The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
North West / Manchester
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 145 135 161
Rank change year-on-year -10 +26  
Permanent jobs citing Data Modelling 70 46 25
As % of all permanent IT jobs advertised in Manchester 1.66% 1.33% 0.74%
As % of the Processes & Methodologies category 1.82% 1.48% 0.82%
Number of salaries quoted 61 33 17
Median salary £44,500 £52,500 £45,000
Median salary % change year-on-year -15.23% +16.66%  
90% offered a salary of more than £37,500 £38,000 £34,000
10% offered a salary of more than £57,500 £64,800 £52,500
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for process and methodology skills.

Process & Methodology Skills
Manchester
Permanent job vacancies with a requirement for process and methodology skills 3838 3117 3031
As % of all permanent IT job vacancies advertised in Manchester 91.08% 90.27% 90.32%
Number of salaries quoted 3287 2671 2523
Median salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50%  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £65,000 £61,500 £62,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in Manchester

The job posting trend of jobs advertised in Manchester citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Manchester

Data Modelling
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Manchester.

Salary trend for Data Modelling in Manchester

Data Modelling
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Modelling in Manchester over the 3 months to 26 June 2017.

Salary histogram for Data Modelling in Manchester

Data Modelling
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Manchester region over the 3 months to 26 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Stockport -1 16 £37,500 -6.25% 1
Rochdale -1 3 £57,000 +3.63% 1
Cheadle - 1 £40,500 -
Data Modelling
North West

For the 6 months to 26 June 2017, IT 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 job ads across the Manchester region with a requirement for Data Modelling.

1 67 (47.52%) SQL
2 39 (27.66%) ETL
3 38 (26.95%) Business Intelligence
4 36 (25.53%) SQL Server
5 34 (24.11%) E-Commerce
6 33 (23.40%) Data Warehouse
7 31 (21.99%) Analytics
8 29 (20.57%) Analytical Skills
9 27 (19.15%) Oracle
10 26 (18.44%) MVC
10 26 (18.44%) Agile Software Development
10 26 (18.44%) Continuous Integration
11 25 (17.73%) SQL Server Integration Services
11 25 (17.73%) JavaScript
12 24 (17.02%) Data Analysis
12 24 (17.02%) User Experience
13 23 (16.31%) jQuery
14 22 (15.60%) Data Architecture
14 22 (15.60%) HTML
14 22 (15.60%) Microsoft
14 22 (15.60%) Relational Database
15 21 (14.89%) Finance
15 21 (14.89%) SQL Server Reporting Services
16 19 (13.48%) Git (software)
16 19 (13.48%) SQL Server Analysis Services
17 18 (12.77%) Ajax
17 18 (12.77%) Data Quality
18 17 (12.06%) T-SQL
18 17 (12.06%) Microsoft Excel
19 16 (11.35%) Internet

