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 3 months to 25 April 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England / North West
3 months to
25 Apr 2017
Same period 2016 Same period 2015
Rank 153 137 204
Rank change year-on-year -16 +67  
Permanent jobs citing Data Modelling 104 96 57
As % of all permanent IT jobs advertised in the North West 1.66% 1.68% 0.86%
As % of the Processes & Methodologies category 1.83% 1.91% 0.96%
Number of salaries quoted 75 74 47
Median salary £50,000 £46,250 £45,500
Median salary % change year-on-year +8.10% +1.64%  
90% offered a salary of more than £37,500 £30,138 £33,000
10% offered a salary of more than £60,000 £64,200 £60,000
UK excluding London median salary £50,000 £47,500 £46,875
% change year-on-year +5.26% +1.33%  

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

Process & Methodology Skills
North West
Permanent job vacancies with a requirement for process and methodology skills 5670 5024 5917
As % of all permanent IT job vacancies advertised in the North West 90.40% 88.09% 89.00%
Number of salaries quoted 4674 4218 4695
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £30,000 £27,500 £27,500
10% offered a salary of more than £62,500 £57,500 £60,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West 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 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 3 months to 25 April 2017.

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 3 months to 25 April 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
Manchester -22 66 £52,500 +5.00% 10
Cheshire +5 16 £45,000 -25.00% 3
Merseyside +5 16 £42,500 +0.59% 3
Data Modelling
England

For the 6 months to 25 April 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 North West region with a requirement for Data Modelling.

1 135 (61.09%) SQL
2 99 (44.80%) Business Intelligence
3 80 (36.20%) SQL Server
4 73 (33.03%) Data Warehouse
5 68 (30.77%) SQL Server Integration Services
6 59 (26.70%) ETL
7 52 (23.53%) Oracle
8 48 (21.72%) SQL Server Reporting Services
9 47 (21.27%) Analytical Skills
10 40 (18.10%) Analytics
10 40 (18.10%) Microsoft
11 37 (16.74%) ITIL
12 35 (15.84%) Degree
13 34 (15.38%) E-Commerce
14 32 (14.48%) Data Analysis
15 31 (14.03%) SQL Server Analysis Services
15 31 (14.03%) Relational Database
16 30 (13.57%) Data Architecture
17 29 (13.12%) Kimball Methodology
18 27 (12.22%) Microsoft Excel
18 27 (12.22%) T-SQL
19 26 (11.76%) Migration
20 25 (11.31%) Agile Software Development
21 24 (10.86%) Finance
21 24 (10.86%) Data Migration
21 24 (10.86%) User Experience
22 23 (10.41%) DevOps
23 21 (9.50%) JavaScript
23 21 (9.50%) Data Management
23 21 (9.50%) Tableau

