Period
to 18 February 2019

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 18 February 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
18 Feb 2019
Same period 2018 Same period 2017
Rank 155 192 218
Rank change year-on-year +37 +26 -35
Permanent jobs citing Data Modelling 556 531 475
As % of all permanent IT jobs advertised in the South East 2.08% 1.70% 1.52%
As % of the Processes & Methodologies category 2.28% 1.89% 1.70%
Number of salaries quoted 389 424 415
South East median annual salary £58,000 £52,500 £52,500
Median salary % change year-on-year +10.48% - +5.00%
10th Percentile £37,500 £35,000 £34,250
90th Percentile £86,250 £84,625 £72,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 24,358 28,114 27,896
As % of all permanent IT jobs advertised in the South East 91.28% 89.99% 89.12%
Number of salaries quoted 19,889 23,264 22,878
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £28,000 £27,500 £27,500
90th Percentile £72,500 £68,750 £68,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 18 February 2019.

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 18 February 2019. 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 +83 291 £57,500 +9.52% 40
Berkshire +83 229 £57,500 +15.00% 23
Surrey +50 112 £60,000 -7.69% 8
West Sussex +14 67 £65,000 +13.04% 6
Hampshire -60 54 £59,250 +39.41% 22
Oxfordshire -6 35 £80,000 +35.59% 3
Buckinghamshire +24 27 £46,250 +8.82% 14
East Sussex -2 22 £53,500 +7.00% 2
Kent +9 4 £55,000 -29.03% 2
Data Modelling
England

For the 6 months to 18 February 2019, 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.

1 292 (52.52%) SQL
2 249 (44.78%) Business Intelligence
3 216 (38.85%) ETL
4 214 (38.49%) Analytics
5 211 (37.95%) Agile Software Development
6 204 (36.69%) Degree
7 193 (34.71%) Data Warehouse
8 156 (28.06%) SAP
9 151 (27.16%) SQL Server
10 147 (26.44%) Microsoft
11 146 (26.26%) Oracle
12 144 (25.90%) Microsoft Azure
12 144 (25.90%) Big Data
13 143 (25.72%) Finance
14 127 (22.84%) Data Integration
15 123 (22.12%) Data Science
16 119 (21.40%) Data Management
17 105 (18.88%) Data Security
17 105 (18.88%) Data Engineering
18 97 (17.45%) Tableau
19 96 (17.27%) Scrum
20 91 (16.37%) Data Architecture
21 90 (16.19%) Analytical Skills
22 88 (15.83%) Enterprise Architecture
23 87 (15.65%) Python
24 85 (15.29%) Visualisation
25 84 (15.11%) SAP BW
26 83 (14.93%) Power BI
27 82 (14.75%) Relational Database
28 80 (14.39%) T-SQL

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 75 (13.49%) Apache Spark
2 61 (10.97%) SAS
3 46 (8.27%) Apache
4 17 (3.06%) SharePoint
5 15 (2.70%) Tomcat
