Period
to 22 May 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 May 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 May 2018
Same period 2017 Same period 2016
Rank 96 52 92
Rank change year-on-year -44 +40 -6
Contract jobs citing Data Modelling 62 88 59
As % of all contract IT jobs advertised in Manchester 2.03% 3.30% 1.63%
As % of the Processes & Methodologies category 2.36% 3.97% 1.94%
Number of daily rates quoted 42 59 35
Manchester median daily rate £425 £375 £425
Median daily rate % change year-on-year +13.33% -11.76% +6.25%
10th Percentile £363 £305 £356
90th Percentile £608 £528 £635
North West median daily rate £463 £400 £440
% change year-on-year +15.63% -9.09% -12.00%
Number of hourly rates quoted 0 1 0
Manchester median hourly rate - £21.00 -
North West median hourly rate £12.50 £21.00 -
% change year-on-year -40.48% - -

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 2,632 2,219 3,048
As % of all contract IT jobs advertised in Manchester 86.27% 83.23% 84.18%
Number of daily rates quoted 1,717 1,358 1,796
Manchester median daily rate £400 £375 £388
Median daily rate % change year-on-year +6.67% -3.23% +8.39%
10th Percentile £263 £225 £242
90th Percentile £575 £550 £550
North West median daily rate £400 £400 £400
Number of hourly rates quoted 99 48 60
Manchester median hourly rate £19.52 £20.25 £18.99
Median hourly rate % change year-on-year -3.60% +6.62% +30.98%
10th Percentile £12.82 £11.75 £12.75
90th Percentile £42.00 £46.13 £40.00
North West median hourly rate £21.70 £35.50 £29.75
% change year-on-year -38.87% +19.33% +32.22%

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 May 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 May 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
Altrincham +1 5 £390 +1.96%
Stockport -2 1 - - 3
Salford - 1 £400 -
Data Modelling
North West

For the 6 months to 22 May 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 23 (37.10%) Agile Software Development
2 22 (35.48%) SQL
3 20 (32.26%) Finance
4 18 (29.03%) JIRA
5 17 (27.42%) Data Management
6 15 (24.19%) Scrum
6 15 (24.19%) JavaScript
6 15 (24.19%) MySQL
6 15 (24.19%) SQL Server
7 14 (22.58%) Web Services
7 14 (22.58%) Management Information System
7 14 (22.58%) Git (software)
8 13 (20.97%) Data Architecture
8 13 (20.97%) Analytical Skills
8 13 (20.97%) XML
8 13 (20.97%) Business Intelligence
8 13 (20.97%) BusinessObjects
8 13 (20.97%) Informatica
9 12 (19.35%) ASP.NET
9 12 (19.35%) Java
9 12 (19.35%) C#
9 12 (19.35%) .NET
9 12 (19.35%) Confluence
9 12 (19.35%) Change Control
10 11 (17.74%) Amazon AWS
10 11 (17.74%) ADO.NET
10 11 (17.74%) Visual Studio
10 11 (17.74%) Unix
10 11 (17.74%) Data Warehouse
10 11 (17.74%) Microsoft

