Period
to 16 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 16 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > North West
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 203 161 211
Rank change year-on-year -42 +50 -17
Permanent jobs citing Data Modelling 175 237 148
As % of all permanent IT jobs advertised in the North West 1.38% 1.94% 1.23%
As % of the Processes & Methodologies category 1.53% 2.14% 1.38%
Number of salaries quoted 132 173 138
North West median annual salary £45,000 £42,500 £50,000
Median salary % change year-on-year +5.88% -15.00% +14.94%
10th Percentile £32,500 £32,500 £28,250
90th Percentile £77,250 £58,750 £67,500
England median annual salary £55,000 £55,000 £55,000

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 the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11,442 11,059 10,710
As % of all permanent IT jobs advertised in the North West 90.26% 90.33% 88.91%
Number of salaries quoted 9,111 9,236 8,897
North West median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £27,250 £25,750 £25,000
90th Percentile £66,250 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Modelling
Job Vacancy Trend in the North West

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Data Modelling in the North West

Data Modelling
Salary Trend in the North West

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

Salary trend for Data Modelling in the North West

Data Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Data Modelling in the North West over the 6 months to 16 January 2018.

Salary histogram for Data Modelling in the North West

Data Modelling
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the North West region over the 6 months to 16 January 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -45 87 £50,000 +11.11% 19
Cheshire -12 63 £45,000 +20.00% 6
Merseyside +17 24 £42,500 -5.56% 3
Lancashire -7 1 £24,500 -25.76% 2
Data Modelling
England

For the 6 months to 16 January 2018, 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 North West region with a requirement for Data Modelling.

1 83 (47.43%) SQL
2 75 (42.86%) Business Intelligence
3 58 (33.14%) SQL Server
4 57 (32.57%) Data Warehouse
5 52 (29.71%) Agile Software Development
6 46 (26.29%) SQL Server Integration Services
6 46 (26.29%) Microsoft
7 44 (25.14%) ETL
8 43 (24.57%) Finance
9 36 (20.57%) SQL Server Reporting Services
10 34 (19.43%) T-SQL
11 33 (18.86%) Data Analysis
12 32 (18.29%) Power BI
13 31 (17.71%) Analytical Skills
14 30 (17.14%) C#
15 29 (16.57%) Oracle
16 28 (16.00%) SAP
17 27 (15.43%) .NET
17 27 (15.43%) SQL Server Analysis Services
17 27 (15.43%) Analytics
18 26 (14.86%) Data Integration
19 24 (13.71%) Degree
20 23 (13.14%) Data Management
21 21 (12.00%) JavaScript
22 19 (10.86%) Retail
23 18 (10.29%) TOGAF
23 18 (10.29%) Continuous Integration
23 18 (10.29%) Stakeholder Management
23 18 (10.29%) Web Services
23 18 (10.29%) Visual Studio

