Period
to 16 August 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 16 August 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Hampshire
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 158 198 216
Rank change year-on-year +40 +18 -89
Permanent jobs citing Data Modelling 98 50 63
As % of all permanent IT jobs advertised in Hampshire 1.52% 0.85% 0.91%
As % of the Processes & Methodologies category 1.67% 0.95% 1.03%
Number of salaries quoted 64 38 56
Hampshire median annual salary £50,000 £46,500 £44,000
Median salary % change year-on-year +7.53% +5.68% +1.15%
10th Percentile £37,500 £28,123 £36,250
90th Percentile £75,000 £58,250 £88,750
South East median annual salary £57,500 £52,500 £48,500
% change year-on-year +9.52% +8.25% -7.62%

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 5,864 5,259 6,105
As % of all permanent IT jobs advertised in Hampshire 90.89% 89.39% 88.35%
Number of salaries quoted 4,790 4,545 5,362
Hampshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £27,500 £26,000 £26,250
90th Percentile £70,000 £65,000 £61,200
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 16 August 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 16 August 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 +31 30 £50,000 +5.26% 4
Southampton +9 19 £50,000 +17.65%
Basingstoke -23 15 £60,000 +33.33%
Farnborough +6 8 - -
Petersfield - 3 £41,000 -
Fareham +3 1 £36,000 -29.76% 2
Data Modelling
South East

For the 6 months to 16 August 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 41 (41.84%) Business Intelligence
1 41 (41.84%) SQL
2 36 (36.73%) SQL Server
3 34 (34.69%) ETL
4 28 (28.57%) Oracle
5 27 (27.55%) Agile Software Development
6 26 (26.53%) Microsoft
7 24 (24.49%) Data Architecture
8 23 (23.47%) Big Data
8 23 (23.47%) SAP
9 22 (22.45%) Analytical Skills
10 21 (21.43%) Migration
11 20 (20.41%) Finance
12 19 (19.39%) TOGAF
12 19 (19.39%) QlikView
13 18 (18.37%) Analytics
13 18 (18.37%) T-SQL
14 17 (17.35%) PL/SQL
14 17 (17.35%) Data Warehouse
14 17 (17.35%) Security Cleared
15 16 (16.33%) SC Cleared
15 16 (16.33%) Data Quality
15 16 (16.33%) Data Analysis
15 16 (16.33%) SDLC
16 15 (15.31%) Data Management
16 15 (15.31%) .NET
16 15 (15.31%) Hadoop
16 15 (15.31%) Performance Tuning
17 14 (14.29%) User Acceptance Testing
17 14 (14.29%) Data Migration