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 12 (19.35%) Confluence
2 7 (11.29%) SAS
3 2 (3.23%) BizTalk Server
4 1 (1.61%) SharePoint Server
Applications
1 4 (6.45%) Microsoft Excel
2 2 (3.23%) MS Visio
Cloud Services
1 11 (17.74%) Amazon AWS
2 8 (12.90%) Microsoft Azure
3 6 (9.68%) Boomi
3 6 (9.68%) iPaaS
4 5 (8.06%) Amazon S3
5 4 (6.45%) GitHub
5 4 (6.45%) SaaS
6 2 (3.23%) IaaS
7 1 (1.61%) Azure Machine Learning
7 1 (1.61%) Cloud Computing
7 1 (1.61%) SuccessFactors
Communications & Networking
1 3 (4.84%) HTTP
1 3 (4.84%) SNMP
1 3 (4.84%) SSL
1 3 (4.84%) TCP/IP
2 1 (1.61%) Internet
2 1 (1.61%) SMS
Database & Business Intelligence
1 15 (24.19%) MySQL
1 15 (24.19%) SQL Server
2 13 (20.97%) BusinessObjects
3 11 (17.74%) Data Warehouse
4 7 (11.29%) Apache Hive
4 7 (11.29%) Enterprise Data Warehouse
4 7 (11.29%) Hadoop
4 7 (11.29%) HBase
4 7 (11.29%) MongoDB
4 7 (11.29%) Pentaho
4 7 (11.29%) PostgreSQL
5 6 (9.68%) Big Data
6 5 (8.06%) Data Lake
7 3 (4.84%) Relational Database
7 3 (4.84%) SQL Server Integration Services
7 3 (4.84%) SQL Server Reporting Services
8 2 (3.23%) Data Mining
8 2 (3.23%) Power BI
8 2 (3.23%) SQL Server Analysis Services
9 1 (1.61%) NoSQL
Development Applications
1 18 (29.03%) JIRA
2 14 (22.58%) Git (software)
3 11 (17.74%) Visual Studio
4 7 (11.29%) ERwin
5 6 (9.68%) Atlassian Bamboo
6 5 (8.06%) Bitbucket
6 5 (8.06%) SonarQube
7 4 (6.45%) Jenkins
8 3 (4.84%) Hudson
8 3 (4.84%) ReSharper
8 3 (4.84%) Subversion
9 2 (3.23%) eggPlant
10 1 (1.61%) Eclipse
10 1 (1.61%) Gradle
10 1 (1.61%) JProfiler
10 1 (1.61%) JUnit
General
1 20 (32.26%) Finance
2 3 (4.84%) Law
2 3 (4.84%) Legal
3 2 (3.23%) Games
3 2 (3.23%) Manufacturing
4 1 (1.61%) Banking
4 1 (1.61%) Marketing
Job Titles
1 21 (33.87%) Analyst
2 16 (25.81%) Data Analyst
2 16 (25.81%) Developer
3 12 (19.35%) Architect
4 8 (12.90%) Data Architect
5 5 (8.06%) Business Analyst
5 5 (8.06%) Java Developer
5 5 (8.06%) Solutions Architect
6 4 (6.45%) Angular Developer
6 4 (6.45%) Consultant
6 4 (6.45%) Integration Engineer
6 4 (6.45%) JavaScript Developer
7 3 (4.84%) Business Intelligence Developer
7 3 (4.84%) DevOps Engineer
7 3 (4.84%) Implementation Consultant
7 3 (4.84%) ServiceNow Consultant
7 3 (4.84%) ServiceNow Developer
8 2 (3.23%) Business Intelligence Architect
8 2 (3.23%) Cloud Engineer
8 2 (3.23%) Data Engineer
Libraries, Frameworks & Software Standards
1 14 (22.58%) Web Services
2 13 (20.97%) XML
3 12 (19.35%) .NET
3 12 (19.35%) ASP.NET
4 11 (17.74%) ADO.NET
5 10 (16.13%) ASP.NET Web API
5 10 (16.13%) LINQ
5 10 (16.13%) REST
5 10 (16.13%) Swagger
5 10 (16.13%) WCF
6 9 (14.52%) Spring
7 8 (12.90%) JSON
8 7 (11.29%) AngularJS
8 7 (11.29%) RAML
9 6 (9.68%) Hibernate
9 6 (9.68%) J2EE
9 6 (9.68%) jQuery
9 6 (9.68%) XSLT
10 5 (8.06%) Middleware
10 5 (8.06%) XML Schema
Miscellaneous
1 14 (22.58%) Management Information System
2 13 (20.97%) Analytical Skills
3 8 (12.90%) Data Structures
4 7 (11.29%) Enterprise Software
5 5 (8.06%) User Experience
6 3 (4.84%) CMDB
7 2 (3.23%) Self-Motivation
8 1 (1.61%) Greenfield Project
8 1 (1.61%) Learning Management System
Operating Systems
1 11 (17.74%) Unix
Processes & Methodologies
1 23 (37.10%) Agile Software Development
2 17 (27.42%) Data Management
3 15 (24.19%) Scrum
4 13 (20.97%) Business Intelligence
4 13 (20.97%) Data Architecture
5 12 (19.35%) Change Control
6 11 (17.74%) MVC
7 10 (16.13%) Data Integration
7 10 (16.13%) Logical Data Model
7 10 (16.13%) Physical Data Model
7 10 (16.13%) Release Management
7 10 (16.13%) Stakeholder Management
8 9 (14.52%) Data Analysis
8 9 (14.52%) Data Strategy
8 9 (14.52%) Open Source
9 8 (12.90%) ETL
9 8 (12.90%) Problem-Solving
9 8 (12.90%) SFIA
9 8 (12.90%) Visualisation
9 8 (12.90%) Waterfall
Programming Languages
1 22 (35.48%) SQL
2 15 (24.19%) JavaScript
3 12 (19.35%) C#
3 12 (19.35%) Java
4 10 (16.13%) Shell Script
5 5 (8.06%) Java 8
5 5 (8.06%) XPath
6 3 (4.84%) PowerShell
7 2 (3.23%) T-SQL
8 1 (1.61%) PL/SQL
8 1 (1.61%) Python
8 1 (1.61%) R
8 1 (1.61%) Scala
Qualifications
1 2 (3.23%) Security Cleared
2 1 (1.61%) Microsoft Certification
Quality Assurance & Compliance
1 9 (14.52%) Data Quality
2 8 (12.90%) QA
3 1 (1.61%) Dodd-Frank
3 1 (1.61%) EMIR
3 1 (1.61%) MiFID
System Software
1 6 (9.68%) Active Directory
2 1 (1.61%) Virtual Machines
Systems Management
1 3 (4.84%) Puppet
2 2 (3.23%) Opscode Chef
2 2 (3.23%) Single Sign-On
Vendors
1 13 (20.97%) Informatica
2 11 (17.74%) Microsoft
3 10 (16.13%) Apiary
4 8 (12.90%) Oracle
5 7 (11.29%) CA
5 7 (11.29%) Tableau
6 6 (9.68%) MuleSoft
6 6 (9.68%) Okta
6 6 (9.68%) SnapLogic
7 3 (4.84%) Capita
7 3 (4.84%) ServiceNow
7 3 (4.84%) Snow
7 3 (4.84%) TIBCO
8 2 (3.23%) Atlassian
8 2 (3.23%) Rackspace
9 1 (1.61%) Perforce
9 1 (1.61%) SAP