The following table provides summary statistics for permanent job vacancies advertised in the East Midlands 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 22 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
22 Mar 2017
Same period 2016 Same period 2015
Data Modelling
England / East Midlands
Rank 112 91 122
Rank change year-on-year -21 +31  
Permanent jobs citing Data Modelling 47 74 60
As % of all permanent IT jobs advertised in the East Midlands 1.63% 2.37% 1.89%
As % of the Processes & Methodologies category 1.87% 2.70% 2.18%
Number of salaries quoted 37 61 54
Median salary £47,500 £52,500 £42,500
Median salary % change year-on-year -9.52% +23.52%  
90% offered a salary of more than £41,500 £37,500 £27,500
10% offered a salary of more than £75,000 £64,950 £52,500
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 East Midlands with a requirement for process and methodology skills.

Process & Methodology Skills
East Midlands
Permanent job vacancies with a requirement for process and methodology skills 2512 2745 2747
As % of all permanent IT job vacancies advertised in the East Midlands 87.19% 87.95% 86.33%
Number of salaries quoted 1955 2147 2203
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% -  
90% offered a salary of more than £29,000 £27,500 £27,500
10% offered a salary of more than £60,000 £57,500 £56,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in the East Midlands

The job posting trend of jobs advertised in the East Midlands 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 East Midlands

Data Modelling
Salary Trend in the East Midlands

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

Salary trend for Data Modelling in the East Midlands

Data Modelling
Salary Histogram in the East Midlands

The salary distribution of IT jobs citing Data Modelling in the East Midlands over the 3 months to 22 March 2017.

Salary histogram for Data Modelling in the East Midlands

Data Modelling
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the East Midlands region over the 3 months to 22 March 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
Northamptonshire +18 21 £45,000 -14.28% 4
Nottinghamshire -15 14 £48,750 - 1
Leicestershire -3 7 £44,317 +26.61% 3
Derbyshire +5 5 £75,000 +38.88% 1
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the East Midlands

For the 6 months to 22 March 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 East Midlands region with a requirement for Data Modelling.

1 42 (50.60%) Business Intelligence
2 37 (44.58%) SQL
3 29 (34.94%) Data Warehouse
4 28 (33.73%) Agile Software Development
5 26 (31.33%) SQL Server
6 24 (28.92%) Microsoft
7 21 (25.30%) SQL Server Analysis Services
8 20 (24.10%) SQL Server Reporting Services
8 20 (24.10%) SQL Server Integration Services
8 20 (24.10%) T-SQL
9 18 (21.69%) Data Architecture
10 17 (20.48%) Degree
10 17 (20.48%) Finance
11 16 (19.28%) Analytics
12 15 (18.07%) ERP
13 14 (16.87%) ETL
13 14 (16.87%) MS Excel
13 14 (16.87%) Manufacturing
13 14 (16.87%) Data Management
14 13 (15.66%) Migration
14 13 (15.66%) Oracle
14 13 (15.66%) Data Quality
15 12 (14.46%) Power BI
16 11 (13.25%) Data Flow Diagram
16 11 (13.25%) Big Data
16 11 (13.25%) Data Structures
16 11 (13.25%) Dynamics AX
16 11 (13.25%) Logistics
16 11 (13.25%) Data Migration
16 11 (13.25%) .NET

