Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Oxfordshire
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 81 86 88
Rank change year-on-year +5 +2 +31
Permanent jobs citing Data Modelling 115 86 99
As % of all permanent IT jobs advertised in Oxfordshire 3.75% 3.08% 3.10%
As % of the Processes & Methodologies category 4.13% 3.43% 3.48%
Number of salaries quoted 117 93 87
Oxfordshire median annual salary £63,000 £62,500 £55,000
Median salary % change year-on-year +0.80% +13.64% -12.00%
10th Percentile £39,750 £37,500 £23,500
90th Percentile £68,000 £70,000 £68,000
South East median annual salary £55,250 £52,500 £47,500
% change year-on-year +5.24% +10.53% -5.00%

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 2,785 2,505 2,847
As % of all permanent IT jobs advertised in Oxfordshire 90.89% 89.72% 89.05%
Number of salaries quoted 2,487 2,116 2,320
Oxfordshire median annual salary £50,000 £45,000 £47,500
Median salary % change year-on-year +11.11% -5.26% +9.20%
10th Percentile £31,000 £27,500 £26,975
90th Percentile £71,250 £67,500 £67,500
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 20 July 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 20 July 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
Kidlington +5 31 £67,000 +3.08%
Oxford -38 31 £63,500 -2.31% 4
Wallingford -2 14 £55,000 +4.76%
Banbury - 13 £41,500 - 4
Abingdon -9 1 - -
Witney - 1 £40,000 -
Data Modelling
South East

For the 6 months to 20 July 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 Oxfordshire region with a requirement for Data Modelling.

1 85 (73.91%) Agile Software Development
2 51 (44.35%) TDD
2 51 (44.35%) Degree
3 50 (43.48%) Web Services
4 49 (42.61%) Scrum
5 46 (40.00%) SQL
6 43 (37.39%) Java
7 39 (33.91%) ETL
8 38 (33.04%) Computer Science
9 37 (32.17%) Amazon AWS
10 35 (30.43%) Natural Language Processing
10 35 (30.43%) Machine Learning
10 35 (30.43%) Data Science
11 34 (29.57%) JBoss
11 34 (29.57%) Oracle
12 33 (28.70%) Kalman Filter
13 32 (27.83%) SQL Server
14 31 (26.96%) BDD
15 29 (25.22%) Analytics
15 29 (25.22%) Unit Testing
15 29 (25.22%) BPMN
15 29 (25.22%) Software Engineering
16 28 (24.35%) Continuous Integration
16 28 (24.35%) Selenium
16 28 (24.35%) Jenkins
16 28 (24.35%) GitHub
17 27 (23.48%) Greenfield Project
18 26 (22.61%) Business Intelligence
18 26 (22.61%) Data Analysis
18 26 (22.61%) Spring

