Period
to 23 November 2017

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

Data Modelling
Cambridgeshire > Cambridge
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 151 110 148
Rank change year-on-year -41 +38 -7
Permanent jobs citing Data Modelling 28 37 14
As % of all permanent IT jobs advertised in Cambridge 0.90% 1.61% 0.49%
As % of the Processes & Methodologies category 0.97% 1.80% 0.56%
Number of salaries quoted 12 41 7
Cambridge median annual salary £32,500 £40,000 £52,500
Median salary % change year-on-year -18.75% -23.81% +16.67%
10th Percentile £31,250 £37,500 £48,175
90th Percentile £85,000 £65,000 £60,500
Cambridgeshire median annual salary £40,375 £51,750 £37,500
% change year-on-year -21.98% +38.00% -16.67%

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 Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 2886 2052 2516
As % of all permanent IT jobs advertised in Cambridge 93.10% 89.37% 88.47%
Number of salaries quoted 2197 1687 2166
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +9.76%
10th Percentile £29,150 £26,250 £29,750
90th Percentile £72,500 £67,500 £62,500
Cambridgeshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Data Modelling
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Data Modelling 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 in Cambridge.

Salary trend for Data Modelling in Cambridge

Data Modelling
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Modelling in Cambridge over the 6 months to 23 November 2017.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 23 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 Cambridge region with a requirement for Data Modelling.

1 23 (82.14%) Finance
2 22 (78.57%) Degree
2 22 (78.57%) Mathematics
2 22 (78.57%) Computer Science
3 16 (57.14%) Java
4 14 (50.00%) Physics
4 14 (50.00%) NoSQL
4 14 (50.00%) Algorithms
4 14 (50.00%) Computer Science Degree
5 13 (46.43%) Data Structures
5 13 (46.43%) Collaborative Working
5 13 (46.43%) Performance Optimisation
5 13 (46.43%) Complexity Analysis
5 13 (46.43%) Terracotta
5 13 (46.43%) Process Improvement
5 13 (46.43%) Software Engineering
5 13 (46.43%) TDD
5 13 (46.43%) QA
5 13 (46.43%) Unit Testing
5 13 (46.43%) Multithreading
5 13 (46.43%) Test Automation
5 13 (46.43%) Ehcache
5 13 (46.43%) C++
5 13 (46.43%) OO
6 12 (42.86%) ETL
6 12 (42.86%) SQL
7 10 (35.71%) Data Mining
7 10 (35.71%) Analytics
7 10 (35.71%) Analytical Skills
8 9 (32.14%) BusinessObjects

Data Modelling
Co-occurring 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 1 (3.57%) Apache Solr
1 1 (3.57%) Elasticsearch
Business Applications
1 1 (3.57%) SAP MDG
1 1 (3.57%) SAP MDM
Cloud Services
1 4 (14.29%) Amazon AWS
Database & Business Intelligence
1 14 (50.00%) NoSQL
2 10 (35.71%) Data Mining
3 9 (32.14%) BusinessObjects
4 4 (14.29%) Data Warehouse
5 3 (10.71%) Big Data
5 3 (10.71%) Hadoop
6 1 (3.57%) Amazon Aurora
6 1 (3.57%) Amazon RDS
6 1 (3.57%) Amazon Redshift
6 1 (3.57%) Apache Cassandra
6 1 (3.57%) Data Mart
6 1 (3.57%) MySQL
6 1 (3.57%) Oracle BI EE
6 1 (3.57%) Oracle Database
6 1 (3.57%) PostgreSQL
6 1 (3.57%) PowerCenter
6 1 (3.57%) RDBMS
6 1 (3.57%) Redis
6 1 (3.57%) Relational Database
6 1 (3.57%) Spotfire
Development Applications
1 1 (3.57%) ERwin
1 1 (3.57%) Talend Open Studio
General
1 23 (82.14%) Finance
2 2 (7.14%) Games
Job Titles
1 13 (46.43%) Java Engineer
1 13 (46.43%) Java Software Engineer
1 13 (46.43%) Senior Java Engineer
1 13 (46.43%) Senior Java Software Engineer
1 13 (46.43%) Senior Software Engineer
1 13 (46.43%) Software Engineer
2 9 (32.14%) Data Manager
3 2 (7.14%) Architect
3 2 (7.14%) Data Engineer
3 2 (7.14%) Senior Data Engineer
4 1 (3.57%) Analyst
4 1 (3.57%) Business Intelligence Architect
4 1 (3.57%) Data Analyst
4 1 (3.57%) Data Architect
4 1 (3.57%) Data Scientist
4 1 (3.57%) Information Architect
4 1 (3.57%) Machine Learning Scientist
4 1 (3.57%) Master Data Manager
Libraries, Frameworks & Software Standards
1 13 (46.43%) Ehcache
2 8 (28.57%) XML
3 2 (7.14%) Web Services
4 1 (3.57%) DBIx::Class
4 1 (3.57%) Lucene
4 1 (3.57%) SQLAlchemy
4 1 (3.57%) Xapian
Miscellaneous
1 22 (78.57%) Computer Science
2 14 (50.00%) Algorithms
3 13 (46.43%) Data Structures
4 10 (35.71%) Analytical Skills
5 1 (3.57%) Life Science
Operating Systems
1 3 (10.71%) Linux
2 1 (3.57%) Unix
Processes & Methodologies
1 22 (78.57%) Mathematics
2 14 (50.00%) Physics
3 13 (46.43%) Collaborative Working
3 13 (46.43%) Complexity Analysis
3 13 (46.43%) Multithreading
3 13 (46.43%) OO
3 13 (46.43%) Performance Optimisation
3 13 (46.43%) Process Improvement
3 13 (46.43%) Software Engineering
3 13 (46.43%) TDD
3 13 (46.43%) Test Automation
3 13 (46.43%) Unit Testing
4 12 (42.86%) ETL
5 10 (35.71%) Analytics
6 9 (32.14%) Statistics
7 3 (10.71%) Machine Learning
8 2 (7.14%) Data Engineering
8 2 (7.14%) Logical Data Model
8 2 (7.14%) Master Data Management
8 2 (7.14%) Predictive Analytics
Programming Languages
1 16 (57.14%) Java
2 13 (46.43%) C++
3 12 (42.86%) SQL
4 8 (28.57%) JavaScript
5 4 (14.29%) Python
6 2 (7.14%) Ruby
6 2 (7.14%) Scala
7 1 (3.57%) Bash Shell
7 1 (3.57%) C#
7 1 (3.57%) Perl
Qualifications
1 22 (78.57%) Degree
2 14 (50.00%) Computer Science Degree
Quality Assurance & Compliance
1 13 (46.43%) QA
2 1 (3.57%) Data Quality
System Software
1 1 (3.57%) Oracle RAC
Systems Management
1 1 (3.57%) Ansible
1 1 (3.57%) Failover Clustering
1 1 (3.57%) Packer
Vendors
1 13 (46.43%) Terracotta
2 8 (28.57%) Tableau
3 2 (7.14%) Google
3 2 (7.14%) Oracle
4 1 (3.57%) Informatica
4 1 (3.57%) Salesforce.com
4 1 (3.57%) SAP
4 1 (3.57%) Talend