Data Modelling
Co-occurring IT Skills in the North West 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 10 (5.71%) SAS
2 6 (3.43%) Apache
2 6 (3.43%) SharePoint
3 2 (1.14%) Apache Spark
3 2 (1.14%) Elasticsearch
3 2 (1.14%) Jupyter
4 1 (0.57%) CMS
4 1 (0.57%) EPiServer
4 1 (0.57%) SharePoint 2010
4 1 (0.57%) WebSphere
4 1 (0.57%) WebSphere Application Server
Applications
1 12 (6.86%) Microsoft Excel
2 9 (5.14%) SPSS
3 7 (4.00%) Microsoft Office
4 1 (0.57%) Microsoft PowerPoint
4 1 (0.57%) Microsoft Project
Business Applications
1 8 (4.57%) Dynamics CRM
2 3 (1.71%) Dynamics AX
2 3 (1.71%) Oracle ERP
3 2 (1.14%) Workfront
Cloud Services
1 13 (7.43%) Microsoft Azure
2 12 (6.86%) Amazon AWS
3 9 (5.14%) Dynamics 365
4 6 (3.43%) Amazon CloudWatch
4 6 (3.43%) AWS CloudFormation
4 6 (3.43%) GitHub
5 5 (2.86%) Office 365
6 2 (1.14%) SaaS
7 1 (0.57%) Cortana Intelligence Suite
7 1 (0.57%) Firebase
7 1 (0.57%) npm
Communications & Networking
1 2 (1.14%) HTTP
1 2 (1.14%) Internet
2 1 (0.57%) Intranet
Database & Business Intelligence
1 58 (33.14%) SQL Server
2 57 (32.57%) Data Warehouse
3 46 (26.29%) SQL Server Integration Services
4 36 (20.57%) SQL Server Reporting Services
5 32 (18.29%) Power BI
6 27 (15.43%) SQL Server Analysis Services
7 16 (9.14%) Hadoop
8 15 (8.57%) Big Data
9 14 (8.00%) SQL Server 2014
10 11 (6.29%) BusinessObjects
10 11 (6.29%) NoSQL
10 11 (6.29%) SQL Server 2012
11 10 (5.71%) QlikView
12 9 (5.14%) Microsoft Analysis Services
13 8 (4.57%) DTS
13 8 (4.57%) Relational Database
14 7 (4.00%) BusinessObjects Business Intelligence
14 7 (4.00%) SAP BW
14 7 (4.00%) SAP HANA
15 6 (3.43%) Oracle BI EE
Development Applications
1 18 (10.29%) Visual Studio
2 11 (6.29%) JIRA
3 9 (5.14%) Git (software)
4 7 (4.00%) SQL Server Management Studio (SSMS)
5 6 (3.43%) Bitbucket
5 6 (3.43%) Jenkins
6 3 (1.71%) Team Foundation Server
7 2 (1.14%) Subversion
8 1 (0.57%) Babel
8 1 (0.57%) CruiseControl
8 1 (0.57%) JUnit
8 1 (0.57%) NUnit
8 1 (0.57%) Octopus Deploy
8 1 (0.57%) ReSharper
8 1 (0.57%) SonarQube
8 1 (0.57%) Sonatype Nexus
8 1 (0.57%) TeamCity
8 1 (0.57%) webpack
General
1 43 (24.57%) Finance
2 19 (10.86%) Retail
3 15 (8.57%) Banking
4 13 (7.43%) Manufacturing
4 13 (7.43%) Marketing
5 10 (5.71%) Publishing
6 7 (4.00%) Advertising
6 7 (4.00%) Law
7 5 (2.86%) Investment Banking
8 3 (1.71%) Back Office
9 1 (0.57%) Electronics
9 1 (0.57%) Financial Institution
9 1 (0.57%) Legal
9 1 (0.57%) Telecoms
Job Titles
1 61 (34.86%) Developer
2 43 (24.57%) Architect
3 24 (13.71%) Analyst
4 22 (12.57%) SQL Developer
5 19 (10.86%) Business Intelligence Developer
5 19 (10.86%) Data Architect
6 14 (8.00%) SQL BI Developer
7 12 (6.86%) Business Analyst
7 12 (6.86%) Data Modeller
8 10 (5.71%) .NET Developer
8 10 (5.71%) SAP Architect
9 9 (5.14%) Data Analyst
10 8 (4.57%) Business IT Analyst
10 8 (4.57%) IT Analyst
10 8 (4.57%) IT Business Analyst
10 8 (4.57%) Solutions Architect
11 7 (4.00%) Designer
11 7 (4.00%) Senior Developer
12 6 (3.43%) Domain Architect
12 6 (3.43%) Oracle Developer
Libraries, Frameworks & Software Standards
