Period
to 13 November 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 13 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Hampshire
6 months to
13 Nov 2018
Same period 2017 Same period 2016
Rank 189 161 228
Rank change year-on-year -28 +67 -90
Permanent jobs citing Data Modelling 80 102 47
As % of all permanent IT jobs advertised in Hampshire 1.21% 1.64% 0.70%
As % of the Processes & Methodologies category 1.33% 1.84% 0.78%
Number of salaries quoted 69 73 47
Hampshire median annual salary £50,000 £45,000 £47,500
Median salary % change year-on-year +11.11% -5.26% +5.56%
10th Percentile £37,500 £36,250 £29,750
90th Percentile £75,000 £70,000 £92,500
South East median annual salary £55,000 £52,000 £50,000
% change year-on-year +5.77% +4.00% -4.76%

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 6,006 5,532 6,012
As % of all permanent IT jobs advertised in Hampshire 90.66% 88.92% 88.92%
Number of salaries quoted 4,883 4,768 5,164
Hampshire median annual salary £45,000 £42,500 £40,750
Median salary % change year-on-year +5.88% +4.29% -4.12%
10th Percentile £27,000 £26,250 £26,250
90th Percentile £70,000 £65,000 £62,500
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 13 November 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 13 November 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
Southampton +23 20 £60,000 +33.33% 2
Portsmouth +6 19 £50,000 +7.53% 5
Basingstoke -15 14 £62,500 +42.86%
Petersfield +9 2 £41,000 +2.50%
Farnborough +3 2 - -
Andover +2 1 £50,000 -
Fareham -3 1 £36,000 -29.76% 1
Data Modelling
South East

For the 6 months to 13 November 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 33 (41.25%) SQL Server
2 32 (40.00%) ETL
2 32 (40.00%) Agile Software Development
3 31 (38.75%) Business Intelligence
3 31 (38.75%) SQL
4 23 (28.75%) Oracle
5 21 (26.25%) SAP
6 19 (23.75%) .NET
6 19 (23.75%) Big Data
7 18 (22.50%) Data Architecture
8 17 (21.25%) Security Cleared
8 17 (21.25%) SOAP
8 17 (21.25%) Microsoft
9 16 (20.00%) PL/SQL
9 16 (20.00%) Migration
9 16 (20.00%) QlikView
9 16 (20.00%) Analytics
9 16 (20.00%) DevOps
10 15 (18.75%) Finance
10 15 (18.75%) XML
11 14 (17.50%) C#
11 14 (17.50%) Data Analysis
11 14 (17.50%) Continuous Integration
12 13 (16.25%) Data Migration
12 13 (16.25%) SC Cleared
12 13 (16.25%) Microsoft Azure
12 13 (16.25%) NoSQL
12 13 (16.25%) REST
12 13 (16.25%) Data Quality
12 13 (16.25%) TOGAF