5 15 (2.70%) WebLogic
6 13 (2.34%) Oracle SOA Suite
7 8 (1.44%) Confluence
7 8 (1.44%) Oracle Workflow
8 7 (1.26%) Documentum
9 6 (1.08%) Alfresco
9 6 (1.08%) Apache Pig
9 6 (1.08%) Elasticsearch
9 6 (1.08%) IIS
10 5 (0.90%) WebSphere
11 3 (0.54%) WebLogic Portal
12 2 (0.36%) CMS
12 2 (0.36%) JBoss
13 1 (0.18%) NetWeaver
13 1 (0.18%) SAP Portal
Applications
1 40 (7.19%) Microsoft Excel
2 14 (2.52%) Microsoft Office
3 10 (1.80%) Microsoft PowerPoint
4 7 (1.26%) Spreadsheet
5 4 (0.72%) Microsoft Project
6 2 (0.36%) SPSS
7 1 (0.18%) Stata
Business Applications
1 12 (2.16%) SAP S/4HANA
2 10 (1.80%) SAP CO
2 10 (1.80%) SAP FI
2 10 (1.80%) SAP FI/CO
3 8 (1.44%) SAP BPC
4 7 (1.26%) SAP IS-U
5 5 (0.90%) SAP ERP
6 1 (0.18%) Oracle BPM
6 1 (0.18%) Oracle Utilities
6 1 (0.18%) SAP CRM
6 1 (0.18%) WebTrends
Cloud Services
1 144 (25.90%) Microsoft Azure
2 36 (6.47%) Amazon AWS
3 17 (3.06%) Azure Data Factory
3 17 (3.06%) SaaS
4 14 (2.52%) PaaS
5 11 (1.98%) IaaS
6 8 (1.44%) Google Cloud Platform
7 7 (1.26%) Cloud Computing
7 7 (1.26%) SuccessFactors
8 4 (0.72%) Amazon EC2
8 4 (0.72%) Amazon EMR
8 4 (0.72%) GitHub
9 3 (0.54%) Apigee
9 3 (0.54%) Azure Machine Learning
9 3 (0.54%) Force.com
10 2 (0.36%) Dynamics 365
10 2 (0.36%) Trello
10 2 (0.36%) Veeva
11 1 (0.18%) Cortana Intelligence Suite
11 1 (0.18%) npm
Communications & Networking
1 13 (2.34%) Internet
2 4 (0.72%) HTTP
3 2 (0.36%) 3GPP
3 2 (0.36%) Diameter Protocol
4 1 (0.18%) 5G
4 1 (0.18%) DAB
4 1 (0.18%) Firewall
4 1 (0.18%) Intranet
4 1 (0.18%) MQTT
4 1 (0.18%) Radio Access Network
Database & Business Intelligence
1 193 (34.71%) Data Warehouse
2 151 (27.16%) SQL Server
3 144 (25.90%) Big Data
4 84 (15.11%) SAP BW
5 83 (14.93%) Power BI
6 82 (14.75%) Relational Database
7 80 (14.39%) Hadoop
8 70 (12.59%) SQL Server Integration Services
9 59 (10.61%) SAP HANA
10 58 (10.43%) SQL Server Reporting Services
11 57 (10.25%) Apache Hive
12 52 (9.35%) BusinessObjects
13 46 (8.27%) QlikView
14 41 (7.37%) Text Mining
15 40 (7.19%) SQL Server Analysis Services
16 38 (6.83%) NoSQL
17 36 (6.47%) RDBMS
18 35 (6.29%) Oracle Database
19 31 (5.58%) Data Lake
20 28 (5.04%) MySQL
Development Applications
1 24 (4.32%) Visual Studio
2 20 (3.60%) Git (software)
2 20 (3.60%) JIRA
3 17 (3.06%) Subversion
4 16 (2.88%) NUnit
5 11 (1.98%) Eclipse
5 11 (1.98%) Jenkins
6 8 (1.44%) SQL Server Management Studio (SSMS)
6 8 (1.44%) Visual Studio Team System
7 7 (1.26%) Gradle
7 7 (1.26%) IntelliJ
7 7 (1.26%) Maven
7 7 (1.26%) Octopus Deploy
8 5 (0.90%) ERwin
8 5 (0.90%) Team Foundation Server
8 5 (0.90%) TortoiseSVN
9 4 (0.72%) Selenium
10 3 (0.54%) LSMW
