Period
to 18 January 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 18 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
18 Jan 2018
Same period 2017 Same period 2016
Rank 197 161 222
Rank change year-on-year -36 +61 -66
Permanent jobs citing Data Modelling 163 227 172
As % of all permanent IT jobs advertised in the East of England 1.37% 1.82% 1.17%
As % of the Processes & Methodologies category 1.56% 2.05% 1.33%
Number of salaries quoted 133 195 141
East of England median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £37,525 £36,250 £32,500
90th Percentile £72,500 £77,500 £73,250
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 10,442 11,067 12,900
As % of all permanent IT jobs advertised in the East of England 87.98% 88.93% 87.53%
Number of salaries quoted 8,476 9,104 10,584
East of England median annual salary £47,500 £45,500 £45,000
Median salary % change year-on-year +4.40% +1.11% -
10th Percentile £28,500 £27,500 £26,250
90th Percentile £71,250 £70,000 £68,175
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 18 January 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 18 January 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 0 67 £55,000 - 6
Cambridgeshire -30 46 £45,000 -10.00% 8
Bedfordshire +50 23 £70,000 +75.00% 1
Essex -20 18 £57,500 +26.37% 1
Suffolk +4 9 £57,500 +4.55% 5
Norfolk -2 2 £41,250 -5.71% 2
Data Modelling
England

For the 6 months to 18 January 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the East of England region with a requirement for Data Modelling.

1 83 (50.92%) SQL
2 67 (41.10%) Data Warehouse
3 61 (37.42%) Business Intelligence
4 60 (36.81%) ETL
5 55 (33.74%) SQL Server
6 50 (30.67%) Degree
7 49 (30.06%) Microsoft
8 46 (28.22%) Agile Software Development
9 43 (26.38%) SQL Server Integration Services
10 40 (24.54%) PowerShell
11 37 (22.70%) Unit Testing
12 36 (22.09%) T-SQL
13 33 (20.25%) Analytical Skills
14 31 (19.02%) .NET
14 31 (19.02%) SQL Server Analysis Services
14 31 (19.02%) Computer Science
15 28 (17.18%) Management Information System
16 27 (16.56%) Oracle
16 27 (16.56%) Mathematics
16 27 (16.56%) Test Automation
16 27 (16.56%) Performance Tuning
16 27 (16.56%) Power BI
16 27 (16.56%) Kimball Methodology
17 26 (15.95%) Finance
18 25 (15.34%) DNS
18 25 (15.34%) Database Tuning
18 25 (15.34%) Data Analysis
18 25 (15.34%) TDD
18 25 (15.34%) ETL Development
18 25 (15.34%) Relational Database

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 (3.68%) JBoss
1 6 (3.68%) WildFly
2 3 (1.84%) Oracle SOA Suite
3 2 (1.23%) SharePoint Server
4 1 (0.61%) Apache Solr
4 1 (0.61%) Apache Spark
4 1 (0.61%) Confluence
4 1 (0.61%) Elasticsearch
Applications
