Period
to 15 August 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 15 August 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
15 Aug 2018
Same period 2017 Same period 2016
Rank 92 62 105
Rank change year-on-year -30 +43 +6
Contract jobs citing Data Modelling 66 84 47
As % of all contract IT jobs advertised in Manchester 2.02% 2.93% 1.27%
As % of the Processes & Methodologies category 2.39% 3.57% 1.52%
Number of daily rates quoted 41 60 30
Manchester median daily rate £475 £425 £425
Median daily rate % change year-on-year +11.76% - -5.56%
10th Percentile £363 £306 £356
90th Percentile £612 £635 £595
North West median daily rate £425 £425 £425
Number of hourly rates quoted 0 0 0
Manchester median hourly rate - - -
North West median hourly rate £14.25 - -

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 2,761 2,354 3,084
As % of all contract IT jobs advertised in Manchester 84.49% 82.19% 83.55%
Number of daily rates quoted 1,793 1,445 1,891
Manchester median daily rate £400 £388 £400
Median daily rate % change year-on-year +3.23% -3.13% +10.34%
10th Percentile £263 £235 £250
90th Percentile £575 £541 £538
North West median daily rate £400 £400 £400
Number of hourly rates quoted 84 72 58
Manchester median hourly rate £25.36 £18.75 £15.45
Median hourly rate % change year-on-year +35.24% +21.40% -0.35%
10th Percentile £12.75 £11.75 £10.85
90th Percentile £41.40 £45.00 £40.45
North West median hourly rate £23.65 £35.00 £27.00
% change year-on-year -32.43% +29.63% -1.82%

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 15 August 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 15 August 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 +5 5 £390 -
Salford -1 4 £600 +54.84%
Stockport +7 3 £500 - 1
Bolton - 2 £525 - 1
Data Modelling
North West

