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

Data Modelling
England > East of England
6 months to
18 Jul 2018
Same period 2017 Same period 2016
Rank 193 215 199
Rank change year-on-year +22 -16 -7
Permanent jobs citing Data Modelling 176 163 199
As % of all permanent IT jobs advertised in the East of England 1.46% 1.31% 1.40%
As % of the Processes & Methodologies category 1.63% 1.46% 1.56%
Number of salaries quoted 128 127 146
East of England median annual salary £55,000 £52,500 £51,000
Median salary % change year-on-year +4.76% +2.94% +7.37%
10th Percentile £30,000 £37,500 £36,000
90th Percentile £80,000 £77,500 £71,250
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - -

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 10,781 11,163 12,734
As % of all permanent IT jobs advertised in the East of England 89.16% 89.40% 89.57%
Number of salaries quoted 8,052 8,922 10,389
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +2.86%
10th Percentile £27,500 £26,765 £26,250
90th Percentile £71,750 £68,750 £67,500
England median annual salary £50,000 £50,000 £50,000

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 July 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 July 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 +39 68 £54,500 -24.83% 8
Cambridgeshire +11 46 £55,000 +34.15% 8
Bedfordshire -2 20 £66,000 +21.10% 4
Essex +10 18 £48,750 -11.36%
Suffolk -2 18 £45,000 -5.26% 2
Norfolk +20 6 £38,000 +4.83% 2
Data Modelling
England

For the 6 months to 18 July 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 68 (38.64%) Data Warehouse
2 63 (35.80%) Analytics
3 62 (35.23%) SQL
4 60 (34.09%) Business Intelligence
5 57 (32.39%) Agile Software Development
6 55 (31.25%) SQL Server
7 48 (27.27%) Microsoft
8 44 (25.00%) ETL
9 34 (19.32%) Power BI
10 33 (18.75%) Retail
11 30 (17.05%) Microsoft Excel
11 30 (17.05%) Relational Database
12 29 (16.48%) SQL Server Integration Services
13 28 (15.91%) SQL Server Analysis Services
13 28 (15.91%) Analytical Skills
14 27 (15.34%) SQL Server Reporting Services
15 26 (14.77%) Hadoop
16 24 (13.64%) Web Services
16 24 (13.64%) REST
17 23 (13.07%) Big Data
17 23 (13.07%) Python
18 22 (12.50%) Finance
18 22 (12.50%) PowerPivot
18 22 (12.50%) Apache Spark
18 22 (12.50%) Logical Data Model
19 21 (11.93%) Microsoft Azure
19 21 (11.93%) Middleware
19 21 (11.93%) Degree
20 20 (11.36%) Java
20 20 (11.36%) Amazon AWS

