Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
East of England > Cambridgeshire
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 166 118 154
Rank change year-on-year -48 +36 +3
Permanent jobs citing Data Modelling 39 56 38
As % of all permanent IT jobs advertised in Cambridgeshire 0.92% 1.60% 0.93%
As % of the Processes & Methodologies category 1.00% 1.82% 1.06%
Number of salaries quoted 20 56 29
Cambridgeshire median annual salary £40,375 £51,750 £37,500
Median salary % change year-on-year -21.98% +38.00% -16.67%
10th Percentile £31,250 £37,500 £21,750
90th Percentile £85,000 £66,875 £55,120
East of England median annual salary £55,000 £50,500 £45,000
% change year-on-year +8.91% +12.22% -10.00%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 3915 3076 3590
As % of all permanent IT jobs advertised in Cambridgeshire 92.18% 88.09% 88.29%
Number of salaries quoted 2993 2530 3104
Cambridgeshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,250 £27,500
90th Percentile £71,250 £66,250 £63,750
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

Data Modelling
Job Vacancy Trend in Cambridgeshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Data Modelling in Cambridgeshire

Data Modelling
Salary Trend in Cambridgeshire

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

Salary trend for Data Modelling in Cambridgeshire

Data Modelling
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Modelling in Cambridgeshire over the 6 months to 22 November 2017.

Salary histogram for Data Modelling in Cambridgeshire

Data Modelling
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Cambridgeshire region over the 6 months to 22 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -46 28 £32,500 -18.75% 1
Peterborough -6 6 £41,500 -20.95% 2
Huntingdon - 3 £50,000 -
Data Modelling
East of England

For the 6 months to 22 November 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 Cambridgeshire region with a requirement for Data Modelling.

1 25 (64.10%) Degree
1 25 (64.10%) Computer Science
2 23 (58.97%) Finance
3 22 (56.41%) Mathematics
4 17 (43.59%) Algorithms
4 17 (43.59%) Computer Science Degree
5 16 (41.03%) Software Engineering
5 16 (41.03%) Java
6 14 (35.90%) SQL
6 14 (35.90%) TDD
6 14 (35.90%) Physics
6 14 (35.90%) QA
6 14 (35.90%) Unit Testing
6 14 (35.90%) Test Automation
6 14 (35.90%) NoSQL
7 13 (33.33%) Process Improvement
7 13 (33.33%) Complexity Analysis
7 13 (33.33%) Performance Optimisation
7 13 (33.33%) Analytical Skills
7 13 (33.33%) Data Structures
7 13 (33.33%) Collaborative Working
7 13 (33.33%) Multithreading
7 13 (33.33%) Ehcache
7 13 (33.33%) Terracotta
7 13 (33.33%) C++
7 13 (33.33%) OO
7 13 (33.33%) Data Mining
7 13 (33.33%) ETL
8 10 (25.64%) Analytics
9 9 (23.08%) BusinessObjects

