Period
to 9 December 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 159 186 242
Rank change year-on-year +27 +56 -63
Permanent jobs citing Data Modelling 567 540 462
As % of all permanent IT jobs advertised in the South East 2.02% 1.74% 1.34%
As % of the Processes & Methodologies category 2.22% 1.94% 1.50%
Number of salaries quoted 395 463 417
South East median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - -
10th Percentile £39,850 £35,148 £35,950
90th Percentile £82,750 £77,500 £75,000
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 25,516 27,809 30,717
As % of all permanent IT jobs advertised in the South East 91.00% 89.86% 89.42%
Number of salaries quoted 20,918 22,884 25,499
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £28,250 £27,000 £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 9 December 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 9 December 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 +57 284 £53,750 +7.50% 29
Berkshire +70 205 £55,000 +4.76% 15
Surrey +47 128 £60,000 -7.69% 11
Hampshire -42 73 £50,000 +17.65% 13
West Sussex -1 52 £67,500 +3.85% 3
Oxfordshire +8 47 £55,000 +2.33% 5
Buckinghamshire +22 32 £50,000 +5.26% 9
East Sussex -33 16 £52,500 +5.00% 4
Kent +2 4 £39,000 -42.22% 2
Middlesex 0 1 £75,000 +36.36%
Data Modelling
England

For the 6 months to 9 December 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.

1 292 (51.50%) SQL
2 262 (46.21%) Business Intelligence
3 221 (38.98%) Agile Software Development
4 205 (36.16%) ETL
5 191 (33.69%) Analytics
6 186 (32.80%) Data Warehouse
7 182 (32.10%) SQL Server
7 182 (32.10%) Degree
8 174 (30.69%) Microsoft
9 169 (29.81%) Big Data
10 154 (27.16%) Finance
11 142 (25.04%) Data Integration
12 141 (24.87%) Microsoft Azure
13 132 (23.28%) SAP
14 131 (23.10%) Oracle
15 115 (20.28%) Data Science
16 107 (18.87%) Data Security
16 107 (18.87%) Power BI
17 106 (18.69%) T-SQL
18 104 (18.34%) Data Management
19 101 (17.81%) Scrum
20 97 (17.11%) SQL Server Integration Services
21 95 (16.75%) Data Engineering
22 92 (16.23%) Python
23 90 (15.87%) Data Architecture
24 89 (15.70%) Hadoop
25 88 (15.52%) Tableau
26 86 (15.17%) SQL Server Reporting Services
27 83 (14.64%) Visualisation
28 81 (14.29%) Apache Spark

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 81 (14.29%) Apache Spark
2 54 (9.52%) SAS
3 48 (8.47%) Apache
4 19 (3.35%) SharePoint
5 13 (2.29%) Oracle SOA Suite
6 10 (1.76%) WebLogic
7 9 (1.59%) Apache Pig
7 9 (1.59%) Tomcat
8 7 (1.23%) Oracle Workflow
9 5 (0.88%) Apache Solr
10 4 (0.71%) Alfresco
10 4 (0.71%) Elasticsearch
10 4 (0.71%) NetWeaver
10 4 (0.71%) WebSphere
11 2 (0.35%) Confluence
11 2 (0.35%) JBoss
11 2 (0.35%) WebLogic Portal
12 1 (0.18%) CMS
12 1 (0.18%) Documentum
12 1 (0.18%) SAP Portal
Applications
1 32 (5.64%) Microsoft Excel
2 6 (1.06%) Microsoft Office
3 5 (0.88%) Microsoft PowerPoint
4 3 (0.53%) Spreadsheet
5 2 (0.35%) SPSS
6 1 (0.18%) GNU Octave
6 1 (0.18%) Stata
Business Applications
1 5 (0.88%) SAP S/4HANA
2 4 (0.71%) SAP CO
2 4 (0.71%) SAP FI
2 4 (0.71%) SAP FI/CO
3 2 (0.35%) Oracle EBS
4 1 (0.18%) Cognos Business Intelligence
4 1 (0.18%) Oracle Applications
4 1 (0.18%) Oracle EBS R12
4 1 (0.18%) SAP IS-U
4 1 (0.18%) WebTrends
Cloud Services
1 141 (24.87%) Microsoft Azure
2 22 (3.88%) Amazon AWS
3 20 (3.53%) PaaS
3 20 (3.53%) SaaS
4 15 (2.65%) IaaS
5 13 (2.29%) Azure Data Factory
