Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Merseyside with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Merseyside
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 67 69 84
Rank change year-on-year +2 +15 -12
Permanent jobs citing Data Modelling 24 40 3
As % of all permanent IT jobs advertised in Merseyside 2.41% 3.03% 0.33%
As % of the Processes & Methodologies category 2.66% 3.42% 0.37%
Number of salaries quoted 22 9 3
Merseyside median annual salary £49,500 £45,000 £66,500
Median salary % change year-on-year +10.00% -32.33% +66.77%
10th Percentile £36,500 £42,500 £38,950
90th Percentile £72,100 £51,000 £73,250
North West median annual salary £46,000 £45,000 £43,596
% change year-on-year +2.22% +3.22% +8.99%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Merseyside with a requirement for process or methodology skills.

All Process and Methodology Skills
Merseyside
Permanent vacancies with a requirement for process or methodology skills 901 1169 806
As % of all permanent IT jobs advertised in Merseyside 90.46% 88.69% 87.80%
Number of salaries quoted 678 791 601
Merseyside median annual salary £40,000 £40,000 £40,000
10th Percentile £27,261 £26,250 £25,500
90th Percentile £66,075 £57,500 £65,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

Data Modelling
Job Vacancy Trend in Merseyside

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Merseyside.

Job vacancy trend for Data Modelling in Merseyside

Data Modelling
Salary Trend in Merseyside

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

Salary trend for Data Modelling in Merseyside

Data Modelling
Salary Histogram in Merseyside

The salary distribution of IT jobs citing Data Modelling in Merseyside over the 6 months to 22 November 2017.

Salary histogram for Data Modelling in Merseyside

Data Modelling
Job Locations in Merseyside

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Merseyside region over the 6 months to 22 November 2017. 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
Liverpool -2 12 £50,000 +11.11% 1
Southport - 4 £42,500 -
Wirral - 3 £37,000 -
Data Modelling
North West

For the 6 months to 22 November 2017, IT jobs citing Data Modelling 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 Merseyside region with a requirement for Data Modelling.

1 16 (66.67%) SQL
2 9 (37.50%) SQL Server
2 9 (37.50%) Agile Software Development
3 7 (29.17%) Analytics
3 7 (29.17%) Analytical Skills
4 6 (25.00%) AWS CloudFormation
4 6 (25.00%) Amazon CloudWatch
4 6 (25.00%) Collaborative Working
4 6 (25.00%) Jenkins
4 6 (25.00%) Ambari
4 6 (25.00%) Big Data
4 6 (25.00%) Hortonworks
4 6 (25.00%) GitHub
4 6 (25.00%) Bitbucket
4 6 (25.00%) Opscode Chef
4 6 (25.00%) DevOps
4 6 (25.00%) Google
4 6 (25.00%) Requirements Management
4 6 (25.00%) Marketing
4 6 (25.00%) JIRA
4 6 (25.00%) Logistic Regression
4 6 (25.00%) Continuous Integration
4 6 (25.00%) Data Integration
4 6 (25.00%) ZABBIX
4 6 (25.00%) Hadoop
4 6 (25.00%) Microsoft Azure
4 6 (25.00%) Amazon AWS
4 6 (25.00%) Puppet
4 6 (25.00%) Windows
4 6 (25.00%) Linux

Data Modelling
Co-occurring IT Skills in Merseyside 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 6 (25.00%) Apache
1 6 (25.00%) SAS
2 4 (16.67%) Apache Spark
Cloud Services
1 6 (25.00%) Amazon AWS
1 6 (25.00%) Amazon CloudWatch
1 6 (25.00%) AWS CloudFormation
1 6 (25.00%) GitHub
1 6 (25.00%) Microsoft Azure
Database & Business Intelligence
1 9 (37.50%) SQL Server
2 6 (25.00%) Big Data
2 6 (25.00%) Hadoop
3 3 (12.50%) SQL Server Integration Services
4 2 (8.33%) DTS
4 2 (8.33%) SQL Server 2005
4 2 (8.33%) SQL Server 2014
4 2 (8.33%) SQL Server Reporting Services
5 1 (4.17%) Data Mining
5 1 (4.17%) Data Warehouse
5 1 (4.17%) SQL Server 2012
5 1 (4.17%) SQL Server Analysis Services
Development Applications
1 6 (25.00%) Bitbucket
1 6 (25.00%) Jenkins
1 6 (25.00%) JIRA
General
1 6 (25.00%) Marketing
2 5 (20.83%) Retail
3 4 (16.67%) Advertising
4 3 (12.50%) Manufacturing
Job Titles
1 5 (20.83%) Analyst
1 5 (20.83%) Database Engineer
2 4 (16.67%) Business Analyst
2 4 (16.67%) Business IT Analyst
2 4 (16.67%) IT Analyst
2 4 (16.67%) IT Business Analyst
3 3 (12.50%) Data Manager
3 3 (12.50%) Data Scientist
3 3 (12.50%) Head of Design
3 3 (12.50%) Head of Software Design
3 3 (12.50%) Project Manager
4 2 (8.33%) Data Modeller
4 2 (8.33%) DBA
4 2 (8.33%) Developer
4 2 (8.33%) SAS Modeller
4 2 (8.33%) SQL DBA
5 1 (4.17%) Data Architect
5 1 (4.17%) Data Warehouse Developer
5 1 (4.17%) Database Analyst
5 1 (4.17%) Database Developer
Libraries, Frameworks & Software Standards
1 6 (25.00%) Hibernate
2 3 (12.50%) .NET
Miscellaneous
1 7 (29.17%) Analytical Skills
2 4 (16.67%) Algorithms
2 4 (16.67%) User Experience
3 3 (12.50%) Enterprise Software
3 3 (12.50%) Life Science
4 2 (8.33%) Replication
5 1 (4.17%) Greenfield Project
Operating Systems
1 6 (25.00%) Linux
1 6 (25.00%) Windows
Processes & Methodologies
1 9 (37.50%) Agile Software Development
2 7 (29.17%) Analytics
3 6 (25.00%) Collaborative Working
3 6 (25.00%) Continuous Integration
3 6 (25.00%) Data Integration
3 6 (25.00%) Data Security
3 6 (25.00%) DevOps
3 6 (25.00%) ETL
3 6 (25.00%) Logistic Regression
3 6 (25.00%) Requirements Management
4 5 (20.83%) High Availability
5 4 (16.67%) Business Analysis
5 4 (16.67%) Business Process Modelling
5 4 (16.67%) Data Extraction
5 4 (16.67%) Deep Learning
5 4 (16.67%) Use Case
6 3 (12.50%) E-Commerce
6 3 (12.50%) Project Planning
6 3 (12.50%) Technical Architecture
6 3 (12.50%) Waterfall
Programming Languages
1 16 (66.67%) SQL
2 4 (16.67%) Python
3 3 (12.50%) Java
4 2 (8.33%) T-SQL
Quality Assurance & Compliance
1 1 (4.17%) Data Quality
Systems Management
1 6 (25.00%) Ambari
1 6 (25.00%) Opscode Chef
1 6 (25.00%) Puppet
1 6 (25.00%) ZABBIX
Vendors
1 6 (25.00%) Google
1 6 (25.00%) Hortonworks
1 6 (25.00%) Teradata
2 1 (4.17%) Microsoft
2 1 (4.17%) Oracle