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 12 (5.43%) SAS
2 7 (3.17%) SharePoint
3 6 (2.71%) Oracle SOA Suite
4 5 (2.26%) Oracle Workflow
5 4 (1.81%) Confluence
5 4 (1.81%) Elasticsearch
6 2 (0.90%) CMS
6 2 (0.90%) Sitecore CMS
7 1 (0.45%) Apache Spark
7 1 (0.45%) SAP Portal
Applications
1 27 (12.22%) Microsoft Excel
2 3 (1.36%) SPSS
3 2 (0.90%) Microsoft Office
4 1 (0.45%) Microsoft PowerPoint
4 1 (0.45%) Microsoft Project
Business Applications
1 11 (4.98%) Oracle EBS R12
2 5 (2.26%) Eloqua
2 5 (2.26%) Oracle EBS
3 4 (1.81%) Oracle Applications
3 4 (1.81%) Oracle Procure-to-Pay
4 3 (1.36%) Oracle 11i
4 3 (1.36%) Oracle ERP
5 2 (0.90%) Dynamics CRM
6 1 (0.45%) Oracle Assets
6 1 (0.45%) Oracle Financials
6 1 (0.45%) Oracle General Ledger
6 1 (0.45%) Oracle Payables
Cloud Services
1 12 (5.43%) Amazon AWS
2 11 (4.98%) Amazon S3
3 7 (3.17%) IaaS
3 7 (3.17%) PaaS
3 7 (3.17%) SaaS
4 4 (1.81%) Amazon EC2
4 4 (1.81%) Cloud Computing
4 4 (1.81%) Force.com
5 3 (1.36%) Google Analytics
5 3 (1.36%) Microsoft Azure
6 2 (0.90%) Google Cloud Platform
7 1 (0.45%) Responsys
Communications & Networking
1 20 (9.05%) Internet
2 4 (1.81%) DNS
2 4 (1.81%) Firewall
2 4 (1.81%) NAS
2 4 (1.81%) SAN
Database & Business Intelligence
1 80 (36.20%) SQL Server
2 73 (33.03%) Data Warehouse
3 68 (30.77%) SQL Server Integration Services
4 48 (21.72%) SQL Server Reporting Services
5 31 (14.03%) Relational Database
5 31 (14.03%) SQL Server Analysis Services
6 18 (8.14%) PostgreSQL
7 16 (7.24%) Big Data
7 16 (7.24%) SQL Server 2008
8 15 (6.79%) SQL Server 2012
9 14 (6.33%) BusinessObjects
9 14 (6.33%) Data Mining
9 14 (6.33%) Power BI
10 13 (5.88%) QlikView
11 9 (4.07%) Oracle Database
11 9 (4.07%) Oracle ODI
12 8 (3.62%) NoSQL
12 8 (3.62%) Oracle Reports
12 8 (3.62%) RDBMS
13 7 (3.17%) SQL Server 2005
Development Applications
1 15 (6.79%) Git (software)
2 8 (3.62%) Oracle Forms
3 6 (2.71%) Team Foundation Server
4 4 (1.81%) JIRA
4 4 (1.81%) Oracle APEX
4 4 (1.81%) Talend Open Studio
4 4 (1.81%) Toad
4 4 (1.81%) Visual Studio
5 3 (1.36%) Balsamiq Mockups
5 3 (1.36%) SQL Server Management Studio (SSMS)
6 2 (0.90%) ERwin
6 2 (0.90%) RStudio
7 1 (0.45%) JDeveloper
General
1 24 (10.86%) Finance
2 13 (5.88%) Manufacturing
3 9 (4.07%) Marketing
4 7 (3.17%) Legal
4 7 (3.17%) Multimedia
4 7 (3.17%) Retail
5 6 (2.71%) Banking
6 5 (2.26%) Telecoms
7 3 (1.36%) Advertising
8 1 (0.45%) Games
Job Titles
1 75 (33.94%) Analyst
2 49 (22.17%) Developer
3 28 (12.67%) Architect
3 28 (12.67%) Business Analyst
4 24 (10.86%) Business Intelligence Analyst
5 22 (9.95%) Senior Developer
6 19 (8.60%) Data Analyst
7 17 (7.69%) DBA
7 17 (7.69%) SQL DBA
8 16 (7.24%) Data Architect
9 15 (6.79%) Business Intelligence Developer
9 15 (6.79%) PHP Developer
9 15 (6.79%) Senior PHP Developer
10 14 (6.33%) Data Modeller
11 12 (5.43%) Digital Business Analyst
11 12 (5.43%) Systems Engineer
12 10 (4.52%) SQL Analyst
13 9 (4.07%) Data Warehouse Analyst
13 9 (4.07%) Oracle Developer
13 9 (4.07%) SSIS Analyst
Libraries, Frameworks & Software Standards
1 19 (8.60%) HTML
2 15 (6.79%) Ajax
2 15 (6.79%) jQuery
3 12 (5.43%) MDX
4 6 (2.71%) .NET
5 4 (1.81%) DHTML
5 4 (1.81%) Java EE
5 4 (1.81%) RESTful
5 4 (1.81%) Visualforce
6 3 (1.36%) JDBC
6 3 (1.36%) ODBC
6 3 (1.36%) Oracle ADF
7 2 (0.90%) XML
8 1 (0.45%) Apache Flex
8 1 (0.45%) BAPI
Miscellaneous
1 47 (21.27%) Analytical Skills
2 24 (10.86%) User Experience
3 21 (9.50%) iPad
4 19 (8.60%) Computer Science
5 8 (3.62%) Data Protection Act
5 8 (3.62%) Management Information System
6 6 (2.71%) Greenfield Project