6 8 (1.41%) Serverless
7 7 (1.23%) npm
8 6 (1.06%) Azure Machine Learning
9 5 (0.88%) Cortana Intelligence Suite
10 4 (0.71%) Amazon EC2
10 4 (0.71%) Amazon EMR
10 4 (0.71%) Apigee
10 4 (0.71%) AWS Lambda
10 4 (0.71%) Azure Functions
10 4 (0.71%) Cloud Computing
10 4 (0.71%) GitHub
11 2 (0.35%) Dynamics 365
11 2 (0.35%) Google Cloud Platform
11 2 (0.35%) Veeva
Communications & Networking
1 25 (4.41%) Internet
2 5 (0.88%) DAB
3 4 (0.71%) HTTP
4 2 (0.35%) 3GPP
4 2 (0.35%) Diameter Protocol
5 1 (0.18%) Ethernet
5 1 (0.18%) Firewall
5 1 (0.18%) SMS
Database & Business Intelligence
1 186 (32.80%) Data Warehouse
2 182 (32.10%) SQL Server
3 169 (29.81%) Big Data
4 107 (18.87%) Power BI
5 97 (17.11%) SQL Server Integration Services
6 89 (15.70%) Hadoop
7 86 (15.17%) SQL Server Reporting Services
8 81 (14.29%) Relational Database
9 70 (12.35%) Apache Hive
10 65 (11.46%) SAP BW
11 49 (8.64%) SQL Server Analysis Services
12 46 (8.11%) NoSQL
13 44 (7.76%) SAP HANA
14 43 (7.58%) Data Lake
15 41 (7.23%) Text Mining
16 37 (6.53%) QlikView
17 36 (6.35%) BusinessObjects
18 30 (5.29%) Oracle Database
19 28 (4.94%) RDBMS
20 23 (4.06%) SQL Server 2016
Development Applications
1 35 (6.17%) Visual Studio
2 23 (4.06%) Git (software)
3 22 (3.88%) NUnit
4 19 (3.35%) Subversion
5 15 (2.65%) JIRA
6 10 (1.76%) ERwin
7 8 (1.41%) Team Foundation Server
8 7 (1.23%) Eclipse
8 7 (1.23%) Jenkins
8 7 (1.23%) SQL Server Management Studio (SSMS)
8 7 (1.23%) webpack
9 6 (1.06%) Toad
9 6 (1.06%) Visual Studio Team System
10 5 (0.88%) TortoiseSVN
11 4 (0.71%) LSMW
11 4 (0.71%) Oracle APEX
11 4 (0.71%) Selenium
12 3 (0.53%) IntelliJ
12 3 (0.53%) Maven
12 3 (0.53%) PowerDesigner
General
1 154 (27.16%) Finance
2 59 (10.41%) Retail
3 46 (8.11%) Telecoms
4 22 (3.88%) Advertising
4 22 (3.88%) Marketing
5 12 (2.12%) Publishing
6 9 (1.59%) Manufacturing
7 4 (0.71%) Automotive
7 4 (0.71%) Billing
7 4 (0.71%) Financial Institution
8 3 (0.53%) Back Office
9 2 (0.35%) Banking
9 2 (0.35%) Local Government
10 1 (0.18%) Multimedia
10 1 (0.18%) Pharmaceutical
Job Titles
1 165 (29.10%) Developer
2 140 (24.69%) Architect
3 114 (20.11%) Data Architect
4 74 (13.05%) Analyst
5 68 (11.99%) Data Engineer
6 53 (9.35%) Business Intelligence Developer
7 43 (7.58%) Data Scientist
8 36 (6.35%) Business Analyst
9 31 (5.47%) SQL Developer
10 27 (4.76%) Senior Data Scientist
11 24 (4.23%) Senior Data Engineer
12 23 (4.06%) Lead Developer
13 22 (3.88%) Senior Developer
14 21 (3.70%) Enterprise Architect
15 20 (3.53%) .NET Developer
16 18 (3.17%) Enterprise Data Architect
17 17 (3.00%) Senior Analyst
18 16 (2.82%) Database Architect
18 16 (2.82%) Senior Business Analyst
18 16 (2.82%) SSIS Developer
Libraries, Frameworks & Software Standards
1 65 (11.46%) .NET
2 61 (10.76%) XML
3 59 (10.41%) Kafka
4 49 (8.64%) Web Services
5 41 (7.23%) D3.js
5 41 (7.23%) ggplot
6 39 (6.88%) HTML
7 38 (6.70%) CSS
8 37 (6.53%) SOAP
9 35 (6.17%) ASP.NET
10 20 (3.53%) .NET Framework
11 19 (3.35%) JSON
12 18 (3.17%) Middleware
13 17 (3.00%) ADO.NET
13 17 (3.00%) ASP.NET MVC
13 17 (3.00%) ASP.NET MVC 3
13 17 (3.00%) WCF
14 16 (2.82%) REST
15 14 (2.47%) RESTful
16 13 (2.29%) jQuery
Miscellaneous
1 80 (14.11%) Analytical Skills
2 54 (9.52%) FMCG
3 43 (7.58%) Algorithms
4 41 (7.23%) Social Network
5 39 (6.88%) User Experience
6 35 (6.17%) Greenfield Project
7 32 (5.64%) Management Information System
