The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Cambridge region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 2 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
2 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 74 103 92
Rank change year-on-year
+29 -11
Permanent jobs citing Data Modelling 21 7 23
As % of all permanent IT jobs located in Cambridge 1.93% 0.48% 1.33%
As % of the Processes & Methodologies category 2.34% 0.55% 1.51%
Number of salaries quoted 16 3 19
Median salary £55,000 £51,350 £39,260
Median salary % change year-on-year
+7.10% +30.79%
90% offered a salary of more than £40,000 £51,350 £33,870
10% offered a salary of more than £63,750 £51,350 £53,000
UK excluding London median salary £47,500 £49,411 £45,000
% change year-on-year
-3.86% +9.80%
Data Modelling
Cambridgeshire

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Cambridge region.

Processes & Methodologies Category
Cambridge
Permanent IT job ads with a match in the
Processes & Methodologies category
899 1263 1524
As % of all permanent IT jobs located in Cambridge 82.78% 86.45% 87.84%
Number of salaries quoted 763 1077 1177
Median salary £47,500 £45,000 £42,500
Median salary % change year-on-year
+5.55% +5.88%
90% offered a salary of more than £31,684 £32,500 £30,000
10% offered a salary of more than £75,000 £60,000 £60,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in Cambridge

The demand trend of job ads across the Cambridge region citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Cambridge

Data Modelling
Salary Trend in Cambridge

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

Data Modelling Salary Trend in Cambridge

Data Modelling
Salary Histogram in Cambridge

This chart provides a salary histogram for IT jobs citing Data Modelling across the Cambridge region over the 3 months to 2 December 2016.

Data Modelling Salary Histogram in Cambridge

Data Modelling
Top 30 Related IT Skills in Cambridge

For the 6 months to 2 December 2016, 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 Cambridge region with a requirement for Data Modelling.

1 24 (63.16%) JavaScript
2 23 (60.53%) SQL
3 17 (44.74%) C#
4 16 (42.11%) Oracle
5 14 (36.84%) Degree
6 13 (34.21%) OO
6 13 (34.21%) Business Intelligence
7 12 (31.58%) XML
7 12 (31.58%) Software Engineering
8 11 (28.95%) CSS
8 11 (28.95%) Python
8 11 (28.95%) CRM
8 11 (28.95%) Analytics
9 10 (26.32%) Unix
9 10 (26.32%) ETL
10 9 (23.68%) Finance
10 9 (23.68%) Agile Software Development
11 8 (21.05%) Spotfire
11 8 (21.05%) Data Warehouse
11 8 (21.05%) BusinessObjects
11 8 (21.05%) Oracle BI EE
12 7 (18.42%) Data Analytics
12 7 (18.42%) Lumira
12 7 (18.42%) Web Services
12 7 (18.42%) Oracle APEX
12 7 (18.42%) Business Analysis
12 7 (18.42%) Statistics
12 7 (18.42%) Mathematics
13 6 (15.79%) .NET Framework
13 6 (15.79%) JSON