Data Modelling
Co-occurring IT Skills in Cambridgeshire 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 1 (2.56%) Apache Solr
1 1 (2.56%) Elasticsearch
Applications
1 3 (7.69%) MS Visio
2 1 (2.56%) Microsoft Excel
Business Applications
1 1 (2.56%) SAP MDG
1 1 (2.56%) SAP MDM
Cloud Services
1 4 (10.26%) Amazon AWS
2 3 (7.69%) Microsoft Azure
2 3 (7.69%) PaaS
3 1 (2.56%) Serverless
Database & Business Intelligence
1 14 (35.90%) NoSQL
2 13 (33.33%) Data Mining
3 9 (23.08%) BusinessObjects
4 4 (10.26%) Data Warehouse
4 4 (10.26%) Relational Database
5 3 (7.69%) Big Data
5 3 (7.69%) Hadoop
6 1 (2.56%) Amazon Aurora
6 1 (2.56%) Amazon RDS
6 1 (2.56%) Amazon Redshift
6 1 (2.56%) Apache Cassandra
6 1 (2.56%) Microsoft Analysis Services
6 1 (2.56%) MySQL
6 1 (2.56%) Oracle Database
6 1 (2.56%) PostgreSQL
6 1 (2.56%) PowerCenter
6 1 (2.56%) PowerPivot
6 1 (2.56%) RDBMS
6 1 (2.56%) Redis
6 1 (2.56%) SQL Server
Development Applications
1 3 (7.69%) Visual Studio
2 1 (2.56%) ERwin
2 1 (2.56%) Selenium
2 1 (2.56%) Talend Open Studio
General
1 23 (58.97%) Finance
2 2 (5.13%) Games
Job Titles
1 13 (33.33%) Java Engineer
1 13 (33.33%) Java Software Engineer
1 13 (33.33%) Senior Java Engineer
1 13 (33.33%) Senior Java Software Engineer
1 13 (33.33%) Senior Software Engineer
1 13 (33.33%) Software Engineer
2 9 (23.08%) Data Manager
3 7 (17.95%) Analyst
4 6 (15.38%) Business Analyst
5 5 (12.82%) Developer
6 4 (10.26%) .NET Developer
7 2 (5.13%) Architect
7 2 (5.13%) Azure Developer
7 2 (5.13%) C# .NET Developer
7 2 (5.13%) C# Developer
7 2 (5.13%) Data Engineer
7 2 (5.13%) Senior Data Engineer
8 1 (2.56%) Data Architect
8 1 (2.56%) Information Architect
8 1 (2.56%) Software Developer
Libraries, Frameworks & Software Standards
1 13 (33.33%) Ehcache
2 9 (23.08%) XML
3 4 (10.26%) .NET
3 4 (10.26%) JSON
4 3 (7.69%) Apache Cordova
4 3 (7.69%) JSON Schema
4 3 (7.69%) Web Services
5 1 (2.56%) ASP.NET Web API
5 1 (2.56%) DBIx::Class
5 1 (2.56%) Entity Framework
5 1 (2.56%) HTML5
5 1 (2.56%) HTML5 Boilerplate
5 1 (2.56%) jQuery
5 1 (2.56%) Lambda Expressions
5 1 (2.56%) LINQ
5 1 (2.56%) OAuth
5 1 (2.56%) REST
5 1 (2.56%) SQLAlchemy
5 1 (2.56%) WCF
5 1 (2.56%) Xapian
Miscellaneous
1 25 (64.10%) Computer Science
2 17 (43.59%) Algorithms
3 13 (33.33%) Analytical Skills
3 13 (33.33%) Data Structures
4 3 (7.69%) Virtual Team
5 2 (5.13%) Robotics
6 1 (2.56%) Enterprise Software
6 1 (2.56%) Life Science
6 1 (2.56%) User Experience
Operating Systems
1 3 (7.69%) Linux
1 3 (7.69%) Windows
2 1 (2.56%) Unix
Processes & Methodologies
1 22 (56.41%) Mathematics
2 16 (41.03%) Software Engineering
3 14 (35.90%) Physics
3 14 (35.90%) TDD
3 14 (35.90%) Test Automation
3 14 (35.90%) Unit Testing
4 13 (33.33%) Collaborative Working
4 13 (33.33%) Complexity Analysis
4 13 (33.33%) ETL
4 13 (33.33%) Multithreading
4 13 (33.33%) OO
4 13 (33.33%) Performance Optimisation
4 13 (33.33%) Process Improvement
5 10 (25.64%) Analytics
6 9 (23.08%) Statistics
7 6 (15.38%) Agile Software Development
8 5 (12.82%) Business Analysis
8 5 (12.82%) Continuous Improvement
8 5 (12.82%) Data Mapping
8 5 (12.82%) Robotic Process Automation
Programming Languages
1 16 (41.03%) Java
2 14 (35.90%) SQL
3 13 (33.33%) C++
4 9 (23.08%) JavaScript
5 5 (12.82%) C#
6 4 (10.26%) Python
7 3 (7.69%) PowerShell
8 2 (5.13%) Ruby
8 2 (5.13%) Scala
8 2 (5.13%) T-SQL
9 1 (2.56%) Bash Shell
9 1 (2.56%) Data Analysis Expressions (DAX)
9 1 (2.56%) Perl
9 1 (2.56%) VB.NET
Qualifications
1 25 (64.10%) Degree
2 17 (43.59%) Computer Science Degree
Quality Assurance & Compliance
1 14 (35.90%) QA
2 1 (2.56%) Data Quality
System Software
1 3 (7.69%) Docker
2 1 (2.56%) Oracle RAC
Systems Management
1 1 (2.56%) Ansible
1 1 (2.56%) Failover Clustering
1 1 (2.56%) Packer
Vendors
1 13 (33.33%) Terracotta
2 8 (20.51%) Tableau
3 4 (10.26%) Microsoft
3 4 (10.26%) Salesforce.com
4 3 (7.69%) Xamarin
5 2 (5.13%) Google
5 2 (5.13%) Oracle
6 1 (2.56%) Informatica
6 1 (2.56%) SAP
6 1 (2.56%) Talend