Period
to 21 February 2018

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 21 February 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Cambridgeshire > Cambridge
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 151 119 156
Rank change year-on-year -32 +37 -24
Permanent jobs citing Data Modelling 31 29 12
As % of all permanent IT jobs advertised in Cambridge 0.94% 1.28% 0.41%
As % of the Processes & Methodologies category 1.00% 1.41% 0.45%
Number of salaries quoted 14 32 6
Cambridge median annual salary £45,000 £55,000 £51,350
Median salary % change year-on-year -18.18% +7.11% +19.42%
10th Percentile £42,500 £37,500 £48,175
90th Percentile £80,125 £66,250 £54,525
Cambridgeshire median annual salary £45,000 £55,000 £47,500
% change year-on-year -18.18% +15.79% +5.56%

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 3,087 2,055 2,638
As % of all permanent IT jobs advertised in Cambridge 93.80% 90.45% 89.48%
Number of salaries quoted 2,248 1,694 2,146
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +5.88%
10th Percentile £30,000 £26,250 £29,750
90th Percentile £70,000 £67,500 £65,000
Cambridgeshire median annual salary £50,000 £45,000 £43,000
% change year-on-year +11.11% +4.65% +1.18%

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 21 February 2018.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 21 February 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Modelling.

1 20 (64.52%) Software Engineering
1 20 (64.52%) Degree
2 18 (58.06%) Data Warehouse
3 16 (51.61%) Analytics
4 14 (45.16%) Hadoop
5 13 (41.94%) Google
6 12 (38.71%) GIS
6 12 (38.71%) Finance
6 12 (38.71%) MySQL
6 12 (38.71%) Process Improvement
6 12 (38.71%) Relational Database
7 11 (35.48%) Apache Hive
7 11 (35.48%) SDLC
7 11 (35.48%) Google Maps API
7 11 (35.48%) Unit Testing
7 11 (35.48%) Java
7 11 (35.48%) Validation
7 11 (35.48%) Management Information System
7 11 (35.48%) Geospatial Data
8 9 (29.03%) Computer Science Degree
8 9 (29.03%) Mathematics
8 9 (29.03%) Physics
8 9 (29.03%) Computer Science
8 9 (29.03%) Algorithms
8 9 (29.03%) NoSQL
9 8 (25.81%) QA
9 8 (25.81%) Multithreading
9 8 (25.81%) Test Automation
9 8 (25.81%) Ehcache
9 8 (25.81%) Terracotta

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 (3.23%) Apache Solr
1 1 (3.23%) ArcGIS
1 1 (3.23%) ArcSDE
1 1 (3.23%) Elasticsearch
1 1 (3.23%) GeoServer
Business Applications
1 1 (3.23%) SAP MDG
1 1 (3.23%) SAP MDM
Cloud Services
1 4 (12.90%) Amazon AWS
2 1 (3.23%) Microsoft Azure
Database & Business Intelligence
1 18 (58.06%) Data Warehouse
2 14 (45.16%) Hadoop
3 12 (38.71%) GIS
3 12 (38.71%) MySQL
3 12 (38.71%) Relational Database
4 11 (35.48%) Apache Hive
4 11 (35.48%) Geospatial Data
5 9 (29.03%) NoSQL
6 4 (12.90%) BusinessObjects
6 4 (12.90%) SQL Server
7 3 (9.68%) Big Data
7 3 (9.68%) BusinessObjects Web Intelligence
7 3 (9.68%) Crystal Reports
7 3 (9.68%) MS Access
7 3 (9.68%) SAP BW
7 3 (9.68%) SAP HANA
7 3 (9.68%) SQL Server Analysis Services
7 3 (9.68%) SQL Server Integration Services
7 3 (9.68%) SQL Server Reporting Services
8 2 (6.45%) PostgreSQL
Development Applications
1 3 (9.68%) Team Foundation Server
2 1 (3.23%) ERwin
General
1 12 (38.71%) Finance
2 3 (9.68%) Retail
3 2 (6.45%) Games
Job Titles
1 14 (45.16%) Developer
2 11 (35.48%) Analytics Developer
2 11 (35.48%) Report Developer
3 8 (25.81%) Java Engineer
3 8 (25.81%) Java Software Engineer
3 8 (25.81%) Senior Java Engineer
3 8 (25.81%) Senior Java Software Engineer
3 8 (25.81%) Senior Software Engineer
3 8 (25.81%) Software Engineer
4 3 (9.68%) Architect
4 3 (9.68%) Business Consultant
4 3 (9.68%) Consultant
4 3 (9.68%) Microsoft Developer
4 3 (9.68%) Senior Business Consultant
4 3 (9.68%) Senior Consultant
5 2 (6.45%) Data Engineer
5 2 (6.45%) Senior Data Engineer
6 1 (3.23%) Business Intelligence Architect
6 1 (3.23%) Data Scientist
6 1 (3.23%) GIS Architect
Libraries, Frameworks & Software Standards
1 11 (35.48%) Google Maps API
2 8 (25.81%) Ehcache
3 2 (6.45%) Web Services
4 1 (3.23%) DBIx::Class
4 1 (3.23%) Lucene
4 1 (3.23%) SQLAlchemy
4 1 (3.23%) Xapian
Miscellaneous
1 11 (35.48%) Management Information System
2 9 (29.03%) Algorithms
2 9 (29.03%) Computer Science
3 8 (25.81%) Data Structures
4 4 (12.90%) Analytical Skills
5 1 (3.23%) Life Science
Operating Systems
1 3 (9.68%) Linux
2 1 (3.23%) Unix
Processes & Methodologies
1 20 (64.52%) Software Engineering
2 16 (51.61%) Analytics
3 12 (38.71%) Process Improvement
4 11 (35.48%) SDLC
4 11 (35.48%) Unit Testing
4 11 (35.48%) Validation
5 9 (29.03%) Mathematics
5 9 (29.03%) Physics
6 8 (25.81%) Collaborative Working
6 8 (25.81%) Complexity Analysis
6 8 (25.81%) Multithreading
6 8 (25.81%) OO
6 8 (25.81%) Performance Optimisation
6 8 (25.81%) TDD
6 8 (25.81%) Test Automation
7 7 (22.58%) ETL
8 4 (12.90%) CRM
8 4 (12.90%) Database Tuning
8 4 (12.90%) Performance Tuning
9 3 (9.68%) Data Science
Programming Languages
1 11 (35.48%) Java
2 8 (25.81%) C++
3 7 (22.58%) SQL
4 4 (12.90%) Python
5 3 (9.68%) PowerShell
5 3 (9.68%) T-SQL
5 3 (9.68%) VBA
6 2 (6.45%) Ruby
6 2 (6.45%) Scala
7 1 (3.23%) Bash Shell
7 1 (3.23%) C#
7 1 (3.23%) Perl
Qualifications
1 20 (64.52%) Degree
2 9 (29.03%) Computer Science Degree
Quality Assurance & Compliance
1 8 (25.81%) QA
System Software
1 1 (3.23%) Oracle RAC
Systems Management
1 1 (3.23%) Ansible
1 1 (3.23%) Failover Clustering
1 1 (3.23%) Packer
Vendors
1 13 (41.94%) Google
2 8 (25.81%) Terracotta
3 4 (12.90%) Microsoft
3 4 (12.90%) SAP
4 3 (9.68%) Oracle
5 1 (3.23%) ESRI
5 1 (3.23%) Informatica
5 1 (3.23%) Talend