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 (7.80%) SAS
2 7 (4.96%) Oracle Workflow
3 6 (4.26%) CMS
4 5 (3.55%) Oracle SOA Suite
5 4 (2.84%) EPiServer
6 2 (1.42%) Sitecore CMS
7 1 (0.71%) Apache Spark
Applications
1 17 (12.06%) Microsoft Excel
2 4 (2.84%) Microsoft PowerPoint
2 4 (2.84%) SPSS
3 2 (1.42%) Microsoft Office
4 1 (0.71%) Microsoft Project
Business Applications
1 7 (4.96%) Oracle EBS
2 6 (4.26%) Oracle Applications
2 6 (4.26%) Oracle Procure-to-Pay
3 4 (2.84%) Eloqua
3 4 (2.84%) Oracle EBS R12
4 2 (1.42%) Dynamics CRM
4 2 (1.42%) Oracle Financials
5 1 (0.71%) Oracle Assets
5 1 (0.71%) Oracle General Ledger
5 1 (0.71%) Oracle Payables
5 1 (0.71%) SAP Hybris
Cloud Services
1 16 (11.35%) Amazon AWS
2 7 (4.96%) Amazon S3
2 7 (4.96%) Microsoft Azure
3 4 (2.84%) SaaS
4 3 (2.13%) Google Analytics
5 2 (1.42%) Google Cloud Platform
6 1 (0.71%) Azure Data Factory
6 1 (0.71%) Firebase
Communications & Networking
1 16 (11.35%) Internet
2 2 (1.42%) HTTP
3 1 (0.71%) LDAP
Database & Business Intelligence
1 36 (25.53%) SQL Server
2 33 (23.40%) Data Warehouse
3 25 (17.73%) SQL Server Integration Services
4 22 (15.60%) Relational Database
5 21 (14.89%) SQL Server Reporting Services
6 19 (13.48%) SQL Server Analysis Services
7 15 (10.64%) PostgreSQL
8 14 (9.93%) Big Data
9 13 (9.22%) SQL Server 2012
10 12 (8.51%) Power BI
11 10 (7.09%) Oracle Database
12 9 (6.38%) Data Mining
13 8 (5.67%) QlikView
14 7 (4.96%) BusinessObjects
14 7 (4.96%) Oracle BI Publisher
14 7 (4.96%) Oracle Reports
15 6 (4.26%) Oracle ODI
15 6 (4.26%) RDBMS
16 5 (3.55%) MySQL
16 5 (3.55%) SQL Server 2008
Development Applications
1 19 (13.48%) Git (software)
2 9 (6.38%) Visual Studio
3 8 (5.67%) SQL Server Management Studio (SSMS)
4 7 (4.96%) Oracle Forms
5 6 (4.26%) Toad
6 4 (2.84%) JIRA
6 4 (2.84%) NUnit
6 4 (2.84%) ReSharper
6 4 (2.84%) SonarQube
6 4 (2.84%) Subversion
6 4 (2.84%) Talend Open Studio
7 3 (2.13%) JUnit
8 2 (1.42%) CruiseControl
8 2 (1.42%) ERwin
8 2 (1.42%) RStudio
8 2 (1.42%) Team Foundation Server
9 1 (0.71%) Babel
9 1 (0.71%) JDeveloper
9 1 (0.71%) webpack
General
1 21 (14.89%) Finance
2 8 (5.67%) Marketing
3 7 (4.96%) Law
4 6 (4.26%) Manufacturing
5 4 (2.84%) Telecoms
6 3 (2.13%) Advertising
6 3 (2.13%) Retail
7 2 (1.42%) Banking
7 2 (1.42%) Electronics
Job Titles
1 47 (33.33%) Developer
2 30 (21.28%) Analyst
3 21 (14.89%) Business Analyst
3 21 (14.89%) Senior Developer
4 18 (12.77%) Architect
5 15 (10.64%) PHP Developer
5 15 (10.64%) Senior PHP Developer
6 14 (9.93%) Data Modeller
7 10 (7.09%) Business Intelligence Developer
7 10 (7.09%) Data Architect
8 9 (6.38%) Digital Business Analyst
9 8 (5.67%) Data Scientist
10 7 (4.96%) Oracle Developer
10 7 (4.96%) SQL BI Developer
10 7 (4.96%) SQL Developer
11 6 (4.26%) Applications Developer
11 6 (4.26%) Business Intelligence Architect
11 6 (4.26%) Oracle Applications Developer
11 6 (4.26%) Senior Data Modeller
11 6 (4.26%) Web Developer
Libraries, Frameworks & Software Standards
1 23 (16.31%) jQuery
2 22 (15.60%) HTML
3 18 (12.77%) Ajax
4 12 (8.51%) .NET
5 11 (7.80%) XML
6 10 (7.09%) .NET Framework
7 9 (6.38%) ASP.NET
8 8 (5.67%) XSLT
9 7 (4.96%) ASP.NET Web Forms
9 7 (4.96%) HTML5
9 7 (4.96%) WCF
10 5 (3.55%) AngularJS
