Period
to 17 February 2018

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 17 February 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Hampshire
6 months to
17 Feb 2018
Same period 2017 Same period 2016
Rank 143 221 157
Rank change year-on-year +78 -64 +43
Permanent jobs citing Data Modelling 144 35 120
As % of all permanent IT jobs advertised in Hampshire 2.01% 0.56% 1.72%
As % of the Processes & Methodologies category 2.31% 0.65% 1.98%
Number of salaries quoted 86 36 113
Hampshire median annual salary £42,500 £45,500 £50,000
Median salary % change year-on-year -6.59% -9.00% +11.11%
10th Percentile £33,500 £31,750 £34,750
90th Percentile £70,000 £87,500 £71,250
South East median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +5.26%

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 6,230 5,401 6,059
As % of all permanent IT jobs advertised in Hampshire 87.07% 87.13% 86.81%
Number of salaries quoted 5,266 4,516 5,288
Hampshire median annual salary £42,500 £42,500 £42,500
10th Percentile £26,250 £26,250 £26,250
90th Percentile £65,000 £65,000 £63,750
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 17 February 2018.

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 17 February 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
Portsmouth +10 22 £35,000 -61.11% 4
Southampton -14 19 £39,000 -7.14% 2
Farnborough +14 17 - - 1
Petersfield +20 10 £40,000 -13.04%
Winchester - 10 £40,000 - 1
Basingstoke -4 7 £45,000 -10.00% 2
Hook - 5 £45,000 -
Havant -6 4 - - 1
Romsey - 4 - -
Andover -7 3 £45,000 -25.00%
Fareham - 2 - -
Wallington - 2 £45,000 -
Fleet - 1 £40,000 -
Eastleigh - 1 £55,500 - 1
Data Modelling
South East

For the 6 months to 17 February 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 Hampshire region with a requirement for Data Modelling.

1 71 (49.31%) Business Intelligence
2 52 (36.11%) SQL
3 43 (29.86%) SAP
4 39 (27.08%) Analytical Skills
5 36 (25.00%) SQL Server
6 34 (23.61%) Degree
7 32 (22.22%) Finance
8 30 (20.83%) Agile Software Development
9 27 (18.75%) Security Cleared
9 27 (18.75%) Analytics
10 23 (15.97%) Data Architecture
10 23 (15.97%) Business Analysis
10 23 (15.97%) BusinessObjects
10 23 (15.97%) Data Warehouse
11 22 (15.28%) T-SQL
11 22 (15.28%) SC Cleared
12 21 (14.58%) C
12 21 (14.58%) Oracle
12 21 (14.58%) ETL
12 21 (14.58%) Stakeholder Management
13 19 (13.19%) Stakeholder Engagement
13 19 (13.19%) Data Governance
14 17 (11.81%) Data Analysis
14 17 (11.81%) Middleware
15 16 (11.11%) CRM
15 16 (11.11%) Retail
16 15 (10.42%) Manufacturing
16 15 (10.42%) Validation
16 15 (10.42%) Military
17 14 (9.72%) ArchiMate

