Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Cambridgeshire > Cambridge
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 115 152 102
Rank change year-on-year +37 -50 +44
Permanent jobs citing Data Modelling 26 26 39
As % of all permanent IT jobs advertised in Cambridge 1.19% 0.96% 1.70%
As % of the Processes & Methodologies category 1.27% 1.03% 1.88%
Number of salaries quoted 17 14 35
Cambridge median annual salary £60,000 £32,500 £40,000
Median salary % change year-on-year +84.62% -18.75% -23.81%
10th Percentile £41,100 £31,250 £37,500
90th Percentile £84,000 £85,000 £60,000
Cambridgeshire median annual salary £60,000 £39,250 £49,250
% change year-on-year +52.87% -20.30% +38.73%

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 2,044 2,533 2,077
As % of all permanent IT jobs advertised in Cambridge 93.46% 93.06% 90.66%
Number of salaries quoted 1,549 1,977 1,717
Cambridge median annual salary £50,000 £48,500 £45,000
Median salary % change year-on-year +3.09% +7.78% +1.12%
10th Percentile £29,000 £29,000 £26,250
90th Percentile £70,950 £71,250 £67,500
Cambridgeshire median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

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 19 October 2018.

Salary histogram for Data Modelling in Cambridge

For the 6 months to 19 October 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 19 (73.08%) Microsoft Azure
2 17 (65.38%) Amazon AWS
3 16 (61.54%) Agile Software Development
4 13 (50.00%) Java
4 13 (50.00%) Data Management
4 13 (50.00%) Apache Spark
5 12 (46.15%) Python
6 11 (42.31%) Relational Database
6 11 (42.31%) Data Governance
6 11 (42.31%) Data Science
7 10 (38.46%) Analytics
7 10 (38.46%) ETL
7 10 (38.46%) Microsoft
7 10 (38.46%) QA
8 9 (34.62%) Apache Hive
8 9 (34.62%) Scala
8 9 (34.62%) Hadoop
8 9 (34.62%) Kafka
8 9 (34.62%) HDFS
8 9 (34.62%) Google Cloud Platform
9 8 (30.77%) Oozie
9 8 (30.77%) Sqoop
9 8 (30.77%) MapReduce
9 8 (30.77%) Hortonworks
9 8 (30.77%) R
9 8 (30.77%) Bash Shell
9 8 (30.77%) Waterfall
9 8 (30.77%) Retail
9 8 (30.77%) Continuous Integration
9 8 (30.77%) CA

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 13 (50.00%) Apache Spark
2 4 (15.38%) Apache
Applications
1 2 (7.69%) Microsoft Excel
Business Applications
1 3 (11.54%) SAP MDG
2 1 (3.85%) Dynamics CRM
Cloud Services
1 19 (73.08%) Microsoft Azure
2 17 (65.38%) Amazon AWS
3 9 (34.62%) Google Cloud Platform
4 5 (19.23%) Firebase
5 2 (7.69%) Azure Data Factory
6 1 (3.85%) Dynamics 365
Communications & Networking
1 2 (7.69%) SMS
Database & Business Intelligence
1 11 (42.31%) Relational Database
2 9 (34.62%) Apache Hive
2 9 (34.62%) Hadoop
3 8 (30.77%) Sqoop
4 4 (15.38%) NoSQL
4 4 (15.38%) Power BI
5 3 (11.54%) Data Lake
5 3 (11.54%) SAP Data Services
5 3 (11.54%) SQL Server
5 3 (11.54%) SQL Server Analysis Services
5 3 (11.54%) SQL Server Integration Services
6 2 (7.69%) Azure SQL Database
6 2 (7.69%) Big Data
6 2 (7.69%) Microsoft Analysis Services
6 2 (7.69%) PowerPivot
6 2 (7.69%) SQL Server Reporting Services
7 1 (3.85%) Data Warehouse
General
1 8 (30.77%) Retail
2 5 (19.23%) Finance
3 1 (3.85%) Legal
Job Titles
1 12 (46.15%) Developer
2 8 (30.77%) Hadoop Developer
2 8 (30.77%) Principal Developer
3 5 (19.23%) Software Engineer
4 4 (15.38%) Data Engineer
5 3 (11.54%) Architect
5 3 (11.54%) SAP Architect
6 2 (7.69%) Analyst
6 2 (7.69%) Business Intelligence Analyst
6 2 (7.69%) Business Intelligence Developer
6 2 (7.69%) SAP Solutions Architect
6 2 (7.69%) Solutions Architect
7 1 (3.85%) AWS Engineer
7 1 (3.85%) Azure Engineer
7 1 (3.85%) Big Data Developer
7 1 (3.85%) Big Data Engineer
7 1 (3.85%) Data Architect
7 1 (3.85%) Python Engineer
7 1 (3.85%) Tableau Analyst
Libraries, Frameworks & Software Standards
1 9 (34.62%) Kafka
2 8 (30.77%) Web Services
3 5 (19.23%) TensorFlow
4 3 (11.54%) JSON
5 1 (3.85%) SOAP
5 1 (3.85%) WCF
5 1 (3.85%) XML
Miscellaneous
1 5 (19.23%) Algorithms
1 5 (19.23%) Data Structures
2 3 (11.54%) Computer Science
2 3 (11.54%) Reference Data
3 2 (7.69%) Analytical Skills
4 1 (3.85%) Greenfield Project
4 1 (3.85%) Self-Motivation
Processes & Methodologies
1 16 (61.54%) Agile Software Development
2 13 (50.00%) Data Management
3 11 (42.31%) Data Governance
3 11 (42.31%) Data Science
4 10 (38.46%) Analytics
4 10 (38.46%) ETL
5 8 (30.77%) Continuous Integration
5 8 (30.77%) MapReduce
5 8 (30.77%) PRINCE2
5 8 (30.77%) Waterfall
6 5 (19.23%) Biometrics
6 5 (19.23%) Business Intelligence
6 5 (19.23%) Software Engineering
7 3 (11.54%) Enterprise Architecture
7 3 (11.54%) Mathematics
7 3 (11.54%) Physics
7 3 (11.54%) SOA
7 3 (11.54%) TDD
7 3 (11.54%) TOGAF
7 3 (11.54%) Zachman Framework
Programming Languages
1 13 (50.00%) Java
2 12 (46.15%) Python
3 9 (34.62%) Scala
4 8 (30.77%) Bash Shell
4 8 (30.77%) R
5 5 (19.23%) Kotlin
6 4 (15.38%) SQL
7 2 (7.69%) Data Analysis Expressions (DAX)
7 2 (7.69%) PowerShell
8 1 (3.85%) C#
Qualifications
1 3 (11.54%) PhD
Quality Assurance & Compliance
1 10 (38.46%) QA
2 1 (3.85%) Data Quality
System Software
1 9 (34.62%) HDFS
Systems Management
1 8 (30.77%) Oozie
2 5 (19.23%) Kubernetes
Vendors
1 10 (38.46%) Microsoft
2 8 (30.77%) CA
2 8 (30.77%) Hortonworks
3 5 (19.23%) Google
4 3 (11.54%) SAP
5 2 (7.69%) Tableau