Period
to 25 May 2019

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 25 May 2019 with a comparison to the same period in the previous 2 years.

Data Lakes
North West > Manchester
6 months to
25 May 2019
Same period 2018 Same period 2017
Rank 247 282 288
Rank change year-on-year +35 +6 -
Permanent jobs citing Data Lake 12 4 7
As % of all permanent IT jobs advertised in Manchester 0.20% 0.056% 0.090%
As % of the Database & Business Intelligence category 0.65% 0.16% 0.26%
Number of salaries quoted 5 4 7
Manchester median annual salary £42,500 £60,000 £47,500
Median salary % change year-on-year -29.17% +26.32% -
10th Percentile £38,000 £42,000 £41,250
90th Percentile £85,000 £78,625 £66,000
North West median annual salary £42,500 £60,000 £47,500
% change year-on-year -29.17% +26.32% -

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 1,834 2,463 2,678
As % of all permanent IT jobs advertised in Manchester 29.88% 34.52% 34.50%
Number of salaries quoted 1,480 2,125 2,306
Manchester median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% -
10th Percentile £30,475 £27,500 £27,000
90th Percentile £72,500 £66,250 £61,250
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

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 25 May 2019.

Salary histogram for Data Lake in Manchester

Data Lake
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the Manchester region over the 6 months to 25 May 2019. 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
Salford - 3 - -
Data Lake
North West

For the 6 months to 25 May 2019, 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 Manchester region with a requirement for Data Lake.

1 9 (75.00%) SQL
2 8 (66.67%) Data Warehouse
2 8 (66.67%) Microsoft Azure
3 7 (58.33%) Data Modelling
3 7 (58.33%) Analytics
4 6 (50.00%) ETL
4 6 (50.00%) Business Intelligence
4 6 (50.00%) Informatica
5 5 (41.67%) Broadband
5 5 (41.67%) Azure SQL Database
5 5 (41.67%) Python
5 5 (41.67%) Data Integration
5 5 (41.67%) Relational Database
5 5 (41.67%) Analytical Skills
5 5 (41.67%) Apache Spark
5 5 (41.67%) Hadoop
6 4 (33.33%) Decision-Making
6 4 (33.33%) U-SQL
6 4 (33.33%) Enterprise Data Warehouse
6 4 (33.33%) SDLC
6 4 (33.33%) Databricks
6 4 (33.33%) Azure Data Factory
6 4 (33.33%) SQL Server Integration Services
6 4 (33.33%) Test Automation
6 4 (33.33%) Apache Hive
6 4 (33.33%) Microsoft
6 4 (33.33%) Regression Testing
7 3 (25.00%) Telecoms
7 3 (25.00%) PowerShell
7 3 (25.00%) Agile Software Development

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 5 (41.67%) Apache Spark
Cloud Services
1 8 (66.67%) Microsoft Azure
2 4 (33.33%) Azure Data Factory
3 2 (16.67%) Azure Active Directory
3 2 (16.67%) Office 365
3 2 (16.67%) Power Platform
3 2 (16.67%) SaaS
Communications & Networking
1 5 (41.67%) Broadband
Database & Business Intelligence
1 8 (66.67%) Data Warehouse
2 5 (41.67%) Azure SQL Database
2 5 (41.67%) Hadoop
2 5 (41.67%) Relational Database
3 4 (33.33%) Apache Hive
3 4 (33.33%) Enterprise Data Warehouse
3 4 (33.33%) SQL Server Integration Services
4 2 (16.67%) Impala
4 2 (16.67%) Power BI
4 2 (16.67%) SQL Server
4 2 (16.67%) SQL Server Analysis Services
4 2 (16.67%) Sqoop
5 1 (8.33%) Azure SQL Data Warehouse
5 1 (8.33%) Biml
5 1 (8.33%) NoSQL
5 1 (8.33%) SQL Server Reporting Services
Development Applications
1 2 (16.67%) Cucumber
1 2 (16.67%) Jenkins
1 2 (16.67%) Selenium
1 2 (16.67%) Visual Studio Team System
2 1 (8.33%) Git (software)
2 1 (8.33%) Team Foundation Server
General
1 3 (25.00%) Telecoms
2 2 (16.67%) Electronics
2 2 (16.67%) Finance
2 2 (16.67%) Manufacturing
2 2 (16.67%) Marketing
2 2 (16.67%) Retail
Job Titles
1 4 (33.33%) Data Engineer
2 2 (16.67%) Analyst
2 2 (16.67%) Architect
2 2 (16.67%) Cloud Architect
2 2 (16.67%) Data Analyst
2 2 (16.67%) Data Warehouse Analyst
2 2 (16.67%) Data Warehouse Test Analyst
2 2 (16.67%) Developer
2 2 (16.67%) Security Architect
2 2 (16.67%) Senior Data Engineer
2 2 (16.67%) Test Analyst
2 2 (16.67%) Test Engineer
3 1 (8.33%) Apache Spark Developer
3 1 (8.33%) Azure Engineer
3 1 (8.33%) Cloud Engineer
3 1 (8.33%) Data Modeller
3 1 (8.33%) Developer in Test
3 1 (8.33%) Hadoop Developer
Miscellaneous
1 5 (41.67%) Analytical Skills
Operating Systems
1 2 (16.67%) Windows
1 2 (16.67%) Windows 10
1 2 (16.67%) Windows Server
Processes & Methodologies
1 7 (58.33%) Analytics
1 7 (58.33%) Data Modelling
2 6 (50.00%) Business Intelligence
2 6 (50.00%) ETL
3 5 (41.67%) Data Integration
4 4 (33.33%) Decision-Making
4 4 (33.33%) Regression Testing
4 4 (33.33%) SDLC
4 4 (33.33%) Test Automation
5 3 (25.00%) Agile Software Development
5 3 (25.00%) Collaborative Working
6 2 (16.67%) Change Management
6 2 (16.67%) Continuous Integration
6 2 (16.67%) Data Architecture
6 2 (16.67%) Digital Marketing
6 2 (16.67%) Performance Testing
6 2 (16.67%) Requirements Analysis
6 2 (16.67%) Software Engineering
6 2 (16.67%) Test Scripting
6 2 (16.67%) TOGAF
Programming Languages
1 9 (75.00%) SQL
2 5 (41.67%) Python
3 4 (33.33%) U-SQL
4 3 (25.00%) PowerShell
5 2 (16.67%) C#
5 2 (16.67%) Java
5 2 (16.67%) Scala
Qualifications
1 2 (16.67%) (ISC)2 CCSP
1 2 (16.67%) CCSP
1 2 (16.67%) Cisco Certification
1 2 (16.67%) CISSP
1 2 (16.67%) CompTIA Security+
1 2 (16.67%) ISTQB
1 2 (16.67%) MCSA
1 2 (16.67%) MCSE
1 2 (16.67%) Microsoft Certification
Quality Assurance & Compliance
1 2 (16.67%) GDPR
System Software
1 2 (16.67%) Active Directory
Systems Management
1 2 (16.67%) Microsoft Intune
1 2 (16.67%) Single Sign-On
Vendors
1 6 (50.00%) Informatica
2 4 (33.33%) Databricks
2 4 (33.33%) Microsoft
3 2 (16.67%) Netezza
3 2 (16.67%) SAP
3 2 (16.67%) Talend
4 1 (8.33%) IBM
4 1 (8.33%) Tableau