Period
to 23 July 2018

The following table provides summary statistics for permanent job vacancies advertised in the South West 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 23 July 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
England > South West
6 months to
23 Jul 2018
Same period 2017 Same period 2016
Rank 324 323 348
Rank change year-on-year -1 +25 -
Permanent jobs citing Data Lake 14 7 1
As % of all permanent IT jobs advertised in the South West 0.13% 0.067% 0.009%
As % of the Database & Business Intelligence category 0.43% 0.22% 0.028%
Number of salaries quoted 12 7 1
South West median annual salary £57,500 £55,000 £60,000
Median salary % change year-on-year +4.55% -8.33% -
England median annual salary £65,000 £60,000 £86,250
% change year-on-year +8.33% -30.43% +91.67%

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 South West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
South West
Permanent vacancies with a requirement for database or business intelligence skills 3,265 3,245 3,562
As % of all permanent IT jobs advertised in the South West 30.52% 30.96% 31.96%
Number of salaries quoted 2,794 2,818 2,988
South West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £62,500 £62,500 £61,250
England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

Data Lake
Job Vacancy Trend in the South West

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

Job vacancy trend for Data Lake in the South West

Data Lake
Salary Trend in the South West

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

Salary trend for Data Lake in the South West

Data Lake
Salary Histogram in the South West

The salary distribution of IT jobs citing Data Lake in the South West over the 6 months to 23 July 2018.

Salary histogram for Data Lake in the South West

Data Lake
Job Locations in the South West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the South West region over the 6 months to 23 July 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
Gloucestershire - 7 £55,000 -
Wiltshire -3 4 £85,000 +54.55% 1
Devon +17 2 £64,000 +18.52%
Bristol +1 1 - -
Data Lake
England

For the 6 months to 23 July 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 South West region with a requirement for Data Lake.

1 11 (78.57%) SQL
1 11 (78.57%) SQL Server
1 11 (78.57%) Microsoft Azure
2 9 (64.29%) SQL Server Integration Services
2 9 (64.29%) Business Intelligence
2 9 (64.29%) Microsoft
3 8 (57.14%) Analytics
4 7 (50.00%) SQL Server 2012
4 7 (50.00%) Data Engineering
4 7 (50.00%) Data Warehouse
4 7 (50.00%) Agile Software Development
5 6 (42.86%) Data Management
5 6 (42.86%) SaaS
6 5 (35.71%) Big Data
6 5 (35.71%) SQL Server 2016
6 5 (35.71%) CRM
6 5 (35.71%) ERP
6 5 (35.71%) T-SQL
6 5 (35.71%) SQL Server Reporting Services
6 5 (35.71%) Data Analysis
6 5 (35.71%) SQL Server 2005
6 5 (35.71%) Dynamics CRM
6 5 (35.71%) SQL Server Analysis Services
6 5 (35.71%) SQL Server 2008
7 4 (28.57%) Data Architecture
7 4 (28.57%) Migration
7 4 (28.57%) ETL
7 4 (28.57%) Power BI
7 4 (28.57%) Azure Data Factory
7 4 (28.57%) Azure SQL Data Warehouse