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 34 (29.57%) JBoss
2 6 (5.22%) SharePoint
3 5 (4.35%) Confluence
4 1 (0.87%) NetWeaver
4 1 (0.87%) SAS
Business Applications
1 1 (0.87%) SAP S/4HANA
Cloud Services
1 37 (32.17%) Amazon AWS
2 28 (24.35%) GitHub
3 14 (12.17%) npm
4 10 (8.70%) Microsoft Azure
5 2 (1.74%) SaaS
6 1 (0.87%) IaaS
6 1 (0.87%) PaaS
Communications & Networking
1 1 (0.87%) Internet
1 1 (0.87%) Intranet
Database & Business Intelligence
1 32 (27.83%) SQL Server
2 19 (16.52%) SQL Server Reporting Services
3 16 (13.91%) Power BI
3 16 (13.91%) SQL Server Integration Services
4 13 (11.30%) SQL Server Analysis Services
5 9 (7.83%) Big Data
5 9 (7.83%) Data Warehouse
6 4 (3.48%) Data Lake
6 4 (3.48%) Microsoft Analysis Services
6 4 (3.48%) Oracle BI EE
6 4 (3.48%) QlikView
6 4 (3.48%) Spotfire
6 4 (3.48%) SQL Server 2012
6 4 (3.48%) SQL Server 2016
7 3 (2.61%) Qlik Sense
7 3 (2.61%) Relational Database
8 1 (0.87%) Geospatial Data
8 1 (0.87%) NoSQL
8 1 (0.87%) Oracle ODI
8 1 (0.87%) SQL Server 2008
Development Applications
1 28 (24.35%) Jenkins
1 28 (24.35%) Selenium
2 14 (12.17%) Git (software)
2 14 (12.17%) NUnit
2 14 (12.17%) Subversion
2 14 (12.17%) webpack
3 10 (8.70%) JIRA
4 1 (0.87%) Ant
4 1 (0.87%) JUnit
4 1 (0.87%) Maven
4 1 (0.87%) Mockito
4 1 (0.87%) Visual Studio
General
1 12 (10.43%) Advertising
2 4 (3.48%) Finance
3 1 (0.87%) Automotive
3 1 (0.87%) Publishing
Job Titles
1 66 (57.39%) Developer
2 35 (30.43%) Analyst
3 27 (23.48%) Senior Developer
4 19 (16.52%) Business Intelligence Developer
4 19 (16.52%) Java Developer
5 18 (15.65%) Senior Java Developer
6 17 (14.78%) Data Analyst
6 17 (14.78%) Software Developer
7 14 (12.17%) .NET Developer
7 14 (12.17%) .NET Software Developer
7 14 (12.17%) ASP.NET MVC Developer
7 14 (12.17%) C# .NET Developer
7 14 (12.17%) C# Developer
7 14 (12.17%) C# Software Developer
7 14 (12.17%) Lead .NET Developer
7 14 (12.17%) Lead C# Developer
7 14 (12.17%) Lead Developer
7 14 (12.17%) Lead Software Developer
7 14 (12.17%) Senior Analyst
8 10 (8.70%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 50 (43.48%) Web Services
2 35 (30.43%) Natural Language Processing
3 26 (22.61%) Spring
4 22 (19.13%) RESTful
5 14 (12.17%) .NET
5 14 (12.17%) ASP.NET Web API
6 8 (6.96%) Apache Camel
7 3 (2.61%) MDX
8 1 (0.87%) Django
8 1 (0.87%) Keras
8 1 (0.87%) Matplotlib
8 1 (0.87%) NumPy
8 1 (0.87%) Pandas
8 1 (0.87%) scikit-learn
8 1 (0.87%) SciPy
8 1 (0.87%) TensorFlow
Miscellaneous
1 38 (33.04%) Computer Science
2 27 (23.48%) Greenfield Project
3 7 (6.09%) Reference Data
4 4 (3.48%) Analytical Skills
4 4 (3.48%) Data Structures
5 3 (2.61%) Reinsurance
6 1 (0.87%) Algorithms
6 1 (0.87%) Data Protection Act
6 1 (0.87%) Management Information System
6 1 (0.87%) Replication
6 1 (0.87%) Self-Motivation
6 1 (0.87%) User Experience
6 1 (0.87%) Virtual Team
Operating Systems
1 2 (1.74%) Linux
2 1 (0.87%) Unix
Processes & Methodologies
1 85 (73.91%) Agile Software Development
2 51 (44.35%) TDD
3 49 (42.61%) Scrum
4 39 (33.91%) ETL
5 35 (30.43%) Data Science
5 35 (30.43%) Machine Learning
6 33 (28.70%) Kalman Filter
7 31 (26.96%) BDD
8 29 (25.22%) Analytics
8 29 (25.22%) BPMN
8 29 (25.22%) Software Engineering
8 29 (25.22%) Unit Testing
9 28 (24.35%) Continuous Integration
10 26 (22.61%) Business Intelligence
10 26 (22.61%) Data Analysis
11 24 (20.87%) Master Data Management
11 24 (20.87%) User Stories
12 20 (17.39%) Content Enrichment
13 19 (16.52%) Performance Tuning
14 18 (15.65%) Mentoring
Programming Languages
1 46 (40.00%) SQL
2 43 (37.39%) Java
3 22 (19.13%) PL/SQL
4 17 (14.78%) C#
5 14 (12.17%) TypeScript
6 8 (6.96%) T-SQL
7 2 (1.74%) Python
8 1 (0.87%) ABAP
8 1 (0.87%) Data Analysis Expressions (DAX)
8 1 (0.87%) Groovy
8 1 (0.87%) R
8 1 (0.87%) Scala
Qualifications
1 51 (44.35%) Degree
2 9 (7.83%) ISEB
3 1 (0.87%) Computer Science Degree
Quality Assurance & Compliance
1 18 (15.65%) Data Quality
Systems Management
1 1 (0.87%) Ansible
1 1 (0.87%) Opscode Chef
1 1 (0.87%) Puppet
Vendors
1 34 (29.57%) Oracle
2 21 (18.26%) Talend
3 14 (12.17%) Microsoft
4 4 (3.48%) Informatica
4 4 (3.48%) Tableau
5 1 (0.87%) Capita
5 1 (0.87%) Cognos
5 1 (0.87%) SAP