Period
to 22 October 2018

The following table provides summary statistics for contract job vacancies advertised in Manchester 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 22 October 2018 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
North West > Manchester
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 92 63 115
Rank change year-on-year -29 +52 -21
Contract jobs citing Data Modelling 55 83 43
As % of all contract IT jobs advertised in Manchester 1.76% 2.92% 1.18%
As % of the Processes & Methodologies category 2.14% 3.53% 1.39%
Number of daily rates quoted 35 66 27
Manchester median daily rate £425 £425 £425
10th Percentile £321 £316 £315
90th Percentile £603 £654 £553
North West median daily rate £425 £450 £425
% change year-on-year -5.56% +5.88% -10.53%
Number of hourly rates quoted 0 0 0
Manchester median hourly rate - - -
North West median hourly rate £18.50 £43.11 -
% change year-on-year -57.08% - -

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 Manchester with a requirement for process or methodology skills.

All Process and Methodology Skills
Manchester
Contract vacancies with a requirement for process or methodology skills 2,568 2,350 3,084
As % of all contract IT jobs advertised in Manchester 82.07% 82.69% 84.94%
Number of daily rates quoted 1,630 1,476 1,929
Manchester median daily rate £400 £400 £400
10th Percentile £263 £263 £256
90th Percentile £575 £563 £538
North West median daily rate £400 £400 £400
Number of hourly rates quoted 103 80 66
Manchester median hourly rate £20.00 £19.50 £15.75
Median hourly rate % change year-on-year +2.56% +23.81% -15.27%
10th Percentile £11.95 £11.75 £10.94
90th Percentile £35.00 £45.30 £40.75
North West median hourly rate £22.37 £30.00 £21.00
% change year-on-year -25.45% +42.86% -29.32%

Data Modelling
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Modelling in Manchester

Data Modelling
Contractor Daily Rate Trend in Manchester

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

Contractor daily rate trend for Data Modelling in Manchester

Data Modelling
Contractor Daily Rate Histogram in Manchester

The daily rate distribution of IT jobs citing Data Modelling in Manchester over the 6 months to 22 October 2018.

Contractor daily rate histogram for Data Modelling in Manchester

Data Modelling
Contractor Hourly Rate Trend in Manchester

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Modelling in Manchester.

Contractor hourly rate trend for Data Modelling in Manchester

Data Modelling
Contract Job Locations in Manchester

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the Manchester region over the 6 months to 22 October 2018. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Bolton - 4 £400 - 1
Salford 0 3 £613 +34.25%
Stockport - 3 £500 -
Wigan - 2 £290 -
Data Modelling
North West

For the 6 months to 22 October 2018, IT contractor 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 contract job ads across the Manchester region with a requirement for Data Modelling.

1 24 (43.64%) SQL
2 20 (36.36%) Business Intelligence
3 14 (25.45%) Agile Software Development
3 14 (25.45%) Analytics
4 13 (23.64%) Data Warehouse
5 11 (20.00%) SQL Server
5 11 (20.00%) Finance
5 11 (20.00%) Stakeholder Management
6 10 (18.18%) C#
6 10 (18.18%) JavaScript
6 10 (18.18%) Big Data
6 10 (18.18%) Visualisation
7 9 (16.36%) Open Source
7 9 (16.36%) Analytical Skills
7 9 (16.36%) Oracle
7 9 (16.36%) ETL
7 9 (16.36%) Microsoft
7 9 (16.36%) Scrum
7 9 (16.36%) Security Cleared
8 8 (14.55%) Release Management
8 8 (14.55%) Degree
8 8 (14.55%) JIRA
8 8 (14.55%) ERP
8 8 (14.55%) CRM
8 8 (14.55%) Git (software)
8 8 (14.55%) Change Control
9 7 (12.73%) ETL Development
9 7 (12.73%) Power BI
9 7 (12.73%) Unix
9 7 (12.73%) Change Management

