Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 22 September 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 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
22 Sep 2018		 Same period 2017 Same period 2016
Rank 178 215 185
Rank change year-on-year +37 -30 +22
Permanent jobs citing Data Modelling 180 143 195
As % of all permanent IT jobs advertised in the East of England 1.63% 1.22% 1.48%
As % of the Processes & Methodologies category 1.82% 1.36% 1.64%
Number of salaries quoted 137 114 159
East of England median annual salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00% +5.26%
10th Percentile £34,750 £37,963 £36,400
90th Percentile £80,000 £77,850 £71,250
England median annual salary £59,000 £55,000 £55,000
% change year-on-year +7.27% - -

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 9,912 10,517 11,859
As % of all permanent IT jobs advertised in the East of England 89.73% 90.04% 89.86%
Number of salaries quoted 7,316 8,545 9,850
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +1.12%
10th Percentile £27,000 £26,898 £26,250
90th Percentile £72,500 £68,750 £68,750
England median annual salary £50,100 £50,000 £50,000
% change year-on-year +0.20% - +5.26%

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 September 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 September 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 +29 65 £60,000 -14.29% 5
Cambridgeshire +19 44 £60,000 +46.34% 5
Bedfordshire -1 30 £66,000 +5.60% 2
Suffolk +19 26 £44,250 -15.71% 1
Essex +18 12 £47,500 -13.64% 5
Norfolk +18 3 £38,000 +1.33% 3
Data Modelling
England

For the 6 months to 22 September 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 73 (40.56%) Data Warehouse
2 72 (40.00%) SQL
3 70 (38.89%) Agile Software Development
4 63 (35.00%) SQL Server
5 62 (34.44%) Business Intelligence
6 57 (31.67%) Analytics
7 56 (31.11%) Microsoft
8 55 (30.56%) ETL
9 44 (24.44%) Microsoft Azure
10 42 (23.33%) SQL Server Reporting Services
11 41 (22.78%) SQL Server Integration Services
12 39 (21.67%) SQL Server Analysis Services
12 39 (21.67%) Power BI
13 38 (21.11%) Analytical Skills
14 34 (18.89%) Apache Spark
14 34 (18.89%) Relational Database
15 32 (17.78%) Retail
16 31 (17.22%) Hadoop
16 31 (17.22%) Big Data
17 27 (15.00%) Java
18 25 (13.89%) Web Services
18 25 (13.89%) Amazon AWS
18 25 (13.89%) User Stories
19 24 (13.33%) Microsoft Excel
20 23 (12.78%) T-SQL
20 23 (12.78%) Apache Hive
21 21 (11.67%) Logical Data Model
21 21 (11.67%) Finance
21 21 (11.67%) Data Management
21 21 (11.67%) Degree

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 34 (18.89%) Apache Spark
2 14 (7.78%) JBoss
3 11 (6.11%) BizTalk Server
4 9 (5.00%) Apache
4 9 (5.00%) Oracle SOA Suite
5 8 (4.44%) Confluence
6 6 (3.33%) Tomcat
6 6 (3.33%) WebSphere
7 3 (1.67%) SAS
8 2 (1.11%) SharePoint
