Period
to 21 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 21 September 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
South East > Berkshire
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 248 240 -
Rank change year-on-year -8 - +332
Permanent jobs citing Data Lake 20 11 0
As % of all permanent IT jobs advertised in Berkshire 0.31% 0.17% -
As % of the Database & Business Intelligence category 1.03% 0.61% -
Number of salaries quoted 19 7 0
Berkshire median annual salary £60,000 £67,500 -
Median salary % change year-on-year -11.11% - -
South East median annual salary £65,000 £50,000 £45,000
% change year-on-year +30.00% +11.11% +28.57%

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 Berkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Berkshire
Permanent vacancies with a requirement for database or business intelligence skills 1,941 1,809 2,248
As % of all permanent IT jobs advertised in Berkshire 29.83% 28.77% 25.38%
Number of salaries quoted 1,565 1,510 1,972
Berkshire median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - -
10th Percentile £31,250 £29,750 £30,525
90th Percentile £72,500 £72,500 £67,500
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Data Lake
Job Vacancy Trend in Berkshire

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

Job vacancy trend for Data Lake in Berkshire

Data Lake
Salary Trend in Berkshire

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

Salary trend for Data Lake in Berkshire

Data Lake
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Data Lake in Berkshire over the 6 months to 21 September 2018.

Salary histogram for Data Lake in Berkshire

Data Lake
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the Berkshire region over the 6 months to 21 September 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
Reading +17 14 £58,750 -16.07%
Maidenhead -41 2 £65,000 -3.70% 1
Newbury - 1 £77,500 -
Windsor - 1 £50,000 -
Wokingham - 1 - -
Bracknell - 1 £37,500 - 1
Data Lake
South East

For the 6 months to 21 September 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 Berkshire region with a requirement for Data Lake.

1 18 (90.00%) Microsoft Azure
2 16 (80.00%) SQL
2 16 (80.00%) Microsoft
3 15 (75.00%) Business Intelligence
4 14 (70.00%) Azure Data Factory
5 13 (65.00%) Advertising
5 13 (65.00%) SQL Server Integration Services
6 12 (60.00%) Power BI
6 12 (60.00%) Azure SQL Database
6 12 (60.00%) Analytics
7 11 (55.00%) Azure SQL Data Warehouse
8 10 (50.00%) Hadoop
8 10 (50.00%) SQL Server
9 9 (45.00%) SQL Server Analysis Services
10 8 (40.00%) SQL Server Reporting Services
10 8 (40.00%) HDInsight
10 8 (40.00%) Data Analytics
10 8 (40.00%) HDFS
11 7 (35.00%) Machine Learning
11 7 (35.00%) Cosmos DB
11 7 (35.00%) Artificial Intelligence
12 6 (30.00%) SQL Server 2014
12 6 (30.00%) SQL Server 2012
13 5 (25.00%) Talend
13 5 (25.00%) Amazon AWS
13 5 (25.00%) T-SQL
13 5 (25.00%) ETL
14 4 (20.00%) Python
14 4 (20.00%) Data Warehouse
14 4 (20.00%) Informatica

