Period
to 22 June 2018

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 22 June 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Merseyside > Liverpool
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 54 64 70
Rank change year-on-year +10 +6 -2
Permanent jobs citing Data Modelling 17 17 9
As % of all permanent IT jobs advertised in Liverpool 2.49% 2.17% 1.14%
As % of the Processes & Methodologies category 2.75% 2.37% 1.34%
Number of salaries quoted 17 7 6
Liverpool median annual salary £40,000 £45,000 £37,375
Median salary % change year-on-year -11.11% +20.40% -37.71%
10th Percentile £34,750 £42,500 £29,875
90th Percentile £53,000 £54,600 £45,563
Merseyside median annual salary £40,349 £45,000 £37,375
% change year-on-year -10.34% +20.40% -37.71%

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 618 718 671
As % of all permanent IT jobs advertised in Liverpool 90.35% 91.58% 84.72%
Number of salaries quoted 481 523 531
Liverpool median annual salary £41,000 £40,000 £40,000
Median salary % change year-on-year +2.50% - -
10th Percentile £26,250 £25,750 £27,500
90th Percentile £63,750 £66,250 £60,000
Merseyside median annual salary £40,776 £40,000 £40,000
% change year-on-year +1.94% - -

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 22 June 2018.

Salary histogram for Data Modelling in Liverpool

For the 6 months to 22 June 2018, IT jobs citing Data Modelling 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 Liverpool region with a requirement for Data Modelling.

1 9 (52.94%) Business Intelligence
1 9 (52.94%) Data Analysis
1 9 (52.94%) Agile Software Development
1 9 (52.94%) Waterfall
2 8 (47.06%) SQL
3 7 (41.18%) Data Warehouse
4 6 (35.29%) Business Analysis
4 6 (35.29%) Problem-Solving
5 5 (29.41%) Microsoft
5 5 (29.41%) SAP
6 4 (23.53%) Logistics
6 4 (23.53%) Oracle BI EE
6 4 (23.53%) Stakeholder Analysis
7 3 (17.65%) Mentoring
7 3 (17.65%) Coaching
7 3 (17.65%) Tableau
7 3 (17.65%) Enterprise Data Warehouse
7 3 (17.65%) SQL Server Reporting Services
7 3 (17.65%) Big Data
7 3 (17.65%) Data Analytics
7 3 (17.65%) Analytics
7 3 (17.65%) Incident Management
7 3 (17.65%) Problem Management
7 3 (17.65%) SQL Server Analysis Services
7 3 (17.65%) Teradata
7 3 (17.65%) Change Management
7 3 (17.65%) Data Mining
7 3 (17.65%) Microsoft Excel
8 2 (11.76%) Oracle
8 2 (11.76%) T-SQL

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:

Applications
1 3 (17.65%) Microsoft Excel
Business Applications
1 2 (11.76%) SAP BPC
Cloud Services
1 1 (5.88%) Amazon AWS
1 1 (5.88%) Amazon EC2
1 1 (5.88%) Amazon EMR
Database & Business Intelligence
1 7 (41.18%) Data Warehouse
2 4 (23.53%) Oracle BI EE
3 3 (17.65%) Big Data
3 3 (17.65%) Data Mining
3 3 (17.65%) Enterprise Data Warehouse
3 3 (17.65%) SQL Server Analysis Services
3 3 (17.65%) SQL Server Reporting Services
4 2 (11.76%) InterSystems Cache
4 2 (11.76%) Oracle BI Publisher
4 2 (11.76%) Oracle Database 12c
4 2 (11.76%) Power BI
5 1 (5.88%) Amazon Redshift
5 1 (5.88%) BusinessObjects
5 1 (5.88%) Hadoop
5 1 (5.88%) MS Access
5 1 (5.88%) MySQL
5 1 (5.88%) QlikView
5 1 (5.88%) Relational Database
5 1 (5.88%) SQL Server
5 1 (5.88%) SQL Server Integration Services
General
1 2 (11.76%) Finance
Job Titles
1 9 (52.94%) Analyst
2 6 (35.29%) Developer
3 5 (29.41%) Business Analyst
4 4 (23.53%) Business IT Analyst
4 4 (23.53%) IT Analyst
4 4 (23.53%) IT Business Analyst
5 3 (17.65%) Data Analyst
5 3 (17.65%) Teradata Developer
6 2 (11.76%) OBIEE Developer
6 2 (11.76%) SQL Analyst
6 2 (11.76%) SQL Data Analyst
7 1 (5.88%) Business Intelligence Developer
7 1 (5.88%) Business Systems Programmer
7 1 (5.88%) Data Engineer
7 1 (5.88%) Development Analyst
7 1 (5.88%) SAP Analyst
7 1 (5.88%) SAP BPC Consultant
7 1 (5.88%) Systems Analyst Programmer
7 1 (5.88%) Systems Programmer
7 1 (5.88%) Web Analyst
Miscellaneous
1 2 (11.76%) Analytical Skills
1 2 (11.76%) Data Protection Act
Processes & Methodologies
1 9 (52.94%) Agile Software Development
1 9 (52.94%) Business Intelligence
1 9 (52.94%) Data Analysis
1 9 (52.94%) Waterfall
2 6 (35.29%) Business Analysis
2 6 (35.29%) Problem-Solving
3 4 (23.53%) Logistics
3 4 (23.53%) Stakeholder Analysis
4 3 (17.65%) Analytics
4 3 (17.65%) Change Management
4 3 (17.65%) Coaching
4 3 (17.65%) Data Analytics
4 3 (17.65%) Incident Management
4 3 (17.65%) Mentoring
4 3 (17.65%) Problem Management
5 2 (11.76%) Customer Requirements
5 2 (11.76%) Data Architecture
5 2 (11.76%) Dimensional Modelling
5 2 (11.76%) Kalman Filter
5 2 (11.76%) Performance Tuning
Programming Languages
1 8 (47.06%) SQL
2 2 (11.76%) Java
2 2 (11.76%) T-SQL
3 1 (5.88%) C++
3 1 (5.88%) PHP
3 1 (5.88%) Python
Qualifications
1 2 (11.76%) Degree
Quality Assurance & Compliance
1 2 (11.76%) Data Quality
Vendors
1 5 (29.41%) Microsoft
1 5 (29.41%) SAP
2 3 (17.65%) Tableau
2 3 (17.65%) Teradata
3 2 (11.76%) MicroStrategy
3 2 (11.76%) Oracle