7 5 (2.26%) Algorithms
8 3 (1.36%) Life Science
9 2 (0.90%) EMV
10 1 (0.45%) Clustering
10 1 (0.45%) Credit Risk
10 1 (0.45%) Cybercrime
10 1 (0.45%) Enterprise Software
10 1 (0.45%) Fintech
10 1 (0.45%) FMCG
10 1 (0.45%) Replication
Operating Systems
1 19 (8.60%) Windows
2 15 (6.79%) Android
2 15 (6.79%) Apple iOS
2 15 (6.79%) Mac OS X
3 11 (4.98%) Unix
4 6 (2.71%) Linux
5 4 (1.81%) Windows Server
Processes & Methodologies
1 99 (44.80%) Business Intelligence
2 59 (26.70%) ETL
3 40 (18.10%) Analytics
4 37 (16.74%) ITIL
5 34 (15.38%) E-Commerce
6 32 (14.48%) Data Analysis
7 30 (13.57%) Data Architecture
8 29 (13.12%) Kimball Methodology
9 26 (11.76%) Migration
10 25 (11.31%) Agile Software Development
11 24 (10.86%) Data Migration
12 23 (10.41%) DevOps
13 21 (9.50%) Continuous Integration
13 21 (9.50%) Data Management
14 20 (9.05%) Business Analysis
15 18 (8.14%) Stakeholder Management
16 16 (7.24%) CRM
16 16 (7.24%) Enterprise Architecture
16 16 (7.24%) Project Management
17 15 (6.79%) Web Design
Programming Languages
1 135 (61.09%) SQL
2 27 (12.22%) T-SQL
3 21 (9.50%) JavaScript
4 17 (7.69%) VBA
5 16 (7.24%) PL/SQL
6 15 (6.79%) PHP
7 13 (5.88%) Java
8 11 (4.98%) R
9 10 (4.52%) Shell Script
10 9 (4.07%) C#
11 8 (3.62%) Python
12 4 (1.81%) Apex Code
12 4 (1.81%) PowerShell
13 2 (0.90%) C
13 2 (0.90%) MATLAB
13 2 (0.90%) VB.NET
14 1 (0.45%) ABAP
14 1 (0.45%) Perl
14 1 (0.45%) Ruby
14 1 (0.45%) SAPscript
Qualifications
1 35 (15.84%) Degree
2 12 (5.43%) PhD
3 8 (3.62%) Microsoft Certification
3 8 (3.62%) Security Cleared
4 7 (3.17%) MCSA
5 6 (2.71%) SC Cleared
6 2 (0.90%) DV Cleared
Quality Assurance & Compliance
1 19 (8.60%) Data Quality
2 13 (5.88%) PCI DSS
3 11 (4.98%) QA
4 8 (3.62%) SLA
5 4 (1.81%) ISO/IEC 27001
6 2 (0.90%) ISO 9001
System Software
1 4 (1.81%) VMware ESX
1 4 (1.81%) VMware ESXi
2 1 (0.45%) Docker
Systems Management
1 4 (1.81%) SCOM
2 1 (0.45%) SQL Sentry
Vendors
1 52 (23.53%) Oracle
2 40 (18.10%) Microsoft
3 21 (9.50%) Tableau
4 17 (7.69%) SAP
5 10 (4.52%) Teradata
6 9 (4.07%) Informatica
6 9 (4.07%) Salesforce.com
7 6 (2.71%) Siebel
8 4 (1.81%) Talend
8 4 (1.81%) VMware
9 3 (1.36%) Google
9 3 (1.36%) Hyperion
10 2 (0.90%) Cloudera
10 2 (0.90%) Red Hat
10 2 (0.90%) Sitecore
11 1 (0.45%) Alteryx
11 1 (0.45%) Atlassian
11 1 (0.45%) Cognos
11 1 (0.45%) Pegasus
11 1 (0.45%) Sybase
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Salary: £30k - 40k per year + Benefits
Posted: Yesterday
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Mortimer Spinks
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Salary: £30000 - £45000 per annum + bonus + benefits
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Salary: £70000 - £80000 per annum + competitive
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Salary: £35000 - £40000 per annum + Pension + Bonus
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Salary: £35000.00 - £44000.00 per annum + Excellent Benefits
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Salary: £40000 - £50000 per annum
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Salary: £35000 - £50000 per annum + tbc
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Salary: £42000 - £47000 per annum
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Computer Futures
Salary: £60000 per annum + competitive
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Chester
Computer Futures
Salary: competitive
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Proactive Appointments
Salary: £35000 - £40000 per annum
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