8 28 (4.94%) Data Structures
9 22 (3.88%) Enterprise Software
10 17 (3.00%) W3C
11 16 (2.82%) Taxonomies
12 14 (2.47%) Reinsurance
13 11 (1.94%) N-Tier
14 9 (1.59%) Replication
14 9 (1.59%) Self-Motivation
15 8 (1.41%) Pricing Data
16 7 (1.23%) PMI
17 5 (0.88%) CMDB
17 5 (0.88%) Fintech
18 4 (0.71%) Reference Data
Operating Systems
1 48 (8.47%) Unix
2 26 (4.59%) Linux
3 17 (3.00%) Windows
4 4 (0.71%) Windows Server
5 3 (0.53%) Red Hat Enterprise Linux
5 3 (0.53%) Windows 10
5 3 (0.53%) Windows Server 2012
6 1 (0.18%) Apple iOS
6 1 (0.18%) FreeBSD
6 1 (0.18%) Oracle Linux
Processes & Methodologies
1 262 (46.21%) Business Intelligence
2 221 (38.98%) Agile Software Development
3 205 (36.16%) ETL
4 191 (33.69%) Analytics
5 142 (25.04%) Data Integration
6 115 (20.28%) Data Science
7 107 (18.87%) Data Security
8 104 (18.34%) Data Management
9 101 (17.81%) Scrum
10 95 (16.75%) Data Engineering
11 90 (15.87%) Data Architecture
12 83 (14.64%) Visualisation
13 74 (13.05%) Data Analysis
14 71 (12.52%) Enterprise Architecture
15 64 (11.29%) Data Visualisation
16 63 (11.11%) SDLC
17 59 (10.41%) Mathematics
18 57 (10.05%) Decision-Making
19 54 (9.52%) Migration
20 53 (9.35%) Statistics
Programming Languages
1 292 (51.50%) SQL
2 106 (18.69%) T-SQL
3 92 (16.23%) Python
4 70 (12.35%) R
5 69 (12.17%) PL/SQL
6 55 (9.70%) C#
7 51 (8.99%) Java
8 50 (8.82%) JavaScript
9 13 (2.29%) C++
9 13 (2.29%) Data Analysis Expressions (DAX)
10 9 (1.59%) HiveQL
11 8 (1.41%) Shell Script
12 7 (1.23%) ABAP
12 7 (1.23%) PowerShell
12 7 (1.23%) TypeScript
12 7 (1.23%) VB.NET
13 6 (1.06%) C
14 5 (0.88%) PHP
14 5 (0.88%) Scala
15 4 (0.71%) Delphi
Qualifications
1 182 (32.10%) Degree
2 15 (2.65%) Computer Science Degree
2 15 (2.65%) Master's Degree
3 14 (2.47%) Security Cleared
4 13 (2.29%) ITIL Foundation Certificate
5 11 (1.94%) PMI Certification
6 9 (1.59%) SC Cleared
7 7 (1.23%) CBAP
7 7 (1.23%) PRINCE2 Certification
8 4 (0.71%) ISEB
8 4 (0.71%) PMP
9 2 (0.35%) PhD
9 2 (0.35%) TOGAF Certification
10 1 (0.18%) DV Cleared
10 1 (0.18%) ITIL Certification
10 1 (0.18%) Microsoft Certification
10 1 (0.18%) OCA
10 1 (0.18%) Oracle Certification
10 1 (0.18%) SAP Certification
10 1 (0.18%) SAS Certification
Quality Assurance & Compliance
1 58 (10.23%) Data Quality
2 23 (4.06%) QA
3 13 (2.29%) GDPR
4 10 (1.76%) SLA
5 4 (0.71%) PA-DSS
5 4 (0.71%) PCI DSS
6 1 (0.18%) COBIT
6 1 (0.18%) PMO
System Software
1 5 (0.88%) HDFS
1 5 (0.88%) Virtual Machines
2 4 (0.71%) Apache Flume
3 2 (0.35%) Active Directory
3 2 (0.35%) VMware Infrastructure
4 1 (0.18%) vSphere
Systems Management
1 41 (7.23%) Hadoop YARN
2 5 (0.88%) EMC NetWorker
3 4 (0.71%) Kibana
3 4 (0.71%) Kubernetes
3 4 (0.71%) Oozie
3 4 (0.71%) Rundeck
3 4 (0.71%) SCCM
3 4 (0.71%) Single Sign-On
4 3 (0.53%) Oracle Enterprise Manager
4 3 (0.53%) Terraform
5 2 (0.35%) Opscode Chef
5 2 (0.35%) Puppet
6 1 (0.18%) Netcool
6 1 (0.18%) Netcool/OMNIbus
6 1 (0.18%) Oracle RMAN
6 1 (0.18%) Tivoli
Vendors
1 174 (30.69%) Microsoft
2 132 (23.28%) SAP
3 131 (23.10%) Oracle
4 88 (15.52%) Tableau
5 22 (3.88%) Hortonworks
6 13 (2.29%) Informatica
7 12 (2.12%) Salesforce.com
8 9 (1.59%) Cognos
8 9 (1.59%) MicroStrategy
9 8 (1.41%) Ab Initio
10 6 (1.06%) Alteryx
11 5 (0.88%) Cloudera
11 5 (0.88%) Databricks
11 5 (0.88%) Google
11 5 (0.88%) Teradata
12 4 (0.71%) MKS
12 4 (0.71%) MuleSoft
12 4 (0.71%) ServiceNow
12 4 (0.71%) Talend
13 3 (0.53%) VMware