Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 9 December 2018

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

Data Lakes
England > East of England
6 months to
9 Dec 2018		 Same period 2017 Same period 2016
Rank 291 347 366
Rank change year-on-year +56 +19 -
Permanent jobs citing Data Lake 39 8 3
As % of all permanent IT jobs advertised in the East of England 0.39% 0.067% 0.023%
As % of the Database & Business Intelligence category 1.52% 0.24% 0.084%
Number of salaries quoted 39 6 3
East of England median annual salary £52,500 £55,000 £55,000
Median salary % change year-on-year -4.55% - -
10th Percentile £34,750 £49,625 £50,000
90th Percentile £61,000 £73,750 £62,000
England median annual salary £65,000 £63,750 £77,500
% change year-on-year +1.96% -17.74% +10.71%

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 2,566 3,369 3,592
As % of all permanent IT jobs advertised in the East of England 25.94% 28.04% 27.57%
Number of salaries quoted 2,049 2,800 3,012
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £30,000 £31,200 £28,000
90th Percentile £72,500 £67,500 £66,250
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

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 9 December 2018.

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 9 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
Cambridgeshire +52 17 £60,000 -9.77%
Suffolk +5 14 £36,500 -33.64%
Bedfordshire - 7 - -
Hertfordshire +17 1 - - 5
Data Lake
England

For the 6 months to 9 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 East of England region with a requirement for Data Lake.

1 37 (94.87%) Business Intelligence
2 30 (76.92%) Agile Software Development
3 27 (69.23%) SQL
3 27 (69.23%) Data Warehouse
4 23 (58.97%) ETL
5 22 (56.41%) Microsoft Azure
6 21 (53.85%) Azure SQL Database
6 21 (53.85%) Analytics
6 21 (53.85%) Azure Data Factory
7 19 (48.72%) SQL Server Analysis Services
7 19 (48.72%) Microsoft
7 19 (48.72%) SQL Server
8 17 (43.59%) Data Modelling
8 17 (43.59%) Power BI
9 15 (38.46%) SQL Server Reporting Services
10 14 (35.90%) T-SQL
10 14 (35.90%) Azure SQL Data Warehouse
10 14 (35.90%) Tableau
11 13 (33.33%) PowerShell
11 13 (33.33%) Microsoft Analysis Services
12 11 (28.21%) Waterfall
13 10 (25.64%) Data Analytics
13 10 (25.64%) Coaching
13 10 (25.64%) Decision-Making
13 10 (25.64%) SQL Server Integration Services
14 9 (23.08%) JIRA
14 9 (23.08%) QA
14 9 (23.08%) .NET
14 9 (23.08%) MySQL
14 9 (23.08%) Crystal Reports

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 9 (23.08%) Confluence
2 2 (5.13%) Apache Spark
Applications
1 4 (10.26%) Microsoft Excel
Business Applications
1 7 (17.95%) Dynamics CRM
Cloud Services
1 22 (56.41%) Microsoft Azure
2 21 (53.85%) Azure Data Factory
3 6 (15.38%) Data Lake Analytics
Database & Business Intelligence
1 27 (69.23%) Data Warehouse
2 21 (53.85%) Azure SQL Database
3 19 (48.72%) SQL Server
3 19 (48.72%) SQL Server Analysis Services
4 17 (43.59%) Power BI
5 15 (38.46%) SQL Server Reporting Services
6 14 (35.90%) Azure SQL Data Warehouse
7 13 (33.33%) Microsoft Analysis Services
8 10 (25.64%) SQL Server Integration Services
9 9 (23.08%) Crystal Reports
9 9 (23.08%) MySQL
9 9 (23.08%) NoSQL
9 9 (23.08%) Snowflake Schema
10 7 (17.95%) Big Data
11 5 (12.82%) Cosmos DB
12 4 (10.26%) PowerPivot
13 1 (2.56%) Apache Hive
13 1 (2.56%) Hadoop
13 1 (2.56%) HDInsight
Development Applications
1 9 (23.08%) JIRA
2 5 (12.82%) SoapUI
General
1 7 (17.95%) Marketing
2 4 (10.26%) Finance
3 3 (7.69%) Pharmaceutical
4 1 (2.56%) Advertising
4 1 (2.56%) Legal
Job Titles
1 19 (48.72%) Developer
2 18 (46.15%) Business Intelligence Developer
3 10 (25.64%) SQL BI Developer
3 10 (25.64%) SQL Developer
3 10 (25.64%) SQL Server BI Developer
3 10 (25.64%) SQL Server Developer
4 7 (17.95%) Analyst
4 7 (17.95%) Business Analyst
4 7 (17.95%) Senior Analyst
4 7 (17.95%) Senior Business Analyst
5 6 (15.38%) Azure Developer
5 6 (15.38%) Microsoft BI Developer
5 6 (15.38%) Microsoft Developer
6 5 (12.82%) Business Developer
6 5 (12.82%) Data Warehouse Developer
6 5 (12.82%) ETL Developer
6 5 (12.82%) QA Manager
6 5 (12.82%) SQL Server Data Warehouse Developer
7 4 (10.26%) Data Scientist
8 3 (7.69%) Programme Manager
Libraries, Frameworks & Software Standards
1 9 (23.08%) .NET
2 4 (10.26%) JSON
2 4 (10.26%) SOAP
3 1 (2.56%) Kafka
3 1 (2.56%) SparkR
Miscellaneous
1 7 (17.95%) EPoS
1 7 (17.95%) Management Information System
2 4 (10.26%) Reinsurance
3 3 (7.69%) Life Science
Processes & Methodologies
1 37 (94.87%) Business Intelligence
2 30 (76.92%) Agile Software Development
3 23 (58.97%) ETL
4 21 (53.85%) Analytics
5 17 (43.59%) Data Modelling
6 11 (28.21%) Waterfall
7 10 (25.64%) Coaching
7 10 (25.64%) Data Analytics
7 10 (25.64%) Decision-Making
8 9 (23.08%) Mentoring
8 9 (23.08%) Problem-Solving
8 9 (23.08%) User Stories
9 8 (20.51%) Master Data Management
10 7 (17.95%) CRM
10 7 (17.95%) Dynamic Pricing
10 7 (17.95%) Workshop Facilitation
11 5 (12.82%) Data Migration
11 5 (12.82%) Load Testing
11 5 (12.82%) Migration
11 5 (12.82%) Release Management
Programming Languages
1 27 (69.23%) SQL
2 14 (35.90%) T-SQL
3 13 (33.33%) PowerShell
4 9 (23.08%) C#
4 9 (23.08%) Data Analysis Expressions (DAX)
5 2 (5.13%) U-SQL
6 1 (2.56%) R
6 1 (2.56%) Scala
Qualifications
1 6 (15.38%) Degree
2 1 (2.56%) SC Cleared
2 1 (2.56%) Security Cleared
Quality Assurance & Compliance
1 9 (23.08%) QA
2 4 (10.26%) Data Quality
System Software
1 1 (2.56%) HDFS
Vendors
1 19 (48.72%) Microsoft
2 14 (35.90%) Tableau
3 5 (12.82%) Databricks