Period
to 24 November 2017

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 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 200 178 211
Rank change year-on-year -22 +33 -32
Permanent jobs citing Data Modelling 155 204 196
As % of all permanent IT jobs advertised in the East of England 1.28% 1.55% 1.28%
As % of the Processes & Methodologies category 1.46% 1.75% 1.46%
Number of salaries quoted 123 172 157
East of England median annual salary £55,000 £51,125 £45,000
Median salary % change year-on-year +7.58% +13.61% -10.00%
10th Percentile £36,500 £36,250 £32,250
90th Percentile £77,400 £68,750 £65,500
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 10619 11647 13396
As % of all permanent IT jobs advertised in the East of England 88.00% 88.66% 87.24%
Number of salaries quoted 8623 9596 11015
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +4.65%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £70,000 £70,000 £67,500
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 24 November 2017.

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 24 November 2017. 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 -8 57 £55,000 - 6
Cambridgeshire -42 39 £40,375 -23.10% 6
Bedfordshire +43 33 £67,500 +68.75% 2
Suffolk +9 12 £60,000 +25.65% 1
Essex +3 12 £55,000 +22.22% 1
Norfolk +2 4 £38,750 -13.89% 1
Data Modelling
England

For the 6 months to 24 November 2017, 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 87 (56.13%) SQL
2 64 (41.29%) Business Intelligence
3 59 (38.06%) ETL
4 57 (36.77%) Data Warehouse
5 55 (35.48%) SQL Server
6 54 (34.84%) Microsoft
7 46 (29.68%) SQL Server Integration Services
7 46 (29.68%) Analytical Skills
8 45 (29.03%) Finance
9 43 (27.74%) Agile Software Development
9 43 (27.74%) Degree
10 37 (23.87%) T-SQL
11 32 (20.65%) .NET
11 32 (20.65%) Unit Testing
12 31 (20.00%) Power BI
13 30 (19.35%) Analytics
14 29 (18.71%) Computer Science
15 28 (18.06%) SQL Server Analysis Services
15 28 (18.06%) Oracle
16 27 (17.42%) PowerShell
16 27 (17.42%) Mathematics
17 25 (16.13%) Data Analysis
17 25 (16.13%) Performance Tuning
18 24 (15.48%) SQL Server Reporting Services
19 23 (14.84%) MDX
19 23 (14.84%) Java
20 22 (14.19%) OO
20 22 (14.19%) QA
21 21 (13.55%) Web Services
21 21 (13.55%) JavaScript

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 (3.87%) JBoss
1 6 (3.87%) WildFly
2 3 (1.94%) Oracle SOA Suite
3 2 (1.29%) Apache Spark
3 2 (1.29%) SharePoint Server
4 1 (0.65%) Apache Solr
4 1 (0.65%) Elasticsearch
Applications
1 8 (5.16%) Microsoft Excel
1 8 (5.16%) MS Visio
2 4 (2.58%) Spreadsheet
3 1 (0.65%) Microsoft Office
Business Applications
1 1 (0.65%) SAP MDG
1 1 (0.65%) SAP MDM
Cloud Services
1 16 (10.32%) Amazon AWS
