Period
to 24 November 2017

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 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Manchester
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 194 170 178
Rank change year-on-year -24 +8 -12
Permanent jobs citing Data Modelling 95 122 91
As % of all permanent IT jobs advertised in Manchester 1.20% 1.63% 1.21%
As % of the Processes & Methodologies category 1.31% 1.79% 1.34%
Number of salaries quoted 79 101 76
Manchester median annual salary £45,000 £50,000 £52,500
Median salary % change year-on-year -10.00% -4.76% +31.25%
10th Percentile £33,500 £32,000 £35,000
90th Percentile £73,750 £59,500 £68,750
North West median annual salary £46,000 £45,000 £43,596
% change year-on-year +2.22% +3.22% +8.99%

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

All Process and Methodology Skills
Manchester
Permanent vacancies with a requirement for process or methodology skills 7227 6825 6809
As % of all permanent IT jobs advertised in Manchester 91.11% 91.09% 90.88%
Number of salaries quoted 5971 5849 5647
Manchester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% +3.90%
10th Percentile £26,500 £26,750 £25,000
90th Percentile £66,000 £63,750 £60,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

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
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 6 months to 24 November 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 6 months to 24 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Stockport -6 8 £40,000 +33.33%
Bury +10 5 £50,000 +36.99%
Rochdale +5 4 £57,000 +3.64%
Oldham - 3 £37,000 -
Bolton 0 2 £36,250 -14.71%
Cheadle -11 1 £40,500 +35.00%
Sale - 1 £47,500 -
Data Modelling
North West

For the 6 months to 24 November 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 43 (45.26%) SQL Server
2 41 (43.16%) SQL
2 41 (43.16%) Business Intelligence
3 38 (40.00%) ETL
4 37 (38.95%) Microsoft
5 33 (34.74%) Data Warehouse
5 33 (34.74%) SQL Server Integration Services
6 29 (30.53%) Agile Software Development
7 23 (24.21%) Oracle
8 22 (23.16%) Power BI
9 19 (20.00%) Data Analysis
9 19 (20.00%) SQL Server Analysis Services
10 18 (18.95%) SQL Server Reporting Services
10 18 (18.95%) Data Management
10 18 (18.95%) C#
11 17 (17.89%) T-SQL
12 16 (16.84%) Finance
12 16 (16.84%) Analytics
13 15 (15.79%) .NET
13 15 (15.79%) SAP
13 15 (15.79%) Microsoft Azure
13 15 (15.79%) Amazon AWS
14 14 (14.74%) Data Integration
14 14 (14.74%) Visual Studio
14 14 (14.74%) Data Structures
15 13 (13.68%) Analytical Skills
15 13 (13.68%) Continuous Integration
16 12 (12.63%) .NET Framework
16 12 (12.63%) REST
16 12 (12.63%) Data Quality

