The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 23 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England / East of England
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 184 142 181
Rank change year-on-year -42 +39  
Permanent jobs citing Data Modelling 71 117 115
As % of all permanent IT jobs advertised in the East of England 1.15% 1.72% 1.40%
As % of the Processes & Methodologies category 1.30% 1.96% 1.62%
Number of salaries quoted 55 93 100
Median salary £55,000 £50,000 £47,500
Median salary % change year-on-year +10.00% +5.26%  
90% offered a salary of more than £41,000 £36,000 £35,000
10% offered a salary of more than £78,000 £70,000 £63,750
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 the East of England with a requirement for process and methodology skills.

Process & Methodology Skills
East of England
Permanent job vacancies with a requirement for process and methodology skills 5461 5969 7107
As % of all permanent IT job vacancies advertised in the East of England 88.14% 87.71% 86.22%
Number of salaries quoted 4403 4998 5822
Median salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.55%  
90% offered a salary of more than £32,500 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in the East of England

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

Data Modelling
Salary Trend in the East of England

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

Salary trend for Data Modelling in the East of England

Data Modelling
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Modelling in the East of England over the 3 months to 23 June 2017.

Salary histogram for Data Modelling in the East of England

Data Modelling
Job Locations in the East of England

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 of England region over the 3 months to 23 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
Hertfordshire -27 21 £70,000 +33.33% 1
Bedfordshire +14 17 £55,000 +10.00% 2
Essex +9 11 £55,000 +10.00% 2
Cambridgeshire -33 11 £41,000 -31.66% 2
Suffolk -1 10 £50,000 +11.11% 1
Norfolk -12 1 £37,500 +15.38% 2
Data Modelling
England

For the 6 months to 23 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 East of England region with a requirement for Data Modelling.

1 85 (52.15%) SQL
2 76 (46.63%) Agile Software Development
3 62 (38.04%) Business Intelligence
4 58 (35.58%) Analytical Skills
5 55 (33.74%) Oracle
6 53 (32.52%) Data Warehouse
6 53 (32.52%) ETL
7 45 (27.61%) Finance
8 43 (26.38%) SQL Server
9 40 (24.54%) Microsoft
10 36 (22.09%) Degree
11 31 (19.02%) Analytics
12 30 (18.40%) Logical Data Model
13 28 (17.18%) PL/SQL
14 27 (16.56%) SQL Server Reporting Services
14 27 (16.56%) SQL Server Integration Services
14 27 (16.56%) Physical Data Model
15 26 (15.95%) Oracle Database
15 26 (15.95%) Relational Database
15 26 (15.95%) Business Analysis
16 25 (15.34%) Waterfall
17 23 (14.11%) Teradata
17 23 (14.11%) User Stories
17 23 (14.11%) SDLC
18 22 (13.50%) Computer Science
19 21 (12.88%) Use Case
20 20 (12.27%) User Acceptance Testing
21 19 (11.66%) SQL Server 2008
21 19 (11.66%) C#
21 19 (11.66%) Performance Tuning

