Period
to 21 November 2017

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 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
North West > Manchester
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 64 122 81
Rank change year-on-year +58 -41 +11
Contract jobs citing Data Modelling 78 41 72
As % of all contract IT jobs advertised in Manchester 2.64% 1.16% 1.90%
As % of the Processes & Methodologies category 3.24% 1.39% 2.37%
Number of daily rates quoted 62 24 44
Manchester median daily rate £450 £400 £450
Median daily rate % change year-on-year +12.50% -11.11% +12.50%
10th Percentile £325 £308 £374
90th Percentile £674 £554 £603
North West median daily rate £450 £425 £475
% change year-on-year +5.88% -10.53% +11.76%
Number of hourly rates quoted 0 0 0
Manchester median hourly rate - - -
North West median hourly rate £43.11 - £33.50

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 2405 2958 3039
As % of all contract IT jobs advertised in Manchester 81.25% 83.96% 80.12%
Number of daily rates quoted 1534 1882 1800
Manchester median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +8.70%
10th Percentile £263 £263 £238
90th Percentile £575 £538 £530
North West median daily rate £400 £400 £400
Number of hourly rates quoted 81 56 78
Manchester median hourly rate £17.50 £15.25 £19.50
Median hourly rate % change year-on-year +14.75% -21.79% +30.00%
10th Percentile £11.75 £11.54 £11.00
90th Percentile £45.00 £40.00 £42.15
North West median hourly rate £27.00 £22.42 £30.52
% change year-on-year +20.41% -26.53% +69.56%

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 21 November 2017.

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 21 November 2017. 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 - 4 £525 -
Altrincham -8 2 £390 +5.41% 1
Data Modelling
North West

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 Manchester region with a requirement for Data Modelling.

1 34 (43.59%) SQL
2 32 (41.03%) Agile Software Development
3 26 (33.33%) Migration
4 24 (30.77%) Microsoft
5 22 (28.21%) ETL
5 22 (28.21%) Data Migration
5 22 (28.21%) Data Architecture
6 20 (25.64%) SQL Server
7 19 (24.36%) Oracle
8 18 (23.08%) Business Intelligence
8 18 (23.08%) Information Architecture
9 16 (20.51%) SharePoint
9 16 (20.51%) SQL Server Integration Services
9 16 (20.51%) Business Analysis
10 15 (19.23%) Use Case
11 14 (17.95%) Data Quality
12 13 (16.67%) Java
12 13 (16.67%) Data Structures
13 12 (15.38%) Analytical Skills
13 12 (15.38%) Intranet
13 12 (15.38%) Workflow
13 12 (15.38%) Finance
13 12 (15.38%) Retail
13 12 (15.38%) Data Management
13 12 (15.38%) Analytical Thinking
14 11 (14.10%) SDLC
14 11 (14.10%) Management Information System
14 11 (14.10%) T-SQL
14 11 (14.10%) Kalman Filter
14 11 (14.10%) Data Governance