2 10 (6.45%) Microsoft Azure
3 7 (4.52%) Amazon EC2
4 6 (3.87%) SaaS
5 4 (2.58%) Oracle Service Cloud
6 3 (1.94%) PaaS
6 3 (1.94%) Serverless
7 2 (1.29%) Amazon S3
8 1 (0.65%) AWS CloudFormation
8 1 (0.65%) AWS Lambda
8 1 (0.65%) Cloud Computing
8 1 (0.65%) IBM Blueworks
Communications & Networking
1 19 (12.26%) DNS
2 15 (9.68%) Firewall
3 4 (2.58%) SMTP
3 4 (2.58%) TCP/IP
Database & Business Intelligence
1 57 (36.77%) Data Warehouse
2 55 (35.48%) SQL Server
3 46 (29.68%) SQL Server Integration Services
4 31 (20.00%) Power BI
5 28 (18.06%) SQL Server Analysis Services
6 24 (15.48%) SQL Server Reporting Services
7 18 (11.61%) SQL Server 2012
7 18 (11.61%) SQL Server 2014
8 17 (10.97%) MS Access
8 17 (10.97%) NoSQL
8 17 (10.97%) SQL Server 2016
9 15 (9.68%) Relational Database
9 15 (9.68%) SAP Data Services
10 13 (8.39%) Data Mining
10 13 (8.39%) Oracle Database
11 12 (7.74%) Big Data
12 11 (7.10%) Enterprise Data Warehouse
12 11 (7.10%) Hadoop
12 11 (7.10%) RDBMS
13 10 (6.45%) SAP BW
Development Applications
1 18 (11.61%) Team Foundation Server
2 7 (4.52%) Flyway
3 6 (3.87%) Visual Studio
4 5 (3.23%) JIRA
5 4 (2.58%) Zephyr
6 1 (0.65%) ERwin
6 1 (0.65%) Selenium
6 1 (0.65%) SQL Server Management Studio (SSMS)
6 1 (0.65%) Talend Open Studio
General
1 45 (29.03%) Finance
2 13 (8.39%) Retail
3 3 (1.94%) Banking
4 2 (1.29%) Games
5 1 (0.65%) Advertising
5 1 (0.65%) Automotive
5 1 (0.65%) Pharmaceutical
5 1 (0.65%) Telecoms
Job Titles
1 51 (32.90%) Developer
2 39 (25.16%) Analyst
3 22 (14.19%) Architect
3 22 (14.19%) Business Intelligence Developer
4 16 (10.32%) Data Analyst
5 13 (8.39%) Business Analyst
5 13 (8.39%) Java Engineer
5 13 (8.39%) Java Software Engineer
5 13 (8.39%) Senior Java Engineer
5 13 (8.39%) Senior Java Software Engineer
5 13 (8.39%) Senior Software Engineer
5 13 (8.39%) Software Engineer
6 12 (7.74%) Data Architect
7 10 (6.45%) DBA
8 9 (5.81%) Business Intelligence Analyst
8 9 (5.81%) Data Manager
8 9 (5.81%) Senior Developer
8 9 (5.81%) SQL DBA
9 8 (5.16%) Data Warehouse Developer
9 8 (5.16%) SQL Server DBA
Libraries, Frameworks & Software Standards
1 32 (20.65%) .NET
2 23 (14.84%) MDX
3 21 (13.55%) Web Services
4 18 (11.61%) REST
5 17 (10.97%) SOAP
6 13 (8.39%) Ehcache
7 10 (6.45%) XML
8 6 (3.87%) CSS
8 6 (3.87%) HTML
8 6 (3.87%) Java EE
8 6 (3.87%) Spring
9 5 (3.23%) ASP.NET
10 4 (2.58%) JSON
11 3 (1.94%) .NET Framework
11 3 (1.94%) Apache Cordova
11 3 (1.94%) ASP.NET Web API
11 3 (1.94%) Entity Framework
11 3 (1.94%) jQuery
11 3 (1.94%) JSON Schema
12 2 (1.29%) AngularJS
Miscellaneous
1 46 (29.68%) Analytical Skills
2 29 (18.71%) Computer Science
3 21 (13.55%) Algorithms
4 18 (11.61%) Data Structures
5 10 (6.45%) Management Information System