Data Lake
Co-occurring IT Skills in Berkshire 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 (10.00%) Apache Pig
1 2 (10.00%) BizTalk Server
Business Applications
1 2 (10.00%) Maximo
Cloud Services
1 18 (90.00%) Microsoft Azure
2 14 (70.00%) Azure Data Factory
3 5 (25.00%) Amazon AWS
4 4 (20.00%) Google Cloud Platform
4 4 (20.00%) PaaS
4 4 (20.00%) SaaS
5 2 (10.00%) IaaS
Database & Business Intelligence
1 13 (65.00%) SQL Server Integration Services
2 12 (60.00%) Azure SQL Database
2 12 (60.00%) Power BI
3 11 (55.00%) Azure SQL Data Warehouse
4 10 (50.00%) Hadoop
4 10 (50.00%) SQL Server
5 9 (45.00%) SQL Server Analysis Services
6 8 (40.00%) HDInsight
6 8 (40.00%) SQL Server Reporting Services
7 7 (35.00%) Cosmos DB
8 6 (30.00%) SQL Server 2012
8 6 (30.00%) SQL Server 2014
9 4 (20.00%) Data Warehouse
9 4 (20.00%) NoSQL
10 2 (10.00%) Big Data
11 1 (5.00%) OLAP
11 1 (5.00%) OLAP Cube
11 1 (5.00%) PostgreSQL
Development Applications
1 2 (10.00%) TeamCity
General
1 13 (65.00%) Advertising
2 1 (5.00%) Telecoms
Job Titles
1 10 (50.00%) Consultant
2 6 (30.00%) Business Consultant
2 6 (30.00%) Business Intelligence Consultant
3 5 (25.00%) Architect
3 5 (25.00%) Data Engineer
3 5 (25.00%) Developer
4 4 (20.00%) Data Consultant
5 3 (15.00%) Cloud Architect
5 3 (15.00%) Solutions Architect
6 2 (10.00%) Azure Architect
6 2 (10.00%) Azure Consultant
6 2 (10.00%) Business Intelligence Developer
6 2 (10.00%) Cloud Solutions Architect
6 2 (10.00%) Data Architect
6 2 (10.00%) Junior
6 2 (10.00%) Junior Developer
6 2 (10.00%) Microsoft Solutions Architect
6 2 (10.00%) Senior Business Consultant
6 2 (10.00%) Senior Business Intelligence Consultant
6 2 (10.00%) Senior Consultant
Libraries, Frameworks & Software Standards
1 2 (10.00%) Ajax
1 2 (10.00%) AngularJS
1 2 (10.00%) AppFabric
1 2 (10.00%) KnockoutJS
1 2 (10.00%) Node.js
1 2 (10.00%) SAP PI
1 2 (10.00%) Twitter Bootstrap
Miscellaneous
1 4 (20.00%) Driving Licence
2 3 (15.00%) Greenfield Project
3 2 (10.00%) Enterprise Software
3 2 (10.00%) Hybrid Cloud
4 1 (5.00%) Data Structures
Processes & Methodologies
1 15 (75.00%) Business Intelligence
2 12 (60.00%) Analytics
3 8 (40.00%) Data Analytics
4 7 (35.00%) Artificial Intelligence
4 7 (35.00%) Machine Learning
5 5 (25.00%) ETL
6 4 (20.00%) Continuous Integration
6 4 (20.00%) Data Engineering
7 2 (10.00%) Agile Software Development
7 2 (10.00%) Customer Requirements
7 2 (10.00%) Data Visualisation
7 2 (10.00%) Dependency Injection
7 2 (10.00%) MVC
7 2 (10.00%) Stakeholder Management
7 2 (10.00%) Test Automation
7 2 (10.00%) TOGAF
7 2 (10.00%) Visualisation
8 1 (5.00%) B2B
8 1 (5.00%) Data Management
8 1 (5.00%) Migration
Programming Languages
1 16 (80.00%) SQL
2 5 (25.00%) T-SQL
3 4 (20.00%) Python
4 2 (10.00%) C#
4 2 (10.00%) F#
4 2 (10.00%) JavaScript
4 2 (10.00%) ML
4 2 (10.00%) R
5 1 (5.00%) Data Analysis Expressions (DAX)
5 1 (5.00%) U-SQL
Qualifications
1 2 (10.00%) Degree
1 2 (10.00%) MCSA
1 2 (10.00%) MCSE
1 2 (10.00%) Microsoft Certification
Quality Assurance & Compliance
1 1 (5.00%) GDPR
System Software
1 8 (40.00%) HDFS
2 4 (20.00%) Docker
Systems Management
1 4 (20.00%) Docker Swarm
1 4 (20.00%) Kubernetes
Vendors
1 16 (80.00%) Microsoft
2 5 (25.00%) Talend
3 4 (20.00%) Google
3 4 (20.00%) Informatica
3 4 (20.00%) Tableau
4 2 (10.00%) IBM
4 2 (10.00%) Salesforce.com
4 2 (10.00%) SAP
5 1 (5.00%) Oracle