Data Modelling
Top Related IT Skills in the East Midlands 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 6 (7.23%) Oracle SOA Suite
1 6 (7.23%) Oracle Workflow
2 5 (6.02%) SAS
3 4 (4.82%) WebLogic
4 2 (2.41%) CMS
4 2 (2.41%) SharePoint
4 2 (2.41%) Skype for Business
5 1 (1.20%) Apache Solr
Applications
1 14 (16.87%) MS Excel
2 3 (3.61%) SPSS
3 2 (2.41%) MS Office
3 2 (2.41%) MS Visio
Business Applications
1 11 (13.25%) Dynamics AX
2 4 (4.82%) Oracle BPM
3 3 (3.61%) Oracle EBS
4 2 (2.41%) Oracle 11i
4 2 (2.41%) Oracle Applications
4 2 (2.41%) Oracle EBS R12
5 1 (1.20%) Eloqua
5 1 (1.20%) Salesforce.com CRM
Cloud Services
1 3 (3.61%) Force.com
2 2 (2.41%) Office 365
2 2 (2.41%) SaaS
Communications & Networking
1 3 (3.61%) LAN
1 3 (3.61%) WAN
2 2 (2.41%) Skype
2 2 (2.41%) VoIP
3 1 (1.20%) Firewall
3 1 (1.20%) TCP/IP
3 1 (1.20%) VLAN
Database & Business Intelligence
1 29 (34.94%) Data Warehouse
2 26 (31.33%) SQL Server
3 21 (25.30%) SQL Server Analysis Services
4 20 (24.10%) SQL Server Integration Services
4 20 (24.10%) SQL Server Reporting Services
5 12 (14.46%) Power BI
6 11 (13.25%) Big Data
7 10 (12.05%) SQL Server 2016
8 5 (6.02%) SQL Server 2008
9 4 (4.82%) PowerCenter
9 4 (4.82%) RDBMS
9 4 (4.82%) Relational Database
10 3 (3.61%) BusinessObjects
10 3 (3.61%) Data Mining
10 3 (3.61%) QlikView
10 3 (3.61%) Star Schema
11 2 (2.41%) MySQL
11 2 (2.41%) Oracle BI Publisher
11 2 (2.41%) Oracle Database
11 2 (2.41%) Oracle Database 10g
Development Applications
1 5 (6.02%) Eclipse
2 3 (3.61%) Ant
3 2 (2.41%) Git (software)
3 2 (2.41%) Gradle
3 2 (2.41%) IntelliJ
3 2 (2.41%) Jenkins
3 2 (2.41%) JProfiler
3 2 (2.41%) JUnit
3 2 (2.41%) Maven
3 2 (2.41%) Octopus Deploy
3 2 (2.41%) Oracle Forms
3 2 (2.41%) Ranorex
3 2 (2.41%) Rational Rose
3 2 (2.41%) SonarQube
3 2 (2.41%) TeamCity
4 1 (1.20%) Subversion
4 1 (1.20%) Visual Studio
General
1 17 (20.48%) Finance
2 14 (16.87%) Manufacturing
3 10 (12.05%) Pharmaceutical
4 7 (8.43%) Legal
4 7 (8.43%) Retail
5 3 (3.61%) Advertising
5 3 (3.61%) Marketing
5 3 (3.61%) Telecoms
6 2 (2.41%) Billing
7 1 (1.20%) Banking
7 1 (1.20%) Publishing
Job Titles
1 31 (37.35%) Developer
2 20 (24.10%) Architect
3 18 (21.69%) Analyst
4 16 (19.28%) Data Warehouse Developer
5 13 (15.66%) Business Analyst
6 7 (8.43%) Enterprise Architect
7 6 (7.23%) Data Architect
7 6 (7.23%) Data Migration Lead
8 5 (6.02%) Enterprise Data Architect
8 5 (6.02%) Senior Developer
9 4 (4.82%) BPM Consultant
9 4 (4.82%) Business Intelligence Manager
9 4 (4.82%) Consultant
9 4 (4.82%) Oracle Architect
9 4 (4.82%) Oracle Consultant
10 3 (3.61%) Junior
10 3 (3.61%) Lead Business Analyst
10 3 (3.61%) Solutions Architect
10 3 (3.61%) SQL Developer
10 3 (3.61%) Team Leader
Libraries, Frameworks & Software Standards
1 11 (13.25%) .NET
2 10 (12.05%) XML
3 8 (9.64%) Web Services
4 7 (8.43%) REST
4 7 (8.43%) SOAP
5 6 (7.23%) jQuery
6 4 (4.82%) HTML
6 4 (4.82%) Visualforce
6 4 (4.82%) WebCenter
7 3 (3.61%) D3.js
7 3 (3.61%) JSON
8 2 (2.41%) .NET Framework
8 2 (2.41%) Ajax
8 2 (2.41%) AngularJS
8 2 (2.41%) Backbone.js
8 2 (2.41%) Java EE
8 2 (2.41%) JPA
8 2 (2.41%) Spring
8 2 (2.41%) Velocity
8 2 (2.41%) XSLT
Miscellaneous
1 11 (13.25%) Data Structures
2 10 (12.05%) Analytical Skills
3 4 (4.82%) Management Information System
3 4 (4.82%) Taxonomies
4 2 (2.41%) Computer Science
4 2 (2.41%) Enterprise Software
4 2 (2.41%) N-Tier
5 1 (1.20%) Clustering
5 1 (1.20%) Data Centre
5 1 (1.20%) Driving Licence
5 1 (1.20%) Web 2.0
Operating Systems
1 1 (1.20%) Linux
1 1 (1.20%) Unix
1 1 (1.20%) Windows
1 1 (1.20%) Windows Server
Processes & Methodologies
1 42 (50.60%) Business Intelligence
2 28 (33.73%) Agile Software Development
3 18 (21.69%) Data Architecture
4 16 (19.28%) Analytics
5 15 (18.07%) ERP
6 14 (16.87%) Data Management
6 14 (16.87%) ETL
7 13 (15.66%) Migration
8 11 (13.25%) Data Flow Diagram
8 11 (13.25%) Data Migration
8 11 (13.25%) Logistics
8 11 (13.25%) Scrum
9 10 (12.05%) Data Analysis
10 9 (10.84%) Kimball Methodology
11 8 (9.64%) Continuous Improvement
11 8 (9.64%) CRM
11 8 (9.64%) Data Integration
11 8 (9.64%) UML
11 8 (9.64%) Use Case
11 8 (9.64%) Workflow
Programming Languages
1 37 (44.58%) SQL
2 20 (24.10%) T-SQL
3 8 (9.64%) Java
3 8 (9.64%) PowerShell
4 7 (8.43%) JavaScript
5 4 (4.82%) Apex Code
5 4 (4.82%) SOQL
6 3 (3.61%) PL/SQL
6 3 (3.61%) R
7 2 (2.41%) ABAP
8 1 (1.20%) C#
8 1 (1.20%) Data Analysis Expressions (DAX)
Qualifications
1 17 (20.48%) Degree
Quality Assurance & Compliance
1 13 (15.66%) Data Quality
System Software
1 2 (2.41%) Active Directory
2 1 (1.20%) VMware Infrastructure
Vendors
1 24 (28.92%) Microsoft
2 13 (15.66%) Oracle
3 11 (13.25%) JD Edwards
4 5 (6.02%) Informatica
5 4 (4.82%) Salesforce.com
5 4 (4.82%) SAP
6 3 (3.61%) Tableau
7 2 (2.41%) Cognizant
7 2 (2.41%) IBM
7 2 (2.41%) Perforce
8 1 (1.20%) FNZ
8 1 (1.20%) HP
8 1 (1.20%) VMware
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