Data Modelling
Top Related IT Skills in Cambridge 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 2 (5.26%) Apache Spark
2 1 (2.63%) Drupal
2 1 (2.63%) SAS
2 1 (2.63%) WordPress
Applications
1 5 (13.16%) Photoshop
2 2 (5.26%) MS Excel
3 1 (2.63%) SPSS
Business Applications
1 6 (15.79%) Dynamics CRM
2 3 (7.89%) Oracle BPM
3 1 (2.63%) Cognos TM1
3 1 (2.63%) SAP CO
3 1 (2.63%) SAP FI
3 1 (2.63%) SAP FI/CO
3 1 (2.63%) SAP MDM
Cloud Services
1 1 (2.63%) Amazon AWS
Communications & Networking
1 4 (10.53%) LDAP
2 2 (5.26%) 3GPP
2 2 (5.26%) ATM
2 2 (5.26%) DHCP
2 2 (5.26%) DNS
2 2 (5.26%) LTE
2 2 (5.26%) Radio Access Network
2 2 (5.26%) RANAP
2 2 (5.26%) RTP
2 2 (5.26%) SIGTRAN
2 2 (5.26%) SS7
2 2 (5.26%) SSH
2 2 (5.26%) UTRAN
Database & Business Intelligence
1 8 (21.05%) BusinessObjects
1 8 (21.05%) Data Warehouse
1 8 (21.05%) Oracle BI EE
1 8 (21.05%) Spotfire
2 7 (18.42%) Lumira
3 5 (13.16%) Big Data
4 4 (10.53%) Relational Database
5 3 (7.89%) SAP BW
6 2 (5.26%) Data Lake
6 2 (5.26%) NoSQL
6 2 (5.26%) Power BI
6 2 (5.26%) QlikView
6 2 (5.26%) SQL Server
6 2 (5.26%) SQL Server 2008
6 2 (5.26%) SQL Server Analysis Services
6 2 (5.26%) SQL Server Integration Services
6 2 (5.26%) SQL Server Reporting Services
7 1 (2.63%) OLAP Cube
7 1 (2.63%) Oracle Database
7 1 (2.63%) Oracle Exadata
Development Applications
1 7 (18.42%) Oracle APEX
2 5 (13.16%) Selenium
2 5 (13.16%) Team Foundation Server
3 1 (2.63%) ERwin
3 1 (2.63%) Talend Open Studio
General
1 9 (23.68%) Finance
2 4 (10.53%) Pharmaceutical
3 3 (7.89%) Marketing
4 1 (2.63%) Telecoms
Job Titles
1 17 (44.74%) Developer
2 11 (28.95%) CRM Developer
3 6 (15.79%) Architect
3 6 (15.79%) Senior Developer
4 5 (13.16%) Analyst
4 5 (13.16%) Business Intelligence Analyst
4 5 (13.16%) Cloud Developer
4 5 (13.16%) Front End Developer (Client-Side Developer)
4 5 (13.16%) Oracle Developer
4 5 (13.16%) Senior Front-End Developer
5 4 (10.53%) Angular Developer
5 4 (10.53%) Data Scientist
5 4 (10.53%) HTML CSS Developer
5 4 (10.53%) HTML Developer
5 4 (10.53%) Software Engineer
5 4 (10.53%) Systems Engineer
5 4 (10.53%) Unix Engineer
5 4 (10.53%) Unix Systems Engineer
6 2 (5.26%) Data Architect
6 2 (5.26%) Systems Architect
Libraries, Frameworks & Software Standards
1 12 (31.58%) XML
2 11 (28.95%) CSS
3 7 (18.42%) Web Services
4 6 (15.79%) .NET
4 6 (15.79%) .NET Framework
4 6 (15.79%) ASP.NET Web API
4 6 (15.79%) CSS3
4 6 (15.79%) Entity Framework
4 6 (15.79%) HTML
4 6 (15.79%) HTML5
4 6 (15.79%) jQuery
4 6 (15.79%) JSON
4 6 (15.79%) LINQ
4 6 (15.79%) Razor View Engine
4 6 (15.79%) REST
4 6 (15.79%) WCF
4 6 (15.79%) XSLT
5 5 (13.16%) LESS
5 5 (13.16%) Sass
5 5 (13.16%) Twitter Bootstrap
Miscellaneous
1 7 (18.42%) Mathematics
1 7 (18.42%) Statistics
2 6 (15.79%) Analytical Skills
3 4 (10.53%) Algorithms
3 4 (10.53%) Biology
3 4 (10.53%) Computer Science
3 4 (10.53%) Data Centre
3 4 (10.53%) Enterprise Software
3 4 (10.53%) Management Information System
3 4 (10.53%) Mobile App
4 3 (7.89%) Data Integration
4 3 (7.89%) Data Structures
4 3 (7.89%) Visualisation
5 2 (5.26%) Virtual Team
6 1 (2.63%) Physics
6 1 (2.63%) Taxonomies
Operating Systems
1 10 (26.32%) Unix
2 4 (10.53%) Linux
2 4 (10.53%) Red Hat Enterprise Linux
3 1 (2.63%) Windows
Processes & Methodologies
1 13 (34.21%) Business Intelligence
1 13 (34.21%) OO
2 12 (31.58%) Software Engineering
3 11 (28.95%) Analytics
3 11 (28.95%) CRM
4 10 (26.32%) ETL
5 9 (23.68%) Agile Software Development
6 7 (18.42%) Business Analysis
6 7 (18.42%) Data Analytics
7 6 (15.79%) Front End Development
7 6 (15.79%) MVC
8 5 (13.16%) ITIL
9 4 (10.53%) Bioinformatics
9 4 (10.53%) Business Analytics
9 4 (10.53%) Data Analysis
9 4 (10.53%) User Stories
9 4 (10.53%) Web Development
10 3 (7.89%) Data Visualisation
10 3 (7.89%) Machine Learning
10 3 (7.89%) Master Data Management
Programming Languages
1 24 (63.16%) JavaScript
2 23 (60.53%) SQL
3 17 (44.74%) C#
4 11 (28.95%) Python
5 6 (15.79%) PL/SQL
5 6 (15.79%) VB.NET
5 6 (15.79%) VBA
6 5 (13.16%) PHP
6 5 (13.16%) R
7 4 (10.53%) Bash Shell
7 4 (10.53%) C
7 4 (10.53%) Perl
8 2 (5.26%) T-SQL
Qualifications
1 14 (36.84%) Degree
Quality Assurance & Compliance
1 6 (15.79%) QA
2 3 (7.89%) Data Quality
3 1 (2.63%) SNOMED CT
Vendors
1 16 (42.11%) Oracle
2 6 (15.79%) SAP
3 5 (13.16%) Cognos
4 4 (10.53%) Red Hat
5 3 (7.89%) Hyperion
5 3 (7.89%) Tableau
6 2 (5.26%) Microsoft
7 1 (2.63%) IBM
7 1 (2.63%) Informatica
7 1 (2.63%) Pegasus
7 1 (2.63%) Talend
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