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 16 (20.51%) SharePoint
2 3 (3.85%) CMS
3 1 (1.28%) Apache Solr
3 1 (1.28%) Elasticsearch
3 1 (1.28%) SharePoint Server
Applications
1 4 (5.13%) Microsoft Excel
2 1 (1.28%) MS Visio
Business Applications
1 3 (3.85%) Dynamics AX
2 1 (1.28%) Oracle Applications
2 1 (1.28%) Oracle BPM
Cloud Services
1 4 (5.13%) Amazon AWS
2 2 (2.56%) Amazon S3
2 2 (2.56%) Microsoft Azure
3 1 (1.28%) Cloud Computing
Communications & Networking
1 12 (15.38%) Intranet
2 5 (6.41%) SNMP
3 1 (1.28%) SMS
Database & Business Intelligence
1 20 (25.64%) SQL Server
2 16 (20.51%) SQL Server Integration Services
3 6 (7.69%) Relational Database
4 5 (6.41%) RDBMS
4 5 (6.41%) SQL Server Reporting Services
5 4 (5.13%) Data Warehouse
6 3 (3.85%) Oracle BI Publisher
6 3 (3.85%) Oracle Reports
6 3 (3.85%) SQL Server Analysis Services
7 2 (2.56%) Data Mining
7 2 (2.56%) MySQL
7 2 (2.56%) Power BI
7 2 (2.56%) QlikView
7 2 (2.56%) SQL Server 2008
8 1 (1.28%) Data Lake
8 1 (1.28%) Electronic Patient Records
8 1 (1.28%) Enterprise Data Warehouse
8 1 (1.28%) OLAP
8 1 (1.28%) Qlik Sense
8 1 (1.28%) SAP BW
Development Applications
1 5 (6.41%) JUnit
2 3 (3.85%) Bitbucket
2 3 (3.85%) Eclipse
2 3 (3.85%) Git (software)
2 3 (3.85%) Gradle
2 3 (3.85%) JProfiler
2 3 (3.85%) SonarQube
2 3 (3.85%) Visual Studio
3 2 (2.56%) Atlassian Bamboo
3 2 (2.56%) JIRA
3 2 (2.56%) ReSharper
4 1 (1.28%) Cucumber
4 1 (1.28%) ERwin
4 1 (1.28%) IntelliJ
4 1 (1.28%) Jenkins
4 1 (1.28%) Maven
4 1 (1.28%) Oracle Forms
4 1 (1.28%) Selenium
4 1 (1.28%) SpecFlow
4 1 (1.28%) Talend Open Studio
General
1 12 (15.38%) Finance
1 12 (15.38%) Retail
2 3 (3.85%) Banking
3 2 (2.56%) Financial Institution
3 2 (2.56%) Law
3 2 (2.56%) Legal
4 1 (1.28%) Investment Banking
4 1 (1.28%) Pharmaceutical
Job Titles
1 29 (37.18%) Architect
2 18 (23.08%) Analyst
3 17 (21.79%) Developer
4 14 (17.95%) Information Architect
5 13 (16.67%) Business Analyst
6 12 (15.38%) Data Architect
7 7 (8.97%) Java Developer
8 6 (7.69%) Consultant
9 5 (6.41%) SQL Developer
10 4 (5.13%) Data Analyst
10 4 (5.13%) Implementation Consultant
10 4 (5.13%) ServiceNow Consultant
11 3 (3.85%) Data Business Analyst
11 3 (3.85%) Digital Analyst
11 3 (3.85%) Digital Business Analyst
11 3 (3.85%) ServiceNow Developer
11 3 (3.85%) Software Analyst
12 2 (2.56%) Agile Business Analyst
12 2 (2.56%) JavaScript Developer
12 2 (2.56%) QlikView Developer
Libraries, Frameworks & Software Standards
1 10 (12.82%) .NET
2 9 (11.54%) REST
2 9 (11.54%) Web Services
3 8 (10.26%) XML
4 7 (8.97%) Hibernate
4 7 (8.97%) SOAP
4 7 (8.97%) Spring
5 5 (6.41%) J2EE
5 5 (6.41%) JPA
6 4 (5.13%) JSON
6 4 (5.13%) XSLT
7 3 (3.85%) Java EE
8 2 (2.56%) ADO.NET
8 2 (2.56%) ASP.NET
8 2 (2.56%) ASP.NET Web API
8 2 (2.56%) jQuery
8 2 (2.56%) LINQ
8 2 (2.56%) RESTful
8 2 (2.56%) WCF
8 2 (2.56%) XML Schema
Miscellaneous
1 13 (16.67%) Data Structures
2 12 (15.38%) Analytical Skills
3 11 (14.10%) Management Information System
3 11 (14.10%) Taxonomies
4 7 (8.97%) CMDB
5 4 (5.13%) Reference Data
6 2 (2.56%) Greenfield Project
6 2 (2.56%) Public Cloud
6 2 (2.56%) User Experience
7 1 (1.28%) Computer Science
7 1 (1.28%) Digital Media
7 1 (1.28%) iPad
7 1 (1.28%) Life Science
7 1 (1.28%) NHS
7 1 (1.28%) State Machine
Operating Systems
1 6 (7.69%) Unix
2 1 (1.28%) Linux
2 1 (1.28%) Solaris
Processes & Methodologies
1 32 (41.03%) Agile Software Development
2 26 (33.33%) Migration
3 22 (28.21%) Data Architecture
3 22 (28.21%) Data Migration
3 22 (28.21%) ETL
4 18 (23.08%) Business Intelligence
4 18 (23.08%) Information Architecture
5 16 (20.51%) Business Analysis
6 15 (19.23%) Use Case
7 12 (15.38%) Analytical Thinking
7 12 (15.38%) Data Management
7 12 (15.38%) Workflow
8 11 (14.10%) Data Governance
8 11 (14.10%) Data Integration
8 11 (14.10%) Kalman Filter
8 11 (14.10%) SDLC
9 10 (12.82%) Validation
10 9 (11.54%) ERD
10 9 (11.54%) Logical Data Model
10 9 (11.54%) UML
Programming Languages
1 34 (43.59%) SQL
2 13 (16.67%) Java
3 11 (14.10%) T-SQL
4 10 (12.82%) JavaScript
5 6 (7.69%) Shell Script
6 5 (6.41%) PowerShell
7 3 (3.85%) C#
7 3 (3.85%) PL/SQL
8 2 (2.56%) XPath
Qualifications
1 3 (3.85%) Degree
2 2 (2.56%) Security Cleared
3 1 (1.28%) BC Cleared
3 1 (1.28%) BPSS Clearance
3 1 (1.28%) SC Cleared
Quality Assurance & Compliance
1 14 (17.95%) Data Quality
2 5 (6.41%) QA
3 4 (5.13%) GDPR
4 2 (2.56%) COBIT
5 1 (1.28%) HL7
Systems Management
1 2 (2.56%) SCCM
1 2 (2.56%) SCOM
2 1 (1.28%) Systems Management Server (SMS)
Vendors
1 24 (30.77%) Microsoft
2 19 (24.36%) Oracle
3 5 (6.41%) ServiceNow
3 5 (6.41%) Snow
4 4 (5.13%) Perforce
5 2 (2.56%) MuleSoft
5 2 (2.56%) SolarWinds
6 1 (1.28%) IBM
6 1 (1.28%) SAP
6 1 (1.28%) Tableau
6 1 (1.28%) Talend
6 1 (1.28%) Teradata
6 1 (1.28%) WSO2