Period
to 22 April 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 22 April 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
22 Apr 2018
Same period 2017 Same period 2016
Rank 203 168 214
Rank change year-on-year -35 +46 -41
Permanent jobs citing Data Modelling 182 212 187
As % of all permanent IT jobs advertised in the East of England 1.41% 1.72% 1.29%
As % of the Processes & Methodologies category 1.57% 1.92% 1.44%
Number of salaries quoted 146 177 140
East of England median annual salary £50,000 £52,500 £52,000
Median salary % change year-on-year -4.76% +0.96% +4.00%
10th Percentile £31,250 £36,250 £36,000
90th Percentile £71,250 £77,500 £72,500
England median annual salary £55,000 £55,000 £55,000

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 East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 11,586 11,013 13,010
As % of all permanent IT jobs advertised in the East of England 89.65% 89.43% 89.50%
Number of salaries quoted 8,974 8,926 10,492
East of England median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +2.27%
10th Percentile £27,750 £26,750 £26,250
90th Percentile £71,250 £68,750 £67,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +2.15%

Data Modelling
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Modelling in the East of England

Data Modelling
Salary Trend in the East of England

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

Salary trend for Data Modelling in the East of England

Data Modelling
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Modelling in the East of England over the 6 months to 22 April 2018.

Salary histogram for Data Modelling in the East of England

Data Modelling
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the East of England region over the 6 months to 22 April 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
Hertfordshire +20 81 £50,000 -20.00% 6
Cambridgeshire -34 43 £45,000 -17.43% 7
Essex -18 26 £52,500 +5.00% 2
Bedfordshire +20 15 £55,000 +46.67% 6
Suffolk -18 13 £50,000 -4.76% 1
Norfolk +6 4 - - 1
Data Modelling
England

For the 6 months to 22 April 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 East of England region with a requirement for Data Modelling.

1 72 (39.56%) Data Warehouse
2 70 (38.46%) SQL
3 60 (32.97%) Agile Software Development
4 55 (30.22%) Business Intelligence
5 51 (28.02%) ETL
5 51 (28.02%) SQL Server
6 45 (24.73%) Degree
6 45 (24.73%) Analytics
7 38 (20.88%) Microsoft
8 36 (19.78%) Management Information System
9 35 (19.23%) Analytical Skills
10 33 (18.13%) Relational Database
11 29 (15.93%) SDLC
11 29 (15.93%) Retail
12 27 (14.84%) Data Analysis
13 26 (14.29%) SQL Server Integration Services
13 26 (14.29%) Hadoop
14 25 (13.74%) PowerShell
15 24 (13.19%) Test Automation
15 24 (13.19%) VBA
15 24 (13.19%) Power BI
16 22 (12.09%) T-SQL
16 22 (12.09%) Python
16 22 (12.09%) REST
17 21 (11.54%) Stakeholder Management
17 21 (11.54%) TDD
18 20 (10.99%) Unit Testing
18 20 (10.99%) Computer Science
18 20 (10.99%) Web Services
18 20 (10.99%) Logical Data Model