10 3 (0.54%) ProC
10 3 (0.54%) PVCS
General
1 143 (25.72%) Finance
2 55 (9.89%) Retail
3 49 (8.81%) Telecoms
4 26 (4.68%) Marketing
5 11 (1.98%) Advertising
5 11 (1.98%) Publishing
6 8 (1.44%) Banking
7 5 (0.90%) Legal
7 5 (0.90%) Manufacturing
8 3 (0.54%) Back Office
8 3 (0.54%) Billing
8 3 (0.54%) Financial Institution
8 3 (0.54%) Games
8 3 (0.54%) Local Government
9 2 (0.36%) Pharmaceutical
10 1 (0.18%) Aerospace
10 1 (0.18%) Law
10 1 (0.18%) Military
10 1 (0.18%) Multimedia
Job Titles
1 137 (24.64%) Architect
2 111 (19.96%) Data Architect
3 104 (18.71%) Developer
4 70 (12.59%) Analyst
5 63 (11.33%) Data Engineer
6 44 (7.91%) Data Scientist
7 34 (6.12%) Business Intelligence Developer
8 33 (5.94%) Business Analyst
9 30 (5.40%) Enterprise Architect
10 28 (5.04%) Senior Data Scientist
11 24 (4.32%) Senior Data Engineer
12 22 (3.96%) Senior Developer
13 21 (3.78%) Data Manager
14 20 (3.60%) Enterprise Data Architect
15 17 (3.06%) DBA
15 17 (3.06%) Development Manager
16 16 (2.88%) Consultant
17 14 (2.52%) Senior Analyst
18 13 (2.34%) Data Modeller
18 13 (2.34%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 55 (9.89%) XML
2 54 (9.71%) Kafka
3 51 (9.17%) .NET
4 45 (8.09%) CSS
4 45 (8.09%) Web Services
5 43 (7.73%) ASP.NET
6 41 (7.37%) D3.js
6 41 (7.37%) ggplot
7 40 (7.19%) HTML
8 28 (5.04%) SOAP
9 24 (4.32%) Middleware
10 22 (3.96%) J2EE
11 17 (3.06%) ADO.NET
11 17 (3.06%) jQuery
11 17 (3.06%) JSON
12 16 (2.88%) .NET Framework
12 16 (2.88%) ASP.NET MVC
12 16 (2.88%) ASP.NET MVC 3
13 15 (2.70%) HTML5
14 13 (2.34%) WinForms
Miscellaneous
1 90 (16.19%) Analytical Skills
2 54 (9.71%) FMCG
3 49 (8.81%) Algorithms
4 43 (7.73%) Data Structures
4 43 (7.73%) User Experience
5 41 (7.37%) Social Network
6 37 (6.65%) Management Information System
7 20 (3.60%) Taxonomies
8 19 (3.42%) Enterprise Software
9 18 (3.24%) Reinsurance
10 15 (2.70%) Greenfield Project
11 14 (2.52%) Replication
12 11 (1.98%) N-Tier
12 11 (1.98%) Self-Motivation
12 11 (1.98%) W3C
13 8 (1.44%) Pricing Data
14 7 (1.26%) CMDB
15 6 (1.08%) Reference Data
16 4 (0.72%) Linux Command Line
16 4 (0.72%) PMI
Operating Systems
1 37 (6.65%) Unix
2 30 (5.40%) Linux
3 27 (4.86%) Windows
4 7 (1.26%) Apple iOS
4 7 (1.26%) Red Hat Enterprise Linux
4 7 (1.26%) Windows 10
4 7 (1.26%) Windows Server
4 7 (1.26%) Windows Server 2012
Processes & Methodologies
1 249 (44.78%) Business Intelligence
2 216 (38.85%) ETL
3 214 (38.49%) Analytics
4 211 (37.95%) Agile Software Development
5 127 (22.84%) Data Integration
6 123 (22.12%) Data Science
7 119 (21.40%) Data Management
8 105 (18.88%) Data Engineering