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 22 (12.50%) Apache Spark
2 11 (6.25%) BizTalk Server
3 10 (5.68%) Apache
4 9 (5.11%) Oracle SOA Suite
5 8 (4.55%) JBoss
6 4 (2.27%) SAS
7 3 (1.70%) Confluence
7 3 (1.70%) Tomcat
7 3 (1.70%) WebSphere
8 2 (1.14%) Adobe Experience Manager
8 2 (1.14%) Apache Solr
8 2 (1.14%) CoreMedia CMS
8 2 (1.14%) SharePoint Server
8 2 (1.14%) WebSphere Application Server
9 1 (0.57%) ArcGIS
9 1 (0.57%) ArcSDE
9 1 (0.57%) GeoServer
9 1 (0.57%) SharePoint
9 1 (0.57%) WebLogic
Applications
1 30 (17.05%) Microsoft Excel
2 8 (4.55%) Microsoft Office
3 6 (3.41%) Chatbot
4 4 (2.27%) Spreadsheet
5 3 (1.70%) MS Visio
6 2 (1.14%) Microsoft PowerPoint
Business Applications
1 11 (6.25%) Cognos Business Intelligence
2 9 (5.11%) Cognos TM1
3 2 (1.14%) Fredhopper
3 2 (1.14%) Magento
3 2 (1.14%) SAP Hybris
4 1 (0.57%) Dynamics CRM
4 1 (0.57%) SAP CO
4 1 (0.57%) SAP FI
4 1 (0.57%) SAP FI/CO
4 1 (0.57%) SAP MDG
4 1 (0.57%) SAP MM
4 1 (0.57%) SAP R/3
4 1 (0.57%) SystmOne
Cloud Services
1 21 (11.93%) Microsoft Azure
2 20 (11.36%) Amazon AWS
3 8 (4.55%) Google Cloud Platform
4 6 (3.41%) Azure Data Factory
4 6 (3.41%) Office 365
5 1 (0.57%) Dynamics 365
Communications & Networking
1 12 (6.82%) SMS
2 8 (4.55%) DNS
3 4 (2.27%) Firewall
3 4 (2.27%) SMTP
3 4 (2.27%) SNMP
3 4 (2.27%) TCP/IP
4 2 (1.14%) Internet
Database & Business Intelligence
1 68 (38.64%) Data Warehouse
2 55 (31.25%) SQL Server
3 34 (19.32%) Power BI
4 30 (17.05%) Relational Database
5 29 (16.48%) SQL Server Integration Services
6 28 (15.91%) SQL Server Analysis Services
7 27 (15.34%) SQL Server Reporting Services
8 26 (14.77%) Hadoop
9 23 (13.07%) Big Data
10 22 (12.50%) PowerPivot
11 18 (10.23%) Apache Hive
12 15 (8.52%) Microsoft Power View
13 12 (6.82%) NoSQL
14 11 (6.25%) Impala
14 11 (6.25%) OLTP
15 10 (5.68%) SQL Server 2012
16 9 (5.11%) MS Access
16 9 (5.11%) RDBMS
17 8 (4.55%) BusinessObjects
17 8 (4.55%) SQL Server 2016
Development Applications
1 9 (5.11%) JIRA
1 9 (5.11%) Team Foundation Server
2 4 (2.27%) Zephyr
3 2 (1.14%) Cucumber
3 2 (1.14%) Git (software)
3 2 (1.14%) Selenium
3 2 (1.14%) SQL Server Management Studio (SSMS)
3 2 (1.14%) Subversion
4 1 (0.57%) CA Gen
4 1 (0.57%) ER Studio
General
1 33 (18.75%) Retail
2 22 (12.50%) Finance
3 8 (4.55%) Advertising
4 3 (1.70%) Games
4 3 (1.70%) Marketing
5 2 (1.14%) Legal
6 1 (0.57%) Manufacturing
Job Titles
1 54 (30.68%) Analyst
2 45 (25.57%) Architect
3 40 (22.73%) Developer
4 26 (14.77%) Business Intelligence Architect
5 25 (14.20%) Business Analyst
6 19 (10.80%) Data Architect
7 18 (10.23%) Business Intelligence Developer
8 14 (7.95%) Consultant
8 14 (7.95%) Report Developer
9 13 (7.39%) Business Intelligence Analyst
10 8 (4.55%) Data Engineer
10 8 (4.55%) ETL Developer
11 7 (3.98%) Data Warehouse Architect
11 7 (3.98%) Data Warehouse Developer
11 7 (3.98%) Database Developer
11 7 (3.98%) Hybris Consultant
11 7 (3.98%) Solutions Architect
12 6 (3.41%) Data Analyst
13 5 (2.84%) SQL Database Developer
13 5 (2.84%) SQL Developer
Libraries, Frameworks & Software Standards
1 24 (13.64%) REST
1 24 (13.64%) Web Services
