Period
to 19 March 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 19 March 2019 with a comparison to the same period in the previous 2 years.

Data Lakes
East of England > Cambridgeshire
6 months to
19 Mar 2019
Same period 2018 Same period 2017
Rank 151 216 173
Rank change year-on-year +65 -43 -
Permanent jobs citing Data Lake 21 1 3
As % of all permanent IT jobs advertised in Cambridgeshire 0.74% 0.022% 0.090%
As % of the Database & Business Intelligence category 3.07% 0.095% 0.38%
Number of salaries quoted 25 1 3
Cambridgeshire median annual salary £60,000 £85,000 £55,000
Median salary % change year-on-year -29.41% +54.55% -
10th Percentile £52,500 £82,500 £50,000
90th Percentile £101,250 £87,500 £62,000
East of England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

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 Cambridgeshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridgeshire
Permanent vacancies with a requirement for database or business intelligence skills 684 1,051 797
As % of all permanent IT jobs advertised in Cambridgeshire 24.01% 23.64% 23.86%
Number of salaries quoted 517 846 681
Cambridgeshire median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% +6.25%
10th Percentile £32,000 £32,000 £27,500
90th Percentile £77,500 £67,500 £62,500
East of England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

Data Lake
Job Vacancy Trend in Cambridgeshire

Job postings citing Data Lake as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Data Lake in Cambridgeshire

Data Lake
Salary Trend in Cambridgeshire

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

Salary trend for Data Lake in Cambridgeshire

Data Lake
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Lake in Cambridgeshire over the 6 months to 19 March 2019.

Salary histogram for Data Lake in Cambridgeshire

Data Lake
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the Cambridgeshire region over the 6 months to 19 March 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
Cambridge - 13 £60,000 -
Huntingdon - 2 - -
Peterborough -6 1 £60,000 -29.41%
Data Lake
East of England

For the 6 months to 19 March 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 Cambridgeshire region with a requirement for Data Lake.

1 14 (66.67%) Microsoft Azure
2 13 (61.90%) Analytics
2 13 (61.90%) Data Modelling
3 12 (57.14%) SQL
3 12 (57.14%) Business Intelligence
3 12 (57.14%) Azure SQL Database
3 12 (57.14%) Azure Data Factory
4 9 (42.86%) Azure SQL Data Warehouse
5 7 (33.33%) Big Data
5 7 (33.33%) HDInsight
5 7 (33.33%) Data Engineering
5 7 (33.33%) Data Integration
5 7 (33.33%) Data Transformation
5 7 (33.33%) Process Improvement
5 7 (33.33%) Data Quality
5 7 (33.33%) Data Warehouse
5 7 (33.33%) Life Science
5 7 (33.33%) Project Management
5 7 (33.33%) Pharmaceutical
5 7 (33.33%) Data Science
6 6 (28.57%) ETL
7 5 (23.81%) SQL Server
7 5 (23.81%) SQL Server Analysis Services
7 5 (23.81%) SQL Server Integration Services
7 5 (23.81%) Microsoft
7 5 (23.81%) Agile Software Development
7 5 (23.81%) Data Analysis Expressions (DAX)
7 5 (23.81%) Power BI
7 5 (23.81%) Apache Spark
8 4 (19.05%) Cosmos DB

Data Lake
Co-occurring IT Skills in Cambridgeshire 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 5 (23.81%) Apache Spark
Applications
1 3 (14.29%) Microsoft Excel
Cloud Services
1 14 (66.67%) Microsoft Azure
2 12 (57.14%) Azure Data Factory
3 2 (9.52%) Serverless
Database & Business Intelligence
1 12 (57.14%) Azure SQL Database
2 9 (42.86%) Azure SQL Data Warehouse
3 7 (33.33%) Big Data
3 7 (33.33%) Data Warehouse
3 7 (33.33%) HDInsight
4 5 (23.81%) Power BI
4 5 (23.81%) SQL Server
4 5 (23.81%) SQL Server Analysis Services
4 5 (23.81%) SQL Server Integration Services
5 4 (19.05%) Cosmos DB
5 4 (19.05%) Hadoop
6 3 (14.29%) Microsoft Analysis Services
6 3 (14.29%) PowerPivot
7 2 (9.52%) SQL Server Reporting Services
Development Applications
1 3 (14.29%) Visual Studio
General
1 7 (33.33%) Pharmaceutical
Job Titles
1 9 (42.86%) Data Engineer
2 7 (33.33%) Programme Manager
3 5 (23.81%) Azure Engineer
3 5 (23.81%) Business Intelligence Developer
3 5 (23.81%) Developer
4 2 (9.52%) Business Developer
4 2 (9.52%) Data Warehouse Developer
4 2 (9.52%) ETL Developer
4 2 (9.52%) SQL BI Developer
4 2 (9.52%) SQL Developer
4 2 (9.52%) SQL Server BI Developer
4 2 (9.52%) SQL Server Data Warehouse Developer
4 2 (9.52%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 3 (14.29%) JSON
1 3 (14.29%) Kafka
2 1 (4.76%) .NET
2 1 (4.76%) .NET Framework
Miscellaneous
1 7 (33.33%) Life Science
2 2 (9.52%) Industrial Internet of Things
2 2 (9.52%) Internet of Things
Processes & Methodologies
1 13 (61.90%) Analytics
1 13 (61.90%) Data Modelling
2 12 (57.14%) Business Intelligence
3 7 (33.33%) Data Engineering
3 7 (33.33%) Data Integration
3 7 (33.33%) Data Science
3 7 (33.33%) Data Transformation
3 7 (33.33%) Process Improvement
3 7 (33.33%) Project Management
4 6 (28.57%) ETL
5 5 (23.81%) Agile Software Development
6 3 (14.29%) Data Analysis
6 3 (14.29%) Database Tuning
6 3 (14.29%) Dimensional Modelling
6 3 (14.29%) Kimball Methodology
6 3 (14.29%) Performance Tuning
6 3 (14.29%) Scrum
6 3 (14.29%) Sprint Planning
7 2 (9.52%) Actionable Insight
7 2 (9.52%) Customer Acquisition
Programming Languages
1 12 (57.14%) SQL
2 5 (23.81%) Data Analysis Expressions (DAX)
3 4 (19.05%) C#
4 3 (14.29%) PowerShell
5 2 (9.52%) T-SQL
6 1 (4.76%) Python
Qualifications
1 2 (9.52%) Computer Science Degree
1 2 (9.52%) Degree
Quality Assurance & Compliance
1 7 (33.33%) Data Quality
2 3 (14.29%) QA
Vendors
1 5 (23.81%) Microsoft
2 2 (9.52%) Databricks
2 2 (9.52%) Tableau