Period
to 23 May 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 23 May 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Hampshire
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 159 193 209
Rank change year-on-year +34 +16 -65
Permanent jobs citing Data Modelling 107 42 67
As % of all permanent IT jobs advertised in Hampshire 1.59% 0.71% 1.00%
As % of the Processes & Methodologies category 1.77% 0.81% 1.16%
Number of salaries quoted 55 37 60
Hampshire median annual salary £47,500 £45,000 £44,000
Median salary % change year-on-year +5.56% +2.27% +1.15%
10th Percentile £35,000 £28,123 £32,500
90th Percentile £82,500 £79,000 £65,000
South East median annual salary £57,500 £55,000 £48,000
% change year-on-year +4.55% +14.58% -4.00%

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 6,047 5,214 5,799
As % of all permanent IT jobs advertised in Hampshire 89.65% 88.51% 86.77%
Number of salaries quoted 4,999 4,462 5,090
Hampshire median annual salary £42,500 £42,500 £42,500
10th Percentile £27,500 £26,250 £25,750
90th Percentile £67,500 £63,750 £62,500
South East median annual salary £46,000 £45,000 £45,000
% change year-on-year +2.22% - -

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 May 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 23 May 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 - 29 £47,500 - 10
Farnborough - 17 - -
Southampton -12 16 £37,500 -10.71% 2
Basingstoke -14 11 £60,000 +26.32%
Havant - 4 - -
Romsey - 4 - -
Hook - 3 £45,000 -
Petersfield +7 2 £41,000 -15.46%
Andover -11 2 £45,000 +5.88%
Wallington - 2 £45,000 -
Winchester -11 1 £35,000 +18.98%
Eastleigh - 1 £55,500 -
Fareham - 1 - -
Data Modelling
South East

For the 6 months to 23 May 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 48 (44.86%) Business Intelligence
2 47 (43.93%) SQL
3 35 (32.71%) SQL Server
3 35 (32.71%) Analytical Skills
4 27 (25.23%) SAP
5 26 (24.30%) Degree
6 25 (23.36%) Security Cleared
6 25 (23.36%) Problem-Solving
7 24 (22.43%) T-SQL
8 23 (21.50%) Microsoft
9 22 (20.56%) Finance
10 19 (17.76%) Retail
10 19 (17.76%) SC Cleared
11 18 (16.82%) Performance Tuning
11 18 (16.82%) TOGAF
11 18 (16.82%) CRM
11 18 (16.82%) SDLC
12 16 (14.95%) Presales
12 16 (14.95%) Oracle
12 16 (14.95%) ETL
12 16 (14.95%) SQL Server Reporting Services
12 16 (14.95%) Manufacturing
13 15 (14.02%) SOA
13 15 (14.02%) Analytics
13 15 (14.02%) Self-Motivation
14 14 (13.08%) Decision-Making
14 14 (13.08%) Data Architecture
14 14 (13.08%) Data Warehouse
14 14 (13.08%) Publishing
14 14 (13.08%) Agile Software Development