1 5 (3.07%) MS Visio
2 3 (1.84%) Microsoft Excel
2 3 (1.84%) Microsoft Office
3 2 (1.23%) Weka
Business Applications
1 1 (0.61%) SAP MDG
1 1 (0.61%) SAP MDM
Cloud Services
1 16 (9.82%) Amazon AWS
2 11 (6.75%) Microsoft Azure
3 7 (4.29%) Amazon EC2
4 6 (3.68%) Serverless
5 5 (3.07%) Amazon S3
5 5 (3.07%) PaaS
5 5 (3.07%) SaaS
6 3 (1.84%) Oracle Service Cloud
7 1 (0.61%) AWS CloudFormation
7 1 (0.61%) AWS Lambda
7 1 (0.61%) Slack
Communications & Networking
1 25 (15.34%) DNS
2 17 (10.43%) Firewall
3 8 (4.91%) SMTP
3 8 (4.91%) TCP/IP
4 4 (2.45%) SNMP
Database & Business Intelligence
1 67 (41.10%) Data Warehouse
2 55 (33.74%) SQL Server
3 43 (26.38%) SQL Server Integration Services
4 31 (19.02%) SQL Server Analysis Services
5 27 (16.56%) Power BI
6 25 (15.34%) Relational Database
7 24 (14.72%) MS Access
8 21 (12.88%) SQL Server Reporting Services
9 20 (12.27%) Hadoop
9 20 (12.27%) SQL Server 2012
9 20 (12.27%) SQL Server 2014
9 20 (12.27%) SQL Server 2016
10 17 (10.43%) SAP Data Services
11 15 (9.20%) SAP BW
12 12 (7.36%) NoSQL
13 11 (6.75%) Big Data
13 11 (6.75%) Data Mining
14 9 (5.52%) RDBMS
15 8 (4.91%) MySQL
15 8 (4.91%) Oracle Database
Development Applications
1 24 (14.72%) Team Foundation Server
2 9 (5.52%) JIRA
3 8 (4.91%) Zephyr
4 7 (4.29%) Flyway
5 4 (2.45%) Visual Studio
6 1 (0.61%) ERwin
6 1 (0.61%) Jenkins
6 1 (0.61%) Selenium
6 1 (0.61%) SQL Server Management Studio (SSMS)
General
1 26 (15.95%) Finance
2 10 (6.13%) Retail
3 2 (1.23%) Automotive
3 2 (1.23%) Games
4 1 (0.61%) Advertising
4 1 (0.61%) Banking
4 1 (0.61%) Legal
4 1 (0.61%) Telecoms
Job Titles
1 59 (36.20%) Developer
2 46 (28.22%) Analyst
3 28 (17.18%) Business Intelligence Developer
4 23 (14.11%) Data Analyst
5 13 (7.98%) Architect
6 12 (7.36%) Business Analyst
7 11 (6.75%) Java Engineer
7 11 (6.75%) Java Software Engineer
7 11 (6.75%) Senior Java Engineer
7 11 (6.75%) Senior Java Software Engineer
7 11 (6.75%) Senior Software Engineer
7 11 (6.75%) Software Engineer
8 10 (6.13%) Systems Analyst
9 9 (5.52%) Microsoft Developer
9 9 (5.52%) Splunk Engineer
10 8 (4.91%) Business Intelligence Analyst
10 8 (4.91%) DBA
11 7 (4.29%) Senior DBA
11 7 (4.29%) Senior SQL Server DBA
11 7 (4.29%) Systems Engineer
Libraries, Frameworks & Software Standards
1 31 (19.02%) .NET
2 22 (13.50%) MDX
2 22 (13.50%) Web Services
3 21 (12.88%) REST
4 20 (12.27%) SOAP
5 11 (6.75%) Ehcache
6 10 (6.13%) CSS
6 10 (6.13%) HTML
6 10 (6.13%) XML
7 7 (4.29%) Google Maps API
8 6 (3.68%) Java EE
8 6 (3.68%) JSON
8 6 (3.68%) Spring
9 5 (3.07%) Apache Cordova
9 5 (3.07%) JSON Schema
10 4 (2.45%) ODBC
11 3 (1.84%) ASP.NET
11 3 (1.84%) jQuery
12 2 (1.23%) WCF
13 1 (0.61%) WPF
Miscellaneous
1 33 (20.25%) Analytical Skills
