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 24 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Feb 2017
Same period 2016 Same period 2015
Data Modelling
Cambridgeshire / Cambridge
Rank 102 115 106
Rank change year-on-year
+13 -9
Permanent jobs citing Data Modelling 8 5 12
As % of all permanent IT jobs located in Cambridge 0.68% 0.33% 0.75%
As % of the Processes & Methodologies category 0.75% 0.37% 0.88%
Number of salaries quoted 7 3 4
Median salary £55,000 £51,350 £43,000
Median salary % change year-on-year
+7.10% +19.41%
90% offered a salary of more than £54,600 £51,350 £40,900
10% offered a salary of more than £62,500 £51,350 £43,350
UK excluding London median salary £48,000 £47,500 £46,377
% change year-on-year
+1.05% +2.42%

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
1066 1365 1369
As % of all permanent IT jobs located in Cambridge 90.19% 90.16% 85.08%
Number of salaries quoted 868 1043 1088
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £30,000 £31,500 £30,000
10% offered a salary of more than £70,000 £56,400 £62,500
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
Top 30 Related IT Skills in Cambridge

For the 6 months to 24 February 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 Cambridge region with a requirement for Data Modelling.

1 22 (75.86%) JavaScript
2 21 (72.41%) SQL
3 18 (62.07%) XML
4 13 (44.83%) Python
4 13 (44.83%) Software Engineering
5 12 (41.38%) Unix
5 12 (41.38%) C#
5 12 (41.38%) ETL
5 12 (41.38%) Business Intelligence
6 11 (37.93%) Oracle
7 10 (34.48%) BusinessObjects
7 10 (34.48%) Statistics
7 10 (34.48%) Degree
7 10 (34.48%) Mathematics
7 10 (34.48%) Spotfire
7 10 (34.48%) Oracle BI EE
7 10 (34.48%) Analytics
7 10 (34.48%) Lumira
8 9 (31.03%) Twitter Bootstrap
8 9 (31.03%) ASP.NET Web API
8 9 (31.03%) Front End Development
8 9 (31.03%) jQuery
8 9 (31.03%) HTML5
8 9 (31.03%) Entity Framework
8 9 (31.03%) REST
8 9 (31.03%) CSS3
8 9 (31.03%) Razor View Engine
8 9 (31.03%) Sass
8 9 (31.03%) LESS
8 9 (31.03%) AngularJS

