Period
to 17 February 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 17 February 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
17 Feb 2018
Same period 2017 Same period 2016
Rank 91 80 79
Rank change year-on-year -11 -1 -5
Contract jobs citing Data Modelling 54 77 82
As % of all contract IT jobs advertised in Manchester 2.00% 2.52% 2.14%
As % of the Processes & Methodologies category 2.41% 2.98% 2.58%
Number of daily rates quoted 38 52 44
Manchester median daily rate £425 £375 £450
Median daily rate % change year-on-year +13.33% -16.67% +12.50%
10th Percentile £325 £300 £358
90th Percentile £677 £549 £606
North West median daily rate £425 £400 £450
% change year-on-year +6.25% -11.11% -
Number of hourly rates quoted 0 1 0
Manchester median hourly rate - £21.00 -
North West median hourly rate £19.00 £21.00 -
% change year-on-year -9.52% - -

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 2,244 2,584 3,177
As % of all contract IT jobs advertised in Manchester 83.08% 84.69% 82.93%
Number of daily rates quoted 1,456 1,638 1,843
Manchester median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +7.14%
10th Percentile £255 £263 £236
90th Percentile £586 £561 £538
North West median daily rate £410 £400 £400
% change year-on-year +2.50% - +6.67%
Number of hourly rates quoted 86 39 85
Manchester median hourly rate £18.77 £18.00 £18.68
Median hourly rate % change year-on-year +4.28% -3.61% +24.50%
10th Percentile £12.86 £12.65 £12.29
90th Percentile £45.50 £40.75 £40.00
North West median hourly rate £23.17 £26.75 £32.50
% change year-on-year -13.36% -17.71% +68.83%

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 17 February 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 17 February 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
Salford - 3 £570 - 1
Data Modelling
North West

For the 6 months to 17 February 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 26 (48.15%) Agile Software Development
2 17 (31.48%) Data Architecture
3 16 (29.63%) Web Services
4 15 (27.78%) REST
5 14 (25.93%) Data Management
6 13 (24.07%) Migration
6 13 (24.07%) ETL
6 13 (24.07%) Workflow
6 13 (24.07%) Information Architecture
7 12 (22.22%) Management Information System
7 12 (22.22%) Microsoft
7 12 (22.22%) ITIL
7 12 (22.22%) Data Analysis
7 12 (22.22%) Data Integration
8 11 (20.37%) XML
8 11 (20.37%) SQL Server
8 11 (20.37%) Data Structures
9 10 (18.52%) C#
9 10 (18.52%) SharePoint
9 10 (18.52%) Change Management
9 10 (18.52%) Data Migration
9 10 (18.52%) CMDB
10 9 (16.67%) Use Case
10 9 (16.67%) Unix
10 9 (16.67%) JavaScript
10 9 (16.67%) SQL
10 9 (16.67%) .NET
10 9 (16.67%) Visual Studio
10 9 (16.67%) ADO.NET
10 9 (16.67%) ASP.NET