8 105 (18.88%) Data Security
9 96 (17.27%) Scrum
10 91 (16.37%) Data Architecture
11 88 (15.83%) Enterprise Architecture
12 85 (15.29%) Visualisation
13 64 (11.51%) Data Analysis
14 62 (11.15%) Migration
14 62 (11.15%) Statistics
15 60 (10.79%) Data Visualisation
15 60 (10.79%) Decision-Making
16 58 (10.43%) Mathematics
17 53 (9.53%) Artificial Intelligence
Programming Languages
1 292 (52.52%) SQL
2 87 (15.65%) Python
3 80 (14.39%) T-SQL
4 63 (11.33%) R
5 56 (10.07%) Java
6 55 (9.89%) PL/SQL
7 54 (9.71%) JavaScript
8 41 (7.37%) C#
9 24 (4.32%) C++
10 19 (3.42%) C
11 18 (3.24%) PHP
12 13 (2.34%) VB.NET
13 12 (2.16%) Data Analysis Expressions (DAX)
14 11 (1.98%) Shell Script
15 10 (1.80%) VB
16 9 (1.62%) HiveQL
17 7 (1.26%) VB6
17 7 (1.26%) VBScript
18 6 (1.08%) PowerShell
18 6 (1.08%) Scala
Qualifications
1 204 (36.69%) Degree
2 22 (3.96%) Master's Degree
3 18 (3.24%) Computer Science Degree
4 12 (2.16%) Security Cleared
5 9 (1.62%) ITIL Foundation Certificate
6 8 (1.44%) SC Cleared
7 5 (0.90%) PMI Certification
8 4 (0.72%) CBAP
8 4 (0.72%) ISEB
8 4 (0.72%) Microsoft Certification
8 4 (0.72%) PRINCE2 Certification
8 4 (0.72%) TOGAF Certification
9 3 (0.54%) ISTQB
9 3 (0.54%) ITIL Certification
10 1 (0.18%) ACCA
10 1 (0.18%) CIMA
10 1 (0.18%) OCA
10 1 (0.18%) Oracle Certification
10 1 (0.18%) PMP
10 1 (0.18%) SAS Certification
Quality Assurance & Compliance
1 62 (11.15%) Data Quality
2 33 (5.94%) QA
3 18 (3.24%) GDPR
4 7 (1.26%) SLA
5 3 (0.54%) PA-DSS
5 3 (0.54%) PCI DSS
6 2 (0.36%) COBIT
7 1 (0.18%) PMO
System Software
1 7 (1.26%) VMware Infrastructure
2 5 (0.90%) HDFS
3 4 (0.72%) Apache Flume
3 4 (0.72%) Virtual Machines
4 1 (0.18%) Active Directory
4 1 (0.18%) Apache ZooKeeper
4 1 (0.18%) Oracle RAC
Systems Management
1 41 (7.37%) Hadoop YARN
2 10 (1.80%) Oracle RMAN
3 7 (1.26%) Oracle Enterprise Manager
3 7 (1.26%) Terraform
4 6 (1.08%) EMC NetWorker
5 5 (0.90%) Single Sign-On
6 4 (0.72%) Kibana
6 4 (0.72%) Kubernetes
6 4 (0.72%) Oozie
6 4 (0.72%) Rundeck
7 3 (0.54%) HP Quality Center
8 2 (0.36%) Netcool
8 2 (0.36%) Netcool/OMNIbus
8 2 (0.36%) Tivoli
9 1 (0.18%) Data Guard
9 1 (0.18%) Tivoli Storage Manager
Vendors
1 156 (28.06%) SAP
2 147 (26.44%) Microsoft
3 146 (26.26%) Oracle
4 97 (17.45%) Tableau
5 25 (4.50%) Informatica
6 15 (2.70%) Cognos
6 15 (2.70%) Hortonworks
6 15 (2.70%) Salesforce.com
7 11 (1.98%) Google
8 10 (1.80%) Teradata
9 8 (1.44%) VMware
10 7 (1.26%) Alteryx
10 7 (1.26%) Autodesk
10 7 (1.26%) OpenText
10 7 (1.26%) Red Hat
10 7 (1.26%) Riverbed
10 7 (1.26%) webMethods
10 7 (1.26%) Workday
11 6 (1.08%) MicroStrategy
11 6 (1.08%) Vertica