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 5 (17.24%) Apache Spark
2 2 (6.90%) Drupal
2 2 (6.90%) WordPress
Applications
1 9 (31.03%) Photoshop
2 2 (6.90%) MS Excel
Business Applications
1 3 (10.34%) Dynamics CRM
1 3 (10.34%) Oracle BPM
2 1 (3.45%) SAP CO
2 1 (3.45%) SAP FI
2 1 (3.45%) SAP FI/CO
Communications & Networking
1 2 (6.90%) 3GPP
1 2 (6.90%) ATM
1 2 (6.90%) DHCP
1 2 (6.90%) DNS
1 2 (6.90%) LDAP
1 2 (6.90%) LTE
1 2 (6.90%) Radio Access Network
1 2 (6.90%) RANAP
1 2 (6.90%) RTP
1 2 (6.90%) SIGTRAN
1 2 (6.90%) SS7
1 2 (6.90%) SSH
1 2 (6.90%) UTRAN
Database & Business Intelligence
1 10 (34.48%) BusinessObjects
1 10 (34.48%) Lumira
1 10 (34.48%) Oracle BI EE
1 10 (34.48%) Spotfire
2 5 (17.24%) Data Warehouse
3 3 (10.34%) Big Data
3 3 (10.34%) SAP BW
4 2 (6.90%) Data Lake
4 2 (6.90%) Power BI
4 2 (6.90%) QlikView
4 2 (6.90%) Relational Database
4 2 (6.90%) SQL Server
4 2 (6.90%) SQL Server 2008
4 2 (6.90%) SQL Server Analysis Services
4 2 (6.90%) SQL Server Integration Services
4 2 (6.90%) SQL Server Reporting Services
Development Applications
1 9 (31.03%) Oracle APEX
2 5 (17.24%) Selenium
General
1 7 (24.14%) Finance
1 7 (24.14%) Pharmaceutical
2 1 (3.45%) Marketing
2 1 (3.45%) Telecoms
Job Titles
1 12 (41.38%) Developer
2 9 (31.03%) Front End Developer (Client-Side Developer)
2 9 (31.03%) Senior Developer
2 9 (31.03%) Senior Front-End Developer
3 7 (24.14%) Angular Developer
3 7 (24.14%) Data Scientist
3 7 (24.14%) HTML CSS Developer
3 7 (24.14%) HTML Developer
4 5 (17.24%) Analyst
4 5 (17.24%) Business Intelligence Analyst
5 3 (10.34%) CRM Developer
6 2 (6.90%) Architect
6 2 (6.90%) Python Software Engineer
6 2 (6.90%) Software Engineer
6 2 (6.90%) Systems Architect
6 2 (6.90%) Systems Engineer
6 2 (6.90%) Unix Engineer
6 2 (6.90%) Unix Systems Engineer
7 1 (3.45%) Data Analyst
7 1 (3.45%) Network Architect
Libraries, Frameworks & Software Standards
1 18 (62.07%) XML
2 9 (31.03%) .NET
2 9 (31.03%) .NET Framework
2 9 (31.03%) AngularJS
2 9 (31.03%) CSS
2 9 (31.03%) CSS3
2 9 (31.03%) Entity Framework
2 9 (31.03%) HTML
2 9 (31.03%) HTML5
2 9 (31.03%) jQuery
2 9 (31.03%) JSON
2 9 (31.03%) LESS
2 9 (31.03%) LINQ
2 9 (31.03%) Razor View Engine
2 9 (31.03%) REST
2 9 (31.03%) Sass
2 9 (31.03%) Twitter Bootstrap
2 9 (31.03%) WCF
2 9 (31.03%) Web Services
2 9 (31.03%) XSLT
Miscellaneous
1 7 (24.14%) Mobile App
2 6 (20.69%) Analytical Skills
3 4 (13.79%) Algorithms
4 3 (10.34%) Computer Science
4 3 (10.34%) Data Centre
5 2 (6.90%) Enterprise Software
5 2 (6.90%) Management Information System
Operating Systems
1 12 (41.38%) Unix
2 3 (10.34%) Linux
3 2 (6.90%) Red Hat Enterprise Linux
3 2 (6.90%) Windows
Processes & Methodologies
1 13 (44.83%) Software Engineering
2 12 (41.38%) Business Intelligence
2 12 (41.38%) ETL
3 10 (34.48%) Analytics
3 10 (34.48%) Mathematics
3 10 (34.48%) Statistics
4 9 (31.03%) Front End Development
4 9 (31.03%) MVC
5 8 (27.59%) Agile Software Development
6 7 (24.14%) Web Development
7 6 (20.69%) Business Analysis
7 6 (20.69%) Machine Learning
8 5 (17.24%) Data Analytics
8 5 (17.24%) OO
9 4 (13.79%) Physics
10 3 (10.34%) Bioinformatics
10 3 (10.34%) Biology
10 3 (10.34%) CRM
10 3 (10.34%) Data Analysis
10 3 (10.34%) Project Management
Programming Languages
1 22 (75.86%) JavaScript
2 21 (72.41%) SQL
3 13 (44.83%) Python
4 12 (41.38%) C#
5 9 (31.03%) PL/SQL
5 9 (31.03%) VB.NET
5 9 (31.03%) VBA
6 8 (27.59%) R
7 3 (10.34%) Bash Shell
7 3 (10.34%) C
7 3 (10.34%) Perl
8 2 (6.90%) T-SQL
9 1 (3.45%) C++
9 1 (3.45%) Java
9 1 (3.45%) Shell Script
9 1 (3.45%) tcsh
Qualifications
1 10 (34.48%) Degree
2 1 (3.45%) PhD
Quality Assurance & Compliance
1 9 (31.03%) QA
Vendors
1 11 (37.93%) Oracle
2 4 (13.79%) SAP
3 3 (10.34%) Cognos
3 3 (10.34%) Hyperion
3 3 (10.34%) Tableau
4 2 (6.90%) Microsoft
4 2 (6.90%) Red Hat