Period
to 19 March 2019

The following table provides summary statistics for contract job vacancies advertised in Cambridge with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 19 March 2019 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
Cambridgeshire > Cambridge
6 months to
19 Mar 2019
Same period 2018 Same period 2017
Rank 44 53 51
Rank change year-on-year +9 -2 +2
Contract jobs citing Data Modelling 18 7 6
As % of all contract IT jobs advertised in Cambridge 2.74% 1.20% 0.97%
As % of the Processes & Methodologies category 3.15% 1.39% 1.14%
Number of daily rates quoted 11 5 6
Cambridge median daily rate £550 £390 £400
Median daily rate % change year-on-year +41.03% -2.50% -27.27%
Cambridgeshire median daily rate £575 £390 £400
% change year-on-year +47.44% -2.50% -22.33%
Number of hourly rates quoted 0 0 0
Cambridge median hourly rate - - -
Cambridgeshire median hourly rate - - -

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Contract vacancies with a requirement for process or methodology skills 571 503 528
As % of all contract IT jobs advertised in Cambridge 86.91% 86.28% 85.02%
Number of daily rates quoted 332 290 259
Cambridge median daily rate £425 £418 £388
Median daily rate % change year-on-year +1.80% +7.74% -3.43%
10th Percentile £263 £275 £212
90th Percentile £600 £600 £550
Cambridgeshire median daily rate £438 £400 £375
% change year-on-year +9.38% +6.67% -6.25%
Number of hourly rates quoted 36 52 67
Cambridge median hourly rate £41.75 £42.00 £33.00
Median hourly rate % change year-on-year -0.60% +27.27% -20.48%
10th Percentile £12.33 £16.24 £12.50
90th Percentile £52.50 £57.00 £47.50
Cambridgeshire median hourly rate £17.50 £38.38 £33.00
% change year-on-year -54.40% +16.29% -12.00%

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
Contractor Daily Rate Trend in Cambridge

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Cambridge.

Contractor daily rate trend for Data Modelling in Cambridge

Data Modelling
Contractor Daily Rate Histogram in Cambridge

The daily rate distribution of IT jobs citing Data Modelling in Cambridge over the 6 months to 19 March 2019.

Contractor daily rate histogram for Data Modelling in Cambridge

Data Modelling
Contractor Hourly Rate Trend in Cambridge

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Modelling in Cambridge.

Contractor hourly rate trend for Data Modelling in Cambridge

For the 6 months to 19 March 2019, IT contractor 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 contract job ads across the Cambridge region with a requirement for Data Modelling.

1 11 (61.11%) Data Warehouse
2 7 (38.89%) ERwin
2 7 (38.89%) Data Architecture
3 5 (27.78%) Data Analysis
3 5 (27.78%) MS Visio
3 5 (27.78%) Data Quality
3 5 (27.78%) Analytics
4 4 (22.22%) Data Governance
4 4 (22.22%) Pharmaceutical
4 4 (22.22%) SQL
4 4 (22.22%) Agile Software Development
4 4 (22.22%) Data Management
5 3 (16.67%) TOGAF
5 3 (16.67%) TDD
5 3 (16.67%) Software Engineering
5 3 (16.67%) Scrum
5 3 (16.67%) JIRA
5 3 (16.67%) Kanban
5 3 (16.67%) Data Extraction
5 3 (16.67%) Data Mapping
5 3 (16.67%) UML
5 3 (16.67%) SharePoint
5 3 (16.67%) Embarcadero
5 3 (16.67%) SOA
5 3 (16.67%) Business Intelligence
5 3 (16.67%) ETL
5 3 (16.67%) Master Data Management
5 3 (16.67%) User Stories
5 3 (16.67%) Kimball Methodology
5 3 (16.67%) Confluence