2 31 (19.02%) Computer Science
3 28 (17.18%) Management Information System
4 17 (10.43%) Algorithms
5 15 (9.20%) Data Structures
6 7 (4.29%) Virtual Team
7 4 (2.45%) Public Cloud
7 4 (2.45%) Security Operations Centre
8 2 (1.23%) AS400
8 2 (1.23%) Greenfield Project
8 2 (1.23%) Robotics
9 1 (0.61%) Animation
9 1 (0.61%) Enterprise Software
9 1 (0.61%) Life Science
9 1 (0.61%) N-Tier
9 1 (0.61%) Taxonomies
9 1 (0.61%) User Experience
Operating Systems
1 13 (7.98%) Linux
1 13 (7.98%) Windows
2 5 (3.07%) Windows Server 2008
3 4 (2.45%) Windows Server 2012
4 1 (0.61%) Unix
Processes & Methodologies
1 61 (37.42%) Business Intelligence
2 60 (36.81%) ETL
3 46 (28.22%) Agile Software Development
4 37 (22.70%) Unit Testing
5 27 (16.56%) Kimball Methodology
5 27 (16.56%) Mathematics
5 27 (16.56%) Performance Tuning
5 27 (16.56%) Test Automation
6 25 (15.34%) Data Analysis
6 25 (15.34%) Database Tuning
6 25 (15.34%) ETL Development
6 25 (15.34%) TDD
7 23 (14.11%) Software Engineering
8 22 (13.50%) Inmon Methodology
9 21 (12.88%) SDLC
10 18 (11.04%) Analytics
10 18 (11.04%) OO
11 16 (9.82%) Data Management
11 16 (9.82%) Visualisation
12 15 (9.20%) Business Analysis
Programming Languages
1 83 (50.92%) SQL
2 40 (24.54%) PowerShell
3 36 (22.09%) T-SQL
4 24 (14.72%) VBA
5 21 (12.88%) Java
6 17 (10.43%) JavaScript
7 13 (7.98%) C#
8 12 (7.36%) Python
9 11 (6.75%) C++
10 9 (5.52%) Bash Shell
11 6 (3.68%) PL/SQL
12 2 (1.23%) Data Analysis Expressions (DAX)
12 2 (1.23%) Ruby
12 2 (1.23%) Scala
12 2 (1.23%) VB.NET
13 1 (0.61%) MATLAB
13 1 (0.61%) Perl
13 1 (0.61%) R
13 1 (0.61%) Shell Script
13 1 (0.61%) VBScript
Qualifications
1 50 (30.67%) Degree
2 17 (10.43%) Computer Science Degree
3 8 (4.91%) ISTQB
3 8 (4.91%) ISTQB Foundation Certification
3 8 (4.91%) Numerate Degree
3 8 (4.91%) SC Cleared
3 8 (4.91%) Security Cleared
4 2 (1.23%) ISEB
5 1 (0.61%) IIBA
5 1 (0.61%) Master's Degree
5 1 (0.61%) Microsoft Certification
5 1 (0.61%) PhD
Quality Assurance & Compliance
1 16 (9.82%) QA
2 5 (3.07%) ISO/IEC 27001
3 2 (1.23%) Data Quality
System Software
1 5 (3.07%) Docker
2 1 (0.61%) HDFS
2 1 (0.61%) Oracle RAC
Systems Management
1 1 (0.61%) Ansible
1 1 (0.61%) Failover Clustering
1 1 (0.61%) Packer
1 1 (0.61%) Systems Management Server (SMS)
1 1 (0.61%) Terraform
1 1 (0.61%) Tivoli
Vendors
1 49 (30.06%) Microsoft
2 27 (16.56%) Oracle
3 21 (12.88%) Cognos
4 20 (12.27%) IBM
5 18 (11.04%) SAP
5 18 (11.04%) Tableau
6 11 (6.75%) Terracotta
7 10 (6.13%) Google
8 9 (5.52%) Splunk
9 8 (4.91%) Red Hat
10 5 (3.07%) Salesforce.com
10 5 (3.07%) Xamarin
11 2 (1.23%) Teradata
12 1 (0.61%) Informatica
12 1 (0.61%) Talend
12 1 (0.61%) TIBCO
12 1 (0.61%) Twitter