Period
to 18 November 2017

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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Merseyside > Liverpool
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 62 59 66
Rank change year-on-year -3 +7 +6
Permanent jobs citing Data Modelling 12 37 3
As % of all permanent IT jobs advertised in Liverpool 1.57% 3.46% 0.44%
As % of the Processes & Methodologies category 1.72% 3.89% 0.51%
Number of salaries quoted 12 8 3
Liverpool median annual salary £50,000 £45,000 £66,500
Median salary % change year-on-year +11.11% -32.33% +70.51%
10th Percentile £42,950 £42,500 £38,950
90th Percentile £54,750 £52,750 £73,250
Merseyside median annual salary £49,500 £45,000 £66,500
% change year-on-year +10.00% -32.33% +66.77%

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 Liverpool with a requirement for process or methodology skills.

All Process and Methodology Skills
Liverpool
Permanent vacancies with a requirement for process or methodology skills 696 951 593
As % of all permanent IT jobs advertised in Liverpool 91.34% 88.88% 87.21%
Number of salaries quoted 517 612 477
Liverpool median annual salary £41,500 £40,000 £40,000
Median salary % change year-on-year +3.75% - -
10th Percentile £27,500 £26,250 £24,650
90th Percentile £67,500 £57,500 £65,500
Merseyside median annual salary £41,000 £40,000 £40,000
% change year-on-year +2.50% - -

Data Modelling
Job Vacancy Trend in Liverpool

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

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

Data Modelling
Salary Histogram in Liverpool

The salary distribution of IT jobs citing Data Modelling in Liverpool over the 6 months to 18 November 2017.

Salary histogram for Data Modelling in Liverpool

For the 6 months to 18 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 Liverpool region with a requirement for Data Modelling.

1 10 (83.33%) SQL
2 6 (50.00%) SAS
2 6 (50.00%) Teradata
2 6 (50.00%) Logistic Regression
3 5 (41.67%) Analytical Skills
3 5 (41.67%) Retail
4 4 (33.33%) Advertising
4 4 (33.33%) Python
4 4 (33.33%) Deep Learning
4 4 (33.33%) Apache Spark
4 4 (33.33%) Algorithms
4 4 (33.33%) Data Extraction
5 3 (25.00%) High Availability
5 3 (25.00%) SQL Server
5 3 (25.00%) E-Commerce
5 3 (25.00%) SQL Server Integration Services
5 3 (25.00%) Project Planning
6 2 (16.67%) SQL Server Reporting Services
6 2 (16.67%) SQL Server 2005
6 2 (16.67%) Replication
6 2 (16.67%) DTS
6 2 (16.67%) Business Intelligence
6 2 (16.67%) T-SQL
6 2 (16.67%) Database Security
6 2 (16.67%) Performance Tuning
6 2 (16.67%) SQL Server 2014
7 1 (8.33%) Conceptual Models
7 1 (8.33%) Greenfield Project
7 1 (8.33%) Data Strategy
7 1 (8.33%) Microservices

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:

Application Platforms
1 6 (50.00%) SAS
2 4 (33.33%) Apache Spark
Database & Business Intelligence
1 3 (25.00%) SQL Server
1 3 (25.00%) SQL Server Integration Services
2 2 (16.67%) DTS
2 2 (16.67%) SQL Server 2005
2 2 (16.67%) SQL Server 2014
2 2 (16.67%) SQL Server Reporting Services
3 1 (8.33%) Data Mining
3 1 (8.33%) Data Warehouse
3 1 (8.33%) SQL Server 2012
3 1 (8.33%) SQL Server Analysis Services
General
1 5 (41.67%) Retail
2 4 (33.33%) Advertising
Job Titles
1 3 (25.00%) Data Manager
1 3 (25.00%) Data Scientist
1 3 (25.00%) Project Manager
2 2 (16.67%) Data Modeller
2 2 (16.67%) DBA
2 2 (16.67%) Developer
2 2 (16.67%) SAS Modeller
2 2 (16.67%) SQL DBA
3 1 (8.33%) Analytics Manager
3 1 (8.33%) Architect
3 1 (8.33%) Data Analytics Manager
3 1 (8.33%) Data Architect
3 1 (8.33%) Data Warehouse Developer
3 1 (8.33%) Database Developer
3 1 (8.33%) Head of Design
3 1 (8.33%) Head of Software Design
Libraries, Frameworks & Software Standards
1 1 (8.33%) .NET
Miscellaneous
1 5 (41.67%) Analytical Skills
2 4 (33.33%) Algorithms
3 2 (16.67%) Replication
4 1 (8.33%) Enterprise Software
4 1 (8.33%) Greenfield Project
Processes & Methodologies
1 6 (50.00%) Logistic Regression
2 4 (33.33%) Data Extraction
2 4 (33.33%) Deep Learning
3 3 (25.00%) E-Commerce
3 3 (25.00%) High Availability
3 3 (25.00%) Project Planning
4 2 (16.67%) Business Intelligence
4 2 (16.67%) Database Security
4 2 (16.67%) Performance Tuning
5 1 (8.33%) Conceptual Models
5 1 (8.33%) Data Architecture
5 1 (8.33%) Data Strategy
5 1 (8.33%) Data Visualisation
5 1 (8.33%) Database Optimisation
5 1 (8.33%) ERD
5 1 (8.33%) Logical Data Model
5 1 (8.33%) Microservices
5 1 (8.33%) Technical Architecture
5 1 (8.33%) Visualisation
5 1 (8.33%) Waterfall
Programming Languages
1 10 (83.33%) SQL
2 4 (33.33%) Python
3 2 (16.67%) T-SQL
4 1 (8.33%) Java
Quality Assurance & Compliance
1 1 (8.33%) Data Quality
Vendors
1 6 (50.00%) Teradata
2 1 (8.33%) Microsoft
2 1 (8.33%) Oracle