Data Modelling
Co-occurring IT Skills in Manchester 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 (10.91%) Elasticsearch
2 4 (7.27%) Confluence
3 3 (5.45%) Apache Spark
3 3 (5.45%) SAS
3 3 (5.45%) SharePoint
4 2 (3.64%) Oracle Workflow
Applications
1 4 (7.27%) Microsoft Excel
Business Applications
1 2 (3.64%) Dynamics CRM
1 2 (3.64%) SAP Hybris
2 1 (1.82%) Cognos Business Intelligence
2 1 (1.82%) Dynamics AX
2 1 (1.82%) Oracle EBS
2 1 (1.82%) SAP MDG
2 1 (1.82%) SAP MDM
Cloud Services
1 6 (10.91%) SaaS
2 4 (7.27%) Amazon AWS
2 4 (7.27%) GitHub
2 4 (7.27%) Microsoft Azure
2 4 (7.27%) Virtual Private Cloud
3 3 (5.45%) Amazon CloudWatch
3 3 (5.45%) AWS CloudTrail
3 3 (5.45%) SuccessFactors
4 1 (1.82%) Azure Data Factory
4 1 (1.82%) Cloud Computing
4 1 (1.82%) Data Lake Analytics
4 1 (1.82%) PaaS
Communications & Networking
1 3 (5.45%) SMS
2 1 (1.82%) Firewall
Database & Business Intelligence
1 13 (23.64%) Data Warehouse
2 11 (20.00%) SQL Server
3 10 (18.18%) Big Data
4 7 (12.73%) Power BI
5 6 (10.91%) Apache Hive
5 6 (10.91%) BusinessObjects
5 6 (10.91%) HBase
5 6 (10.91%) MongoDB
5 6 (10.91%) PostgreSQL
5 6 (10.91%) SQL Server Integration Services
6 5 (9.09%) Hadoop
6 5 (9.09%) Pentaho
7 4 (7.27%) Data Mining
7 4 (7.27%) MySQL
7 4 (7.27%) SQL Server Analysis Services
7 4 (7.27%) SQL Server Reporting Services
8 3 (5.45%) Data Lake
8 3 (5.45%) Enterprise Data Warehouse
8 3 (5.45%) Relational Database
9 2 (3.64%) QGIS
Development Applications
1 8 (14.55%) Git (software)
1 8 (14.55%) JIRA
2 3 (5.45%) ERwin
2 3 (5.45%) Hudson
2 3 (5.45%) Jenkins
3 2 (3.64%) GitLab
4 1 (1.82%) Atlassian Bamboo
4 1 (1.82%) Bitbucket
4 1 (1.82%) ReSharper
4 1 (1.82%) SonarQube
4 1 (1.82%) Team Foundation Server
4 1 (1.82%) Visual Studio
General
1 11 (20.00%) Finance
2 2 (3.64%) Law
2 2 (3.64%) Legal
2 2 (3.64%) Marketing
3 1 (1.82%) Financial Institution
3 1 (1.82%) Manufacturing
Job Titles
1 20 (36.36%) Developer
2 16 (29.09%) Analyst
3 12 (21.82%) Business Analyst
4 9 (16.36%) Architect
5 5 (9.09%) Business Intelligence Developer
5 5 (9.09%) Data Analyst
5 5 (9.09%) Technical Architect
6 4 (7.27%) Technical Analyst
6 4 (7.27%) Technical Business Analyst
7 3 (5.45%) Data Architect
7 3 (5.45%) ETL Developer
7 3 (5.45%) Microsoft Developer
8 2 (3.64%) .NET Developer
8 2 (3.64%) Azure Engineer
8 2 (3.64%) CRM Developer
8 2 (3.64%) Dynamics CRM Developer
8 2 (3.64%) Full Stack Developer
8 2 (3.64%) Pentaho Developer
