Period
to 16 January 2019

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 January 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
Cambridgeshire > Cambridge
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 120 155 116
Rank change year-on-year +35 -39 +39
Permanent jobs citing Data Modelling 27 31 38
As % of all permanent IT jobs advertised in Cambridge 1.32% 0.99% 1.71%
As % of the Processes & Methodologies category 1.41% 1.04% 1.86%
Number of salaries quoted 24 13 47
Cambridge median annual salary £60,000 £45,000 £40,000
Median salary % change year-on-year +33.33% +12.50% -22.10%
10th Percentile £54,750 £31,250 £37,500
90th Percentile £101,250 £77,500 £66,250
Cambridgeshire median annual salary £60,000 £45,000 £52,500
% change year-on-year +33.33% -14.29% +28.83%

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 1,915 2,982 2,042
As % of all permanent IT jobs advertised in Cambridge 93.46% 95.06% 91.90%
Number of salaries quoted 1,425 2,204 1,726
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -
10th Percentile £31,250 £29,750 £26,250
90th Percentile £72,500 £71,250 £67,500
Cambridgeshire median annual salary £48,000 £48,000 £45,000
% change year-on-year - +6.67% +2.86%

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 January 2019.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 16 January 2019, 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 14 (51.85%) Business Intelligence
1 14 (51.85%) Agile Software Development
1 14 (51.85%) Microsoft Azure
2 13 (48.15%) Analytics
3 12 (44.44%) Data Lake
4 11 (40.74%) Microsoft
5 10 (37.04%) ETL
5 10 (37.04%) Java
5 10 (37.04%) Amazon AWS
6 9 (33.33%) QA
7 8 (29.63%) Data Integration
7 8 (29.63%) Data Quality
8 7 (25.93%) Data Transformation
8 7 (25.93%) Data Governance
8 7 (25.93%) Life Science
8 7 (25.93%) Data Management
8 7 (25.93%) Project Management
8 7 (25.93%) Pharmaceutical
9 6 (22.22%) SQL
9 6 (22.22%) SQL Server
9 6 (22.22%) Apache Hive
9 6 (22.22%) Scala
9 6 (22.22%) Hadoop
9 6 (22.22%) Kafka
9 6 (22.22%) HDFS
9 6 (22.22%) Power BI
9 6 (22.22%) Apache Spark
9 6 (22.22%) Data Science
10 5 (18.52%) Apache NiFi
10 5 (18.52%) Data Structures

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 6 (22.22%) Apache Spark
Applications
1 4 (14.81%) Microsoft Excel
Business Applications
1 2 (7.41%) SAP MDG
Cloud Services
1 14 (51.85%) Microsoft Azure
2 10 (37.04%) Amazon AWS
3 5 (18.52%) Firebase
3 5 (18.52%) Google Cloud Platform
4 4 (14.81%) Azure Data Factory
Database & Business Intelligence
1 12 (44.44%) Data Lake
2 6 (22.22%) Apache Hive
2 6 (22.22%) Hadoop
2 6 (22.22%) Power BI
2 6 (22.22%) SQL Server
3 5 (18.52%) Relational Database
3 5 (18.52%) SQL Server Analysis Services
3 5 (18.52%) SQL Server Integration Services
3 5 (18.52%) Sqoop
4 4 (14.81%) Azure SQL Database
4 4 (14.81%) Microsoft Analysis Services
4 4 (14.81%) PowerPivot
5 2 (7.41%) SAP Data Services
6 1 (3.70%) Big Data
6 1 (3.70%) Data Warehouse
6 1 (3.70%) SQL Server Reporting Services
General
1 7 (25.93%) Pharmaceutical
2 5 (18.52%) Finance
2 5 (18.52%) Retail
3 1 (3.70%) Legal
Job Titles
1 10 (37.04%) Developer
2 7 (25.93%) Programme Manager
3 5 (18.52%) Hadoop Developer
3 5 (18.52%) Principal Developer
3 5 (18.52%) Software Engineer
4 4 (14.81%) Business Intelligence Developer
5 2 (7.41%) Analyst
5 2 (7.41%) Architect
5 2 (7.41%) Business Intelligence Analyst
5 2 (7.41%) SAP Architect
6 1 (3.70%) Big Data Developer
6 1 (3.70%) Data Architect
6 1 (3.70%) Data Engineer
6 1 (3.70%) Data Scientist
6 1 (3.70%) SAP Solutions Architect
6 1 (3.70%) Solutions Architect
6 1 (3.70%) Tableau Analyst
Libraries, Frameworks & Software Standards
1 6 (22.22%) Kafka
2 5 (18.52%) Apache NiFi
2 5 (18.52%) TensorFlow
2 5 (18.52%) Web Services
3 4 (14.81%) JSON
Miscellaneous
1 7 (25.93%) Life Science
2 5 (18.52%) Algorithms
2 5 (18.52%) Data Structures
3 2 (7.41%) Reference Data
4 1 (3.70%) Analytical Skills
Processes & Methodologies
1 14 (51.85%) Agile Software Development
1 14 (51.85%) Business Intelligence
2 13 (48.15%) Analytics
3 10 (37.04%) ETL
4 8 (29.63%) Data Integration
5 7 (25.93%) Data Governance
5 7 (25.93%) Data Management
5 7 (25.93%) Data Transformation
5 7 (25.93%) Project Management
6 6 (22.22%) Data Science
7 5 (18.52%) Biometrics
7 5 (18.52%) Continuous Integration
7 5 (18.52%) MapReduce
7 5 (18.52%) PRINCE2
7 5 (18.52%) Software Engineering
7 5 (18.52%) Waterfall
8 4 (14.81%) Data Analysis
8 4 (14.81%) Database Tuning
8 4 (14.81%) Dimensional Modelling
8 4 (14.81%) Scrum
Programming Languages
1 10 (37.04%) Java
2 6 (22.22%) Scala
2 6 (22.22%) SQL
3 5 (18.52%) Bash Shell
3 5 (18.52%) Kotlin
3 5 (18.52%) Python
3 5 (18.52%) R
4 4 (14.81%) Data Analysis Expressions (DAX)
4 4 (14.81%) PowerShell
Quality Assurance & Compliance
1 9 (33.33%) QA
2 8 (29.63%) Data Quality
System Software
1 6 (22.22%) HDFS
Systems Management
1 5 (18.52%) Kubernetes
1 5 (18.52%) Oozie
Vendors
1 11 (40.74%) Microsoft
2 5 (18.52%) CA
2 5 (18.52%) Google
2 5 (18.52%) Hortonworks
3 3 (11.11%) Tableau
4 2 (7.41%) SAP
5 1 (3.70%) Oracle