Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Hampshire 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 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Hampshire
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 158 229 132
Rank change year-on-year +71 -97 +78
Permanent jobs citing Data Modelling 110 48 158
As % of all permanent IT jobs advertised in Hampshire 1.71% 0.70% 2.21%
As % of the Processes & Methodologies category 1.98% 0.80% 2.52%
Number of salaries quoted 78 48 145
Hampshire median annual salary £45,000 £47,500 £45,500
Median salary % change year-on-year -5.26% +4.40% +1.11%
10th Percentile £33,500 £29,750 £34,750
90th Percentile £70,000 £92,500 £71,250
South East median annual salary £52,250 £50,000 £52,500
% change year-on-year +4.50% -4.76% +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 Hampshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Hampshire
Permanent vacancies with a requirement for process or methodology skills 5555 5999 6267
As % of all permanent IT jobs advertised in Hampshire 86.59% 87.23% 87.61%
Number of salaries quoted 4763 5132 5285
Hampshire median annual salary £42,500 £41,543 £42,500
Median salary % change year-on-year +2.30% -2.25% +2.41%
10th Percentile £26,250 £26,250 £25,000
90th Percentile £65,000 £62,500 £62,500
South East median annual salary £45,000 £45,000 £45,000

Data Modelling
Job Vacancy Trend in Hampshire

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

Job vacancy trend for Data Modelling in Hampshire

Data Modelling
Salary Trend in Hampshire

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

Salary trend for Data Modelling in Hampshire

Data Modelling
Salary Histogram in Hampshire

The salary distribution of IT jobs citing Data Modelling in Hampshire over the 6 months to 23 November 2017.

Salary histogram for Data Modelling in Hampshire

Data Modelling
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Hampshire region over the 6 months to 23 November 2017. 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
Portsmouth -4 21 £46,500 -48.33%
Southampton +7 12 £42,500 - 2
Petersfield +16 10 £40,000 -12.09% 1
Winchester +3 9 £45,000 +4.05% 2
Farnborough +4 7 - - 1
Basingstoke +4 5 £43,750 -12.50% 1
Fareham - 5 £51,250 -
Andover - 2 £50,000 -
Hook - 2 £42,500 -
Fleet - 1 £40,000 -
Data Modelling
South East

For the 6 months to 23 November 2017, 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 Hampshire region with a requirement for Data Modelling.

1 53 (48.18%) Business Intelligence
2 41 (37.27%) SAP
3 34 (30.91%) SQL
4 31 (28.18%) BusinessObjects
5 27 (24.55%) Agile Software Development
5 27 (24.55%) Data Governance
6 26 (23.64%) Analytical Skills
6 26 (23.64%) Data Architecture
7 23 (20.91%) Analytics
7 23 (20.91%) Stakeholder Management
8 22 (20.00%) Business Analysis
8 22 (20.00%) ETL
9 21 (19.09%) Data Analysis
10 20 (18.18%) Finance
10 20 (18.18%) SQL Server
10 20 (18.18%) Degree
11 19 (17.27%) Security Cleared
11 19 (17.27%) Data Warehouse
12 18 (16.36%) C
12 18 (16.36%) Data Extraction
13 17 (15.45%) SC Cleared
13 17 (15.45%) SAP BW
13 17 (15.45%) BusinessObjects Business Intelligence
14 16 (14.55%) Oracle
14 16 (14.55%) Migration
14 16 (14.55%) Data Management
15 15 (13.64%) Data Integration
16 13 (11.82%) Waterfall
17 12 (10.91%) Validation
17 12 (10.91%) Stakeholder Engagement

