Period
to 11 December 2018

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 11 December 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
East of England > Cambridgeshire
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 160 207 173
Rank change year-on-year +47 -34 -
Permanent jobs citing Data Lake 18 2 3
As % of all permanent IT jobs advertised in Cambridgeshire 0.58% 0.046% 0.088%
As % of the Database & Business Intelligence category 2.22% 0.19% 0.35%
Number of salaries quoted 26 2 3
Cambridgeshire median annual salary £60,000 £66,500 £55,000
Median salary % change year-on-year -9.77% +20.91% -
10th Percentile £46,250 £51,450 £50,000
90th Percentile £101,250 £83,550 £62,000
East of England median annual salary £53,750 £55,000 £55,000
% change year-on-year -2.27% - -

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 809 1,043 851
As % of all permanent IT jobs advertised in Cambridgeshire 26.26% 24.12% 24.94%
Number of salaries quoted 592 847 732
Cambridgeshire median annual salary £47,773 £45,000 £42,500
Median salary % change year-on-year +6.16% +5.88% +3.66%
10th Percentile £30,000 £31,250 £27,500
90th Percentile £77,500 £67,500 £62,500
East of England median annual salary £47,500 £45,000 £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 11 December 2018.

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 11 December 2018. 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 +54 14 £60,000 +25.00%
Peterborough -26 4 £52,500 -38.24% 1
Data Lake
East of England

For the 6 months to 11 December 2018, 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 17 (94.44%) Business Intelligence
2 13 (72.22%) Microsoft
2 13 (72.22%) SQL
2 13 (72.22%) Microsoft Azure
3 12 (66.67%) Azure SQL Database
3 12 (66.67%) Analytics
3 12 (66.67%) Azure Data Factory
4 10 (55.56%) SQL Server Analysis Services
4 10 (55.56%) SQL Server
4 10 (55.56%) SQL Server Integration Services
5 9 (50.00%) Agile Software Development
5 9 (50.00%) Data Modelling
5 9 (50.00%) ETL
5 9 (50.00%) Data Analysis Expressions (DAX)
6 8 (44.44%) Power BI
7 7 (38.89%) Big Data
8 6 (33.33%) Data Warehouse
8 6 (33.33%) SQL Server Reporting Services
9 5 (27.78%) Data Integration
9 5 (27.78%) T-SQL
9 5 (27.78%) Tableau
9 5 (27.78%) Data Quality
9 5 (27.78%) Cosmos DB
9 5 (27.78%) Azure SQL Data Warehouse
9 5 (27.78%) Databricks
10 4 (22.22%) Data Science
10 4 (22.22%) Data Transformation
10 4 (22.22%) Performance Tuning
10 4 (22.22%) Dimensional Modelling
10 4 (22.22%) PowerPivot

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 2 (11.11%) Apache Spark
Applications
1 4 (22.22%) Microsoft Excel
Cloud Services
1 13 (72.22%) Microsoft Azure
2 12 (66.67%) Azure Data Factory
3 3 (16.67%) Data Lake Analytics
Database & Business Intelligence
1 12 (66.67%) Azure SQL Database
2 10 (55.56%) SQL Server
2 10 (55.56%) SQL Server Analysis Services
2 10 (55.56%) SQL Server Integration Services
3 8 (44.44%) Power BI
4 7 (38.89%) Big Data
5 6 (33.33%) Data Warehouse
5 6 (33.33%) SQL Server Reporting Services
6 5 (27.78%) Azure SQL Data Warehouse
6 5 (27.78%) Cosmos DB
7 4 (22.22%) Microsoft Analysis Services
7 4 (22.22%) PowerPivot
8 1 (5.56%) Apache Hive
8 1 (5.56%) Hadoop
8 1 (5.56%) HDInsight
General
1 4 (22.22%) Pharmaceutical
2 1 (5.56%) Advertising
2 1 (5.56%) Legal
Job Titles
1 10 (55.56%) Developer
2 9 (50.00%) Business Intelligence Developer
3 5 (27.78%) Business Developer
3 5 (27.78%) Data Warehouse Developer
3 5 (27.78%) ETL Developer
3 5 (27.78%) SQL BI Developer
3 5 (27.78%) SQL Developer
3 5 (27.78%) SQL Server BI Developer
3 5 (27.78%) SQL Server Data Warehouse Developer
3 5 (27.78%) SQL Server Developer
4 4 (22.22%) Data Scientist
4 4 (22.22%) Programme Manager
5 1 (5.56%) Big Data Developer
Libraries, Frameworks & Software Standards
1 4 (22.22%) JSON
2 1 (5.56%) Kafka
2 1 (5.56%) SparkR
Miscellaneous
1 4 (22.22%) Life Science
Processes & Methodologies
1 17 (94.44%) Business Intelligence
2 12 (66.67%) Analytics
3 9 (50.00%) Agile Software Development
3 9 (50.00%) Data Modelling
3 9 (50.00%) ETL
4 5 (27.78%) Data Integration
5 4 (22.22%) Data Analysis
5 4 (22.22%) Data Science
5 4 (22.22%) Data Transformation
5 4 (22.22%) Database Tuning
5 4 (22.22%) Dimensional Modelling
5 4 (22.22%) Kimball Methodology
5 4 (22.22%) Performance Tuning
5 4 (22.22%) Project Management
5 4 (22.22%) Scrum
6 3 (16.67%) Machine Learning
7 2 (11.11%) Problem-Solving
8 1 (5.56%) Data-Driven Decision Making
8 1 (5.56%) Decision-Making
8 1 (5.56%) Master Data Management
Programming Languages
1 13 (72.22%) SQL
2 9 (50.00%) Data Analysis Expressions (DAX)
3 5 (27.78%) T-SQL
4 4 (22.22%) PowerShell
5 2 (11.11%) U-SQL
6 1 (5.56%) R
6 1 (5.56%) Scala
Qualifications
1 1 (5.56%) Degree
Quality Assurance & Compliance
1 5 (27.78%) Data Quality
2 4 (22.22%) QA
System Software
1 1 (5.56%) HDFS
Vendors
1 13 (72.22%) Microsoft
2 5 (27.78%) Databricks
2 5 (27.78%) Tableau