Period
to 17 August 2018

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 August 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 191 197 211
Rank change year-on-year +6 +14 -23
Permanent jobs citing Data Modelling 501 491 597
As % of all permanent IT jobs advertised in the South East 1.68% 1.69% 1.61%
As % of the Processes & Methodologies category 1.88% 1.89% 1.81%
Number of salaries quoted 421 449 504
South East median annual salary £57,500 £52,500 £50,000
Median salary % change year-on-year +9.52% +5.00% -4.76%
10th Percentile £37,500 £37,500 £36,250
90th Percentile £75,000 £77,750 £75,000
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - -

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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 26,700 25,955 33,050
As % of all permanent IT jobs advertised in the South East 89.59% 89.08% 89.05%
Number of salaries quoted 22,047 21,476 27,688
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £28,750 £27,000 £27,000
90th Percentile £70,000 £68,750 £68,750
England median annual salary £50,000 £50,000 £50,000

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Modelling in the South East

Data Modelling
Salary Trend in the South East

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

Salary trend for Data Modelling in the South East

Data Modelling
Salary Histogram in the South East

The salary distribution of IT jobs citing Data Modelling in the South East over the 6 months to 17 August 2018.

Salary histogram for Data Modelling in the South East

Data Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 17 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
Thames Valley -22 219 £55,000 +4.76% 29
Surrey +20 108 £60,000 - 13
Oxfordshire +24 102 £63,000 +0.80% 8
Hampshire +30 97 £50,000 +7.53% 10
Berkshire -67 86 £50,000 -9.09% 18
West Sussex +8 32 £55,500 -14.62% 3
Buckinghamshire -8 31 £62,500 +31.58% 3
East Sussex -33 18 £75,000 +15.38% 4
Kent -2 12 £30,000 -40.00% 1
Middlesex - 3 £62,500 - 1
Sussex - 3 £80,000 -
Data Modelling
England

For the 6 months to 17 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 South East region with a requirement for Data Modelling.

1 257 (51.30%) SQL
2 227 (45.31%) Agile Software Development
3 208 (41.52%) Business Intelligence
4 164 (32.73%) SQL Server
5 140 (27.94%) ETL
6 138 (27.54%) Data Warehouse
7 130 (25.95%) Oracle
8 129 (25.75%) Finance
9 109 (21.76%) Microsoft
10 102 (20.36%) SDLC
11 100 (19.96%) Degree
12 98 (19.56%) Big Data
13 95 (18.96%) Data Analysis
13 95 (18.96%) T-SQL
14 94 (18.76%) PL/SQL
15 86 (17.17%) Analytics
16 81 (16.17%) Java
17 79 (15.77%) SQL Server Reporting Services
18 78 (15.57%) Scrum
19 76 (15.17%) Web Services
20 75 (14.97%) Data Integration
21 74 (14.77%) SQL Server Integration Services
22 69 (13.77%) Data Architecture
22 69 (13.77%) C#
23 64 (12.77%) Power BI
23 64 (12.77%) Problem-Solving
24 62 (12.38%) .NET
25 59 (11.78%) Migration
26 58 (11.58%) Performance Tuning
26 58 (11.58%) Mentoring