For the 6 months to 15 August 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 29 (43.94%) SQL
2 23 (34.85%) Agile Software Development
3 21 (31.82%) Business Intelligence
4 19 (28.79%) Finance
5 16 (24.24%) Scrum
5 16 (24.24%) JavaScript
5 16 (24.24%) Analytical Skills
6 15 (22.73%) Analytics
6 15 (22.73%) JIRA
6 15 (22.73%) MySQL
7 14 (21.21%) SQL Server
7 14 (21.21%) Data Warehouse
7 14 (21.21%) Stakeholder Management
7 14 (21.21%) Release Management
7 14 (21.21%) Visualisation
7 14 (21.21%) Change Control
8 13 (19.70%) Big Data
8 13 (19.70%) Open Source
8 13 (19.70%) Git (software)
9 12 (18.18%) Data Management
9 12 (18.18%) BusinessObjects
9 12 (18.18%) Oracle
10 11 (16.67%) Java
10 11 (16.67%) Informatica
10 11 (16.67%) Amazon AWS
10 11 (16.67%) Confluence
11 10 (15.15%) Data Integration
11 10 (15.15%) Logical Data Model
11 10 (15.15%) Physical Data Model
11 10 (15.15%) 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 11 (16.67%) Confluence
2 7 (10.61%) SAS
3 6 (9.09%) Elasticsearch
4 3 (4.55%) SharePoint
5 2 (3.03%) Oracle Workflow
6 1 (1.52%) Apache Spark
6 1 (1.52%) SharePoint Server
Applications
1 5 (7.58%) Microsoft Excel
Business Applications
1 1 (1.52%) Cognos Business Intelligence
Cloud Services
1 11 (16.67%) Amazon AWS
2 7 (10.61%) SaaS
3 5 (7.58%) Amazon S3
3 5 (7.58%) GitHub
3 5 (7.58%) Microsoft Azure
4 4 (6.06%) SuccessFactors
4 4 (6.06%) Virtual Private Cloud
5 3 (4.55%) Amazon CloudWatch
5 3 (4.55%) AWS CloudTrail
6 2 (3.03%) Boomi
6 2 (3.03%) Cloud Computing
6 2 (3.03%) iPaaS
7 1 (1.52%) Azure Machine Learning
Communications & Networking
1 4 (6.06%) SMS
2 1 (1.52%) Firewall
2 1 (1.52%) Internet
Database & Business Intelligence
1 15 (22.73%) MySQL
2 14 (21.21%) Data Warehouse
2 14 (21.21%) SQL Server
3 13 (19.70%) Big Data
4 12 (18.18%) BusinessObjects
5 10 (15.15%) PostgreSQL
6 8 (12.12%) Apache Hive
6 8 (12.12%) HBase
6 8 (12.12%) MongoDB
7 7 (10.61%) Enterprise Data Warehouse
7 7 (10.61%) Hadoop
7 7 (10.61%) Pentaho
8 6 (9.09%) Data Mining
9 5 (7.58%) Data Lake
9 5 (7.58%) Power BI
10 4 (6.06%) SQL Server Integration Services
11 3 (4.55%) SQL Server Reporting Services
12 2 (3.03%) QGIS
12 2 (3.03%) Relational Database
12 2 (3.03%) SQL Server Analysis Services
Development Applications
1 15 (22.73%) JIRA
2 13 (19.70%) Git (software)
3 7 (10.61%) ERwin
4 4 (6.06%) Jenkins
4 4 (6.06%) Visual Studio
5 3 (4.55%) Hudson
6 2 (3.03%) Atlassian Bamboo
6 2 (3.03%) Bitbucket
6 2 (3.03%) GitLab
6 2 (3.03%) SonarQube
7 1 (1.52%) Eclipse
7 1 (1.52%) eggPlant
7 1 (1.52%) Gradle
7 1 (1.52%) JProfiler
7 1 (1.52%) JUnit
7 1 (1.52%) ReSharper
7 1 (1.52%) Team Foundation Server
General
1 19 (28.79%) Finance
2 2 (3.03%) Law
2 2 (3.03%) Legal
3 1 (1.52%) Banking
3 1 (1.52%) Financial Institution
3 1 (1.52%) Games
3 1 (1.52%) Manufacturing
3 1 (1.52%) Marketing
Job Titles
1 25 (37.88%) Analyst
2 19 (28.79%) Developer
3 14 (21.21%) Business Analyst
4 12 (18.18%) Architect
4 12 (18.18%) Data Analyst
5 6 (9.09%) Data Architect
5 6 (9.09%) Java Developer
6 5 (7.58%) Business Intelligence Developer
6 5 (7.58%) Technical Architect
7 4 (6.06%) Angular Developer
7 4 (6.06%) JavaScript Developer
7 4 (6.06%) Technical Analyst
7 4 (6.06%) Technical Business Analyst
8 2 (3.03%) Business Intelligence Architect
8 2 (3.03%) Consultant
8 2 (3.03%) Data Migration Analyst
8 2 (3.03%) Integration Developer
8 2 (3.03%) Migration Analyst
8 2 (3.03%) Power BI Developer
8 2 (3.03%) Solutions Architect
Libraries, Frameworks & Software Standards
1 10 (15.15%) Swagger
2 9 (13.64%) Spring
3 7 (10.61%) RAML
3 7 (10.61%) XML
4 6 (9.09%) AngularJS
4 6 (9.09%) Hibernate
4 6 (9.09%) J2EE
5 5 (7.58%) .NET
5 5 (7.58%) ActiveMQ
5 5 (7.58%) ASP.NET
5 5 (7.58%) jQuery
5 5 (7.58%) Web Services
6 4 (6.06%) ADO.NET
6 4 (6.06%) ASP.NET Web API
6 4 (6.06%) LINQ
6 4 (6.06%) WCF
7 3 (4.55%) JSON
7 3 (4.55%) KnockoutJS
7 3 (4.55%) REST
7 3 (4.55%) XSLT
Miscellaneous
1 16 (24.24%) Analytical Skills
2 9 (13.64%) Management Information System
3 7 (10.61%) Enterprise Software
4 4 (6.06%) User Experience
5 3 (4.55%) Data Structures
6 1 (1.52%) Algorithms
6 1 (1.52%) Computer Science
6 1 (1.52%) Fintech
6 1 (1.52%) Greenfield Project
6 1 (1.52%) Learning Management System
6 1 (1.52%) Life Science
6 1 (1.52%) Private Cloud
6 1 (1.52%) Reference Data
Operating Systems
1 9 (13.64%) Unix
2 5 (7.58%) Linux
3 1 (1.52%) CentOS
3 1 (1.52%) Red Hat Enterprise Linux
3 1 (1.52%) Windows
Processes & Methodologies
1 23 (34.85%) Agile Software Development
2 21 (31.82%) Business Intelligence
3 16 (24.24%) Scrum
4 15 (22.73%) Analytics
5 14 (21.21%) Change Control
5 14 (21.21%) Release Management
5 14 (21.21%) Stakeholder Management
5 14 (21.21%) Visualisation
6 13 (19.70%) Open Source
7 12 (18.18%) Data Management
8 10 (15.15%) Data Integration
8 10 (15.15%) Logical Data Model
8 10 (15.15%) Physical Data Model
9 9 (13.64%) Business Process Mapping
9 9 (13.64%) Data Architecture
10 8 (12.12%) Data Visualisation
10 8 (12.12%) Problem-Solving
11 7 (10.61%) Data Strategy
11 7 (10.61%) Metadata Management
11 7 (10.61%) Service Design
Programming Languages
1 29 (43.94%) SQL
2 16 (24.24%) JavaScript
3 11 (16.67%) Java
4 10 (15.15%) C#
5 8 (12.12%) Shell Script
6 5 (7.58%) Java 8
6 5 (7.58%) Python
7 3 (4.55%) T-SQL
8 2 (3.03%) XPath
9 1 (1.52%) Bash Shell
9 1 (1.52%) PL/SQL
9 1 (1.52%) R
9 1 (1.52%) Ruby
9 1 (1.52%) Scala
Qualifications
1 7 (10.61%) Security Cleared
2 6 (9.09%) Degree
3 5 (7.58%) SC Cleared
4 1 (1.52%) Computer Science Degree
4 1 (1.52%) Microsoft Certification
Quality Assurance & Compliance
1 8 (12.12%) Data Quality
2 6 (9.09%) QA
System Software
1 2 (3.03%) Active Directory
1 2 (3.03%) Docker
2 1 (1.52%) VMware Infrastructure
Systems Management
1 2 (3.03%) Kibana
1 2 (3.03%) Opscode Chef
2 1 (1.52%) Puppet
Vendors
1 12 (18.18%) Oracle
2 11 (16.67%) Informatica
3 10 (15.15%) Apiary
3 10 (15.15%) Microsoft
4 8 (12.12%) Tableau
5 7 (10.61%) CA
6 4 (6.06%) AlienVault
6 4 (6.06%) SAP
7 2 (3.03%) Capita
7 2 (3.03%) MuleSoft
7 2 (3.03%) Okta
7 2 (3.03%) SnapLogic
8 1 (1.52%) Atlassian
8 1 (1.52%) Cisco
8 1 (1.52%) Cognos
8 1 (1.52%) Perforce
8 1 (1.52%) Red Hat
8 1 (1.52%) SolarWinds
8 1 (1.52%) TIBCO
8 1 (1.52%) VMware