Period
to 17 October 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 October 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 172 181 233
Rank change year-on-year +9 +52 -55
Permanent jobs citing Data Modelling 549 513 517
As % of all permanent IT jobs advertised in the South East 1.89% 1.77% 1.45%
As % of the Processes & Methodologies category 2.10% 1.98% 1.63%
Number of salaries quoted 431 451 457
South East median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - -4.76%
10th Percentile £37,500 £35,000 £37,500
90th Percentile £77,500 £76,250 £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 26,116 25,915 31,787
As % of all permanent IT jobs advertised in the South East 89.71% 89.43% 89.18%
Number of salaries quoted 21,543 21,363 26,527
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £28,500 £27,000 £27,500
90th Percentile £71,250 £68,750 £68,750
England median annual salary £52,000 £50,000 £50,000
% change year-on-year +4.00% - +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 17 October 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 October 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 +14 250 £55,000 +10.00% 32
Berkshire +14 154 £50,000 - 22
Surrey +33 129 £60,000 +9.09% 12
Hampshire -16 86 £50,000 +6.38% 7
Oxfordshire +13 66 £60,000 +14.29% 5
West Sussex +2 36 £52,500 -19.23% 10
Buckinghamshire +11 30 £52,500 +10.53% 5
East Sussex -42 17 £75,000 +50.00% 4
Kent 0 15 £30,000 -42.86% 3
Middlesex - 2 £68,750 - 1
Data Modelling
England

For the 6 months to 17 October 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.

1 282 (51.37%) SQL
2 250 (45.54%) Business Intelligence
3 224 (40.80%) Agile Software Development
4 180 (32.79%) ETL
5 175 (31.88%) SQL Server
6 169 (30.78%) Data Warehouse
7 157 (28.60%) Finance
8 150 (27.32%) Analytics
9 144 (26.23%) Microsoft
10 138 (25.14%) Big Data
11 137 (24.95%) Degree
12 130 (23.68%) Oracle
13 128 (23.32%) Data Integration
14 107 (19.49%) T-SQL
15 96 (17.49%) Data Analysis
16 95 (17.30%) SQL Server Integration Services
16 95 (17.30%) Microsoft Azure
16 95 (17.30%) SAP
17 91 (16.58%) Scrum
17 91 (16.58%) SQL Server Reporting Services
18 89 (16.21%) Power BI
19 85 (15.48%) SDLC
20 84 (15.30%) Data Management
21 80 (14.57%) PL/SQL
22 78 (14.21%) Data Science
23 76 (13.84%) Data Architecture
24 75 (13.66%) Relational Database
25 73 (13.30%) Java
26 69 (12.57%) Python
26 69 (12.57%) Hadoop

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 62 (11.29%) Apache Spark
2 35 (6.38%) SAS
3 29 (5.28%) Apache
4 19 (3.46%) JBoss
4 19 (3.46%) SharePoint
5 12 (2.19%) Apache Pig
6 10 (1.82%) Oracle SOA Suite
7 6 (1.09%) Elasticsearch
8 5 (0.91%) Apache Solr
9 4 (0.73%) NetWeaver
9 4 (0.73%) WebLogic
10 3 (0.55%) Oracle Workflow
10 3 (0.55%) Tomcat
11 2 (0.36%) Alfresco
11 2 (0.36%) WebSphere
12 1 (0.18%) CICS
12 1 (0.18%) SAP Portal
12 1 (0.18%) Smallworld
Applications
1 30 (5.46%) Microsoft Excel
2 6 (1.09%) Spreadsheet
3 5 (0.91%) GNU Octave
4 1 (0.18%) Microsoft Office
4 1 (0.18%) Microsoft PowerPoint
4 1 (0.18%) Microsoft Project
4 1 (0.18%) MS Visio
4 1 (0.18%) SPSS
Business Applications
1 7 (1.28%) SAP S/4HANA
2 2 (0.36%) Oracle EBS
2 2 (0.36%) SAP CO
2 2 (0.36%) SAP ERP
2 2 (0.36%) SAP FI
2 2 (0.36%) SAP FI/CO
3 1 (0.18%) Cognos Business Intelligence
3 1 (0.18%) Oracle Applications
3 1 (0.18%) Oracle EBS R12
Cloud Services
1 95 (17.30%) Microsoft Azure
2 37 (6.74%) Amazon AWS