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 3 (16.67%) Confluence
1 3 (16.67%) SharePoint
2 2 (11.11%) Apache Spark
2 2 (11.11%) SAS
Applications
1 5 (27.78%) MS Visio
Cloud Services
1 2 (11.11%) Google Cloud Platform
2 1 (5.56%) Amazon AWS
2 1 (5.56%) Amazon EC2
2 1 (5.56%) Amazon Kinesis
2 1 (5.56%) Amazon S3
2 1 (5.56%) Amazon SQS
2 1 (5.56%) AWS Lambda
2 1 (5.56%) Serverless
2 1 (5.56%) Veeva
Communications & Networking
1 1 (5.56%) HTTP
1 1 (5.56%) SSL
Database & Business Intelligence
1 11 (61.11%) Data Warehouse
2 3 (16.67%) Data Lake
3 2 (11.11%) Apache Cassandra
3 2 (11.11%) Apache Hive
3 2 (11.11%) Big Data
3 2 (11.11%) Data Mining
3 2 (11.11%) Hadoop
3 2 (11.11%) HBase
3 2 (11.11%) MongoDB
3 2 (11.11%) MySQL
3 2 (11.11%) NoSQL
3 2 (11.11%) PostgreSQL
3 2 (11.11%) SQL Server Integration Services
3 2 (11.11%) SQL Server Reporting Services
3 2 (11.11%) Sqoop
4 1 (5.56%) SQL Server Analysis Services
Development Applications
1 7 (38.89%) ERwin
2 3 (16.67%) ER Studio
2 3 (16.67%) JIRA
General
1 4 (22.22%) Pharmaceutical
2 2 (11.11%) Finance
3 1 (5.56%) Retail
Job Titles
1 13 (72.22%) Architect
2 9 (50.00%) Data Architect
3 6 (33.33%) Information Architect
4 3 (16.67%) Data Modeller
4 3 (16.67%) Data Warehouse Architect
4 3 (16.67%) Developer
5 2 (11.11%) Business Intelligence Developer
5 2 (11.11%) Data Integration Architect
5 2 (11.11%) Data Scientist
5 2 (11.11%) Database Architect
5 2 (11.11%) Integration Architect
6 1 (5.56%) Information Systems Architect
6 1 (5.56%) Microsoft BI Developer
6 1 (5.56%) Talend Developer
Libraries, Frameworks & Software Standards
1 2 (11.11%) Kafka
1 2 (11.11%) Natural Language Processing
2 1 (5.56%) JMS
2 1 (5.56%) JSON
2 1 (5.56%) REST
2 1 (5.56%) SOAP
2 1 (5.56%) WSDL
2 1 (5.56%) XML
Miscellaneous
1 3 (16.67%) Analytical Skills
2 2 (11.11%) Life Science
2 2 (11.11%) User Experience
3 1 (5.56%) Greenfield Project
3 1 (5.56%) NHS
Operating Systems
1 2 (11.11%) Linux
1 2 (11.11%) Solaris
1 2 (11.11%) Unix
1 2 (11.11%) Windows
Processes & Methodologies
1 7 (38.89%) Data Architecture
2 5 (27.78%) Analytics
2 5 (27.78%) Data Analysis
3 4 (22.22%) Agile Software Development
3 4 (22.22%) Data Governance
3 4 (22.22%) Data Management
4 3 (16.67%) BDD
4 3 (16.67%) Data Extraction
4 3 (16.67%) Data Flow Diagram
4 3 (16.67%) Data Mapping
4 3 (16.67%) Data Strategy
4 3 (16.67%) Kanban
4 3 (16.67%) Kimball Methodology
4 3 (16.67%) Master Data Management
4 3 (16.67%) Sprint Planning
4 3 (16.67%) Sprint Retrospective
4 3 (16.67%) TDD
4 3 (16.67%) TOGAF
4 3 (16.67%) User Stories
4 3 (16.67%) Visualisation
Programming Languages
1 4 (22.22%) SQL
2 2 (11.11%) C
2 2 (11.11%) C++
2 2 (11.11%) Java
2 2 (11.11%) MATLAB
2 2 (11.11%) Perl
2 2 (11.11%) Python
2 2 (11.11%) R
2 2 (11.11%) T-SQL
Qualifications
1 2 (11.11%) PhD
Quality Assurance & Compliance
1 5 (27.78%) Data Quality
2 2 (11.11%) QA
3 1 (5.56%) PMO
System Software
1 2 (11.11%) Apache Flume
Vendors
1 3 (16.67%) Embarcadero
2 2 (11.11%) Hortonworks
3 1 (5.56%) Microsoft
3 1 (5.56%) Talend