8 2 (3.64%) Power BI Developer
8 2 (3.64%) Solutions Architect
Libraries, Frameworks & Software Standards
1 5 (9.09%) .NET
1 5 (9.09%) ASP.NET
1 5 (9.09%) Web Services
1 5 (9.09%) XML
2 4 (7.27%) CSS
2 4 (7.27%) HTML
2 4 (7.27%) Swagger
3 3 (5.45%) jQuery
3 3 (5.45%) KnockoutJS
3 3 (5.45%) Spring
3 3 (5.45%) Spring Boot
4 2 (3.64%) .NET Framework
4 2 (3.64%) ASP.NET MVC
4 2 (3.64%) Entity Framework
4 2 (3.64%) PostGIS
4 2 (3.64%) REST
4 2 (3.64%) XHTML
5 1 (1.82%) Middleware
5 1 (1.82%) XML Schema
5 1 (1.82%) XSLT
Miscellaneous
1 9 (16.36%) Analytical Skills
2 4 (7.27%) Management Information System
3 3 (5.45%) Enterprise Software
4 2 (3.64%) Data Structures
4 2 (3.64%) User Experience
5 1 (1.82%) Algorithms
5 1 (1.82%) Computer Science
5 1 (1.82%) Fintech
5 1 (1.82%) Greenfield Project
5 1 (1.82%) Life Science
5 1 (1.82%) Private Cloud
5 1 (1.82%) Reference Data
Operating Systems
1 7 (12.73%) Unix
2 5 (9.09%) Linux
3 1 (1.82%) CentOS
3 1 (1.82%) Red Hat Enterprise Linux
3 1 (1.82%) Windows
Processes & Methodologies
1 20 (36.36%) Business Intelligence
2 14 (25.45%) Agile Software Development
2 14 (25.45%) Analytics
3 11 (20.00%) Stakeholder Management
4 10 (18.18%) Visualisation
5 9 (16.36%) ETL
5 9 (16.36%) Open Source
5 9 (16.36%) Scrum
6 8 (14.55%) Change Control
6 8 (14.55%) CRM
6 8 (14.55%) ERP
6 8 (14.55%) Release Management
7 7 (12.73%) Change Management
7 7 (12.73%) Data Integration
7 7 (12.73%) ETL Development
8 6 (10.91%) Business Analysis
9 5 (9.09%) Data Analytics
9 5 (9.09%) Data Architecture
9 5 (9.09%) Data Migration
9 5 (9.09%) User Stories
Programming Languages
1 24 (43.64%) SQL
2 10 (18.18%) C#
2 10 (18.18%) JavaScript
3 5 (9.09%) T-SQL
4 4 (7.27%) Java
4 4 (7.27%) Python
4 4 (7.27%) Shell Script
5 1 (1.82%) Bash Shell
5 1 (1.82%) PL/SQL
5 1 (1.82%) Ruby
5 1 (1.82%) XPath
Qualifications
1 9 (16.36%) Security Cleared
2 8 (14.55%) Degree
3 7 (12.73%) SC Cleared
4 1 (1.82%) Computer Science Degree
Quality Assurance & Compliance
1 4 (7.27%) Data Quality
2 3 (5.45%) QA
System Software
1 2 (3.64%) Docker
2 1 (1.82%) VMware Infrastructure
Systems Management
1 2 (3.64%) Kibana
2 1 (1.82%) Opscode Chef
Vendors
1 9 (16.36%) Microsoft
1 9 (16.36%) Oracle
2 6 (10.91%) SAP
3 5 (9.09%) Informatica
4 4 (7.27%) AlienVault
4 4 (7.27%) Apiary
4 4 (7.27%) Tableau
5 3 (5.45%) CA
6 2 (3.64%) hybris
7 1 (1.82%) Cisco
7 1 (1.82%) Cognos
7 1 (1.82%) Red Hat
7 1 (1.82%) Sage
7 1 (1.82%) SolarWinds
7 1 (1.82%) VMware