Period
to 19 January 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Oxfordshire
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 117 89 92
Rank change year-on-year -28 +3 -9
Permanent jobs citing Data Modelling 56 70 102
As % of all permanent IT jobs advertised in Oxfordshire 1.83% 2.63% 3.05%
As % of the Processes & Methodologies category 2.06% 2.97% 3.47%
Number of salaries quoted 46 54 54
Oxfordshire median annual salary £59,000 £53,500 £53,000
Median salary % change year-on-year +10.28% +0.94% +17.78%
10th Percentile £38,750 £46,250 £34,150
90th Percentile £71,750 £66,750 £63,750
South East median annual salary £52,500 £52,500 £52,500

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 Oxfordshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Oxfordshire
Permanent vacancies with a requirement for process or methodology skills 2,721 2,357 2,941
As % of all permanent IT jobs advertised in Oxfordshire 88.83% 88.64% 88.03%
Number of salaries quoted 2,221 1,847 2,367
Oxfordshire 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 £27,500
90th Percentile £72,500 £67,500 £65,000
South East median annual salary £45,000 £45,000 £45,000

Data Modelling
Job Vacancy Trend in Oxfordshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Oxfordshire.

Job vacancy trend for Data Modelling in Oxfordshire

Data Modelling
Salary Trend in Oxfordshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Oxfordshire.

Salary trend for Data Modelling in Oxfordshire

Data Modelling
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Data Modelling in Oxfordshire over the 6 months to 19 January 2018.

Salary histogram for Data Modelling in Oxfordshire

Data Modelling
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Oxfordshire region over the 6 months to 19 January 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Oxford -8 16 £62,500 +31.58% 1
Abingdon -13 9 - - 2
Kidlington -16 5 £59,000 +10.28% 1
Wallingford - 3 £55,000 - 1
Banbury - 1 £60,000 -
Data Modelling
South East

For the 6 months to 19 January 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Oxfordshire region with a requirement for Data Modelling.

1 41 (73.21%) Agile Software Development
2 30 (53.57%) Degree
3 28 (50.00%) Machine Learning
4 26 (46.43%) Big Data
5 22 (39.29%) Amazon AWS
5 22 (39.29%) Scrum
6 20 (35.71%) Web Services
7 19 (33.93%) TDD
8 18 (32.14%) SQL
9 17 (30.36%) Java
9 17 (30.36%) Business Intelligence
9 17 (30.36%) Finance
9 17 (30.36%) Analytical Skills
10 15 (26.79%) ETL
10 15 (26.79%) Computer Science
10 15 (26.79%) Continuous Integration
11 14 (25.00%) SQL Server Reporting Services
11 14 (25.00%) Software Engineering
12 13 (23.21%) Selenium
12 13 (23.21%) Unit Testing
12 13 (23.21%) Content Enrichment
12 13 (23.21%) GitHub
12 13 (23.21%) Natural Language Processing
12 13 (23.21%) Jenkins
13 12 (21.43%) Analytics
13 12 (21.43%) Mentoring
13 12 (21.43%) Python
13 12 (21.43%) SQL Server
14 11 (19.64%) Data Analysis
14 11 (19.64%) Data Quality