Data Lake
Co-occurring IT Skills in the South West 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 (14.29%) Drupal
2 1 (7.14%) SAS
Applications
1 1 (7.14%) Chatbot
Business Applications
1 5 (35.71%) Dynamics CRM
Cloud Services
1 11 (78.57%) Microsoft Azure
2 6 (42.86%) SaaS
3 4 (28.57%) Azure Data Factory
4 3 (21.43%) Amazon AWS
4 3 (21.43%) Azure Active Directory
4 3 (21.43%) PaaS
5 2 (14.29%) Data Lake Analytics
6 1 (7.14%) Amazon SageMaker
6 1 (7.14%) IaaS
Database & Business Intelligence
1 11 (78.57%) SQL Server
2 9 (64.29%) SQL Server Integration Services
3 7 (50.00%) Data Warehouse
3 7 (50.00%) SQL Server 2012
4 5 (35.71%) Big Data
4 5 (35.71%) SQL Server 2005
4 5 (35.71%) SQL Server 2008
4 5 (35.71%) SQL Server 2016
4 5 (35.71%) SQL Server Analysis Services
4 5 (35.71%) SQL Server Reporting Services
5 4 (28.57%) Azure SQL Data Warehouse
5 4 (28.57%) Power BI
6 3 (21.43%) Azure SQL Database
6 3 (21.43%) Hadoop
6 3 (21.43%) HDInsight
7 2 (14.29%) Enterprise Data Warehouse
7 2 (14.29%) Microsoft Analysis Services
7 2 (14.29%) MongoDB
7 2 (14.29%) PostgreSQL
7 2 (14.29%) Relational Database
General
1 3 (21.43%) Advertising
2 1 (7.14%) Manufacturing
Job Titles
1 6 (42.86%) Architect
2 4 (28.57%) Developer
2 4 (28.57%) Solutions Architect
3 3 (21.43%) Data Architect
4 2 (14.29%) Analyst
4 2 (14.29%) Azure Developer
4 2 (14.29%) Business Consultant
4 2 (14.29%) Business Intelligence Consultant
4 2 (14.29%) Business Intelligence Developer
4 2 (14.29%) Consultant
4 2 (14.29%) Lead Architect
4 2 (14.29%) Lead Data Architect
4 2 (14.29%) Lead Solutions Architect
4 2 (14.29%) Power BI Developer
5 1 (7.14%) Business Data Analyst
5 1 (7.14%) Business Intelligence Lead
5 1 (7.14%) Enterprise Architect
5 1 (7.14%) Senior Business Consultant
5 1 (7.14%) Senior Business Intelligence Consultant
5 1 (7.14%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 2 (14.29%) .NET
2 1 (7.14%) Natural Language Processing
Miscellaneous
1 2 (14.29%) Driving Licence
2 1 (7.14%) Algorithms
Processes & Methodologies
1 9 (64.29%) Business Intelligence
2 8 (57.14%) Analytics
3 7 (50.00%) Agile Software Development
3 7 (50.00%) Data Engineering
4 6 (42.86%) Data Management
5 5 (35.71%) CRM
5 5 (35.71%) Data Analysis
5 5 (35.71%) ERP
6 4 (28.57%) Data Architecture
6 4 (28.57%) ETL
6 4 (28.57%) Migration
7 3 (21.43%) Data Modelling
7 3 (21.43%) Data Science
8 2 (14.29%) Dashboard Development
8 2 (14.29%) Data Integration
8 2 (14.29%) Data Transformation
8 2 (14.29%) Master Data Management
8 2 (14.29%) Microservices
8 2 (14.29%) MVC
8 2 (14.29%) Network Virtualisation
Programming Languages
1 11 (78.57%) SQL
2 5 (35.71%) T-SQL
3 3 (21.43%) Python
3 3 (21.43%) R
3 3 (21.43%) U-SQL
4 1 (7.14%) C
Qualifications
1 1 (7.14%) MCSA
1 1 (7.14%) MCSE
1 1 (7.14%) Microsoft Certification
Quality Assurance & Compliance
1 2 (14.29%) Data Quality
System Software
1 3 (21.43%) Active Directory
2 1 (7.14%) HDFS
Vendors
1 9 (64.29%) Microsoft
2 2 (14.29%) Cloudera
2 2 (14.29%) Hortonworks
2 2 (14.29%) Informatica
2 2 (14.29%) MapR
2 2 (14.29%) Netezza
2 2 (14.29%) Tableau
2 2 (14.29%) Teradata
3 1 (7.14%) Alteryx
3 1 (7.14%) IBM
3 1 (7.14%) Oracle
3 1 (7.14%) SAP