Data Modelling
Co-occurring IT Skills in the East of England 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 (7.36%) Confluence
2 7 (4.29%) Apache Spark
3 6 (3.68%) Oracle SOA Suite
4 2 (1.23%) Apache ServiceMix
4 2 (1.23%) SAS
5 1 (0.61%) Apache Pig
5 1 (0.61%) JBoss
5 1 (0.61%) WebLogic
5 1 (0.61%) WebSphere
Applications
1 7 (4.29%) Microsoft Excel
2 4 (2.45%) MS Visio
3 3 (1.84%) Microsoft Office
3 3 (1.84%) Spreadsheet
4 1 (0.61%) Microsoft PowerPoint
Business Applications
1 6 (3.68%) SAP R/3
2 5 (3.07%) Oracle EBS
3 4 (2.45%) Dynamics CRM
4 1 (0.61%) Dynamics AX
Cloud Services
1 13 (7.98%) Microsoft Azure
2 7 (4.29%) SaaS
3 4 (2.45%) PaaS
4 2 (1.23%) Amazon AWS
4 2 (1.23%) Cloud Computing
Communications & Networking
1 1 (0.61%) Internet
Database & Business Intelligence
1 53 (32.52%) Data Warehouse
2 43 (26.38%) SQL Server
3 27 (16.56%) SQL Server Integration Services
3 27 (16.56%) SQL Server Reporting Services
4 26 (15.95%) Oracle Database
4 26 (15.95%) Relational Database
5 19 (11.66%) SQL Server 2008
6 14 (8.59%) MySQL
6 14 (8.59%) Power BI
6 14 (8.59%) RDBMS
6 14 (8.59%) SQL Server Analysis Services
7 12 (7.36%) Hadoop
8 11 (6.75%) Oracle ODI
9 10 (6.13%) NoSQL
10 9 (5.52%) BusinessObjects
10 9 (5.52%) QlikView
10 9 (5.52%) SQL Server 2014
11 8 (4.91%) Big Data
11 8 (4.91%) SQL Server 2012
12 7 (4.29%) Enterprise Data Warehouse
Development Applications
1 14 (8.59%) JIRA
2 5 (3.07%) Team Foundation Server
3 3 (1.84%) Cucumber
3 3 (1.84%) JUnit
4 2 (1.23%) Jenkins
4 2 (1.23%) Maven
4 2 (1.23%) Oracle APEX
4 2 (1.23%) Selenium
5 1 (0.61%) Appium
5 1 (0.61%) HP UFT
5 1 (0.61%) NUnit
5 1 (0.61%) SoapUI
5 1 (0.61%) SpecFlow
5 1 (0.61%) SQL Server Management Studio (SSMS)
5 1 (0.61%) Visual Studio
General
1 45 (27.61%) Finance
2 12 (7.36%) Legal
3 11 (6.75%) Banking
4 9 (5.52%) Pharmaceutical
5 4 (2.45%) Marketing
5 4 (2.45%) Retail
6 1 (0.61%) Automotive
6 1 (0.61%) Publishing
Job Titles
1 70 (42.94%) Analyst
2 57 (34.97%) Developer
3 35 (21.47%) Business Analyst
4 24 (14.72%) Architect
5 22 (13.50%) Senior Developer
6 21 (12.88%) Business Intelligence Analyst
6 21 (12.88%) Data Warehouse Developer
7 16 (9.82%) Senior Data Warehouse Developer
8 15 (9.20%) Senior Analyst
9 13 (7.98%) SQL Developer
10 12 (7.36%) Data Architect
10 12 (7.36%) Lead Business Analyst
11 11 (6.75%) ETL Developer
11 11 (6.75%) Systems Analyst
12 10 (6.13%) Data Analyst
12 10 (6.13%) Solutions Architect
13 9 (5.52%) Business IT Analyst
13 9 (5.52%) IT Business Analyst
13 9 (5.52%) Oracle Developer
13 9 (5.52%) Software Analyst
Libraries, Frameworks & Software Standards
1 18 (11.04%) .NET
2 5 (3.07%) ASP.NET
2 5 (3.07%) HTML
2 5 (3.07%) MDX
3 4 (2.45%) .NET Framework
3 4 (2.45%) AngularJS
3 4 (2.45%) Apache Cordova
3 4 (2.45%) jQuery