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 4 (3.74%) SAS
2 2 (1.87%) Apache Spark
2 2 (1.87%) BizTalk Server
3 1 (0.93%) Apache Pig
Applications
1 10 (9.35%) Microsoft Excel
2 2 (1.87%) Spreadsheet
3 1 (0.93%) Microsoft Office
3 1 (0.93%) Microsoft PowerPoint
3 1 (0.93%) Microsoft Project
3 1 (0.93%) MS Visio
Business Applications
1 5 (4.67%) SAP ERP
2 4 (3.74%) Salesforce.com CRM
Cloud Services
1 8 (7.48%) Microsoft Azure
2 2 (1.87%) Amazon AWS
2 2 (1.87%) Amazon EMR
2 2 (1.87%) Google Cloud Platform
3 1 (0.93%) Cloud Computing
Communications & Networking
1 2 (1.87%) Internet
Database & Business Intelligence
1 35 (32.71%) SQL Server
2 16 (14.95%) SQL Server Reporting Services
3 14 (13.08%) Data Warehouse
4 12 (11.21%) SQL Server Integration Services
5 11 (10.28%) Power BI
5 11 (10.28%) SQL Server 2005
5 11 (10.28%) SQL Server 2008
5 11 (10.28%) SQL Server 2012
6 9 (8.41%) Big Data
6 9 (8.41%) QlikView
7 7 (6.54%) OLAP
8 6 (5.61%) OLAP Cube
9 5 (4.67%) Data Mart
9 5 (4.67%) Hadoop
9 5 (4.67%) SAP BW
10 3 (2.80%) BusinessObjects
10 3 (2.80%) Oracle Database
10 3 (2.80%) Oracle Database 12c
10 3 (2.80%) Star Schema
11 2 (1.87%) Sqoop
Development Applications
1 11 (10.28%) SQL Server Management Studio (SSMS)
2 7 (6.54%) Git (software)
3 2 (1.87%) LSMW
3 2 (1.87%) Team Foundation Server
4 1 (0.93%) NUnit
General
1 22 (20.56%) Finance
2 19 (17.76%) Retail
3 16 (14.95%) Manufacturing
4 14 (13.08%) Publishing
5 13 (12.15%) Military
6 7 (6.54%) Marketing
7 5 (4.67%) Legal
7 5 (4.67%) Telecoms
8 4 (3.74%) Advertising
8 4 (3.74%) Banking
9 2 (1.87%) Law
Job Titles
1 30 (28.04%) Architect
2 25 (23.36%) Developer
3 20 (18.69%) Analyst
4 12 (11.21%) Administrator
4 12 (11.21%) DBA
4 12 (11.21%) Systems Engineer
5 11 (10.28%) SAP Architect
6 10 (9.35%) Data Architect
7 8 (7.48%) Business Analyst
7 8 (7.48%) Designer
8 7 (6.54%) Business Intelligence Developer
8 7 (6.54%) Enterprise Architect
8 7 (6.54%) Solutions Architect
9 6 (5.61%) .NET Developer
9 6 (5.61%) Business Intelligence Analyst
9 6 (5.61%) C# .NET Developer
9 6 (5.61%) C# Developer
9 6 (5.61%) SAP Developer
9 6 (5.61%) SQL DBA
10 5 (4.67%) QlikView Developer
Libraries, Frameworks & Software Standards
1 12 (11.21%) Middleware
2 8 (7.48%) .NET
2 8 (7.48%) HTML
3 7 (6.54%) Web Services
4 6 (5.61%) ASP.NET
4 6 (5.61%) CSS
4 6 (5.61%) CSS3
4 6 (5.61%) HTML5
4 6 (5.61%) REST
4 6 (5.61%) SOAP
5 5 (4.67%) Twitter Bootstrap
5 5 (4.67%) WCF
6 2 (1.87%) AngularJS
6 2 (1.87%) BAPI
6 2 (1.87%) IDoc
6 2 (1.87%) SciPy
6 2 (1.87%) XSLT
7 1 (0.93%) jQuery
7 1 (0.93%) Mason
7 1 (0.93%) MDX
Miscellaneous
1 35 (32.71%) Analytical Skills
2 15 (14.02%) Self-Motivation
3 11 (10.28%) Replication
4 6 (5.61%) Data Protection Act
5 5 (4.67%) Computer Science
6 2 (1.87%) Algorithms
6 2 (1.87%) Pricing Data
6 2 (1.87%) Virtual Team
7 1 (0.93%) Driving Licence
7 1 (0.93%) Fintech
7 1 (0.93%) Management Information System
7 1 (0.93%) User Experience
7 1 (0.93%) Video\Live Streaming
Operating Systems
1 11 (10.28%) Linux
Processes & Methodologies
1 48 (44.86%) Business Intelligence
2 25 (23.36%) Problem-Solving
3 18 (16.82%) CRM
3 18 (16.82%) Performance Tuning
3 18 (16.82%) SDLC
3 18 (16.82%) TOGAF
4 16 (14.95%) ETL
4 16 (14.95%) Presales
5 15 (14.02%) Analytics
5 15 (14.02%) SOA
6 14 (13.08%) Agile Software Development
6 14 (13.08%) Data Architecture
6 14 (13.08%) Decision-Making
7 13 (12.15%) Data Analysis
8 12 (11.21%) Stakeholder Engagement
9 11 (10.28%) Data Management
9 11 (10.28%) Database Mirroring
9 11 (10.28%) Information Security
9 11 (10.28%) Statistics
9 11 (10.28%) Zachman Framework
Programming Languages
1 47 (43.93%) SQL
2 24 (22.43%) T-SQL
3 13 (12.15%) C
4 9 (8.41%) C#
5 8 (7.48%) JavaScript
6 6 (5.61%) PL/SQL
7 5 (4.67%) Data Analysis Expressions (DAX)
7 5 (4.67%) Java
8 4 (3.74%) Python
9 2 (1.87%) ABAP
9 2 (1.87%) C++
9 2 (1.87%) MATLAB
9 2 (1.87%) VBA
Qualifications
1 26 (24.30%) Degree
2 25 (23.36%) Security Cleared
3 19 (17.76%) SC Cleared
4 6 (5.61%) DV Cleared
5 4 (3.74%) TOGAF Certification
6 1 (0.93%) Computer Science Degree
6 1 (0.93%) Numerate Degree
6 1 (0.93%) PMP
Quality Assurance & Compliance
1 13 (12.15%) Data Quality
2 11 (10.28%) QA
3 5 (4.67%) Sarbanes-Oxley
4 1 (0.93%) PCI DSS
Systems Management
1 11 (10.28%) Perfmon
2 1 (0.93%) Oozie
Vendors
1 27 (25.23%) SAP
2 23 (21.50%) Microsoft
3 16 (14.95%) Oracle
4 5 (4.67%) Imperva
5 4 (3.74%) Salesforce.com
6 2 (1.87%) Google
6 2 (1.87%) Informatica
6 2 (1.87%) Tableau
6 2 (1.87%) Teradata
7 1 (0.93%) Cognos
7 1 (0.93%) IBM