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 10 (18.52%) SharePoint
2 3 (5.56%) CMS
3 2 (3.70%) BizTalk Server
4 1 (1.85%) Apache Solr
4 1 (1.85%) Confluence
4 1 (1.85%) Elasticsearch
Applications
1 3 (5.56%) Microsoft Excel
1 3 (5.56%) MS Visio
Cloud Services
1 6 (11.11%) Amazon AWS
2 4 (7.41%) Boomi
2 4 (7.41%) iPaaS
2 4 (7.41%) Microsoft Azure
3 3 (5.56%) SaaS
4 2 (3.70%) IaaS
5 1 (1.85%) Cloud Computing
Communications & Networking
1 8 (14.81%) SNMP
2 6 (11.11%) Intranet
3 3 (5.56%) HTTP
3 3 (5.56%) SSL
3 3 (5.56%) TCP/IP
4 1 (1.85%) SMS
Database & Business Intelligence
1 11 (20.37%) SQL Server
2 4 (7.41%) BusinessObjects
3 3 (5.56%) Relational Database
4 2 (3.70%) SQL Server Integration Services
5 1 (1.85%) Data Mining
5 1 (1.85%) Data Warehouse
5 1 (1.85%) Electronic Patient Records
5 1 (1.85%) MongoDB
5 1 (1.85%) RDBMS
Development Applications
1 9 (16.67%) Visual Studio
2 8 (14.81%) JIRA
3 6 (11.11%) Atlassian Bamboo
4 5 (9.26%) Bitbucket
4 5 (9.26%) SonarQube
5 4 (7.41%) ReSharper
6 3 (5.56%) Git (software)
6 3 (5.56%) Subversion
7 1 (1.85%) Cucumber
7 1 (1.85%) eggPlant
7 1 (1.85%) ERwin
7 1 (1.85%) Selenium
7 1 (1.85%) SpecFlow
General
1 7 (12.96%) Finance
2 4 (7.41%) Law
2 4 (7.41%) Legal
3 3 (5.56%) Retail
4 2 (3.70%) Manufacturing
5 1 (1.85%) Banking
5 1 (1.85%) Games
5 1 (1.85%) Investment Banking
5 1 (1.85%) Pharmaceutical
Job Titles
1 23 (42.59%) Architect
2 13 (24.07%) Analyst
3 9 (16.67%) Data Architect
3 9 (16.67%) Information Architect
4 7 (12.96%) Business Analyst
4 7 (12.96%) Consultant
4 7 (12.96%) Developer
4 7 (12.96%) Implementation Consultant
4 7 (12.96%) ServiceNow Consultant
5 6 (11.11%) ServiceNow Developer
5 6 (11.11%) Solutions Architect
6 5 (9.26%) Data Analyst
6 5 (9.26%) Integration Engineer
7 3 (5.56%) Data Business Analyst
8 2 (3.70%) Cloud Engineer
8 2 (3.70%) Data Engineer
8 2 (3.70%) Digital Analyst
8 2 (3.70%) Digital Business Analyst
8 2 (3.70%) SQL Analyst
8 2 (3.70%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 16 (29.63%) Web Services
2 15 (27.78%) REST
3 11 (20.37%) XML
4 9 (16.67%) .NET
4 9 (16.67%) ADO.NET
4 9 (16.67%) ASP.NET
5 8 (14.81%) ASP.NET Web API
5 8 (14.81%) LINQ
5 8 (14.81%) SOAP
5 8 (14.81%) WCF
6 7 (12.96%) JSON
7 6 (11.11%) Middleware
8 5 (9.26%) XML Schema
8 5 (9.26%) XSLT
9 3 (5.56%) .NET Framework
9 3 (5.56%) ASP.NET Web Forms
10 1 (1.85%) AngularJS
10 1 (1.85%) Gherkin
10 1 (1.85%) RESTful
10 1 (1.85%) Twitter Bootstrap
Miscellaneous
1 12 (22.22%) Management Information System
2 11 (20.37%) Data Structures
3 10 (18.52%) CMDB
4 9 (16.67%) Analytical Skills
5 8 (14.81%) Taxonomies
6 3 (5.56%) Reference Data
6 3 (5.56%) User Experience
7 2 (3.70%) Public Cloud
8 1 (1.85%) Digital Media
8 1 (1.85%) Greenfield Project
8 1 (1.85%) iPad
8 1 (1.85%) Life Science
8 1 (1.85%) NHS
8 1 (1.85%) State Machine
Operating Systems
1 9 (16.67%) Unix
2 1 (1.85%) Linux
Processes & Methodologies
1 26 (48.15%) Agile Software Development
2 17 (31.48%) Data Architecture
3 14 (25.93%) Data Management
4 13 (24.07%) ETL
4 13 (24.07%) Information Architecture
4 13 (24.07%) Migration
4 13 (24.07%) Workflow
5 12 (22.22%) Data Analysis
5 12 (22.22%) Data Integration
5 12 (22.22%) ITIL
6 10 (18.52%) Change Management
6 10 (18.52%) Data Migration
7 9 (16.67%) Use Case
7 9 (16.67%) User Stories
8 8 (14.81%) Business Analysis
8 8 (14.81%) ITIL V3
8 8 (14.81%) MVC
8 8 (14.81%) Operations Management
8 8 (14.81%) Validation
8 8 (14.81%) Workflow Development
Programming Languages
1 10 (18.52%) C#
2 9 (16.67%) JavaScript
2 9 (16.67%) SQL
3 8 (14.81%) PowerShell
3 8 (14.81%) Shell Script
4 5 (9.26%) XPath
5 3 (5.56%) Java
6 2 (3.70%) PL/SQL
6 2 (3.70%) T-SQL
Qualifications
1 2 (3.70%) Security Cleared
Quality Assurance & Compliance
1 8 (14.81%) Data Quality
2 4 (7.41%) QA
3 2 (3.70%) COBIT
3 2 (3.70%) GDPR
4 1 (1.85%) Dodd-Frank
4 1 (1.85%) EMIR
4 1 (1.85%) HL7
4 1 (1.85%) MiFID
System Software
1 4 (7.41%) Active Directory
2 1 (1.85%) Virtual Machines
Systems Management
1 2 (3.70%) Puppet
1 2 (3.70%) SCCM
1 2 (3.70%) SCOM
1 2 (3.70%) Single Sign-On
2 1 (1.85%) Opscode Chef
Vendors
1 12 (22.22%) Microsoft
2 8 (14.81%) ServiceNow
2 8 (14.81%) Snow
3 5 (9.26%) MuleSoft
4 4 (7.41%) Informatica
4 4 (7.41%) SnapLogic
5 2 (3.70%) Oracle
5 2 (3.70%) Rackspace
5 2 (3.70%) SolarWinds
5 2 (3.70%) TIBCO
6 1 (1.85%) Atlassian
6 1 (1.85%) Capita
6 1 (1.85%) IBM
6 1 (1.85%) Tableau
6 1 (1.85%) Talend