Period
to 17 January 2018

The following table provides summary statistics for permanent job vacancies advertised in Manchester 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 17 January 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
North West > Manchester
6 months to
17 Jan 2018
Same period 2017 Same period 2016
Rank 273 291 -
Rank change year-on-year +18 - +286
Permanent jobs citing Data Lake 13 2 0
As % of all permanent IT jobs advertised in Manchester 0.18% 0.027% -
As % of the Database & Business Intelligence category 0.53% 0.075% -
Number of salaries quoted 13 2 0
Manchester median annual salary £57,500 £70,000 -
Median salary % change year-on-year -17.86% - -
North West median annual salary £57,500 £50,000 £55,000
% change year-on-year +15.00% -9.09% -14.06%

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 Manchester with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Manchester
Permanent vacancies with a requirement for database or business intelligence skills 2,443 2,651 2,160
As % of all permanent IT jobs advertised in Manchester 32.89% 35.62% 31.15%
Number of salaries quoted 2,084 2,357 1,874
Manchester median annual salary £42,500 £40,000 £42,500
Median salary % change year-on-year +6.25% -5.88% +13.33%
10th Percentile £27,500 £26,250 £27,500
90th Percentile £65,000 £60,000 £57,063
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +5.26%

Data Lake
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Lake in Manchester

Data Lake
Salary Trend in Manchester

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

Salary trend for Data Lake in Manchester

Data Lake
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Lake in Manchester over the 6 months to 17 January 2018.

Salary histogram for Data Lake in Manchester

For the 6 months to 17 January 2018, IT jobs citing Data Lake also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Manchester region with a requirement for Data Lake.

1 11 (84.62%) Big Data
2 9 (69.23%) SQL Server
3 8 (61.54%) ETL
3 8 (61.54%) Data Warehouse
4 7 (53.85%) Hadoop
5 6 (46.15%) Hortonworks
5 6 (46.15%) Cloudera
5 6 (46.15%) Business Intelligence
5 6 (46.15%) Finance
5 6 (46.15%) SQL Server Integration Services
6 5 (38.46%) Business Development
6 5 (38.46%) Teradata
6 5 (38.46%) Data Management
6 5 (38.46%) IBM
6 5 (38.46%) SQL
6 5 (38.46%) Oracle
6 5 (38.46%) Data Modelling
6 5 (38.46%) Informatica
6 5 (38.46%) Data Governance
6 5 (38.46%) Greenplum
6 5 (38.46%) Data Integration
6 5 (38.46%) Netezza
6 5 (38.46%) IBM InfoSphere
6 5 (38.46%) Master Data Management
7 4 (30.77%) Analytics
7 4 (30.77%) Machine Learning
7 4 (30.77%) Continuous Integration
7 4 (30.77%) Data Analytics
7 4 (30.77%) Microsoft
8 3 (23.08%) Python