10 5 (3.55%) ASP.NET MVC
10 5 (3.55%) CSS
10 5 (3.55%) CSS3
10 5 (3.55%) JSON
10 5 (3.55%) MDX
10 5 (3.55%) REST
10 5 (3.55%) Twitter Bootstrap
10 5 (3.55%) XML Schema
Miscellaneous
1 29 (20.57%) Analytical Skills
2 24 (17.02%) User Experience
3 12 (8.51%) Management Information System
4 10 (7.09%) Data Structures
4 10 (7.09%) iPad
5 6 (4.26%) Computer Science
6 5 (3.55%) Algorithms
7 2 (1.42%) EMV
7 2 (1.42%) Enterprise Software
8 1 (0.71%) Clustering
8 1 (0.71%) Greenfield Project
8 1 (0.71%) Replication
Operating Systems
1 15 (10.64%) Android
1 15 (10.64%) Apple iOS
1 15 (10.64%) Mac OS X
1 15 (10.64%) Windows
2 6 (4.26%) Linux
2 6 (4.26%) Unix
Processes & Methodologies
1 39 (27.66%) ETL
2 38 (26.95%) Business Intelligence
3 34 (24.11%) E-Commerce
4 31 (21.99%) Analytics
5 26 (18.44%) Agile Software Development
5 26 (18.44%) Continuous Integration
5 26 (18.44%) MVC
6 24 (17.02%) Data Analysis
7 22 (15.60%) Data Architecture
8 15 (10.64%) Data Management
8 15 (10.64%) Web Design
9 14 (9.93%) Enterprise Architecture
10 13 (9.22%) CRM
10 13 (9.22%) Machine Learning
10 13 (9.22%) Web Development
11 12 (8.51%) Business Analysis
11 12 (8.51%) Project Management
11 12 (8.51%) Statistical Analysis
12 11 (7.80%) Decision Tree
12 11 (7.80%) Visualisation
Programming Languages
1 67 (47.52%) SQL
2 25 (17.73%) JavaScript
3 17 (12.06%) T-SQL
4 15 (10.64%) Java
4 15 (10.64%) PHP
5 14 (9.93%) R
6 11 (7.80%) C#
7 10 (7.09%) Python
8 8 (5.67%) PL/SQL
9 6 (4.26%) Shell Script
10 5 (3.55%) XPath
11 3 (2.13%) MATLAB
12 2 (1.42%) VB.NET
12 2 (1.42%) VBA
13 1 (0.71%) C
13 1 (0.71%) ECMAScript
Qualifications
1 16 (11.35%) Degree
2 14 (9.93%) PhD
3 10 (7.09%) Computer Science Degree
4 1 (0.71%) ISEB
4 1 (0.71%) Microsoft Certification
Quality Assurance & Compliance
1 18 (12.77%) Data Quality
2 5 (3.55%) ISO 9001
2 5 (3.55%) PCI DSS
3 4 (2.84%) QA
4 3 (2.13%) ISO/IEC 27001
5 2 (1.42%) ISO/IEC 20000
5 2 (1.42%) SLA
System Software
1 4 (2.84%) Active Directory
2 1 (0.71%) Docker
2 1 (0.71%) Oracle RAC
Vendors
1 27 (19.15%) Oracle
2 22 (15.60%) Microsoft
3 16 (11.35%) Tableau
4 7 (4.96%) SAP
4 7 (4.96%) Teradata
5 4 (2.84%) Rackspace
5 4 (2.84%) Salesforce.com
5 4 (2.84%) Talend
6 3 (2.13%) Google
6 3 (2.13%) hybris
6 3 (2.13%) Perforce
7 2 (1.42%) Cloudera
7 2 (1.42%) Pegasus
7 2 (1.42%) Red Hat
7 2 (1.42%) Sitecore
8 1 (0.71%) Ariba
8 1 (0.71%) Cognos
8 1 (0.71%) Sybase
Manchester, Lancashire
Lorien Resourcing
Salary: Bonus +Excellent benefits
Posted: 13 hours ago
Manchester, Lancashire
Peninsula
Salary: £30k - 40k per year + Benefits
Posted: 5 days ago
Salford, Lancashire
Premier IT
Posted: 4 days ago
Stockport, Cheshire
Cheshire Datasystems Limited
Salary: Up to £45,000 per annum dependant on experience
Posted: 6 days ago
Sale, Cheshire
Spier Consulting Ltd
Salary: £45000.00 - £50000.00 per annum, Benefits 15% Flex and Company pension
Posted: 3 days ago
Rochdale, Lancashire
Zen Internet Ltd
Salary: Up to £57,000 per annum depending on experience + benefits
Posted: 5 days ago
Manchester
Freshfields Bruckhaus Deringer
Salary: Highly Competitive Plus Benefits
Posted: 12 days ago
Manchester
Freshfields Bruckhaus Deringer
Salary: Highly Competitive Plus Benefits
Posted: 13 days ago