2 21 (11.93%) Middleware
3 19 (10.80%) SOAP
4 10 (5.68%) Java EE
5 8 (4.55%) .NET
5 8 (4.55%) MDX
6 7 (3.98%) Memcached
6 7 (3.98%) XML
7 5 (2.84%) JSON
8 4 (2.27%) AngularJS
8 4 (2.27%) Google Maps API
8 4 (2.27%) HTML
8 4 (2.27%) RESTful
9 3 (1.70%) Hibernate
9 3 (1.70%) J2EE
9 3 (1.70%) Kafka
10 2 (1.14%) Java Concurrency
10 2 (1.14%) JAX-RS
10 2 (1.14%) Regular Expression
Miscellaneous
1 28 (15.91%) Analytical Skills
2 15 (8.52%) Management Information System
3 13 (7.39%) Computer Science
4 6 (3.41%) Data Structures
4 6 (3.41%) Private Cloud
4 6 (3.41%) Robotics
5 5 (2.84%) Greenfield Project
5 5 (2.84%) NHS
6 3 (1.70%) User Experience
7 2 (1.14%) Client/Server
7 2 (1.14%) Enterprise Software
7 2 (1.14%) Fintech
7 2 (1.14%) PMI
7 2 (1.14%) Self-Motivation
8 1 (0.57%) Credit Risk
8 1 (0.57%) LIMS
8 1 (0.57%) Public Cloud
8 1 (0.57%) Reference Data
8 1 (0.57%) Security Operations Centre
Operating Systems
1 8 (4.55%) Windows
2 7 (3.98%) Unix
3 3 (1.70%) Linux
3 3 (1.70%) Windows Server
4 1 (0.57%) Windows Server 2012
Processes & Methodologies
1 63 (35.80%) Analytics
2 60 (34.09%) Business Intelligence
3 57 (32.39%) Agile Software Development
4 44 (25.00%) ETL
5 22 (12.50%) Logical Data Model
6 20 (11.36%) Problem-Solving
7 19 (10.80%) Stakeholder Management
7 19 (10.80%) User Stories
8 18 (10.23%) Data Science
8 18 (10.23%) SDLC
9 17 (9.66%) Acceptance Criteria
10 16 (9.09%) Business Analysis
11 15 (8.52%) Data Analytics
11 15 (8.52%) Performance Tuning
12 14 (7.95%) Data Management
13 13 (7.39%) Data Analysis
13 13 (7.39%) Waterfall
14 12 (6.82%) Physical Data Model
14 12 (6.82%) TDD
15 11 (6.25%) Unit Testing
Programming Languages
1 62 (35.23%) SQL
2 23 (13.07%) Python
3 20 (11.36%) Java
4 18 (10.23%) VBA
5 15 (8.52%) T-SQL
6 10 (5.68%) PowerShell
7 8 (4.55%) C#
8 6 (3.41%) C
9 5 (2.84%) JavaScript
9 5 (2.84%) R
10 4 (2.27%) Bash Shell
10 4 (2.27%) Data Analysis Expressions (DAX)
11 3 (1.70%) ANSI SQL
11 3 (1.70%) PL/SQL
11 3 (1.70%) Scala
12 2 (1.14%) Perl
12 2 (1.14%) PHP
12 2 (1.14%) Shell Script
13 1 (0.57%) C++
Qualifications
1 21 (11.93%) Degree
2 10 (5.68%) Security Cleared
3 7 (3.98%) PhD
4 6 (3.41%) DV Cleared
5 4 (2.27%) ISTQB
5 4 (2.27%) ISTQB Foundation Certification
5 4 (2.27%) SC Cleared
6 2 (1.14%) Numerate Degree
6 2 (1.14%) PMI Certification
7 1 (0.57%) IIBA
7 1 (0.57%) Postgraduate
Quality Assurance & Compliance
1 11 (6.25%) QA
2 8 (4.55%) GCP
3 7 (3.98%) Data Quality
4 2 (1.14%) PMO
4 2 (1.14%) SLA
5 1 (0.57%) GDPR
5 1 (0.57%) IFRS
5 1 (0.57%) IFRS 9
5 1 (0.57%) ISO/IEC 27001
System Software
1 3 (1.70%) HDFS
Systems Management
1 3 (1.70%) Oozie
2 1 (0.57%) Systems Management Server (SMS)
Vendors
1 48 (27.27%) Microsoft
2 16 (9.09%) Cognos
2 16 (9.09%) Oracle
3 13 (7.39%) SAP
4 12 (6.82%) Informatica
5 11 (6.25%) Talend
6 9 (5.11%) hybris
6 9 (5.11%) Hyperion
7 7 (3.98%) AppDynamics
7 7 (3.98%) Dynatrace
8 5 (2.84%) Splunk
9 4 (2.27%) Google
9 4 (2.27%) IBM
10 3 (1.70%) CA
10 3 (1.70%) Hortonworks
10 3 (1.70%) Teradata
11 2 (1.14%) Blue Martini
11 2 (1.14%) Demandware
11 2 (1.14%) Elastic Path
11 2 (1.14%) Tableau