6 5 (3.23%) Enterprise Software
7 3 (1.94%) Foreign Exchange (FX)
7 3 (1.94%) User Experience
7 3 (1.94%) Virtual Team
8 2 (1.29%) AS400
8 2 (1.29%) Driving Licence
8 2 (1.29%) Greenfield Project
8 2 (1.29%) Robotics
9 1 (0.65%) Clustering
9 1 (0.65%) Data Protection Act
9 1 (0.65%) Life Science
9 1 (0.65%) N-Tier
9 1 (0.65%) Pharmacovigilance
9 1 (0.65%) Reference Data
9 1 (0.65%) Taxonomies
Operating Systems
1 10 (6.45%) Windows
2 9 (5.81%) Linux
3 5 (3.23%) Windows Server 2008
4 2 (1.29%) Windows Server
5 1 (0.65%) Unix
Processes & Methodologies
1 64 (41.29%) Business Intelligence
2 59 (38.06%) ETL
3 43 (27.74%) Agile Software Development
4 32 (20.65%) Unit Testing
5 30 (19.35%) Analytics
6 27 (17.42%) Mathematics
7 25 (16.13%) Data Analysis
7 25 (16.13%) Performance Tuning
8 22 (14.19%) OO
9 20 (12.90%) Kimball Methodology
9 20 (12.90%) TDD
10 19 (12.26%) Software Engineering
11 18 (11.61%) Database Tuning
11 18 (11.61%) ETL Development
11 18 (11.61%) Inmon Methodology
11 18 (11.61%) Physical Data Model
11 18 (11.61%) Test Automation
12 17 (10.97%) Logical Data Model
13 16 (10.32%) SDLC
13 16 (10.32%) Visualisation
Programming Languages
1 87 (56.13%) SQL
2 37 (23.87%) T-SQL
3 27 (17.42%) PowerShell
4 23 (14.84%) Java
5 21 (13.55%) JavaScript
6 17 (10.97%) C#
6 17 (10.97%) VBA
7 13 (8.39%) C++
8 12 (7.74%) Python
9 11 (7.10%) PL/SQL
10 7 (4.52%) VB.NET
11 5 (3.23%) Bash Shell
11 5 (3.23%) VBScript
12 3 (1.94%) Shell Script
13 2 (1.29%) Data Analysis Expressions (DAX)
13 2 (1.29%) Ruby
13 2 (1.29%) Scala
14 1 (0.65%) Perl
Qualifications
1 43 (27.74%) Degree
2 18 (11.61%) Computer Science Degree
3 6 (3.87%) Microsoft Certification
4 5 (3.23%) Numerate Degree
5 4 (2.58%) ISTQB
5 4 (2.58%) ISTQB Foundation Certification
5 4 (2.58%) SC Cleared
5 4 (2.58%) Security Cleared
6 3 (1.94%) ISEB
7 1 (0.65%) MCITP
7 1 (0.65%) MCTS
Quality Assurance & Compliance
1 22 (14.19%) QA
2 14 (9.03%) Data Quality
3 2 (1.29%) GDPR
3 2 (1.29%) ISO/IEC 27001
4 1 (0.65%) PCI DSS
System Software
1 3 (1.94%) Docker
2 1 (0.65%) Active Directory
2 1 (0.65%) Oracle RAC
Systems Management
1 4 (2.58%) Tivoli
2 1 (0.65%) Ansible
2 1 (0.65%) Failover Clustering
2 1 (0.65%) Packer
2 1 (0.65%) Systems Management Server (SMS)
2 1 (0.65%) Terraform
Vendors
1 54 (34.84%) Microsoft
2 28 (18.06%) Oracle
3 18 (11.61%) Cognos
3 18 (11.61%) IBM
4 17 (10.97%) Tableau
5 13 (8.39%) SAP
5 13 (8.39%) Terracotta
6 7 (4.52%) Teradata
7 5 (3.23%) Splunk
8 4 (2.58%) Red Hat
8 4 (2.58%) Salesforce.com
9 3 (1.94%) Google
9 3 (1.94%) Xamarin
10 2 (1.29%) Informatica
10 2 (1.29%) MicroStrategy
10 2 (1.29%) TOWER Software
11 1 (0.65%) Talend
11 1 (0.65%) TIBCO
11 1 (0.65%) Trillium
11 1 (0.65%) Twitter