Data Modelling
Co-occurring IT Skills in Oxfordshire 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 (12.50%) JBoss
2 1 (1.79%) Apache
2 1 (1.79%) Apache Solr
Applications
1 1 (1.79%) GNU Octave
1 1 (1.79%) Mathematica
Cloud Services
1 22 (39.29%) Amazon AWS
2 13 (23.21%) GitHub
3 9 (16.07%) Microsoft Azure
4 3 (5.36%) npm
5 1 (1.79%) Force.com
Database & Business Intelligence
1 26 (46.43%) Big Data
2 14 (25.00%) SQL Server Reporting Services
3 12 (21.43%) SQL Server
4 10 (17.86%) Hadoop
4 10 (17.86%) SQL Server Integration Services
5 9 (16.07%) Data Warehouse
5 9 (16.07%) SQL Server 2012
5 9 (16.07%) SQL Server Analysis Services
6 8 (14.29%) Data Mining
7 1 (1.79%) Apache Accumulo
7 1 (1.79%) Apache Cassandra
7 1 (1.79%) DTS
7 1 (1.79%) MongoDB
7 1 (1.79%) PostgreSQL
7 1 (1.79%) Relational Database
Development Applications
1 13 (23.21%) Jenkins
1 13 (23.21%) Selenium
2 7 (12.50%) JIRA
3 4 (7.14%) Git (software)
4 3 (5.36%) NUnit
4 3 (5.36%) Subversion
4 3 (5.36%) webpack
General
1 17 (30.36%) Finance
2 10 (17.86%) Marketing
3 2 (3.57%) Automotive
4 1 (1.79%) Publishing
Job Titles
1 21 (37.50%) Developer
2 13 (23.21%) Java Developer
3 11 (19.64%) Architect
3 11 (19.64%) Data Architect
3 11 (19.64%) Data Scientist
3 11 (19.64%) Senior Developer
3 11 (19.64%) Senior Java Developer
4 9 (16.07%) Analyst
4 9 (16.07%) Business Intelligence Architect
4 9 (16.07%) Data Warehouse Architect
4 9 (16.07%) IT Architect
4 9 (16.07%) Technical Architect
5 6 (10.71%) Software Engineer
6 5 (8.93%) Agile Business Analyst
6 5 (8.93%) Business Analyst
6 5 (8.93%) Business Data Analyst
6 5 (8.93%) Data Analyst
6 5 (8.93%) Senior Analyst
6 5 (8.93%) Senior Business Analyst
6 5 (8.93%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 20 (35.71%) Web Services
2 13 (23.21%) Natural Language Processing
3 9 (16.07%) MDX
4 8 (14.29%) Pandas
4 8 (14.29%) scikit-learn
4 8 (14.29%) Seaborn
4 8 (14.29%) Spring
5 5 (8.93%) RESTful
6 3 (5.36%) .NET
6 3 (5.36%) ASP.NET Web API
6 3 (5.36%) SOAP
7 2 (3.57%) Apache Camel
7 2 (3.57%) Java EE
7 2 (3.57%) XML
7 2 (3.57%) XML Schema
8 1 (1.79%) Hibernate
8 1 (1.79%) REST
8 1 (1.79%) Visualforce
Miscellaneous
1 17 (30.36%) Analytical Skills
2 15 (26.79%) Computer Science
3 8 (14.29%) Greenfield Project
4 4 (7.14%) Reinsurance
5 3 (5.36%) Algorithms
Processes & Methodologies
1 41 (73.21%) Agile Software Development
2 28 (50.00%) Machine Learning
3 22 (39.29%) Scrum
4 19 (33.93%) TDD
5 17 (30.36%) Business Intelligence
6 15 (26.79%) Continuous Integration
6 15 (26.79%) ETL
7 14 (25.00%) Software Engineering
8 13 (23.21%) Content Enrichment
8 13 (23.21%) Unit Testing
9 12 (21.43%) Analytics
9 12 (21.43%) Mentoring
10 11 (19.64%) Data Analysis
11 10 (17.86%) BPMN
12 9 (16.07%) CRM
12 9 (16.07%) Data Migration
12 9 (16.07%) Dimensional Modelling
12 9 (16.07%) Kimball Methodology
12 9 (16.07%) Visualisation
12 9 (16.07%) Waterfall
Programming Languages
1 18 (32.14%) SQL
2 17 (30.36%) Java
3 12 (21.43%) Python
4 9 (16.07%) C#
4 9 (16.07%) R
5 4 (7.14%) C++
6 3 (5.36%) MATLAB
6 3 (5.36%) TypeScript
7 2 (3.57%) Ruby
8 1 (1.79%) Apex Code
8 1 (1.79%) Perl
8 1 (1.79%) Scala
8 1 (1.79%) T-SQL
Qualifications
1 30 (53.57%) Degree
2 9 (16.07%) MBA
3 8 (14.29%) PhD
Quality Assurance & Compliance
1 11 (19.64%) Data Quality
Vendors
1 9 (16.07%) Cognos
1 9 (16.07%) Microsoft
1 9 (16.07%) Tableau
2 5 (8.93%) Oracle
3 2 (3.57%) Talend
4 1 (1.79%) Salesforce.com