1 27 (15.43%) .NET
2 18 (10.29%) Web Services
3 17 (9.71%) .NET Framework
3 17 (9.71%) HTML
4 12 (6.86%) ASP.NET
5 11 (6.29%) CSS
5 11 (6.29%) Entity Framework
6 10 (5.71%) ASP.NET MVC
7 8 (4.57%) REST
7 8 (4.57%) XML
8 7 (4.00%) Hibernate
8 7 (4.00%) RESTful
9 6 (3.43%) HTML5
10 5 (2.86%) jQuery
11 4 (2.29%) Java EE
11 4 (2.29%) JDBC
11 4 (2.29%) ODBC
12 3 (1.71%) ASP.NET Web API
13 2 (1.14%) AngularJS
13 2 (1.14%) Twitter Bootstrap
Miscellaneous
1 31 (17.71%) Analytical Skills
2 14 (8.00%) Computer Science
3 11 (6.29%) Data Structures
4 9 (5.14%) User Experience
5 5 (2.86%) Greenfield Project
5 5 (2.86%) Management Information System
5 5 (2.86%) Replication
6 4 (2.29%) Algorithms
6 4 (2.29%) Enterprise Software
6 4 (2.29%) Semantic Web
6 4 (2.29%) Taxonomies
7 3 (1.71%) Life Science
8 2 (1.14%) Analytical Mindset
8 2 (1.14%) Mainframe
9 1 (0.57%) Data Protection Act
9 1 (0.57%) Hybrid Cloud
9 1 (0.57%) Mobile App
9 1 (0.57%) Reference Data
9 1 (0.57%) Wiki
Operating Systems
1 18 (10.29%) Windows
2 13 (7.43%) Linux
3 5 (2.86%) Mac OS X
4 4 (2.29%) Windows Server
5 2 (1.14%) Unix
Processes & Methodologies
1 75 (42.86%) Business Intelligence
2 52 (29.71%) Agile Software Development
3 44 (25.14%) ETL
4 33 (18.86%) Data Analysis
5 27 (15.43%) Analytics
6 26 (14.86%) Data Integration
7 23 (13.14%) Data Management
8 18 (10.29%) Continuous Integration
8 18 (10.29%) Stakeholder Management
8 18 (10.29%) TOGAF
9 16 (9.14%) CRM
9 16 (9.14%) Data Governance
9 16 (9.14%) SDLC
10 15 (8.57%) Business Analysis
10 15 (8.57%) DevOps
10 15 (8.57%) Logical Data Model
10 15 (8.57%) UML
11 14 (8.00%) Collaborative Working
11 14 (8.00%) Data Security
12 13 (7.43%) Zachman Framework
Programming Languages
1 83 (47.43%) SQL
2 34 (19.43%) T-SQL
3 30 (17.14%) C#
4 21 (12.00%) JavaScript
5 15 (8.57%) Java
6 14 (8.00%) R
7 7 (4.00%) ABAP
7 7 (4.00%) Python
7 7 (4.00%) VB.NET
7 7 (4.00%) VBScript
8 5 (2.86%) PL/SQL
9 3 (1.71%) Scala
10 2 (1.14%) PowerShell
10 2 (1.14%) Shell Script
10 2 (1.14%) XPath
11 1 (0.57%) Bash Shell
11 1 (0.57%) ES7
11 1 (0.57%) PHP
11 1 (0.57%) VB
11 1 (0.57%) VBA
Qualifications
1 24 (13.71%) Degree
2 8 (4.57%) Computer Science Degree
3 5 (2.86%) HNC
4 4 (2.29%) Master's Degree
4 4 (2.29%) Microsoft Certification
5 3 (1.71%) MCP
6 2 (1.14%) ISEB
6 2 (1.14%) Numerate Degree
7 1 (0.57%) MCSE
Quality Assurance & Compliance
1 18 (10.29%) Data Quality
2 16 (9.14%) QA
3 7 (4.00%) SLA
4 2 (1.14%) GDPR
Systems Management
1 6 (3.43%) Ambari
1 6 (3.43%) Opscode Chef
1 6 (3.43%) Puppet
1 6 (3.43%) ZABBIX
2 2 (1.14%) EMC NetWorker
2 2 (1.14%) Oozie
2 2 (1.14%) SCCM
3 1 (0.57%) Kibana
Vendors
1 46 (26.29%) Microsoft
2 29 (16.57%) Oracle
3 28 (16.00%) SAP
4 12 (6.86%) Teradata
5 11 (6.29%) Hortonworks
5 11 (6.29%) Tableau
6 10 (5.71%) Cognos
7 7 (4.00%) Cloudera
7 7 (4.00%) IBM
8 6 (3.43%) Google
8 6 (3.43%) Informatica
9 5 (2.86%) Greenplum
9 5 (2.86%) Netezza
10 3 (1.71%) MicroStrategy
10 3 (1.71%) Talend
11 2 (1.14%) Reuters
11 2 (1.14%) Salesforce.com
11 2 (1.14%) Workday
12 1 (0.57%) Capita
12 1 (0.57%) RedGate