Data Modelling
Co-occurring IT Skills in the East of England 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 6 (3.30%) Apache
1 6 (3.30%) JBoss
2 5 (2.75%) Apache Spark
3 4 (2.20%) Confluence
3 4 (2.20%) WildFly
4 3 (1.65%) Apache Solr
5 2 (1.10%) Adobe Experience Manager
5 2 (1.10%) CoreMedia CMS
5 2 (1.10%) Oracle SOA Suite
5 2 (1.10%) SharePoint Server
5 2 (1.10%) Tomcat
5 2 (1.10%) WebSphere
5 2 (1.10%) WebSphere Application Server
6 1 (0.55%) ArcGIS
6 1 (0.55%) ArcSDE
6 1 (0.55%) Elasticsearch
6 1 (0.55%) GeoServer
6 1 (0.55%) SAS
6 1 (0.55%) WebLogic
Applications
1 16 (8.79%) Microsoft Excel
2 8 (4.40%) Microsoft Office
3 6 (3.30%) MS Visio
4 5 (2.75%) Chatbot
5 4 (2.20%) Spreadsheet
6 2 (1.10%) Microsoft PowerPoint
6 2 (1.10%) Weka
Business Applications
1 2 (1.10%) Fredhopper
1 2 (1.10%) Magento
1 2 (1.10%) SAP Hybris
2 1 (0.55%) SAP MDG
2 1 (0.55%) SAP MDM
2 1 (0.55%) SystmOne
Cloud Services
1 16 (8.79%) Amazon AWS
2 13 (7.14%) Microsoft Azure
3 5 (2.75%) Amazon S3
3 5 (2.75%) Serverless
4 4 (2.20%) Google Cloud Platform
5 3 (1.65%) PaaS
6 2 (1.10%) Amazon EC2
7 1 (0.55%) AWS CloudFormation
7 1 (0.55%) AWS Lambda
7 1 (0.55%) Slack
Communications & Networking
1 16 (8.79%) DNS
2 10 (5.49%) SMTP
2 10 (5.49%) TCP/IP
3 9 (4.95%) SMS
4 7 (3.85%) SNMP
5 6 (3.30%) Firewall
6 2 (1.10%) Internet
Database & Business Intelligence
1 72 (39.56%) Data Warehouse
2 51 (28.02%) SQL Server
3 33 (18.13%) Relational Database
4 26 (14.29%) Hadoop
4 26 (14.29%) SQL Server Integration Services
5 24 (13.19%) Power BI
6 19 (10.44%) SQL Server Analysis Services
7 17 (9.34%) Big Data
8 15 (8.24%) MS Access
9 14 (7.69%) SQL Server Reporting Services
10 13 (7.14%) MySQL
10 13 (7.14%) SAP BW
11 12 (6.59%) GIS
12 11 (6.04%) Apache Hive
12 11 (6.04%) Geospatial Data
12 11 (6.04%) SQL Server 2012
13 10 (5.49%) SQL Server 2014
13 10 (5.49%) SQL Server 2016
14 9 (4.95%) BusinessObjects
14 9 (4.95%) NoSQL
Development Applications
1 16 (8.79%) JIRA
2 15 (8.24%) Team Foundation Server
3 10 (5.49%) Zephyr
4 3 (1.65%) Visual Studio
5 2 (1.10%) Cucumber
5 2 (1.10%) Flyway
5 2 (1.10%) Git (software)
5 2 (1.10%) Selenium
5 2 (1.10%) SQL Server Management Studio (SSMS)
5 2 (1.10%) Subversion
6 1 (0.55%) CA Gen
6 1 (0.55%) ERwin
6 1 (0.55%) Jenkins
General
1 29 (15.93%) Retail
2 19 (10.44%) Finance
3 8 (4.40%) Advertising
4 3 (1.65%) Legal
5 2 (1.10%) Automotive
5 2 (1.10%) Games
5 2 (1.10%) Marketing
Job Titles
1 76 (41.76%) Analyst
2 43 (23.63%) Developer
3 23 (12.64%) Business Analyst
3 23 (12.64%) Data Analyst
4 21 (11.54%) Business Intelligence Analyst
5 17 (9.34%) Business Intelligence Developer
6 15 (8.24%) Architect
7 12 (6.59%) Report Developer
8 11 (6.04%) Analytics Developer
9 9 (4.95%) Consultant
9 9 (4.95%) Splunk Engineer
9 9 (4.95%) Systems Analyst
9 9 (4.95%) Systems Engineer
10 8 (4.40%) Microsoft Developer
11 7 (3.85%) Data Architect
11 7 (3.85%) Senior Analyst
12 6 (3.30%) Data Migration Analyst
12 6 (3.30%) Data Warehouse Architect
12 6 (3.30%) Excel Analyst
12 6 (3.30%) Lead Developer
Libraries, Frameworks & Software Standards
1 22 (12.09%) REST
2 20 (10.99%) Web Services