9 1 (0.56%) Adobe Experience Manager
9 1 (0.56%) Apache Solr
9 1 (0.56%) CoreMedia CMS
9 1 (0.56%) WebSphere Application Server
Applications
1 24 (13.33%) Microsoft Excel
2 5 (2.78%) Chatbot
2 5 (2.78%) Microsoft Office
2 5 (2.78%) MS Visio
3 2 (1.11%) Microsoft PowerPoint
Business Applications
1 11 (6.11%) Cognos Business Intelligence
2 9 (5.00%) Cognos TM1
3 3 (1.67%) SAP MDG
4 1 (0.56%) Dynamics AX
4 1 (0.56%) Dynamics CRM
4 1 (0.56%) Fredhopper
4 1 (0.56%) Magento
4 1 (0.56%) SAP CO
4 1 (0.56%) SAP FI
4 1 (0.56%) SAP FI/CO
4 1 (0.56%) SAP Hybris
4 1 (0.56%) SAP MM
4 1 (0.56%) SAP R/3
Cloud Services
1 44 (24.44%) Microsoft Azure
2 25 (13.89%) Amazon AWS
3 20 (11.11%) Azure Data Factory
4 9 (5.00%) Google Cloud Platform
5 6 (3.33%) Office 365
6 1 (0.56%) Dynamics 365
6 1 (0.56%) Firebase
Communications & Networking
1 11 (6.11%) SMS
2 7 (3.89%) DNS
3 4 (2.22%) Firewall
4 3 (1.67%) SMTP
4 3 (1.67%) SNMP
4 3 (1.67%) TCP/IP
5 2 (1.11%) Internet
Database & Business Intelligence
1 73 (40.56%) Data Warehouse
2 63 (35.00%) SQL Server
3 42 (23.33%) SQL Server Reporting Services
4 41 (22.78%) SQL Server Integration Services
5 39 (21.67%) Power BI
5 39 (21.67%) SQL Server Analysis Services
6 34 (18.89%) Relational Database
7 31 (17.22%) Big Data
7 31 (17.22%) Hadoop
8 23 (12.78%) Apache Hive
9 18 (10.00%) NoSQL
10 17 (9.44%) PowerPivot
11 16 (8.89%) Impala
11 16 (8.89%) OLTP
11 16 (8.89%) RDBMS
12 15 (8.33%) Microsoft Power View
13 12 (6.67%) SQL Server 2012
14 11 (6.11%) Microsoft Analysis Services
15 10 (5.56%) Azure SQL Database
16 9 (5.00%) MySQL
Development Applications
1 15 (8.33%) JIRA
2 8 (4.44%) Team Foundation Server
3 5 (2.78%) ER Studio
4 2 (1.11%) SQL Server Management Studio (SSMS)
4 2 (1.11%) Zephyr
5 1 (0.56%) Cucumber
5 1 (0.56%) Git (software)
5 1 (0.56%) Selenium
5 1 (0.56%) Subversion
General
1 32 (17.78%) Retail
2 21 (11.67%) Finance
3 2 (1.11%) Games
3 2 (1.11%) Manufacturing
4 1 (0.56%) Legal
4 1 (0.56%) Marketing
Job Titles
1 57 (31.67%) Architect
2 52 (28.89%) Developer
3 42 (23.33%) Analyst
4 31 (17.22%) Business Intelligence Architect
5 30 (16.67%) Data Architect
6 28 (15.56%) Business Intelligence Developer
7 25 (13.89%) Business Analyst
8 14 (7.78%) SQL Developer
9 11 (6.11%) Solutions Architect
10 10 (5.56%) Consultant
11 9 (5.00%) Data Engineer
11 9 (5.00%) Database Developer
11 9 (5.00%) ETL Developer
11 9 (5.00%) Hybris Consultant
11 9 (5.00%) Report Developer
11 9 (5.00%) SQL Analyst
11 9 (5.00%) SQL BI Developer
11 9 (5.00%) Systems Analyst
12 8 (4.44%) Data Warehouse Developer
13 7 (3.89%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 25 (13.89%) Web Services
2 20 (11.11%) REST
3 17 (9.44%) Middleware
4 15 (8.33%) .NET
4 15 (8.33%) Java EE
4 15 (8.33%) SOAP
5 11 (6.11%) Kafka
6 9 (5.00%) Memcached
7 7 (3.89%) Hibernate
7 7 (3.89%) MDX
7 7 (3.89%) XML