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 6 (6.12%) Apache Spark
1 6 (6.12%) SAS
2 4 (4.08%) Apache
2 4 (4.08%) Apache Pig
2 4 (4.08%) Apache Solr
3 1 (1.02%) BizTalk Server
3 1 (1.02%) CICS
3 1 (1.02%) Oracle Workflow
Applications
1 10 (10.20%) Microsoft Excel
2 5 (5.10%) Spreadsheet
3 1 (1.02%) Microsoft PowerPoint
3 1 (1.02%) Microsoft Project
3 1 (1.02%) MS Visio
Business Applications
1 3 (3.06%) SAP ERP
2 1 (1.02%) Oracle Applications
2 1 (1.02%) Oracle EBS
2 1 (1.02%) Oracle EBS R12
Cloud Services
1 11 (11.22%) Microsoft Azure
2 6 (6.12%) Amazon AWS
3 5 (5.10%) PaaS
3 5 (5.10%) SaaS
4 4 (4.08%) Cortana Intelligence Suite
5 3 (3.06%) Azure Functions
5 3 (3.06%) Azure Machine Learning
5 3 (3.06%) Serverless
6 2 (2.04%) Amazon EMR
6 2 (2.04%) Google Cloud Platform
6 2 (2.04%) IaaS
Communications & Networking
1 4 (4.08%) DAB
2 1 (1.02%) SMS
Database & Business Intelligence
1 36 (36.73%) SQL Server
2 23 (23.47%) Big Data
3 19 (19.39%) QlikView
4 17 (17.35%) Data Warehouse
5 15 (15.31%) Hadoop
6 13 (13.27%) NoSQL
7 11 (11.22%) Power BI
8 8 (8.16%) Apache Cassandra
8 8 (8.16%) SQL Server Integration Services
8 8 (8.16%) SQL Server Reporting Services
9 7 (7.14%) MongoDB
9 7 (7.14%) SQL Server 2005
9 7 (7.14%) SQL Server 2008
9 7 (7.14%) SQL Server 2012
10 6 (6.12%) Apache Hive
10 6 (6.12%) PostgreSQL
11 5 (5.10%) BODI
11 5 (5.10%) BusinessObjects
11 5 (5.10%) DataStage
11 5 (5.10%) SAP Data Services
Development Applications
1 7 (7.14%) SQL Server Management Studio (SSMS)
2 6 (6.12%) Git (software)
3 5 (5.10%) LSMW
4 4 (4.08%) JIRA
4 4 (4.08%) Oracle APEX
4 4 (4.08%) Toad
5 3 (3.06%) Visual Studio
5 3 (3.06%) Visual Studio Team System
6 1 (1.02%) NUnit
6 1 (1.02%) Oracle Forms
6 1 (1.02%) Team Foundation Server
General
1 20 (20.41%) Finance
2 11 (11.22%) Retail
3 8 (8.16%) Manufacturing
4 6 (6.12%) Marketing
4 6 (6.12%) Publishing
5 4 (4.08%) Automotive
5 4 (4.08%) Military
6 2 (2.04%) Financial Institution
6 2 (2.04%) Law
7 1 (1.02%) Back Office
7 1 (1.02%) Legal
7 1 (1.02%) Telecoms
Job Titles
1 42 (42.86%) Developer
2 29 (29.59%) Architect
3 16 (16.33%) Data Architect
4 15 (15.31%) SQL Developer
5 11 (11.22%) Business Intelligence Developer
6 10 (10.20%) Business Developer
7 9 (9.18%) Analyst
7 9 (9.18%) QlikView Developer
8 8 (8.16%) Administrator
8 8 (8.16%) DBA
8 8 (8.16%) Solutions Architect
9 7 (7.14%) Applications Architect
10 6 (6.12%) Data Engineer
10 6 (6.12%) SQL DBA
11 5 (5.10%) Oracle Developer
11 5 (5.10%) PL/SQL Developer
11 5 (5.10%) SAP Developer
12 4 (4.08%) Business Analyst
12 4 (4.08%) Enterprise Architect
12 4 (4.08%) Enterprise Data Architect
Libraries, Frameworks & Software Standards
1 15 (15.31%) .NET
2 12 (12.24%) SOAP
3 11 (11.22%) XML
4 10 (10.20%) REST
5 7 (7.14%) XSLT
6 6 (6.12%) Web Services
6 6 (6.12%) WSDL
7 5 (5.10%) BAPI
7 5 (5.10%) IDoc
8 4 (4.08%) Kafka
9 3 (3.06%) HTML
9 3 (3.06%) JSON
9 3 (3.06%) Middleware
9 3 (3.06%) SAML
10 2 (2.04%) ASP.NET
10 2 (2.04%) CSS
10 2 (2.04%) CSS3
10 2 (2.04%) GeoJSON
10 2 (2.04%) HTML5
11 1 (1.02%) SciPy
Miscellaneous
1 22 (22.45%) Analytical Skills
2 7 (7.14%) Replication
2 7 (7.14%) Self-Motivation
3 3 (3.06%) Computer Science
3 3 (3.06%) Greenfield Project
3 3 (3.06%) Pricing Data
4 2 (2.04%) Algorithms
4 2 (2.04%) Data Protection Act
4 2 (2.04%) Driving Licence
4 2 (2.04%) Management Information System
5 1 (1.02%) Data Structures
5 1 (1.02%) Fintech
5 1 (1.02%) Mainframe
5 1 (1.02%) User Experience
5 1 (1.02%) Video\Live Streaming
5 1 (1.02%) Virtual Team
Operating Systems
1 7 (7.14%) Linux
2 1 (1.02%) Unix
Processes & Methodologies
1 41 (41.84%) Business Intelligence
2 34 (34.69%) ETL
3 27 (27.55%) Agile Software Development
4 24 (24.49%) Data Architecture
5 21 (21.43%) Migration
6 19 (19.39%) TOGAF
7 18 (18.37%) Analytics
8 16 (16.33%) Data Analysis
8 16 (16.33%) SDLC
9 15 (15.31%) Data Management
9 15 (15.31%) Performance Tuning
10 14 (14.29%) Data Migration
10 14 (14.29%) SOA
10 14 (14.29%) User Acceptance Testing
11 13 (13.27%) Problem-Solving
12 12 (12.24%) Data Governance
12 12 (12.24%) DevOps
13 11 (11.22%) Continuous Integration
13 11 (11.22%) Data Integration
13 11 (11.22%) Presales
Programming Languages
1 41 (41.84%) SQL
2 18 (18.37%) T-SQL
3 17 (17.35%) PL/SQL
4 13 (13.27%) C#
5 10 (10.20%) Java
6 8 (8.16%) Python
7 7 (7.14%) JavaScript
8 6 (6.12%) C
9 5 (5.10%) ABAP
9 5 (5.10%) VBA
10 4 (4.08%) Delphi
11 3 (3.06%) C++
12 2 (2.04%) Go
13 1 (1.02%) COBOL
13 1 (1.02%) MATLAB
13 1 (1.02%) PHP
13 1 (1.02%) VB
Qualifications
1 17 (17.35%) Security Cleared
2 16 (16.33%) SC Cleared
3 8 (8.16%) Degree
4 5 (5.10%) TOGAF Certification
5 3 (3.06%) Computer Science Degree
6 2 (2.04%) DV Cleared
6 2 (2.04%) Master's Degree
7 1 (1.02%) Numerate Degree
7 1 (1.02%) PMP
Quality Assurance & Compliance
1 16 (16.33%) Data Quality
2 6 (6.12%) QA
3 2 (2.04%) PA-DSS
3 2 (2.04%) PCI DSS
4 1 (1.02%) Sarbanes-Oxley
Systems Management
1 7 (7.14%) Perfmon
2 2 (2.04%) Opscode Chef
2 2 (2.04%) Puppet
2 2 (2.04%) Terraform
3 1 (1.02%) Oozie
Vendors
1 28 (28.57%) Oracle
2 26 (26.53%) Microsoft
3 23 (23.47%) SAP
4 5 (5.10%) Informatica
5 4 (4.08%) Databricks
5 4 (4.08%) MKS
6 3 (3.06%) Teradata
7 2 (2.04%) Apigee
7 2 (2.04%) Google
7 2 (2.04%) MuleSoft
7 2 (2.04%) Tableau
8 1 (1.02%) Imperva