3 18 (9.89%) SOAP
4 15 (8.24%) .NET
5 11 (6.04%) Google Maps API
5 11 (6.04%) HTML
5 11 (6.04%) MDX
6 9 (4.95%) CSS
7 8 (4.40%) Java EE
7 8 (4.40%) Middleware
8 7 (3.85%) XML
9 6 (3.30%) Spring
10 5 (2.75%) JSON
10 5 (2.75%) ODBC
10 5 (2.75%) RESTful
11 4 (2.20%) Ehcache
12 3 (1.65%) Apache Cordova
12 3 (1.65%) J2EE
12 3 (1.65%) JSON Schema
13 2 (1.10%) JDBC
Miscellaneous
1 36 (19.78%) Management Information System
2 35 (19.23%) Analytical Skills
3 20 (10.99%) Computer Science
4 7 (3.85%) Data Structures
5 6 (3.30%) Algorithms
6 5 (2.75%) Greenfield Project
6 5 (2.75%) Private Cloud
6 5 (2.75%) Public Cloud
6 5 (2.75%) Robotics
6 5 (2.75%) Security Operations Centre
6 5 (2.75%) Virtual Team
7 3 (1.65%) NHS
7 3 (1.65%) User Experience
8 2 (1.10%) Client/Server
8 2 (1.10%) Enterprise Software
8 2 (1.10%) PMI
8 2 (1.10%) Self-Motivation
9 1 (0.55%) Animation
9 1 (0.55%) Life Science
9 1 (0.55%) N-Tier
Operating Systems
1 14 (7.69%) Windows
2 12 (6.59%) Linux
3 5 (2.75%) Unix
3 5 (2.75%) Windows Server 2012
4 4 (2.20%) Windows Server 2008
Processes & Methodologies
1 60 (32.97%) Agile Software Development
2 55 (30.22%) Business Intelligence
3 51 (28.02%) ETL
4 45 (24.73%) Analytics
5 29 (15.93%) SDLC
6 27 (14.84%) Data Analysis
7 24 (13.19%) Test Automation
8 21 (11.54%) Stakeholder Management
8 21 (11.54%) TDD
9 20 (10.99%) Logical Data Model
9 20 (10.99%) Unit Testing
10 19 (10.44%) Kimball Methodology
10 19 (10.44%) Performance Tuning
10 19 (10.44%) Problem-Solving
10 19 (10.44%) Software Engineering
10 19 (10.44%) Visualisation
11 17 (9.34%) Business Analysis
11 17 (9.34%) Data Management
11 17 (9.34%) Database Tuning
11 17 (9.34%) Mathematics
Programming Languages
1 70 (38.46%) SQL
2 25 (13.74%) PowerShell
3 24 (13.19%) VBA
4 22 (12.09%) Python
4 22 (12.09%) T-SQL
5 13 (7.14%) Java
5 13 (7.14%) JavaScript
6 9 (4.95%) Bash Shell
6 9 (4.95%) C#
7 5 (2.75%) Data Analysis Expressions (DAX)
8 3 (1.65%) PL/SQL
9 2 (1.10%) C++
9 2 (1.10%) Perl
10 1 (0.55%) MATLAB
10 1 (0.55%) R
10 1 (0.55%) Shell Script
Qualifications
1 45 (24.73%) Degree
2 10 (5.49%) ISTQB
2 10 (5.49%) ISTQB Foundation Certification
2 10 (5.49%) SC Cleared
2 10 (5.49%) Security Cleared
3 8 (4.40%) Numerate Degree
4 5 (2.75%) Computer Science Degree
4 5 (2.75%) PhD
5 2 (1.10%) IIBA
5 2 (1.10%) PMI Certification
6 1 (0.55%) Master's Degree
Quality Assurance & Compliance
1 13 (7.14%) QA
2 5 (2.75%) ISO/IEC 27001
3 4 (2.20%) Data Quality
3 4 (2.20%) GCP
4 2 (1.10%) SLA
5 1 (0.55%) GDPR
5 1 (0.55%) PMO
System Software
1 3 (1.65%) Docker
2 1 (0.55%) HDFS
2 1 (0.55%) Oracle RAC
Systems Management
1 1 (0.55%) Ansible
1 1 (0.55%) Failover Clustering
1 1 (0.55%) Packer
1 1 (0.55%) Terraform
Vendors
1 38 (20.88%) Microsoft
2 19 (10.44%) Oracle
3 16 (8.79%) SAP
4 12 (6.59%) Google
4 12 (6.59%) IBM
4 12 (6.59%) Splunk
4 12 (6.59%) Tableau
5 11 (6.04%) Cognos
6 8 (4.40%) Red Hat
7 5 (2.75%) Salesforce.com
8 4 (2.20%) hybris
9 3 (1.65%) Xamarin
10 2 (1.10%) Adobe
10 2 (1.10%) AppDynamics
10 2 (1.10%) Blue Martini
10 2 (1.10%) Demandware
10 2 (1.10%) Dynatrace
10 2 (1.10%) Elastic Path
10 2 (1.10%) Informatica
10 2 (1.10%) Terracotta