The following table provides summary statistics for permanent job vacancies advertised in Liverpool 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 3 months to 30 March 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Merseyside / Liverpool
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 41 48 48
Rank change year-on-year +7 0  
Permanent jobs citing Data Modelling 13 4 9
As % of all permanent IT jobs advertised in Liverpool 3.25% 1.03% 2.10%
As % of the Processes & Methodologies category 3.63% 1.18% 2.37%
Number of salaries quoted 3 4 9
Median salary £45,000 £37,375 £60,000
Median salary % change year-on-year +20.40% -37.70%  
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Liverpool with a requirement for process and methodology skills.

Process & Methodology Skills
Liverpool
Permanent job vacancies with a requirement for process and methodology skills 358 338 380
As % of all permanent IT job vacancies advertised in Liverpool 89.50% 86.67% 88.79%
Number of salaries quoted 264 267 288
Median salary £40,000 £40,000 £45,000
Median salary % change year-on-year - -11.11%  
90% offered a salary of more than £27,960 £30,000 £27,500
10% offered a salary of more than £67,500 £70,000 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Liverpool

The job posting trend of jobs advertised in Liverpool citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Liverpool

Data Modelling
Salary Trend in Liverpool

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

Salary trend for Data Modelling in Liverpool

For the 6 months to 30 March 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 Liverpool region with a requirement for Data Modelling.

1 17 (58.62%) Business Intelligence
2 16 (55.17%) Data Warehouse
3 11 (37.93%) Microsoft
3 11 (37.93%) SQL
3 11 (37.93%) SQL Server
3 11 (37.93%) ITIL
3 11 (37.93%) SQL Server Integration Services
4 10 (34.48%) Oracle
5 8 (27.59%) Analytical Skills
6 7 (24.14%) Unix
6 7 (24.14%) Informatica
6 7 (24.14%) PL/SQL
6 7 (24.14%) Siebel
6 7 (24.14%) Shell Script
6 7 (24.14%) Migration
6 7 (24.14%) Data Migration
6 7 (24.14%) Siebel EIM
6 7 (24.14%) SC Cleared
6 7 (24.14%) Security Cleared
6 7 (24.14%) Data Architecture
7 6 (20.69%) SQL Server 2012
8 5 (17.24%) Data Management
8 5 (17.24%) TOGAF
8 5 (17.24%) Data Integration
8 5 (17.24%) Enterprise Architecture
8 5 (17.24%) Degree
8 5 (17.24%) Data Governance
8 5 (17.24%) Data Quality
8 5 (17.24%) ITIL V3
8 5 (17.24%) Release Management

Data Modelling
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:

Business Applications
1 1 (3.45%) SAP SD
Cloud Services
1 2 (6.90%) Cloud Computing
1 2 (6.90%) Force.com
Database & Business Intelligence
1 16 (55.17%) Data Warehouse
2 11 (37.93%) SQL Server
2 11 (37.93%) SQL Server Integration Services
3 7 (24.14%) Siebel EIM
4 6 (20.69%) SQL Server 2012
5 3 (10.34%) BusinessObjects Business Intelligence
5 3 (10.34%) QlikView
6 2 (6.90%) Big Data
6 2 (6.90%) Relational Database
Development Applications
1 2 (6.90%) Oracle APEX
General
1 3 (10.34%) Banking
1 3 (10.34%) Finance
2 1 (3.45%) Manufacturing
2 1 (3.45%) Retail
Job Titles
1 11 (37.93%) Analyst
2 7 (24.14%) Architect
2 7 (24.14%) Data Analyst
2 7 (24.14%) Data Architect
2 7 (24.14%) Senior Architect
2 7 (24.14%) Senior Data Architect
3 6 (20.69%) Data Warehouse Analyst
4 2 (6.90%) Consultant
4 2 (6.90%) Salesforce Consultant
5 1 (3.45%) Applications Support
5 1 (3.45%) Applications Support Analyst
5 1 (3.45%) Banking Analyst
5 1 (3.45%) DBA
5 1 (3.45%) SAP Analyst
5 1 (3.45%) SAP Support
5 1 (3.45%) SAP Support Analyst
5 1 (3.45%) Senior Analyst
5 1 (3.45%) SQL Analyst
5 1 (3.45%) Support Analyst
5 1 (3.45%) Technical Consultant
Libraries, Frameworks & Software Standards
1 2 (6.90%) DHTML
1 2 (6.90%) HTML
1 2 (6.90%) Visualforce
Miscellaneous
1 8 (27.59%) Analytical Skills
Operating Systems
1 7 (24.14%) Unix
Processes & Methodologies
1 17 (58.62%) Business Intelligence
2 11 (37.93%) ITIL
3 7 (24.14%) Data Architecture
3 7 (24.14%) Data Migration
3 7 (24.14%) Migration
4 5 (17.24%) Data Governance
4 5 (17.24%) Data Integration
4 5 (17.24%) Data Management
4 5 (17.24%) Enterprise Architecture
4 5 (17.24%) ITIL V3
4 5 (17.24%) Release Management
4 5 (17.24%) Stakeholder Management
4 5 (17.24%) TOGAF
5 3 (10.34%) CRM
6 2 (6.90%) Data Acquisition
7 1 (3.45%) Business Analysis
7 1 (3.45%) Continuous Improvement
7 1 (3.45%) Quantitative Analysis
Programming Languages
1 11 (37.93%) SQL
2 7 (24.14%) PL/SQL
2 7 (24.14%) Shell Script
3 2 (6.90%) Apex Code
3 2 (6.90%) JavaScript
Qualifications
1 7 (24.14%) SC Cleared
1 7 (24.14%) Security Cleared
2 5 (17.24%) Degree
Quality Assurance & Compliance
1 5 (17.24%) Data Quality
Vendors
1 11 (37.93%) Microsoft
2 10 (34.48%) Oracle
3 7 (24.14%) Informatica
3 7 (24.14%) Siebel
4 5 (17.24%) SAP
5 2 (6.90%) Salesforce.com
6 1 (3.45%) Alteryx