Period
to 15 December 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Data Lakes
North West > Manchester
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 269 277 288
Rank change year-on-year +8 +11 -
Permanent jobs citing Data Lake 13 11 1
As % of all permanent IT jobs advertised in Manchester 0.18% 0.14% 0.013%
As % of the Database & Business Intelligence category 0.60% 0.43% 0.038%
Number of salaries quoted 12 11 1
Manchester median annual salary £64,500 £57,500 £70,000
Median salary % change year-on-year +12.17% -17.86% -
10th Percentile £43,225 £46,250 £65,000
90th Percentile £84,600 £66,250 £75,000
North West median annual salary £64,500 £57,500 £47,500
% change year-on-year +12.17% +21.05% -13.64%

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 2,169 2,567 2,600
As % of all permanent IT jobs advertised in Manchester 30.48% 32.78% 34.89%
Number of salaries quoted 1,928 2,215 2,324
Manchester median annual salary £47,500 £42,500 £40,000
Median salary % change year-on-year +11.76% +6.25% -
10th Percentile £31,250 £27,500 £26,250
90th Percentile £75,000 £63,750 £60,000
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 15 December 2018.

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 15 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
Stockport - 1 £45,000 - 1
Data Lake
North West

For the 6 months to 15 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 Manchester region with a requirement for Data Lake.

1 9 (69.23%) ETL
1 9 (69.23%) Big Data
2 7 (53.85%) Business Intelligence
2 7 (53.85%) SQL Server
3 6 (46.15%) Data Modelling
3 6 (46.15%) Continuous Integration
3 6 (46.15%) Analytics
4 5 (38.46%) Open Source
4 5 (38.46%) Software Engineering
4 5 (38.46%) Marketing
4 5 (38.46%) Finance
4 5 (38.46%) Oracle
5 4 (30.77%) DB2
5 4 (30.77%) Java
5 4 (30.77%) SQL
5 4 (30.77%) J2EE
5 4 (30.77%) Python
5 4 (30.77%) Data Warehouse
5 4 (30.77%) Teradata
5 4 (30.77%) Agile Software Development
5 4 (30.77%) TDD
5 4 (30.77%) Banking
5 4 (30.77%) Information Management
5 4 (30.77%) Artificial Intelligence
5 4 (30.77%) BDD
5 4 (30.77%) Apache Hive
5 4 (30.77%) Apache Cassandra
5 4 (30.77%) NoSQL
5 4 (30.77%) Scala
5 4 (30.77%) Hadoop

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 4 (30.77%) Apache Spark
Cloud Services
1 3 (23.08%) Amazon AWS
1 3 (23.08%) Microsoft Azure
2 1 (7.69%) Google Analytics
2 1 (7.69%) SaaS
Database & Business Intelligence
1 9 (69.23%) Big Data
2 7 (53.85%) SQL Server
3 4 (30.77%) Apache Cassandra
3 4 (30.77%) Apache Hive
3 4 (30.77%) Data Warehouse
3 4 (30.77%) DB2
3 4 (30.77%) Hadoop
3 4 (30.77%) HBase
3 4 (30.77%) NoSQL
3 4 (30.77%) Relational Database
4 2 (15.38%) SQL Server Integration Services
5 1 (7.69%) Amazon RDS
5 1 (7.69%) Biml
5 1 (7.69%) Data Mining
5 1 (7.69%) PostgreSQL
5 1 (7.69%) Power BI
5 1 (7.69%) QlikView
5 1 (7.69%) SQL Server Analysis Services
5 1 (7.69%) SQL Server Reporting Services
Development Applications
1 1 (7.69%) Cucumber
1 1 (7.69%) Jenkins
1 1 (7.69%) Selenium
General
1 5 (38.46%) Finance
1 5 (38.46%) Marketing
2 4 (30.77%) Banking
3 2 (15.38%) Automotive
4 1 (7.69%) Electronics
4 1 (7.69%) Manufacturing
4 1 (7.69%) Retail
4 1 (7.69%) Telecoms
Job Titles
1 4 (30.77%) Big Data Engineer
1 4 (30.77%) Data Engineer
1 4 (30.77%) Hadoop Engineer
2 3 (23.08%) Data Manager
2 3 (23.08%) Developer
3 2 (15.38%) Business Intelligence Manager
3 2 (15.38%) Business Manager
4 1 (7.69%) Business Consultant
4 1 (7.69%) Business Developer
4 1 (7.69%) Business Intelligence Consultant
4 1 (7.69%) Business Intelligence Developer
4 1 (7.69%) Consultant
4 1 (7.69%) Database Developer
4 1 (7.69%) ETL Developer
4 1 (7.69%) Head of Development
4 1 (7.69%) Head of Software Development
4 1 (7.69%) Senior Business Consultant
4 1 (7.69%) Senior Business Intelligence Consultant
4 1 (7.69%) Senior Consultant
4 1 (7.69%) Test Engineer
Libraries, Frameworks & Software Standards
1 4 (30.77%) J2EE
1 4 (30.77%) Kafka
2 2 (15.38%) Web Services
3 1 (7.69%) .NET
Miscellaneous
1 1 (7.69%) Analytical Skills
Processes & Methodologies
1 9 (69.23%) ETL
2 7 (53.85%) Business Intelligence
3 6 (46.15%) Analytics
3 6 (46.15%) Continuous Integration
3 6 (46.15%) Data Modelling
4 5 (38.46%) Open Source
4 5 (38.46%) Software Engineering
5 4 (30.77%) Agile Software Development
5 4 (30.77%) Artificial Intelligence
5 4 (30.77%) BDD
5 4 (30.77%) Change Data Capture
5 4 (30.77%) Data Engineering
5 4 (30.77%) Fraud Detection
5 4 (30.77%) Information Management
5 4 (30.77%) Mentoring
5 4 (30.77%) TDD
6 3 (23.08%) Business Analytics
6 3 (23.08%) Customer Requirements
6 3 (23.08%) Data Science
6 3 (23.08%) People Management
Programming Languages
1 4 (30.77%) Java
1 4 (30.77%) Python
1 4 (30.77%) Scala
1 4 (30.77%) SQL
2 1 (7.69%) C#
Vendors
1 5 (38.46%) Oracle
2 4 (30.77%) Cloudera
2 4 (30.77%) Hortonworks
2 4 (30.77%) MapR
2 4 (30.77%) Teradata
3 2 (15.38%) Microsoft
3 2 (15.38%) Tableau
4 1 (7.69%) Google
4 1 (7.69%) SAP