3 22 (4.01%) SaaS
4 16 (2.91%) IaaS
4 16 (2.91%) PaaS
5 12 (2.19%) npm
6 11 (2.00%) GitHub
6 11 (2.00%) Serverless
7 9 (1.64%) Azure Data Factory
8 7 (1.28%) AWS Lambda
8 7 (1.28%) Azure Machine Learning
9 5 (0.91%) Cortana Intelligence Suite
10 4 (0.73%) Azure Functions
11 3 (0.55%) Amazon EC2
11 3 (0.55%) Amazon EMR
11 3 (0.55%) Cloud Computing
11 3 (0.55%) Office 365
12 2 (0.36%) Dynamics 365
12 2 (0.36%) Slack
13 1 (0.18%) Amazon S3
Communications & Networking
1 29 (5.28%) Internet
2 5 (0.91%) DAB
3 3 (0.55%) HTTP
4 2 (0.36%) 3GPP
4 2 (0.36%) Diameter Protocol
4 2 (0.36%) SMS
5 1 (0.18%) Ethernet
Database & Business Intelligence
1 175 (31.88%) SQL Server
2 169 (30.78%) Data Warehouse
3 138 (25.14%) Big Data
4 95 (17.30%) SQL Server Integration Services
5 91 (16.58%) SQL Server Reporting Services
6 89 (16.21%) Power BI
7 75 (13.66%) Relational Database
8 69 (12.57%) Hadoop
9 57 (10.38%) Apache Hive
10 53 (9.65%) SQL Server Analysis Services
11 41 (7.47%) SAP BW
12 40 (7.29%) NoSQL
13 32 (5.83%) Data Lake
14 31 (5.65%) QlikView
15 29 (5.28%) BusinessObjects
16 28 (5.10%) SAP HANA
17 24 (4.37%) Text Mining
18 23 (4.19%) RDBMS
19 20 (3.64%) Oracle Database
19 20 (3.64%) SQL Server 2012
Development Applications
1 32 (5.83%) Visual Studio
2 25 (4.55%) Git (software)
3 20 (3.64%) NUnit
4 18 (3.28%) Subversion
5 12 (2.19%) ERwin
5 12 (2.19%) Jenkins
5 12 (2.19%) webpack
6 11 (2.00%) JIRA
6 11 (2.00%) Selenium
7 9 (1.64%) Toad
8 8 (1.46%) SQL Server Management Studio (SSMS)
9 7 (1.28%) Team Foundation Server
10 5 (0.91%) LSMW
10 5 (0.91%) PowerDesigner
10 5 (0.91%) RStudio
10 5 (0.91%) Visual Studio Team System
11 4 (0.73%) Eclipse
11 4 (0.73%) Oracle APEX
11 4 (0.73%) PowerBuilder
12 3 (0.55%) Maven
General
1 157 (28.60%) Finance
2 42 (7.65%) Retail
3 28 (5.10%) Telecoms
4 23 (4.19%) Advertising
5 17 (3.10%) Marketing
6 11 (2.00%) Manufacturing
7 9 (1.64%) Financial Institution
7 9 (1.64%) Publishing
8 4 (0.73%) Automotive
8 4 (0.73%) Billing
9 3 (0.55%) Back Office
10 2 (0.36%) Law
10 2 (0.36%) Military
11 1 (0.18%) Banking
11 1 (0.18%) Front Office
11 1 (0.18%) Legal
11 1 (0.18%) Multimedia
11 1 (0.18%) Pharmaceutical
Job Titles
1 202 (36.79%) Developer
2 131 (23.86%) Architect
3 103 (18.76%) Data Architect
4 97 (17.67%) Analyst
5 66 (12.02%) Business Intelligence Developer
6 46 (8.38%) SQL Developer
7 37 (6.74%) Data Engineer
8 36 (6.56%) Business Analyst
8 36 (6.56%) Senior Developer
9 29 (5.28%) Data Scientist
10 28 (5.10%) Lead Developer
11 25 (4.55%) .NET Developer
12 23 (4.19%) C# Developer
13 20 (3.64%) C# .NET Developer
13 20 (3.64%) Database Architect
13 20 (3.64%) Enterprise Architect
13 20 (3.64%) Software Developer
13 20 (3.64%) SSIS Developer
14 19 (3.46%) Business Intelligence Analyst
15 18 (3.28%) Senior Analyst
Libraries, Frameworks & Software Standards
1 63 (11.48%) Web Services
2 61 (11.11%) .NET
3 49 (8.93%) XML
4 44 (8.01%) Kafka
5 33 (6.01%) SOAP
6 31 (5.65%) HTML
7 29 (5.28%) RESTful
8 25 (4.55%) ASP.NET
8 25 (4.55%) CSS
9 23 (4.19%) D3.js
9 23 (4.19%) ggplot
10 19 (3.46%) REST
11 17 (3.10%) .NET Framework
12 16 (2.91%) Middleware
13 15 (2.73%) WCF
14 13 (2.37%) HTML5
15 12 (2.19%) ASP.NET Web API
15 12 (2.19%) SparkR
16 11 (2.00%) ASP.NET MVC
16 11 (2.00%) ASP.NET MVC 3
Miscellaneous
1 63 (11.48%) Analytical Skills
2 39 (7.10%) Greenfield Project
3 37 (6.74%) Computer Science
4 29 (5.28%) FMCG
5 27 (4.92%) User Experience
