 August 2019 with a comparison to the same period in the previous 2 years.

Data Lakes
England > East of England
6 months to
22 Aug 2019		 Same period 2018 Same period 2017
Rank 216 322 359
Rank change year-on-year +106 +37 -
Permanent jobs citing Data Lake 61 29 5
As % of all permanent IT jobs advertised in the East of England 0.85% 0.25% 0.042%
As % of the Database & Business Intelligence category 3.43% 0.91% 0.15%
Number of salaries quoted 46 35 4
East of England median annual salary £45,000 £60,000 £56,250
Median salary % change year-on-year -25.00% +6.67% -
10th Percentile £37,000 £44,750 £48,975
90th Percentile £75,000 £65,000 £61,750
England median annual salary £65,000 £65,000 £60,000
% change year-on-year - +8.33% -20.00%

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 of England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
East of England
Permanent vacancies with a requirement for database or business intelligence skills 1,779 3,188 3,375
As % of all permanent IT jobs advertised in the East of England 24.78% 27.95% 28.15%
Number of salaries quoted 1,420 2,562 2,823
East of England median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +5.88%
10th Percentile £32,500 £30,000 £29,750
90th Percentile £70,000 £72,500 £65,000
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

Data Lake
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Lake in the East of England

Data Lake
Salary Trend in the East of England

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

Salary trend for Data Lake in the East of England

Data Lake
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Lake in the East of England over the 6 months to 22 August 2019.

Salary histogram for Data Lake in the East of England

Data Lake
Job Locations in the East of England

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 of England region over the 6 months to 22 August 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
Hertfordshire - 29 £45,000 - 3
Cambridgeshire +63 20 £62,500 +28.21% 2
Bedfordshire +16 11 £75,000 -
Suffolk +20 1 £45,000 -14.29%
Data Lake
England

For the 6 months to 22 August 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 East of England region with a requirement for Data Lake.

1 45 (73.77%) Azure
2 41 (67.21%) Analytics
3 38 (62.30%) Azure SQL Data Warehouse
3 38 (62.30%) Data Warehouse
4 37 (60.66%) Microsoft
5 36 (59.02%) Business Intelligence
5 36 (59.02%) SQL
6 34 (55.74%) Power Platform
6 34 (55.74%) Power BI
7 32 (52.46%) Data Modelling
8 30 (49.18%) SQL Server Integration Services
9 27 (44.26%) Visualisation
10 26 (42.62%) Business Analytics
11 25 (40.98%) SQL Server
12 24 (39.34%) Big Data
13 23 (37.70%) Data Strategy
13 23 (37.70%) ETL
13 23 (37.70%) Retail
14 21 (34.43%) Azure Data Factory
15 20 (32.79%) Data Analysis Expressions (DAX)
16 17 (27.87%) Stakeholder Management
16 17 (27.87%) T-SQL
16 17 (27.87%) VBA
16 17 (27.87%) AWS
16 17 (27.87%) Spreadsheet
16 17 (27.87%) PowerPivot
17 16 (26.23%) Data Quality
18 12 (19.67%) Information Management
18 12 (19.67%) Pharmaceutical
18 12 (19.67%) Information Architecture