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 5 (6.25%) Apache
1 5 (6.25%) Apache Solr
1 5 (6.25%) Apache Spark
2 4 (5.00%) SAS
3 3 (3.75%) Apache Pig
4 1 (1.25%) CICS
4 1 (1.25%) Oracle Workflow
Applications
1 13 (16.25%) Microsoft Excel
2 6 (7.50%) Spreadsheet
Business Applications
1 3 (3.75%) SAP CO
1 3 (3.75%) SAP FI
1 3 (3.75%) SAP FI/CO
2 1 (1.25%) Oracle Applications
2 1 (1.25%) Oracle EBS
2 1 (1.25%) Oracle EBS R12
Cloud Services
1 13 (16.25%) Microsoft Azure
2 6 (7.50%) PaaS
2 6 (7.50%) SaaS
3 5 (6.25%) Cortana Intelligence Suite
4 4 (5.00%) Amazon AWS
4 4 (5.00%) Azure Data Factory
4 4 (5.00%) Azure Functions
4 4 (5.00%) Azure Machine Learning
4 4 (5.00%) Serverless
5 2 (2.50%) Apigee
5 2 (2.50%) IaaS
Communications & Networking
1 5 (6.25%) DAB
2 1 (1.25%) SMS
Database & Business Intelligence
1 33 (41.25%) SQL Server
2 19 (23.75%) Big Data
3 16 (20.00%) QlikView
4 13 (16.25%) NoSQL
5 12 (15.00%) Data Warehouse
5 12 (15.00%) Hadoop
6 11 (13.75%) Power BI
7 10 (12.50%) Data Lake
8 9 (11.25%) Azure SQL Database
8 9 (11.25%) PostgreSQL
9 8 (10.00%) Apache Cassandra
9 8 (10.00%) BusinessObjects
9 8 (10.00%) MongoDB
10 7 (8.75%) SAP Data Services
11 6 (7.50%) BODI
11 6 (7.50%) DataStage
12 5 (6.25%) Cosmos DB
12 5 (6.25%) Geospatial Data
12 5 (6.25%) SQL Server Analysis Services
12 5 (6.25%) SQL Server Integration Services
Development Applications
1 7 (8.75%) LSMW
2 4 (5.00%) Git (software)
2 4 (5.00%) JIRA
2 4 (5.00%) NUnit
2 4 (5.00%) Oracle APEX
2 4 (5.00%) Toad
2 4 (5.00%) Visual Studio
2 4 (5.00%) Visual Studio Team System
3 1 (1.25%) Oracle Forms
General
1 15 (18.75%) Finance
2 8 (10.00%) Marketing
3 6 (7.50%) Retail
4 4 (5.00%) Automotive
5 3 (3.75%) Manufacturing
6 2 (2.50%) Financial Institution
6 2 (2.50%) Local Government
7 1 (1.25%) Back Office
7 1 (1.25%) Publishing
Job Titles
1 45 (56.25%) Developer
2 23 (28.75%) Architect
3 15 (18.75%) Business Intelligence Developer
4 14 (17.50%) SQL Developer
5 13 (16.25%) Data Architect
6 10 (12.50%) Business Developer
7 9 (11.25%) Analyst
7 9 (11.25%) Applications Architect
7 9 (11.25%) QlikView Developer
8 5 (6.25%) Azure Developer
8 5 (6.25%) Data Engineer
8 5 (6.25%) Oracle Developer
8 5 (6.25%) PL/SQL Developer
9 4 (5.00%) .NET Developer
9 4 (5.00%) Big Data Engineer
9 4 (5.00%) C# .NET Developer
9 4 (5.00%) C# Developer
9 4 (5.00%) Data Migration Developer
9 4 (5.00%) Financial Analyst
9 4 (5.00%) Senior Architect
Libraries, Frameworks & Software Standards
1 19 (23.75%) .NET
2 17 (21.25%) SOAP
3 15 (18.75%) XML
4 13 (16.25%) REST
5 9 (11.25%) JSON
5 9 (11.25%) WSDL
5 9 (11.25%) XSLT
6 6 (7.50%) BAPI
6 6 (7.50%) IDoc
7 5 (6.25%) Kafka
8 4 (5.00%) ASP.NET
8 4 (5.00%) CSS
8 4 (5.00%) CSS3
8 4 (5.00%) HTML
8 4 (5.00%) HTML5
8 4 (5.00%) jQuery
8 4 (5.00%) KnockoutJS
8 4 (5.00%) SAML
8 4 (5.00%) Web Services
9 3 (3.75%) GeoJSON
Miscellaneous
1 12 (15.00%) Analytical Skills
2 6 (7.50%) Greenfield Project
3 4 (5.00%) Management Information System
4 3 (3.75%) Data Structures
5 2 (2.50%) Computer Science
5 2 (2.50%) Driving Licence
5 2 (2.50%) Pricing Data
6 1 (1.25%) Algorithms
6 1 (1.25%) Mainframe
6 1 (1.25%) Reference Data
6 1 (1.25%) Self-Motivation
Operating Systems
1 1 (1.25%) Unix
Processes & Methodologies
1 32 (40.00%) Agile Software Development
1 32 (40.00%) ETL
2 31 (38.75%) Business Intelligence
3 18 (22.50%) Data Architecture
4 16 (20.00%) Analytics
4 16 (20.00%) DevOps
4 16 (20.00%) Migration
5 14 (17.50%) Continuous Integration
5 14 (17.50%) Data Analysis
6 13 (16.25%) Data Migration
6 13 (16.25%) TOGAF
7 12 (15.00%) Data Integration
8 11 (13.75%) Data Management
8 11 (13.75%) Open Source
8 11 (13.75%) Performance Tuning
8 11 (13.75%) Project Management
8 11 (13.75%) User Acceptance Testing
9 10 (12.50%) Machine Learning
9 10 (12.50%) SOA
9 10 (12.50%) UML
Programming Languages
1 31 (38.75%) SQL
2 16 (20.00%) PL/SQL
3 14 (17.50%) C#
4 11 (13.75%) Java
5 10 (12.50%) T-SQL
6 9 (11.25%) JavaScript
7 7 (8.75%) Python
8 6 (7.50%) ABAP
9 4 (5.00%) Data Analysis Expressions (DAX)
9 4 (5.00%) Delphi
9 4 (5.00%) PowerShell
9 4 (5.00%) VBA
10 2 (2.50%) C++
10 2 (2.50%) Go
11 1 (1.25%) COBOL
11 1 (1.25%) PHP
11 1 (1.25%) Scala
11 1 (1.25%) VB
Qualifications
1 17 (21.25%) Security Cleared
2 13 (16.25%) SC Cleared
3 3 (3.75%) TOGAF Certification
4 2 (2.50%) Computer Science Degree
4 2 (2.50%) Degree
4 2 (2.50%) Master's Degree
Quality Assurance & Compliance
1 13 (16.25%) Data Quality
2 5 (6.25%) QA
3 2 (2.50%) PA-DSS
3 2 (2.50%) PCI DSS
Systems Management
1 2 (2.50%) Opscode Chef
1 2 (2.50%) Puppet
1 2 (2.50%) Terraform
Vendors
1 23 (28.75%) Oracle
2 21 (26.25%) SAP
3 17 (21.25%) Microsoft
4 6 (7.50%) Informatica
5 5 (6.25%) Databricks
6 4 (5.00%) MKS
7 2 (2.50%) MuleSoft
7 2 (2.50%) Tableau
7 2 (2.50%) Teradata
8 1 (1.25%) Baan