6 26 (4.74%) Management Information System
7 25 (4.55%) Algorithms
8 23 (4.19%) Social Network
9 17 (3.10%) Enterprise Software
9 17 (3.10%) Reinsurance
10 14 (2.55%) W3C
11 13 (2.37%) Data Structures
12 11 (2.00%) CMDB
12 11 (2.00%) Fintech
13 9 (1.64%) PMI
14 8 (1.46%) Self-Motivation
15 7 (1.28%) Replication
15 7 (1.28%) Taxonomies
16 6 (1.09%) Cloud Native
16 6 (1.09%) Pricing Data
Operating Systems
1 42 (7.65%) Unix
2 13 (2.37%) Linux
3 10 (1.82%) Windows
4 4 (0.73%) AIX
5 3 (0.55%) Windows Server
6 1 (0.18%) Apple iOS
6 1 (0.18%) FreeBSD
6 1 (0.18%) Oracle Linux
6 1 (0.18%) Red Hat Enterprise Linux
6 1 (0.18%) Windows 10
6 1 (0.18%) Windows Server 2012
Processes & Methodologies
1 250 (45.54%) Business Intelligence
2 224 (40.80%) Agile Software Development
3 180 (32.79%) ETL
4 150 (27.32%) Analytics
5 128 (23.32%) Data Integration
6 96 (17.49%) Data Analysis
7 91 (16.58%) Scrum
8 85 (15.48%) SDLC
9 84 (15.30%) Data Management
10 78 (14.21%) Data Science
11 76 (13.84%) Data Architecture
12 64 (11.66%) Data Security
13 60 (10.93%) Visualisation
14 53 (9.65%) Data Engineering
14 53 (9.65%) Problem-Solving
15 52 (9.47%) TOGAF
16 46 (8.38%) Data Visualisation
17 45 (8.20%) Migration
17 45 (8.20%) Project Management
18 44 (8.01%) Continuous Integration
Programming Languages
1 282 (51.37%) SQL
2 107 (19.49%) T-SQL
3 80 (14.57%) PL/SQL
4 73 (13.30%) Java
5 69 (12.57%) Python
6 65 (11.84%) C#
7 49 (8.93%) R
8 43 (7.83%) JavaScript
9 17 (3.10%) TypeScript
10 13 (2.37%) PowerShell
11 12 (2.19%) C++
12 10 (1.82%) Data Analysis Expressions (DAX)
13 9 (1.64%) ABAP
13 9 (1.64%) C
13 9 (1.64%) Shell Script
13 9 (1.64%) VBA
14 7 (1.28%) Scala
14 7 (1.28%) VB.NET
15 4 (0.73%) Bash Shell
15 4 (0.73%) Delphi
Qualifications
1 137 (24.95%) Degree
2 20 (3.64%) Security Cleared
3 14 (2.55%) Master's Degree
3 14 (2.55%) SC Cleared
4 13 (2.37%) PMI Certification
5 12 (2.19%) Computer Science Degree
5 12 (2.19%) ITIL Foundation Certificate
6 9 (1.64%) CBAP
6 9 (1.64%) PRINCE2 Certification
7 6 (1.09%) DV Cleared
7 6 (1.09%) TOGAF Certification
8 5 (0.91%) ISEB
8 5 (0.91%) PhD
8 5 (0.91%) PMP
9 2 (0.36%) Microsoft Certification
10 1 (0.18%) ITIL Certification
10 1 (0.18%) MCSE
10 1 (0.18%) OCA
10 1 (0.18%) Oracle Certification
10 1 (0.18%) SAP Certification
Quality Assurance & Compliance
1 44 (8.01%) Data Quality
2 24 (4.37%) QA
3 14 (2.55%) SLA
4 13 (2.37%) GDPR
5 2 (0.36%) PA-DSS
5 2 (0.36%) PCI DSS
6 1 (0.18%) COBIT
6 1 (0.18%) PMO
System Software
1 6 (1.09%) HDFS
2 4 (0.73%) Virtual Machines
3 3 (0.55%) Active Directory
3 3 (0.55%) Apache Flume
4 1 (0.18%) VMware Infrastructure
4 1 (0.18%) vSphere
Systems Management
1 26 (4.74%) Hadoop YARN
2 10 (1.82%) SCCM
3 6 (1.09%) Kibana
4 5 (0.91%) EMC NetWorker
5 3 (0.55%) Kubernetes
5 3 (0.55%) Oozie
5 3 (0.55%) Opscode Chef
5 3 (0.55%) Puppet
5 3 (0.55%) Rundeck
6 2 (0.36%) Single Sign-On
6 2 (0.36%) Terraform
7 1 (0.18%) Ansible
7 1 (0.18%) Oracle Enterprise Manager
Vendors
1 144 (26.23%) Microsoft
2 130 (23.68%) Oracle
3 95 (17.30%) SAP
4 60 (10.93%) Tableau
5 24 (4.37%) Hortonworks
6 17 (3.10%) Informatica
6 17 (3.10%) Talend
7 12 (2.19%) MicroStrategy
8 10 (1.82%) Cognos
8 10 (1.82%) ServiceNow
9 9 (1.64%) Salesforce.com
10 8 (1.46%) Ab Initio
11 7 (1.28%) SolarWinds
12 6 (1.09%) Apple
12 6 (1.09%) Facebook
12 6 (1.09%) Teradata
13 5 (0.91%) Alteryx
13 5 (0.91%) Databricks
14 4 (0.73%) MKS
15 3 (0.55%) Cloudera