3 4 (2.45%) JSON
3 4 (2.45%) JSON Schema
3 4 (2.45%) Managed Extensibility Framework
3 4 (2.45%) Reactive Extensions
3 4 (2.45%) WCF
4 3 (1.84%) Spring
4 3 (1.84%) Web Services
4 3 (1.84%) XML
5 2 (1.23%) Apache Camel
5 2 (1.23%) PySpark
5 2 (1.23%) RESTful
6 1 (0.61%) Kafka
Miscellaneous
1 58 (35.58%) Analytical Skills
2 22 (13.50%) Computer Science
3 14 (8.59%) Enterprise Software
4 12 (7.36%) Virtual Team
5 11 (6.75%) Foreign Exchange (FX)
6 9 (5.52%) User Experience
7 8 (4.91%) N-Tier
8 7 (4.29%) Data Structures
9 5 (3.07%) Data Protection Act
9 5 (3.07%) Management Information System
10 3 (1.84%) Algorithms
10 3 (1.84%) Clustering
10 3 (1.84%) Pharmacovigilance
10 3 (1.84%) Replication
11 2 (1.23%) Greenfield Project
12 1 (0.61%) Life Science
12 1 (0.61%) Mobile App
12 1 (0.61%) NHS
Operating Systems
1 11 (6.75%) Windows
2 7 (4.29%) Linux
3 6 (3.68%) Windows Server
4 4 (2.45%) Unix
5 1 (0.61%) Windows Server 2008
Processes & Methodologies
1 76 (46.63%) Agile Software Development
2 62 (38.04%) Business Intelligence
3 53 (32.52%) ETL
4 31 (19.02%) Analytics
5 30 (18.40%) Logical Data Model
6 27 (16.56%) Physical Data Model
7 26 (15.95%) Business Analysis
8 25 (15.34%) Waterfall
9 23 (14.11%) SDLC
9 23 (14.11%) User Stories
10 21 (12.88%) Use Case
11 20 (12.27%) User Acceptance Testing
12 19 (11.66%) Performance Tuning
13 18 (11.04%) Data Architecture
14 16 (9.82%) CRM
14 16 (9.82%) Data Analytics
14 16 (9.82%) Domain Models
14 16 (9.82%) OO
15 15 (9.20%) Business Process Modelling
16 14 (8.59%) Scrum
Programming Languages
1 85 (52.15%) SQL
2 28 (17.18%) PL/SQL
3 19 (11.66%) C#
4 14 (8.59%) T-SQL
5 13 (7.98%) Python
6 11 (6.75%) Shell Script
7 10 (6.13%) Java
7 10 (6.13%) JavaScript
8 9 (5.52%) R
9 6 (3.68%) VBA
10 5 (3.07%) PHP
11 4 (2.45%) PowerShell
11 4 (2.45%) VB.NET
11 4 (2.45%) VBScript
12 1 (0.61%) C
12 1 (0.61%) Scala
Qualifications
1 36 (22.09%) Degree
2 10 (6.13%) Microsoft Certification
3 9 (5.52%) Computer Science Degree
4 7 (4.29%) CBAP
4 7 (4.29%) IIBA
5 5 (3.07%) MCITP
5 5 (3.07%) MCTS
6 2 (1.23%) CCA
6 2 (1.23%) Citrix Certification
6 2 (1.23%) MCSA
6 2 (1.23%) MCSD
6 2 (1.23%) PhD
7 1 (0.61%) ISEB
Quality Assurance & Compliance
1 9 (5.52%) Data Quality
2 6 (3.68%) QA
3 5 (3.07%) GDPR
3 5 (3.07%) PCI DSS
4 3 (1.84%) GxP
System Software
1 5 (3.07%) Active Directory
2 4 (2.45%) Docker
3 1 (0.61%) HDFS
Systems Management
1 11 (6.75%) Tivoli
2 3 (1.84%) Oozie
Vendors
1 55 (33.74%) Oracle
2 40 (24.54%) Microsoft
3 23 (14.11%) Teradata
4 8 (4.91%) Tableau
5 7 (4.29%) SAP
6 5 (3.07%) Salesforce.com
6 5 (3.07%) Xamarin
7 2 (1.23%) Casewise
7 2 (1.23%) Cloudera
7 2 (1.23%) Red Hat
7 2 (1.23%) TOWER Software
8 1 (0.61%) HP
8 1 (0.61%) Informatica
8 1 (0.61%) Pega
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