Data Lake
Co-occurring IT Skills in the East of England 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 4 (6.56%) Apache Spark
1 4 (6.56%) SharePoint
Applications
1 17 (27.87%) Spreadsheet
2 6 (9.84%) Microsoft Excel
3 4 (6.56%) Microsoft Office
Cloud Services
1 45 (73.77%) Azure
2 34 (55.74%) Power Platform
3 21 (34.43%) Azure Data Factory
4 17 (27.87%) AWS
5 10 (16.39%) PaaS
6 5 (8.20%) Serverless
7 4 (6.56%) IaaS
7 4 (6.56%) SaaS
8 1 (1.64%) Amazon Kinesis
8 1 (1.64%) Amazon SQS
8 1 (1.64%) AWS CloudFormation
8 1 (1.64%) AWS Lambda
Database & Business Intelligence
1 38 (62.30%) Azure SQL Data Warehouse
1 38 (62.30%) Data Warehouse
2 34 (55.74%) Power BI
3 30 (49.18%) SQL Server Integration Services
4 25 (40.98%) SQL Server
5 24 (39.34%) Big Data
6 17 (27.87%) PowerPivot
7 12 (19.67%) HDInsight
8 9 (14.75%) Azure SQL Database
9 7 (11.48%) SQL Server Analysis Services
9 7 (11.48%) SQL Server Reporting Services
10 2 (3.28%) Hadoop
11 1 (1.64%) Amazon Athena
11 1 (1.64%) Amazon DynamoDB
11 1 (1.64%) Amazon Redshift
Development Applications
1 5 (8.20%) Visual Studio
2 1 (1.64%) Git (software)
2 1 (1.64%) Jenkins
General
1 23 (37.70%) Retail
2 12 (19.67%) Pharmaceutical
3 4 (6.56%) Marketing
Job Titles
1 19 (31.15%) Analyst
2 18 (29.51%) Architect
3 17 (27.87%) Data Architect
4 13 (21.31%) Business Intelligence Analyst
5 12 (19.67%) Business Intelligence Developer
5 12 (19.67%) Developer
5 12 (19.67%) Enterprise Architect
5 12 (19.67%) Enterprise Data Architect
5 12 (19.67%) Enterprise Information Architect
5 12 (19.67%) Information Architect
6 9 (14.75%) Power BI Analyst
7 8 (13.11%) Power BI Developer
8 6 (9.84%) Data Analyst
8 6 (9.84%) Data Engineer
9 5 (8.20%) Analyst Developer
10 4 (6.56%) Big Data Manager
10 4 (6.56%) Business Intelligence Manager
10 4 (6.56%) Delivery Manager
11 3 (4.92%) Business Intelligence Architect
12 2 (3.28%) Insight Analyst
Libraries, Frameworks & Software Standards
1 5 (8.20%) .NET
2 1 (1.64%) .NET Framework
2 1 (1.64%) Kafka
2 1 (1.64%) Serverless Framework
2 1 (1.64%) Swagger
2 1 (1.64%) Web Services
Miscellaneous
1 6 (9.84%) Analytical Skills
2 4 (6.56%) Mobile App
3 1 (1.64%) Cloud Native
Operating Systems
1 1 (1.64%) Unix
1 1 (1.64%) Windows
1 1 (1.64%) Windows Server
Processes & Methodologies
1 41 (67.21%) Analytics
2 36 (59.02%) Business Intelligence
3 32 (52.46%) Data Modelling
4 27 (44.26%) Visualisation
5 26 (42.62%) Business Analytics
6 23 (37.70%) Data Strategy
6 23 (37.70%) ETL
7 17 (27.87%) Stakeholder Management
8 12 (19.67%) Coaching
8 12 (19.67%) Data Transformation
8 12 (19.67%) Information Architecture
8 12 (19.67%) Information Management
8 12 (19.67%) Project Governance
9 10 (16.39%) Data Management
10 8 (13.11%) Process Improvement
11 6 (9.84%) Agile Software Development
11 6 (9.84%) Customer-Centricity
11 6 (9.84%) Dashboard Development
11 6 (9.84%) Mathematics
11 6 (9.84%) TOGAF
Programming Languages
1 36 (59.02%) SQL
2 20 (32.79%) Data Analysis Expressions (DAX)
3 17 (27.87%) T-SQL
3 17 (27.87%) VBA
4 7 (11.48%) C#
5 3 (4.92%) Python
6 1 (1.64%) Bash Shell
6 1 (1.64%) PowerShell
Qualifications
1 6 (9.84%) TOGAF Certification
2 1 (1.64%) AWS Certification
Quality Assurance & Compliance
1 16 (26.23%) Data Quality
System Software
1 1 (1.64%) Active Directory
Systems Management
1 1 (1.64%) Terraform
Vendors
1 37 (60.66%) Microsoft
2 4 (6.56%) Salesforce.com
2 4 (6.56%) Tableau