8 6 (3.33%) JSON
9 4 (2.22%) AngularJS
10 2 (1.11%) HTML
10 2 (1.11%) JDBC
11 1 (0.56%) ASP.NET
11 1 (0.56%) J2EE
11 1 (0.56%) JSP
11 1 (0.56%) Servlets
11 1 (0.56%) Struts
Miscellaneous
1 38 (21.11%) Analytical Skills
2 14 (7.78%) Computer Science
3 8 (4.44%) Management Information System
4 6 (3.33%) NHS
5 5 (2.78%) Data Structures
5 5 (2.78%) Fintech
5 5 (2.78%) Private Cloud
5 5 (2.78%) Robotics
6 3 (1.67%) Reference Data
6 3 (1.67%) Self-Motivation
7 2 (1.11%) User Experience
8 1 (0.56%) Algorithms
8 1 (0.56%) Client/Server
8 1 (0.56%) Credit Risk
8 1 (0.56%) Enterprise Software
8 1 (0.56%) Greenfield Project
8 1 (0.56%) LIMS
Operating Systems
1 9 (5.00%) Windows
2 8 (4.44%) Unix
3 7 (3.89%) Windows Server
4 5 (2.78%) Linux
Processes & Methodologies
1 70 (38.89%) Agile Software Development
2 62 (34.44%) Business Intelligence
3 57 (31.67%) Analytics
4 55 (30.56%) ETL
5 25 (13.89%) User Stories
6 21 (11.67%) Data Management
6 21 (11.67%) Logical Data Model
7 20 (11.11%) Business Analysis
8 18 (10.00%) Data Analysis
8 18 (10.00%) Data Analytics
8 18 (10.00%) Performance Tuning
8 18 (10.00%) Scrum
8 18 (10.00%) UML
9 17 (9.44%) Data Science
10 16 (8.89%) Waterfall
11 15 (8.33%) Acceptance Criteria
11 15 (8.33%) Data Integration
11 15 (8.33%) Stakeholder Management
12 14 (7.78%) Problem-Solving
12 14 (7.78%) TDD
Programming Languages
1 72 (40.00%) SQL
2 27 (15.00%) Java
3 23 (12.78%) T-SQL
4 20 (11.11%) Python
5 15 (8.33%) PowerShell
6 12 (6.67%) C#
7 8 (4.44%) JavaScript
7 8 (4.44%) R
7 8 (4.44%) VBA
8 7 (3.89%) ANSI SQL
8 7 (3.89%) C
8 7 (3.89%) Scala
9 6 (3.33%) Bash Shell
10 5 (2.78%) Shell Script
11 2 (1.11%) PHP
11 2 (1.11%) PL/SQL
12 1 (0.56%) C++
12 1 (0.56%) Data Analysis Expressions (DAX)
12 1 (0.56%) Kotlin
12 1 (0.56%) Perl
Qualifications
1 21 (11.67%) Degree
2 9 (5.00%) Security Cleared
3 7 (3.89%) DV Cleared
3 7 (3.89%) PhD
4 2 (1.11%) IIBA
4 2 (1.11%) ISTQB
4 2 (1.11%) ISTQB Foundation Certification
4 2 (1.11%) Numerate Degree
4 2 (1.11%) SC Cleared
4 2 (1.11%) Six Sigma Black Belt
5 1 (0.56%) ISEB
5 1 (0.56%) Postgraduate
Quality Assurance & Compliance
1 11 (6.11%) QA
2 9 (5.00%) Data Quality
3 2 (1.11%) PMO
4 1 (0.56%) GDPR
4 1 (0.56%) IFRS
4 1 (0.56%) IFRS 9
4 1 (0.56%) ISO/IEC 27001
System Software
1 7 (3.89%) HDFS
2 1 (0.56%) Apache Flume
Systems Management
1 6 (3.33%) Oozie
2 1 (0.56%) Kubernetes
2 1 (0.56%) Systems Management Server (SMS)
Vendors
1 56 (31.11%) Microsoft
2 15 (8.33%) Cognos
2 15 (8.33%) Tableau
3 14 (7.78%) Oracle
4 12 (6.67%) Informatica
5 11 (6.11%) Talend
6 10 (5.56%) hybris
6 10 (5.56%) SAP
7 9 (5.00%) AppDynamics
7 9 (5.00%) Dynatrace
7 9 (5.00%) Hortonworks
7 9 (5.00%) Hyperion
8 6 (3.33%) CA
9 5 (2.78%) Sybase
10 3 (1.67%) Alteryx
10 3 (1.67%) Splunk
10 3 (1.67%) Teradata
11 1 (0.56%) Demandware
11 1 (0.56%) Elastic Path
11 1 (0.56%) Google