Data Lake
Co-occurring IT Skills in Manchester 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 3 (23.08%) Apache Spark
2 1 (7.69%) Confluence
Cloud Services
1 2 (15.38%) Google Cloud Platform
1 2 (15.38%) Microsoft Azure
2 1 (7.69%) Amazon AWS
2 1 (7.69%) Amazon CloudWatch
2 1 (7.69%) AWS CloudFormation
2 1 (7.69%) Azure Data Factory
Database & Business Intelligence
1 11 (84.62%) Big Data
2 9 (69.23%) SQL Server
3 8 (61.54%) Data Warehouse
4 7 (53.85%) Hadoop
5 6 (46.15%) SQL Server Integration Services
6 5 (38.46%) IBM InfoSphere
7 2 (15.38%) NoSQL
7 2 (15.38%) Power BI
8 1 (7.69%) SQL Server 2012
8 1 (7.69%) SQL Server 2014
8 1 (7.69%) SQL Server 2016
8 1 (7.69%) SQL Server Analysis Services
8 1 (7.69%) SQL Server Reporting Services
8 1 (7.69%) Yellowfin
8 1 (7.69%) ZAP BI
Development Applications
1 2 (15.38%) Git (software)
1 2 (15.38%) JIRA
1 2 (15.38%) Visual Studio
2 1 (7.69%) Bitbucket
2 1 (7.69%) Jenkins
General
1 6 (46.15%) Finance
2 2 (15.38%) Electronics
2 2 (15.38%) Manufacturing
2 2 (15.38%) Marketing
2 2 (15.38%) Telecoms
3 1 (7.69%) Local Government
Job Titles
1 6 (46.15%) Architect
1 6 (46.15%) Data Architect
2 5 (38.46%) Solutions Architect
3 4 (30.77%) Developer
4 2 (15.38%) Applications Developer
4 2 (15.38%) Business Intelligence Developer
4 2 (15.38%) Data Engineer
4 2 (15.38%) Senior Applications Developer
4 2 (15.38%) Senior Developer
4 2 (15.38%) Senior Software Developer
4 2 (15.38%) Software Developer
5 1 (7.69%) Data Manager
5 1 (7.69%) IT Project Manager
5 1 (7.69%) Power BI Consultant
5 1 (7.69%) Power BI Developer
5 1 (7.69%) Senior Data Engineer
5 1 (7.69%) SQL BI Developer
5 1 (7.69%) SQL Server BI Developer
5 1 (7.69%) SQL Server Developer
5 1 (7.69%) Tableau Developer
Libraries, Frameworks & Software Standards
1 2 (15.38%) .NET
1 2 (15.38%) Ajax
1 2 (15.38%) AngularJS
1 2 (15.38%) ASP.NET
1 2 (15.38%) ASP.NET Web API
1 2 (15.38%) Backbone.js
1 2 (15.38%) CSS
1 2 (15.38%) HTML
1 2 (15.38%) HTML5
1 2 (15.38%) jQuery
1 2 (15.38%) JSON
1 2 (15.38%) Material Design
1 2 (15.38%) Twitter Bootstrap
1 2 (15.38%) XML
2 1 (7.69%) Hibernate
2 1 (7.69%) MDX
Miscellaneous
1 3 (23.08%) Analytical Skills
2 2 (15.38%) iPad
Operating Systems
1 2 (15.38%) Linux
Processes & Methodologies
1 8 (61.54%) ETL
2 6 (46.15%) Business Intelligence
3 5 (38.46%) Business Development
3 5 (38.46%) Data Governance
3 5 (38.46%) Data Integration
3 5 (38.46%) Data Management
3 5 (38.46%) Data Modelling
3 5 (38.46%) Master Data Management
4 4 (30.77%) Analytics
4 4 (30.77%) Continuous Integration
4 4 (30.77%) Data Analytics
4 4 (30.77%) Machine Learning
5 3 (23.08%) Agile Software Development
6 2 (15.38%) Digital Marketing
6 2 (15.38%) Microservices
6 2 (15.38%) Problem Management
6 2 (15.38%) Programme Management
6 2 (15.38%) Requirements Analysis
6 2 (15.38%) Software Engineering
6 2 (15.38%) TDD
Programming Languages
1 5 (38.46%) SQL
2 3 (23.08%) Python
3 2 (15.38%) C#
3 2 (15.38%) Java
3 2 (15.38%) JavaScript
3 2 (15.38%) TypeScript
4 1 (7.69%) R
4 1 (7.69%) T-SQL
Quality Assurance & Compliance
1 2 (15.38%) Data Quality
1 2 (15.38%) QA
Systems Management
1 1 (7.69%) Ambari
1 1 (7.69%) EMC NetWorker
1 1 (7.69%) Opscode Chef
1 1 (7.69%) Puppet
Vendors
1 6 (46.15%) Cloudera
1 6 (46.15%) Hortonworks
2 5 (38.46%) Greenplum
2 5 (38.46%) IBM
2 5 (38.46%) Informatica
2 5 (38.46%) Netezza
2 5 (38.46%) Oracle
2 5 (38.46%) Teradata
3 4 (30.77%) Microsoft
4 2 (15.38%) Google
4 2 (15.38%) SAP
5 1 (7.69%) Alteryx
5 1 (7.69%) Tableau
5 1 (7.69%) Talend