Period
to 16 August 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 16 August 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Cambridgeshire > Cambridge
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 139 147 119
Rank change year-on-year +8 -28 +33
Permanent jobs citing Data Modelling 21 22 36
As % of all permanent IT jobs advertised in Cambridge 0.81% 0.81% 1.47%
As % of the Processes & Methodologies category 0.86% 0.88% 1.63%
Number of salaries quoted 18 16 20
Cambridge median annual salary £55,000 £32,500 £43,750
Median salary % change year-on-year +69.23% -25.71% -16.67%
10th Percentile £34,900 £31,250 £36,256
90th Percentile £83,625 £41,000 £65,000
Cambridgeshire median annual salary £55,000 £41,000 £57,500
% change year-on-year +34.15% -28.70% +43.75%

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 2,450 2,491 2,215
As % of all permanent IT jobs advertised in Cambridge 94.67% 91.75% 90.63%
Number of salaries quoted 1,657 1,896 1,797
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +2.27%
10th Percentile £27,500 £28,500 £26,750
90th Percentile £70,000 £71,250 £67,500
Cambridgeshire median annual salary £45,139 £45,000 £45,000
% change year-on-year +0.31% - +1.12%

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 16 August 2018.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 16 August 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 12 (57.14%) Data Management
2 11 (52.38%) Python
2 11 (52.38%) Microsoft Azure
2 11 (52.38%) Amazon AWS
2 11 (52.38%) Apache Spark
3 10 (47.62%) Data Science
3 10 (47.62%) Relational Database
3 10 (47.62%) NoSQL
4 9 (42.86%) Computer Science
4 9 (42.86%) Analytics
5 8 (38.10%) Google Cloud Platform
5 8 (38.10%) Apache
5 8 (38.10%) GCP
6 7 (33.33%) PhD
6 7 (33.33%) Web Services
6 7 (33.33%) TDD
6 7 (33.33%) Retail
6 7 (33.33%) Mathematics
6 7 (33.33%) Physics
6 7 (33.33%) Continuous Integration
7 6 (28.57%) Data Governance
7 6 (28.57%) Software Testing
7 6 (28.57%) SMS
8 5 (23.81%) Java
8 5 (23.81%) QA
8 5 (23.81%) Time Management
8 5 (23.81%) Analytical Skills
9 4 (19.05%) User Acceptance Testing
9 4 (19.05%) User Stories
9 4 (19.05%) Acceptance Criteria

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 11 (52.38%) Apache Spark
2 8 (38.10%) Apache
Business Applications
1 3 (14.29%) SAP MDG
2 1 (4.76%) Dynamics CRM
Cloud Services
1 11 (52.38%) Amazon AWS
1 11 (52.38%) Microsoft Azure
2 8 (38.10%) Google Cloud Platform
3 1 (4.76%) Dynamics 365
Communications & Networking
1 6 (28.57%) SMS
Database & Business Intelligence
1 10 (47.62%) NoSQL
1 10 (47.62%) Relational Database
2 3 (14.29%) Apache Hive
2 3 (14.29%) Hadoop
2 3 (14.29%) SAP Data Services
2 3 (14.29%) Sqoop
3 1 (4.76%) Big Data
3 1 (4.76%) SQL Server Reporting Services
General
1 7 (33.33%) Retail
Job Titles
1 8 (38.10%) Data Engineer
2 4 (19.05%) Analyst
2 4 (19.05%) Business Process Analyst
2 4 (19.05%) Developer
2 4 (19.05%) Process Analyst
3 3 (14.29%) Architect
3 3 (14.29%) Hadoop Developer
3 3 (14.29%) Principal Developer
3 3 (14.29%) SAP Architect
4 2 (9.52%) Java Engineer
4 2 (9.52%) Java Software Engineer
4 2 (9.52%) SAP Solutions Architect
4 2 (9.52%) Senior Java Engineer
4 2 (9.52%) Senior Java Software Engineer
4 2 (9.52%) Senior Software Engineer
4 2 (9.52%) Software Engineer
4 2 (9.52%) Solutions Architect
5 1 (4.76%) Azure Engineer
5 1 (4.76%) Big Data Engineer
5 1 (4.76%) Data Architect
Libraries, Frameworks & Software Standards
1 7 (33.33%) Web Services
2 3 (14.29%) Kafka
3 2 (9.52%) Ehcache
3 2 (9.52%) Java Concurrency
4 1 (4.76%) JSON
4 1 (4.76%) SOAP
4 1 (4.76%) WCF
4 1 (4.76%) XML
Miscellaneous
1 9 (42.86%) Computer Science
2 5 (23.81%) Analytical Skills
3 3 (14.29%) Reference Data
4 2 (9.52%) Data Structures
5 1 (4.76%) Greenfield Project
5 1 (4.76%) Self-Motivation
Processes & Methodologies
1 12 (57.14%) Data Management
2 10 (47.62%) Data Science
3 9 (42.86%) Analytics
4 7 (33.33%) Continuous Integration
4 7 (33.33%) Mathematics
4 7 (33.33%) Physics
4 7 (33.33%) TDD
5 6 (28.57%) Data Governance
5 6 (28.57%) Software Testing
6 5 (23.81%) Time Management
7 4 (19.05%) Acceptance Criteria
7 4 (19.05%) Agile Software Development
7 4 (19.05%) Business Analysis
7 4 (19.05%) User Acceptance Testing
7 4 (19.05%) User Stories
8 3 (14.29%) Conceptual Models
8 3 (14.29%) Logical Data Model
8 3 (14.29%) Physical Data Model
8 3 (14.29%) TOGAF
8 3 (14.29%) Zachman Framework
Programming Languages
1 11 (52.38%) Python
2 5 (23.81%) Java
3 3 (14.29%) Bash Shell
3 3 (14.29%) R
3 3 (14.29%) Scala
4 1 (4.76%) C#
Qualifications
1 7 (33.33%) PhD
2 4 (19.05%) Degree
Quality Assurance & Compliance
1 8 (38.10%) GCP
2 5 (23.81%) QA
System Software
1 3 (14.29%) HDFS
Systems Management
1 3 (14.29%) Oozie
Vendors
1 3 (14.29%) CA
1 3 (14.29%) Hortonworks
1 3 (14.29%) SAP
2 1 (4.76%) Microsoft