Period
to 22 May 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 22 May 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Cambridgeshire > Cambridge
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 143 144 138
Rank change year-on-year +1 -6 +5
Permanent jobs citing Data Modelling 31 16 25
As % of all permanent IT jobs advertised in Cambridge 1.01% 0.63% 0.91%
As % of the Processes & Methodologies category 1.07% 0.70% 1.00%
Number of salaries quoted 23 14 10
Cambridge median annual salary £45,000 £54,500 £51,350
Median salary % change year-on-year -17.43% +6.13% +19.42%
10th Percentile £34,900 £41,000 £25,063
90th Percentile £63,500 £66,250 £65,000
Cambridgeshire median annual salary £45,000 £50,000 £53,175
% change year-on-year -10.00% -5.97% +23.66%

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 2,903 2,301 2,505
As % of all permanent IT jobs advertised in Cambridge 94.31% 91.20% 91.32%
Number of salaries quoted 1,925 1,789 1,961
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,500 £27,500 £28,750
90th Percentile £67,500 £67,500 £65,000
Cambridgeshire median annual salary £46,500 £45,000 £43,000
% change year-on-year +3.33% +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 22 May 2018.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 22 May 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%) Analytics
2 18 (58.06%) Relational Database
3 15 (48.39%) Degree
4 14 (45.16%) Software Engineering
4 14 (45.16%) Data Warehouse
5 12 (38.71%) GIS
5 12 (38.71%) Hadoop
5 12 (38.71%) Apache Hive
6 11 (35.48%) SDLC
6 11 (35.48%) Geospatial Data
6 11 (35.48%) Management Information System
6 11 (35.48%) Validation
6 11 (35.48%) Google
6 11 (35.48%) Google Maps API
6 11 (35.48%) MySQL
7 8 (25.81%) Retail
7 8 (25.81%) Analytical Skills
7 8 (25.81%) NoSQL
7 8 (25.81%) Microsoft Azure
7 8 (25.81%) Amazon AWS
8 7 (22.58%) Time Management
8 7 (22.58%) Apache Spark
8 7 (22.58%) Computer Science
8 7 (22.58%) Python
9 6 (19.35%) Web Services
9 6 (19.35%) Apache
9 6 (19.35%) GCP
9 6 (19.35%) Continuous Integration
9 6 (19.35%) Data Management
9 6 (19.35%) TDD

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 7 (22.58%) Apache Spark
2 6 (19.35%) Apache
3 1 (3.23%) ArcGIS
3 1 (3.23%) ArcSDE
3 1 (3.23%) GeoServer
Cloud Services
1 8 (25.81%) Amazon AWS
1 8 (25.81%) Microsoft Azure
2 6 (19.35%) Google Cloud Platform
Communications & Networking
1 5 (16.13%) SMS
Database & Business Intelligence
1 18 (58.06%) Relational Database
2 14 (45.16%) Data Warehouse
3 12 (38.71%) Apache Hive
3 12 (38.71%) GIS
3 12 (38.71%) Hadoop
4 11 (35.48%) Geospatial Data
4 11 (35.48%) MySQL
5 8 (25.81%) NoSQL
6 4 (12.90%) SQL Server
7 3 (9.68%) BusinessObjects
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 1 (3.23%) Big Data
8 1 (3.23%) Sqoop
Development Applications
1 3 (9.68%) Team Foundation Server
General
1 8 (25.81%) Retail
2 3 (9.68%) Finance
Job Titles
1 15 (48.39%) Developer
2 11 (35.48%) Analytics Developer
2 11 (35.48%) Report Developer
3 6 (19.35%) Data Engineer
4 4 (12.90%) Analyst
4 4 (12.90%) Business Process Analyst
4 4 (12.90%) Process Analyst
5 3 (9.68%) Business Consultant
5 3 (9.68%) Consultant
5 3 (9.68%) Microsoft Developer
5 3 (9.68%) Senior Business Consultant
5 3 (9.68%) Senior Consultant
6 2 (6.45%) Java Engineer
6 2 (6.45%) Java Software Engineer
6 2 (6.45%) Senior Java Engineer
6 2 (6.45%) Senior Java Software Engineer
6 2 (6.45%) Senior Software Engineer
6 2 (6.45%) Software Engineer
7 1 (3.23%) Architect
7 1 (3.23%) Technical Architect
Libraries, Frameworks & Software Standards
1 11 (35.48%) Google Maps API
2 6 (19.35%) Web Services
3 2 (6.45%) Ehcache
3 2 (6.45%) Java Concurrency
4 1 (3.23%) Kafka
Miscellaneous
1 11 (35.48%) Management Information System
2 8 (25.81%) Analytical Skills
3 7 (22.58%) Computer Science
4 2 (6.45%) Data Structures
Processes & Methodologies
1 20 (64.52%) Analytics
2 14 (45.16%) Software Engineering
3 11 (35.48%) SDLC
3 11 (35.48%) Validation
4 7 (22.58%) Time Management
5 6 (19.35%) Continuous Integration
5 6 (19.35%) Data Management
5 6 (19.35%) Data Science
5 6 (19.35%) TDD
6 5 (16.13%) Mathematics
6 5 (16.13%) Physics
6 5 (16.13%) Software Testing
7 4 (12.90%) Acceptance Criteria
7 4 (12.90%) Business Analysis
7 4 (12.90%) CRM
7 4 (12.90%) ETL
7 4 (12.90%) Process Improvement
7 4 (12.90%) User Acceptance Testing
7 4 (12.90%) User Stories
8 3 (9.68%) ITIL
Programming Languages
1 7 (22.58%) Python
2 3 (9.68%) Java
2 3 (9.68%) PowerShell
2 3 (9.68%) SQL
2 3 (9.68%) T-SQL
2 3 (9.68%) VBA
3 1 (3.23%) Bash Shell
3 1 (3.23%) R
3 1 (3.23%) Scala
Qualifications
1 15 (48.39%) Degree
2 5 (16.13%) PhD
Quality Assurance & Compliance
1 6 (19.35%) GCP
2 3 (9.68%) QA
System Software
1 1 (3.23%) HDFS
Systems Management
1 1 (3.23%) Oozie
Vendors
1 11 (35.48%) Google
2 4 (12.90%) Microsoft
3 3 (9.68%) SAP
4 1 (3.23%) CA
4 1 (3.23%) ESRI
4 1 (3.23%) Hortonworks
4 1 (3.23%) Oracle