Data Modelling
Co-occurring IT Skills in the South East 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 31 (6.19%) Apache Spark
1 31 (6.19%) JBoss
2 20 (3.99%) SharePoint
3 12 (2.40%) Apache Pig
3 12 (2.40%) SAS
4 9 (1.80%) Oracle SOA Suite
5 6 (1.20%) Apache
6 4 (0.80%) Apache Solr
6 4 (0.80%) Confluence
7 3 (0.60%) Elasticsearch
7 3 (0.60%) NetWeaver
8 2 (0.40%) BizTalk Server
8 2 (0.40%) Smallworld
9 1 (0.20%) CICS
9 1 (0.20%) Oracle Workflow
9 1 (0.20%) Tomcat
9 1 (0.20%) WebLogic
Applications
1 21 (4.19%) Microsoft Excel
2 8 (1.60%) GNU Octave
3 6 (1.20%) Spreadsheet
4 1 (0.20%) Microsoft PowerPoint
4 1 (0.20%) Microsoft Project
4 1 (0.20%) MS Visio
4 1 (0.20%) S-PLUS
Business Applications
1 10 (2.00%) SAP S/4HANA
2 3 (0.60%) SAP ERP
3 2 (0.40%) Oracle EBS
4 1 (0.20%) Cognos Business Intelligence
4 1 (0.20%) Oracle Applications
4 1 (0.20%) Oracle EBS R12
Cloud Services
1 50 (9.98%) Amazon AWS
2 39 (7.78%) Microsoft Azure
3 22 (4.39%) GitHub
4 18 (3.59%) npm
5 15 (2.99%) SaaS
6 11 (2.20%) IaaS
6 11 (2.20%) Serverless
7 8 (1.60%) AWS Lambda
7 8 (1.60%) PaaS
8 6 (1.20%) Office 365
9 4 (0.80%) Azure Machine Learning
9 4 (0.80%) Cortana Intelligence Suite
9 4 (0.80%) NuGet
10 3 (0.60%) Azure Functions
11 2 (0.40%) Amazon EMR
11 2 (0.40%) Google Cloud Platform
11 2 (0.40%) Slack
12 1 (0.20%) Amazon S3
12 1 (0.20%) Taleo
Communications & Networking
1 25 (4.99%) Internet
2 4 (0.80%) DAB
3 2 (0.40%) Ethernet
3 2 (0.40%) SMS
4 1 (0.20%) Intranet
Database & Business Intelligence
1 164 (32.73%) SQL Server
2 138 (27.54%) Data Warehouse
3 98 (19.56%) Big Data
4 79 (15.77%) SQL Server Reporting Services
5 74 (14.77%) SQL Server Integration Services
6 64 (12.77%) Power BI
7 51 (10.18%) Relational Database
8 42 (8.38%) Hadoop
8 42 (8.38%) QlikView
9 37 (7.39%) SQL Server Analysis Services
10 33 (6.59%) NoSQL
11 32 (6.39%) SQL Server 2012
12 31 (6.19%) Apache Hive
12 31 (6.19%) SQL Server 2005
13 25 (4.99%) SQL Server 2016
14 24 (4.79%) Oracle Database
15 23 (4.59%) BusinessObjects
16 21 (4.19%) Data Lake
16 21 (4.19%) MongoDB
17 20 (3.99%) Oracle Database 10g
Development Applications
1 38 (7.58%) Git (software)
2 29 (5.79%) Visual Studio
3 25 (4.99%) Selenium
4 23 (4.59%) Jenkins
5 16 (3.19%) JIRA
6 15 (2.99%) NUnit
6 15 (2.99%) Subversion
7 14 (2.79%) webpack
8 12 (2.40%) ERwin
9 11 (2.20%) Toad
10 10 (2.00%) SQL Server Management Studio (SSMS)
11 9 (1.80%) Team Foundation Server
12 7 (1.40%) PowerBuilder
13 5 (1.00%) LSMW
13 5 (1.00%) Maven
14 4 (0.80%) Bitbucket
14 4 (0.80%) Oracle APEX
14 4 (0.80%) PowerDesigner
14 4 (0.80%) RStudio
14 4 (0.80%) Visual Studio Team System
General
1 129 (25.75%) Finance
2 27 (5.39%) Retail
3 19 (3.79%) Advertising
4 18 (3.59%) Marketing
5 13 (2.59%) Billing
6 11 (2.20%) Manufacturing
7 10 (2.00%) Publishing
8 9 (1.80%) Financial Institution
9 8 (1.60%) Telecoms
10 7 (1.40%) Banking
11 5 (1.00%) Automotive
12 4 (0.80%) Military
13 2 (0.40%) Dutch Language
13 2 (0.40%) French Language
13 2 (0.40%) German Language
13 2 (0.40%) Italian Language
13 2 (0.40%) Law
14 1 (0.20%) Electronics
14 1 (0.20%) Legal
14 1 (0.20%) Local Government
Job Titles
1 217 (43.31%) Developer
2 115 (22.95%) Architect
3 112 (22.36%) Analyst
4 82 (16.37%) Data Architect
5 61 (12.18%) Senior Developer
6 60 (11.98%) SQL Developer
7 58 (11.58%) Business Intelligence Developer
8 35 (6.99%) C# Developer
9 34 (6.79%) .NET Developer
9 34 (6.79%) Senior Analyst
10 32 (6.39%) C# .NET Developer
11 30 (5.99%) Data Analyst
12 29 (5.79%) Business Analyst
13 27 (5.39%) Business Intelligence Analyst
13 27 (5.39%) Lead Developer
14 25 (4.99%) SSIS Developer
15 24 (4.79%) Enterprise Architect
16 22 (4.39%) Oracle Developer
16 22 (4.39%) Software Developer
16 22 (4.39%) SSRS Developer
Libraries, Frameworks & Software Standards