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 4 (4.21%) SAS
2 1 (1.05%) CMS
2 1 (1.05%) EPiServer
Applications
1 11 (11.58%) Microsoft Excel
2 6 (6.32%) SPSS
3 3 (3.16%) Microsoft PowerPoint
4 2 (2.11%) Microsoft Project
5 1 (1.05%) Microsoft Office
Business Applications
1 3 (3.16%) Oracle ERP
2 2 (2.11%) Workfront
3 1 (1.05%) SAP Hybris
Cloud Services
1 15 (15.79%) Amazon AWS
1 15 (15.79%) Microsoft Azure
2 6 (6.32%) SaaS
3 1 (1.05%) Cortana Intelligence Suite
3 1 (1.05%) Firebase
3 1 (1.05%) npm
Communications & Networking
1 5 (5.26%) HTTP
Database & Business Intelligence
1 43 (45.26%) SQL Server
2 33 (34.74%) Data Warehouse
2 33 (34.74%) SQL Server Integration Services
3 22 (23.16%) Power BI
4 19 (20.00%) SQL Server Analysis Services
5 18 (18.95%) SQL Server Reporting Services
6 11 (11.58%) SQL Server 2012
7 10 (10.53%) BusinessObjects
8 9 (9.47%) SQL Server 2014
9 8 (8.42%) Qlik Sense
9 8 (8.42%) QlikView
10 7 (7.37%) MySQL
10 7 (7.37%) Relational Database
11 6 (6.32%) Big Data
11 6 (6.32%) BusinessObjects Business Intelligence
11 6 (6.32%) Pentaho
11 6 (6.32%) SAP BW
11 6 (6.32%) SAP HANA
12 5 (5.26%) Azure SQL Database
12 5 (5.26%) Hadoop
Development Applications
1 14 (14.74%) Visual Studio
2 5 (5.26%) SQL Server Management Studio (SSMS)
3 3 (3.16%) JIRA
3 3 (3.16%) JUnit
4 2 (2.11%) Team Foundation Server
5 1 (1.05%) Babel
5 1 (1.05%) CruiseControl
5 1 (1.05%) Eclipse
5 1 (1.05%) Git (software)
5 1 (1.05%) Gradle
5 1 (1.05%) JProfiler
5 1 (1.05%) NUnit
5 1 (1.05%) ReSharper
5 1 (1.05%) SonarQube
5 1 (1.05%) Subversion
5 1 (1.05%) Talend Open Studio
5 1 (1.05%) webpack
General
1 16 (16.84%) Finance
2 5 (5.26%) Marketing
2 5 (5.26%) Retail
3 4 (4.21%) Law
4 3 (3.16%) Back Office
4 3 (3.16%) Banking
5 2 (2.11%) Electronics
6 1 (1.05%) Advertising
6 1 (1.05%) Financial Institution
6 1 (1.05%) Legal
6 1 (1.05%) Telecoms
Job Titles
1 39 (41.05%) Developer
2 20 (21.05%) Architect
3 15 (15.79%) Analyst
4 14 (14.74%) SQL Developer
5 13 (13.68%) Business Intelligence Developer
5 13 (13.68%) Data Architect
6 11 (11.58%) SQL BI Developer
7 8 (8.42%) Business Analyst
8 6 (6.32%) Data Analyst
8 6 (6.32%) SAP BW Specialist
8 6 (6.32%) Solutions Architect
9 5 (5.26%) .NET Developer
9 5 (5.26%) ASP.NET Developer
10 4 (4.21%) C# Developer
10 4 (4.21%) Data Warehouse Developer
10 4 (4.21%) Domain Architect
10 4 (4.21%) Software Developer
10 4 (4.21%) SSIS Developer
10 4 (4.21%) T-SQL Developer
11 3 (3.16%) SSRS Developer
Libraries, Frameworks & Software Standards
1 15 (15.79%) .NET
2 12 (12.63%) .NET Framework
2 12 (12.63%) ASP.NET
2 12 (12.63%) HTML
2 12 (12.63%) REST
3 10 (10.53%) HTML5
4 7 (7.37%) ASP.NET Web Forms
4 7 (7.37%) Entity Framework
4 7 (7.37%) jQuery
4 7 (7.37%) WCF
4 7 (7.37%) XML
5 6 (6.32%) ASP.NET MVC
5 6 (6.32%) ASP.NET Web API
5 6 (6.32%) Web Services
5 6 (6.32%) XSLT
6 4 (4.21%) CSS
6 4 (4.21%) JSON
7 3 (3.16%) ADO.NET
7 3 (3.16%) J2EE
7 3 (3.16%) XML Schema
Miscellaneous
1 14 (14.74%) Data Structures
2 13 (13.68%) Analytical Skills
3 7 (7.37%) Management Information System
3 7 (7.37%) User Experience
4 4 (4.21%) Replication
5 3 (3.16%) Enterprise Software
5 3 (3.16%) Greenfield Project
6 2 (2.11%) Algorithms
6 2 (2.11%) Clustering
6 2 (2.11%) Computer Science
6 2 (2.11%) Taxonomies
7 1 (1.05%) Data Protection Act
7 1 (1.05%) Hybrid Cloud
7 1 (1.05%) Reference Data
Operating Systems
1 1 (1.05%) Linux
1 1 (1.05%) Windows
Processes & Methodologies
1 41 (43.16%) Business Intelligence
2 38 (40.00%) ETL
3 29 (30.53%) Agile Software Development
4 19 (20.00%) Data Analysis
5 18 (18.95%) Data Management
6 16 (16.84%) Analytics
7 14 (14.74%) Data Integration
8 13 (13.68%) Continuous Integration
9 12 (12.63%) MVC
10 11 (11.58%) Data Governance
11 10 (10.53%) Data Architecture
11 10 (10.53%) Use Case
12 9 (9.47%) Master Data Management
12 9 (9.47%) Project Management
12 9 (9.47%) Waterfall
13 8 (8.42%) Data Analytics
13 8 (8.42%) ETL Development
13 8 (8.42%) Logical Data Model
13 8 (8.42%) Stakeholder Management
13 8 (8.42%) Test Automation
Programming Languages
1 41 (43.16%) SQL
2 18 (18.95%) C#
3 17 (17.89%) T-SQL
4 9 (9.47%) JavaScript
5 8 (8.42%) R
6 6 (6.32%) ABAP
6 6 (6.32%) Java
6 6 (6.32%) Python
7 3 (3.16%) XPath
8 1 (1.05%) Bash Shell
8 1 (1.05%) ECMAScript
8 1 (1.05%) PHP
8 1 (1.05%) PL/SQL
8 1 (1.05%) PowerShell
8 1 (1.05%) Shell Script
8 1 (1.05%) VBA
Qualifications
1 7 (7.37%) Degree
2 4 (4.21%) Microsoft Certification
3 3 (3.16%) MCP
4 2 (2.11%) Numerate Degree
5 1 (1.05%) ISEB
5 1 (1.05%) PhD
Quality Assurance & Compliance
1 12 (12.63%) Data Quality
2 9 (9.47%) QA
3 6 (6.32%) SLA
4 4 (4.21%) ISO 9001
4 4 (4.21%) ISO/IEC 27001
4 4 (4.21%) PCI DSS
5 2 (2.11%) GDPR
System Software
1 4 (4.21%) Active Directory
2 1 (1.05%) Oracle RAC
Systems Management
1 2 (2.11%) EMC NetWorker
1 2 (2.11%) SCCM
Vendors
1 37 (38.95%) Microsoft
2 23 (24.21%) Oracle
3 15 (15.79%) SAP
4 7 (7.37%) Cognos
4 7 (7.37%) Tableau
5 6 (6.32%) IBM
5 6 (6.32%) Informatica
6 5 (5.26%) Cloudera
6 5 (5.26%) Greenplum
6 5 (5.26%) Hortonworks
6 5 (5.26%) Netezza
6 5 (5.26%) Teradata
7 4 (4.21%) Rackspace
8 3 (3.16%) Perforce
9 2 (2.11%) Reuters
9 2 (2.11%) Salesforce.com
9 2 (2.11%) Workday
10 1 (1.05%) Ariba
10 1 (1.05%) Sybase
10 1 (1.05%) Talend