Period
to 21 November 2017

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

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
Merseyside > Liverpool
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 28 34 36
Rank change year-on-year +6 +2 +1
Contract jobs citing Data Modelling 20 12 18
As % of all contract IT jobs advertised in Liverpool 4.83% 2.74% 3.02%
As % of the Processes & Methodologies category 5.81% 3.59% 3.70%
Number of daily rates quoted 17 10 11
Liverpool median daily rate £425 £445 £375
Median daily rate % change year-on-year -4.49% +18.67% +17.19%
10th Percentile £337 £309 £260
90th Percentile £600 £585 £550
Merseyside median daily rate £450 £401 £375
% change year-on-year +12.15% +7.00% +17.19%
Number of hourly rates quoted 0 0 0
Liverpool median hourly rate - - -
Merseyside median hourly rate - - -

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

All Process and Methodology Skills
Liverpool
Contract vacancies with a requirement for process or methodology skills 344 334 486
As % of all contract IT jobs advertised in Liverpool 83.09% 76.26% 81.41%
Number of daily rates quoted 229 220 272
Liverpool median daily rate £375 £380 £389
Median daily rate % change year-on-year -1.32% -2.25% +3.67%
10th Percentile £250 £236 £168
90th Percentile £538 £513 £552
Merseyside median daily rate £388 £375 £375
% change year-on-year +3.33% - +7.14%
Number of hourly rates quoted 8 5 5
Liverpool median hourly rate £13.00 £22.85 £17.50
Median hourly rate % change year-on-year -43.09% +30.54% +16.67%
10th Percentile £10.63 £10.70 £11.20
90th Percentile £20.18 £32.06 £97.58
Merseyside median hourly rate £13.00 £22.42 £17.50
% change year-on-year -42.02% +28.13% +12.90%

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
Contractor Daily Rate Trend in Liverpool

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Liverpool.

Contractor daily rate trend for Data Modelling in Liverpool

Data Modelling
Contractor Daily Rate Histogram in Liverpool

The daily rate distribution of IT jobs citing Data Modelling in Liverpool over the 6 months to 21 November 2017.

Contractor daily rate histogram for Data Modelling in Liverpool

For the 6 months to 21 November 2017, IT contractor 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 contract ads across the Liverpool region with a requirement for Data Modelling.

1 9 (45.00%) Agile Software Development
1 9 (45.00%) Data Architecture
2 7 (35.00%) Open Source
2 7 (35.00%) Data Governance
2 7 (35.00%) Project Management
2 7 (35.00%) SQL
2 7 (35.00%) MySQL
2 7 (35.00%) CRM
2 7 (35.00%) Data Warehouse
2 7 (35.00%) Case Management
3 6 (30.00%) User Experience
3 6 (30.00%) Logical Data Model
3 6 (30.00%) Python
3 6 (30.00%) Business Intelligence
4 5 (25.00%) SAS
4 5 (25.00%) Enterprise Architecture
4 5 (25.00%) Retail
4 5 (25.00%) Data Management
4 5 (25.00%) Physical Data Model
4 5 (25.00%) IT Strategy
5 4 (20.00%) NoSQL
5 4 (20.00%) SOA
5 4 (20.00%) Service Management
5 4 (20.00%) Scrum
6 3 (15.00%) Teradata
6 3 (15.00%) MVC
6 3 (15.00%) ERwin
6 3 (15.00%) ECMAScript
6 3 (15.00%) E-Commerce
6 3 (15.00%) CSS

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 5 (25.00%) SAS
2 3 (15.00%) Apache Spark
3 1 (5.00%) CMS
Business Applications
1 1 (5.00%) Dynamics CRM
Cloud Services
1 3 (15.00%) Amazon AWS
1 3 (15.00%) AWS Elastic Beanstalk
Communications & Networking
1 2 (10.00%) Skype
Database & Business Intelligence
1 7 (35.00%) Data Warehouse
1 7 (35.00%) MySQL
2 4 (20.00%) NoSQL
3 3 (15.00%) Redis
4 2 (10.00%) Apache Hive
4 2 (10.00%) Big Data
4 2 (10.00%) Hadoop
4 2 (10.00%) Oracle BI EE
5 1 (5.00%) Snowflake Schema
Development Applications
1 3 (15.00%) ERwin
1 3 (15.00%) gulp
1 3 (15.00%) Jenkins
1 3 (15.00%) Liquibase
1 3 (15.00%) Mocha
1 3 (15.00%) SonarQube
General
1 5 (25.00%) Retail
2 2 (10.00%) Banking
3 1 (5.00%) Advertising
Job Titles
1 9 (45.00%) Architect
1 9 (45.00%) Data Architect
2 4 (20.00%) DBA
3 3 (15.00%) Data Modeller
3 3 (15.00%) Developer
4 2 (10.00%) Administrator
4 2 (10.00%) Node.js Developer
4 2 (10.00%) SAS Modeller
4 2 (10.00%) Solutions Architect
4 2 (10.00%) SQL DBA
5 1 (5.00%) CRM Architect
5 1 (5.00%) Data Manager
5 1 (5.00%) Data Scientist
5 1 (5.00%) Digital Architect
5 1 (5.00%) Domain Architect
5 1 (5.00%) Dynamics CRM Architect
5 1 (5.00%) JavaScript Developer
5 1 (5.00%) MySQL DBA
5 1 (5.00%) Project Manager
5 1 (5.00%) SC Cleared DBA
Libraries, Frameworks & Software Standards
1 3 (15.00%) CSS
1 3 (15.00%) HTML
1 3 (15.00%) J2EE
1 3 (15.00%) Jest
1 3 (15.00%) Node.js
1 3 (15.00%) React
1 3 (15.00%) Redux
Miscellaneous
1 6 (30.00%) User Experience
2 3 (15.00%) Analytical Skills
3 1 (5.00%) Algorithms
Operating Systems
1 3 (15.00%) Linux
1 3 (15.00%) Unix
Processes & Methodologies
1 9 (45.00%) Agile Software Development
1 9 (45.00%) Data Architecture
2 7 (35.00%) Case Management
2 7 (35.00%) CRM
2 7 (35.00%) Data Governance
2 7 (35.00%) Open Source
2 7 (35.00%) Project Management
3 6 (30.00%) Business Intelligence
3 6 (30.00%) Logical Data Model
4 5 (25.00%) Data Management
4 5 (25.00%) Enterprise Architecture
4 5 (25.00%) IT Strategy
4 5 (25.00%) Physical Data Model
5 4 (20.00%) Scrum
5 4 (20.00%) Service Management
5 4 (20.00%) SOA
6 3 (15.00%) Data Extraction
6 3 (15.00%) E-Commerce
6 3 (15.00%) MVC
6 3 (15.00%) OOA/OOD
Programming Languages
1 7 (35.00%) SQL
2 6 (30.00%) Python
3 3 (15.00%) ECMAScript
3 3 (15.00%) ES6
3 3 (15.00%) JavaScript
4 2 (10.00%) R
Qualifications
1 3 (15.00%) OCPJP
2 2 (10.00%) SC Cleared
2 2 (10.00%) Security Cleared
Vendors
1 3 (15.00%) Teradata