1 76 (15.17%) Web Services
2 62 (12.38%) .NET
3 43 (8.58%) XML
4 37 (7.39%) SOAP
5 36 (7.19%) HTML
6 31 (6.19%) RESTful
7 29 (5.79%) Natural Language Processing
8 28 (5.59%) CSS
8 28 (5.59%) Spring
9 27 (5.39%) .NET Framework
10 22 (4.39%) REST
10 22 (4.39%) WCF
11 20 (3.99%) Middleware
12 18 (3.59%) ASP.NET Web API
13 17 (3.39%) ASP.NET
14 14 (2.79%) Kafka
15 12 (2.40%) ASP.NET MVC
15 12 (2.40%) WPF
16 9 (1.80%) HTML5
16 9 (1.80%) NumPy
Miscellaneous
1 52 (10.38%) Analytical Skills
2 51 (10.18%) Computer Science
3 32 (6.39%) Greenfield Project
4 29 (5.79%) Enterprise Software
5 20 (3.99%) W3C
6 19 (3.79%) User Experience
7 14 (2.79%) Management Information System
8 13 (2.59%) Data Structures
8 13 (2.59%) Fintech
8 13 (2.59%) Self-Motivation
9 11 (2.20%) CMDB
10 8 (1.60%) Reference Data
11 7 (1.40%) Hybrid Cloud
11 7 (1.40%) PMI
11 7 (1.40%) Reinsurance
11 7 (1.40%) Replication
12 6 (1.20%) Algorithms
12 6 (1.20%) Cloud Native
12 6 (1.20%) Cyberthreat
12 6 (1.20%) Pricing Data
Operating Systems
1 29 (5.79%) Unix
2 14 (2.79%) Linux
3 9 (1.80%) Windows
4 8 (1.60%) Windows Server
5 7 (1.40%) AIX
6 2 (0.40%) FreeBSD
7 1 (0.20%) Apple iOS
7 1 (0.20%) Oracle Linux
Processes & Methodologies
1 227 (45.31%) Agile Software Development
2 208 (41.52%) Business Intelligence
3 140 (27.94%) ETL
4 102 (20.36%) SDLC
5 95 (18.96%) Data Analysis
6 86 (17.17%) Analytics
7 78 (15.57%) Scrum
8 75 (14.97%) Data Integration
9 69 (13.77%) Data Architecture
10 64 (12.77%) Problem-Solving
11 59 (11.78%) Migration
12 58 (11.58%) Mentoring
12 58 (11.58%) Performance Tuning
13 55 (10.98%) Data Management
14 54 (10.78%) TDD
15 51 (10.18%) Continuous Integration
16 48 (9.58%) Machine Learning
17 44 (8.78%) MVC
17 44 (8.78%) OO
18 41 (8.18%) Data Science
Programming Languages
1 257 (51.30%) SQL
2 95 (18.96%) T-SQL
3 94 (18.76%) PL/SQL
4 81 (16.17%) Java
5 69 (13.77%) C#
6 51 (10.18%) Python
7 44 (8.78%) JavaScript
8 24 (4.79%) R
9 19 (3.79%) TypeScript
10 11 (2.20%) C++
10 11 (2.20%) PowerShell
11 9 (1.80%) Bash Shell
11 9 (1.80%) C
11 9 (1.80%) VBA
12 8 (1.60%) ABAP
12 8 (1.60%) Shell Script
13 4 (0.80%) Delphi
13 4 (0.80%) Go
13 4 (0.80%) Scala
13 4 (0.80%) XAML
Qualifications
1 100 (19.96%) Degree
2 24 (4.79%) Security Cleared
3 20 (3.99%) ITIL Foundation Certificate
4 17 (3.39%) SC Cleared
5 15 (2.99%) ISEB
6 10 (2.00%) Computer Science Degree
6 10 (2.00%) Master's Degree
6 10 (2.00%) PMI Certification
7 8 (1.60%) DV Cleared
7 8 (1.60%) PhD
7 8 (1.60%) TOGAF Certification
8 7 (1.40%) CBAP
8 7 (1.40%) PRINCE2 Certification
9 4 (0.80%) ISTQB
9 4 (0.80%) ISTQB Foundation Certification
9 4 (0.80%) MCDBA
9 4 (0.80%) MCSE
9 4 (0.80%) Microsoft Certification
9 4 (0.80%) PMP
10 3 (0.60%) MCSA
Quality Assurance & Compliance
1 50 (9.98%) Data Quality
2 41 (8.18%) QA
3 8 (1.60%) SLA
4 4 (0.80%) GDPR
5 2 (0.40%) PA-DSS
5 2 (0.40%) PCI DSS
6 1 (0.20%) Sarbanes-Oxley
System Software
1 4 (0.80%) Active Directory
2 3 (0.60%) HDFS
2 3 (0.60%) Virtual Machines
2 3 (0.60%) VMware Infrastructure
2 3 (0.60%) vSphere
Systems Management
1 10 (2.00%) SCCM
2 6 (1.20%) Perfmon
3 4 (0.80%) Opscode Chef
3 4 (0.80%) Puppet
4 3 (0.60%) Hadoop YARN
4 3 (0.60%) Kibana
5 2 (0.40%) Ansible
5 2 (0.40%) Terraform
6 1 (0.20%) EMC NetWorker
6 1 (0.20%) HP Quality Center
6 1 (0.20%) Oozie
6 1 (0.20%) Salt
Vendors
1 130 (25.95%) Oracle
2 109 (21.76%) Microsoft
3 40 (7.98%) SAP
4 27 (5.39%) Talend
5 17 (3.39%) Tableau
6 12 (2.40%) Informatica
6 12 (2.40%) MicroStrategy
7 11 (2.20%) Hortonworks
8 10 (2.00%) ServiceNow
9 7 (1.40%) SolarWinds
10 6 (1.20%) Apple
10 6 (1.20%) Capita
10 6 (1.20%) Facebook
11 5 (1.00%) Ab Initio
11 5 (1.00%) Cognos
11 5 (1.00%) Teradata
12 4 (0.80%) Databricks
12 4 (0.80%) MKS
12 4 (0.80%) Salesforce.com
12 4 (0.80%) TOWER Software