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 (1.39%) SharePoint
2 1 (0.69%) BizTalk Server
2 1 (0.69%) SAS
Applications
1 9 (6.25%) Microsoft Excel
2 2 (1.39%) MS Visio
3 1 (0.69%) Microsoft Office
Business Applications
1 4 (2.78%) Salesforce.com CRM
1 4 (2.78%) SAP CO
1 4 (2.78%) SAP FI
1 4 (2.78%) SAP FI/CO
2 2 (1.39%) SAP ERP
3 1 (0.69%) Remedy ITSM
3 1 (0.69%) SAP Hybris
Cloud Services
1 6 (4.17%) Microsoft Azure
2 5 (3.47%) Cloud Computing
3 2 (1.39%) Amazon AWS
3 2 (1.39%) GitHub
3 2 (1.39%) IaaS
3 2 (1.39%) PaaS
3 2 (1.39%) SaaS
Communications & Networking
1 5 (3.47%) Internet
2 2 (1.39%) PSTN
2 2 (1.39%) Wi-Fi
Database & Business Intelligence
1 36 (25.00%) SQL Server
2 23 (15.97%) BusinessObjects
2 23 (15.97%) Data Warehouse
3 13 (9.03%) BusinessObjects Business Intelligence
3 13 (9.03%) SQL Server Reporting Services
4 12 (8.33%) SAP BW
5 11 (7.64%) QlikView
6 10 (6.94%) SQL Server Integration Services
7 9 (6.25%) Relational Database
8 8 (5.56%) Big Data
8 8 (5.56%) Power BI
8 8 (5.56%) SAP HANA
9 6 (4.17%) Data Mining
9 6 (4.17%) SQL Server 2008
9 6 (4.17%) SQL Server 2012
10 5 (3.47%) MySQL
10 5 (3.47%) OLAP
10 5 (3.47%) SAP Data Services
10 5 (3.47%) SQL Server 2005
11 4 (2.78%) RDBMS
Development Applications
1 7 (4.86%) Git (software)
2 5 (3.47%) SQL Server Management Studio (SSMS)
3 2 (1.39%) Gradle
3 2 (1.39%) Jenkins
3 2 (1.39%) JUnit
4 1 (0.69%) NUnit
4 1 (0.69%) Team Foundation Server
General
1 32 (22.22%) Finance
2 16 (11.11%) Retail
3 15 (10.42%) Manufacturing
3 15 (10.42%) Military
4 13 (9.03%) Publishing
5 12 (8.33%) Marketing
6 9 (6.25%) Telecoms
7 6 (4.17%) Banking
8 4 (2.78%) Advertising
8 4 (2.78%) Legal
Job Titles
1 43 (29.86%) Developer
2 40 (27.78%) Analyst
3 23 (15.97%) Architect
4 19 (13.19%) Business Intelligence Developer
4 19 (13.19%) SAP Developer
5 18 (12.50%) Business Intelligence Analyst
6 17 (11.81%) Business Analyst
6 17 (11.81%) Systems Engineer
7 15 (10.42%) Designer
8 13 (9.03%) SAP Architect
9 12 (8.33%) Business Developer
10 10 (6.94%) Business Change Analyst
10 10 (6.94%) Business Change Business Analyst
10 10 (6.94%) Change Analyst
11 9 (6.25%) SAP BW Developer
12 8 (5.56%) QlikView Developer
13 7 (4.86%) SQL Analyst
14 6 (4.17%) SAP Solutions Architect
14 6 (4.17%) Solutions Architect
14 6 (4.17%) Solutions Designer
Libraries, Frameworks & Software Standards
1 17 (11.81%) Middleware
2 6 (4.17%) .NET
2 6 (4.17%) HTML
3 5 (3.47%) ASP.NET
3 5 (3.47%) CSS
3 5 (3.47%) CSS3
3 5 (3.47%) HTML5
3 5 (3.47%) REST
3 5 (3.47%) SOAP
3 5 (3.47%) Web Services
4 4 (2.78%) Twitter Bootstrap
4 4 (2.78%) WCF
5 2 (1.39%) JSON
5 2 (1.39%) Spring
5 2 (1.39%) Spring Boot
5 2 (1.39%) Spring Integration
6 1 (0.69%) MDX
6 1 (0.69%) SciPy
6 1 (0.69%) XML
6 1 (0.69%) XSLT
Miscellaneous
1 39 (27.08%) Analytical Skills
2 10 (6.94%) Computer Science
3 5 (3.47%) Replication
4 4 (2.78%) Data Protection Act
4 4 (2.78%) Management Information System
5 2 (1.39%) Data Structures
5 2 (1.39%) Fintech
6 1 (0.69%) Algorithms
6 1 (0.69%) AS400
6 1 (0.69%) CMDB
6 1 (0.69%) Driving Licence
6 1 (0.69%) Enterprise Software
6 1 (0.69%) Virtual Team
Operating Systems
1 6 (4.17%) Windows
1 6 (4.17%) Windows Server
2 5 (3.47%) Linux
Processes & Methodologies
1 71 (49.31%) Business Intelligence
2 30 (20.83%) Agile Software Development
3 27 (18.75%) Analytics
4 23 (15.97%) Business Analysis
4 23 (15.97%) Data Architecture
5 21 (14.58%) ETL
5 21 (14.58%) Stakeholder Management
6 19 (13.19%) Data Governance
6 19 (13.19%) Stakeholder Engagement
7 17 (11.81%) Data Analysis
8 16 (11.11%) CRM
9 15 (10.42%) Validation
10 14 (9.72%) ArchiMate
10 14 (9.72%) Feasibility Study
10 14 (9.72%) Presales
10 14 (9.72%) SDLC
10 14 (9.72%) TOGAF
11 13 (9.03%) Data Extraction
11 13 (9.03%) Data Integration
11 13 (9.03%) User Stories
Programming Languages
1 52 (36.11%) SQL
2 22 (15.28%) T-SQL
3 21 (14.58%) C
4 12 (8.33%) PL/SQL
5 7 (4.86%) C#
6 6 (4.17%) JavaScript
7 5 (3.47%) Data Analysis Expressions (DAX)
7 5 (3.47%) Java
8 2 (1.39%) Python
9 1 (0.69%) C++
9 1 (0.69%) MATLAB
9 1 (0.69%) R
Qualifications
1 34 (23.61%) Degree
2 27 (18.75%) Security Cleared
3 22 (15.28%) SC Cleared
4 5 (3.47%) Computer Science Degree
5 4 (2.78%) DV Cleared
6 1 (0.69%) MCSA
6 1 (0.69%) MCSE
6 1 (0.69%) Microsoft Certification
Quality Assurance & Compliance
1 10 (6.94%) Data Quality
1 10 (6.94%) QA
2 4 (2.78%) Sarbanes-Oxley
3 1 (0.69%) PCI DSS
3 1 (0.69%) PMO
Systems Management
1 5 (3.47%) Perfmon
Vendors
1 43 (29.86%) SAP
2 21 (14.58%) Oracle
3 11 (7.64%) Microsoft
4 6 (4.17%) Tableau
5 4 (2.78%) Imperva
5 4 (2.78%) Salesforce.com
6 1 (0.69%) BMC
6 1 (0.69%) Cloudera
6 1 (0.69%) Cognos
6 1 (0.69%) hybris
6 1 (0.69%) IBM
6 1 (0.69%) Informatica
6 1 (0.69%) Netezza
6 1 (0.69%) Remedy
6 1 (0.69%) Teradata