Data Modelling
Co-occurring IT Skills in Hampshire 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 2 (1.82%) NServiceBus
1 2 (1.82%) Oracle Workflow
1 2 (1.82%) SharePoint
2 1 (0.91%) SAS
Applications
1 7 (6.36%) Microsoft Excel
2 4 (3.64%) MS Visio
3 2 (1.82%) Microsoft PowerPoint
3 2 (1.82%) Microsoft Project
4 1 (0.91%) Spreadsheet
Business Applications
1 5 (4.55%) SAP CO
1 5 (4.55%) SAP FI
1 5 (4.55%) SAP FI/CO
2 2 (1.82%) SAP ERP
3 1 (0.91%) Remedy ITSM
3 1 (0.91%) SAP Hybris
Cloud Services
1 4 (3.64%) Cloud Computing
2 3 (2.73%) Amazon AWS
3 2 (1.82%) GitHub
3 2 (1.82%) IaaS
3 2 (1.82%) Microsoft Azure
3 2 (1.82%) PaaS
3 2 (1.82%) SaaS
Communications & Networking
1 3 (2.73%) Internet
2 2 (1.82%) PSTN
2 2 (1.82%) SMS
2 2 (1.82%) Wi-Fi
Database & Business Intelligence
1 31 (28.18%) BusinessObjects
2 20 (18.18%) SQL Server
3 19 (17.27%) Data Warehouse
4 17 (15.45%) BusinessObjects Business Intelligence
4 17 (15.45%) SAP BW
5 11 (10.00%) Relational Database
6 10 (9.09%) Big Data
6 10 (9.09%) QlikView
7 9 (8.18%) Data Mining
7 9 (8.18%) SAP Data Services
8 8 (7.27%) SAP HANA
9 7 (6.36%) NoSQL
10 5 (4.55%) SQL Server Integration Services
11 4 (3.64%) SQL Server Reporting Services
12 3 (2.73%) Crystal Reports
12 3 (2.73%) MySQL
12 3 (2.73%) OLAP
12 3 (2.73%) RDBMS
13 2 (1.82%) Data Mart
13 2 (1.82%) GIS
Development Applications
1 2 (1.82%) Git (software)
1 2 (1.82%) Gradle
1 2 (1.82%) Jenkins
1 2 (1.82%) JUnit
1 2 (1.82%) Moq
1 2 (1.82%) NUnit
2 1 (0.91%) LSMW
2 1 (0.91%) Team Foundation Server
General
1 20 (18.18%) Finance
2 9 (8.18%) Military
3 8 (7.27%) Retail
4 7 (6.36%) Manufacturing
4 7 (6.36%) Marketing
5 5 (4.55%) Publishing
5 5 (4.55%) Telecoms
6 2 (1.82%) Back Office
6 2 (1.82%) Banking
Job Titles
1 43 (39.09%) Developer
2 28 (25.45%) Analyst
3 27 (24.55%) SAP Developer
4 15 (13.64%) Business Intelligence Developer
5 13 (11.82%) Business Analyst
5 13 (11.82%) SAP BW Developer
6 12 (10.91%) Architect
6 12 (10.91%) Business Intelligence Analyst
7 11 (10.00%) Systems Engineer
8 10 (9.09%) Business Change Analyst
8 10 (9.09%) Business Change Business Analyst
8 10 (9.09%) Business Developer
8 10 (9.09%) Change Analyst
9 9 (8.18%) Data Migration Developer
10 8 (7.27%) SQL Analyst
11 7 (6.36%) Designer
11 7 (6.36%) QlikView Developer
11 7 (6.36%) Solutions Architect
12 6 (5.45%) IT Business Analyst
12 6 (5.45%) Solutions Designer
Libraries, Frameworks & Software Standards
1 11 (10.00%) Middleware
2 3 (2.73%) .NET
2 3 (2.73%) Natural Language Processing
3 2 (1.82%) CSS
3 2 (1.82%) HTML
3 2 (1.82%) HTML5
3 2 (1.82%) JSON
3 2 (1.82%) Spring
3 2 (1.82%) Spring Boot
3 2 (1.82%) Spring Integration
4 1 (0.91%) BAPI
4 1 (0.91%) IDoc
4 1 (0.91%) JDBC
4 1 (0.91%) MDX
4 1 (0.91%) Web Services
4 1 (0.91%) XML
Miscellaneous
1 26 (23.64%) Analytical Skills
2 10 (9.09%) Computer Science
3 5 (4.55%) Data Structures
4 3 (2.73%) Algorithms
4 3 (2.73%) Enterprise Software
4 3 (2.73%) Management Information System
5 2 (1.82%) Fintech
5 2 (1.82%) Wiki
6 1 (0.91%) AS400
6 1 (0.91%) CMDB
6 1 (0.91%) Hybrid Cloud
Operating Systems
1 6 (5.45%) Windows
1 6 (5.45%) Windows Server
Processes & Methodologies
1 53 (48.18%) Business Intelligence
2 27 (24.55%) Agile Software Development
2 27 (24.55%) Data Governance
3 26 (23.64%) Data Architecture
4 23 (20.91%) Analytics
4 23 (20.91%) Stakeholder Management
5 22 (20.00%) Business Analysis
5 22 (20.00%) ETL
6 21 (19.09%) Data Analysis
7 18 (16.36%) Data Extraction
8 16 (14.55%) Data Management
8 16 (14.55%) Migration
9 15 (13.64%) Data Integration
10 13 (11.82%) Waterfall
11 12 (10.91%) Data Migration
11 12 (10.91%) Stakeholder Engagement
11 12 (10.91%) User Stories
11 12 (10.91%) Validation
11 12 (10.91%) Visualisation
12 11 (10.00%) SOA
Programming Languages
1 34 (30.91%) SQL
2 18 (16.36%) C
3 10 (9.09%) PL/SQL
4 9 (8.18%) T-SQL
5 6 (5.45%) Java
5 6 (5.45%) Python
6 4 (3.64%) C#
6 4 (3.64%) R
7 2 (1.82%) JavaScript
7 2 (1.82%) Ruby
8 1 (0.91%) ABAP
Qualifications
1 20 (18.18%) Degree
2 19 (17.27%) Security Cleared
3 17 (15.45%) SC Cleared
4 5 (4.55%) Computer Science Degree
5 1 (0.91%) MCSA
5 1 (0.91%) MCSE
5 1 (0.91%) Microsoft Certification
5 1 (0.91%) PhD
Quality Assurance & Compliance
1 10 (9.09%) Data Quality
2 7 (6.36%) QA
3 1 (0.91%) GDPR
3 1 (0.91%) PMO
Vendors
1 41 (37.27%) SAP
2 16 (14.55%) Oracle
3 6 (5.45%) Microsoft
4 4 (3.64%) Tableau
5 1 (0.91%) BMC
5 1 (0.91%) Cloudera
5 1 (0.91%) hybris
5 1 (0.91%) Informatica
5 1 (0.91%) Netezza
5 1 (0.91%) Remedy
5 1 (0.91%) Teradata