Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Liverpool with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Big Data
Merseyside > Liverpool
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 63 77 67
Rank change year-on-year +14 -10 +12
Permanent jobs citing Big Data 9 18 2
As % of all permanent IT jobs advertised in Liverpool 1.16% 1.67% 0.30%
As % of the Database & Business Intelligence category 3.69% 4.53% 0.83%
Number of salaries quoted 7 4 3
Liverpool median annual salary £77,500 £46,750 £67,500
Median salary % change year-on-year +65.78% -30.74% +68.75%
10th Percentile £56,300 £35,175 £38,750
90th Percentile £102,500 £80,625 £71,250
Merseyside median annual salary £57,250 £62,250 £67,500
% change year-on-year -8.03% -7.78% +68.75%

Big Data 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 Liverpool with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Liverpool
Permanent vacancies with a requirement for database or business intelligence skills 244 397 240
As % of all permanent IT jobs advertised in Liverpool 31.57% 36.86% 35.98%
Number of salaries quoted 191 258 205
Liverpool median annual salary £42,500 £40,000 £37,500
Median salary % change year-on-year +6.25% +6.67% -
10th Percentile £28,500 £26,250 £23,000
90th Percentile £62,500 £55,375 £52,500
Merseyside median annual salary £40,000 £40,000 £38,250
% change year-on-year - +4.58% +0.66%

Big Data
Job Vacancy Trend in Liverpool

Job postings citing Big Data as a percentage of all IT jobs advertised in Liverpool.

Job vacancy trend for Big Data in Liverpool

Big Data
Salary Trend in Liverpool

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

Salary trend for Big Data in Liverpool

Big Data
Salary Histogram in Liverpool

The salary distribution of IT jobs citing Big Data in Liverpool over the 6 months to 21 November 2017.

Salary histogram for Big Data in Liverpool

For the 6 months to 21 November 2017, IT jobs citing Big Data 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 Liverpool region with a requirement for Big Data.

1 5 (55.56%) Hadoop
2 4 (44.44%) Agile Software Development
2 4 (44.44%) Functional Programming
3 3 (33.33%) Analytical Skills
3 3 (33.33%) Mobile App
3 3 (33.33%) DevOps
3 3 (33.33%) Apache Spark
3 3 (33.33%) AWS CloudFormation
3 3 (33.33%) SonarQube
3 3 (33.33%) Data Centre
3 3 (33.33%) TDD
3 3 (33.33%) JUnit
3 3 (33.33%) Linux
3 3 (33.33%) Data Warehouse
3 3 (33.33%) Microsoft Azure
3 3 (33.33%) Amazon AWS
3 3 (33.33%) Test Automation
3 3 (33.33%) Scala
3 3 (33.33%) Selenium
3 3 (33.33%) Haskell
3 3 (33.33%) Erlang
3 3 (33.33%) Continuous Integration
3 3 (33.33%) Puppet
3 3 (33.33%) Continuous Improvement
3 3 (33.33%) High Availability
3 3 (33.33%) Opscode Chef
4 2 (22.22%) Analytics
4 2 (22.22%) Apple iOS
4 2 (22.22%) iOS SDK
4 2 (22.22%) Security Testing

Big Data
Co-occurring IT Skills in Liverpool 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 (33.33%) Apache Spark
2 1 (11.11%) Apache
Applications
1 1 (11.11%) Microsoft Office
Business Applications
1 1 (11.11%) Oracle EBS
Cloud Services
1 3 (33.33%) Amazon AWS
1 3 (33.33%) AWS CloudFormation
1 3 (33.33%) Microsoft Azure
2 1 (11.11%) Amazon CloudWatch
2 1 (11.11%) GitHub
2 1 (11.11%) Office 365
Database & Business Intelligence
1 5 (55.56%) Hadoop
2 3 (33.33%) Data Warehouse
3 2 (22.22%) SQL Server
4 1 (11.11%) Power BI
4 1 (11.11%) QlikView
4 1 (11.11%) Snowflake Schema
4 1 (11.11%) SQL Server Reporting Services
Development Applications
1 3 (33.33%) JUnit
1 3 (33.33%) Selenium
1 3 (33.33%) SonarQube
2 1 (11.11%) Ant
2 1 (11.11%) Apache Ivy
2 1 (11.11%) Bitbucket
2 1 (11.11%) Gradle
2 1 (11.11%) Jenkins
2 1 (11.11%) JIRA
2 1 (11.11%) Maven
General
1 1 (11.11%) Advertising
1 1 (11.11%) Games
1 1 (11.11%) Marketing
Job Titles
1 4 (44.44%) Development Manager
2 3 (33.33%) Research Manager
2 3 (33.33%) Software Manager
3 2 (22.22%) Architect
3 2 (22.22%) Automation Test Lead
3 2 (22.22%) Lead DevOps
3 2 (22.22%) Test Leader
4 1 (11.11%) Business Intelligence Architect
4 1 (11.11%) Database Architect
4 1 (11.11%) Software Development Manager
4 1 (11.11%) Solutions Architect
Libraries, Frameworks & Software Standards
1 2 (22.22%) iOS SDK
2 1 (11.11%) Hibernate
2 1 (11.11%) Web Services
Miscellaneous
1 3 (33.33%) Analytical Skills
1 3 (33.33%) Data Centre
1 3 (33.33%) Mobile App
2 1 (11.11%) Public Cloud
Operating Systems
1 3 (33.33%) Linux
2 2 (22.22%) Android
2 2 (22.22%) Apple iOS
3 1 (11.11%) CentOS
3 1 (11.11%) Ubuntu
3 1 (11.11%) Windows
Processes & Methodologies
1 4 (44.44%) Agile Software Development
1 4 (44.44%) Functional Programming
2 3 (33.33%) Continuous Improvement
2 3 (33.33%) Continuous Integration
2 3 (33.33%) DevOps
2 3 (33.33%) High Availability
2 3 (33.33%) TDD
2 3 (33.33%) Test Automation
3 2 (22.22%) Analytics
3 2 (22.22%) Business Intelligence
3 2 (22.22%) Disaster Recovery
3 2 (22.22%) Mentoring
3 2 (22.22%) Security Testing
4 1 (11.11%) Build Automation
4 1 (11.11%) Data Integration
4 1 (11.11%) Data Management
4 1 (11.11%) ETL
4 1 (11.11%) Migration
4 1 (11.11%) Requirements Management
4 1 (11.11%) Software Engineering
Programming Languages
1 3 (33.33%) Erlang
1 3 (33.33%) Haskell
1 3 (33.33%) Scala
2 2 (22.22%) Go
3 1 (11.11%) Bash Shell
3 1 (11.11%) Elixir
3 1 (11.11%) SQL
3 1 (11.11%) T-SQL
Quality Assurance & Compliance
1 2 (22.22%) QA
System Software
1 2 (22.22%) Docker
Systems Management
1 3 (33.33%) Opscode Chef
1 3 (33.33%) Puppet
2 2 (22.22%) Kubernetes
2 2 (22.22%) Mesos
3 1 (11.11%) ZABBIX
Vendors
1 2 (22.22%) Microsoft
2 1 (11.11%) Oracle
2 1 (11.11%) Tableau