Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 17 November 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
17 Nov 2018		 Same period 2017 Same period 2016
Rank 172 212 181
Rank change year-on-year +40 -31 +35
Permanent jobs citing Data Modelling 162 149 203
As % of all permanent IT jobs advertised in the East of England 1.60% 1.24% 1.53%
As % of the Processes & Methodologies category 1.77% 1.37% 1.70%
Number of salaries quoted 123 115 170
East of England median annual salary £60,000 £55,000 £51,000
Median salary % change year-on-year +9.09% +7.84% +13.33%
10th Percentile £34,750 £36,750 £36,475
90th Percentile £85,500 £76,800 £70,125
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 9,130 10,855 11,952
As % of all permanent IT jobs advertised in the East of England 89.98% 90.17% 90.14%
Number of salaries quoted 6,849 8,832 9,847
East of England median annual salary £47,500 £46,500 £45,000
Median salary % change year-on-year +2.15% +3.33% -
10th Percentile £26,450 £27,500 £26,250
90th Percentile £72,500 £70,000 £70,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +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 17 November 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 17 November 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 60 £60,000 - 9
Cambridgeshire +23 37 £60,000 +52.87% 8
Bedfordshire -1 27 £66,000 +3.53% 1
Suffolk +12 25 £36,500 -39.17% 1
Essex +16 9 £60,000 +9.09% 2
Norfolk +10 4 £38,000 -1.94% 3
Data Modelling
England

For the 6 months to 17 November 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 78 (48.15%) Agile Software Development
2 69 (42.59%) SQL
3 61 (37.65%) SQL Server
4 56 (34.57%) Business Intelligence
4 56 (34.57%) Microsoft
5 55 (33.95%) Data Warehouse
6 54 (33.33%) Microsoft Azure
7 53 (32.72%) ETL
8 41 (25.31%) Analytics
9 38 (23.46%) Power BI
10 37 (22.84%) Analytical Skills
11 36 (22.22%) SQL Server Integration Services
12 33 (20.37%) SQL Server Reporting Services
12 33 (20.37%) SQL Server Analysis Services
13 30 (18.52%) Hadoop
14 27 (16.67%) Java
14 27 (16.67%) Big Data
15 26 (16.05%) User Stories
15 26 (16.05%) Apache Spark
15 26 (16.05%) Retail
16 25 (15.43%) .NET
17 24 (14.81%) Finance
17 24 (14.81%) Relational Database
17 24 (14.81%) Azure Data Factory
18 23 (14.20%) T-SQL
19 22 (13.58%) C#
19 22 (13.58%) Web Services
19 22 (13.58%) Amazon AWS
20 21 (12.96%) Data Analysis
20 21 (12.96%) Scrum

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 26 (16.05%) Apache Spark
2 13 (8.02%) JBoss
3 10 (6.17%) Confluence
4 6 (3.70%) BizTalk Server
4 6 (3.70%) Tomcat
4 6 (3.70%) WebSphere
5 4 (2.47%) Oracle SOA Suite
5 4 (2.47%) SAS
6 2 (1.23%) Apache
7 1 (0.62%) SharePoint
Applications
1 18 (11.11%) Microsoft Excel
2 6 (3.70%) MS Visio
3 1 (0.62%) Microsoft Office
3 1 (0.62%) SPSS
Business Applications
1 6 (3.70%) Cognos Business Intelligence
2 4 (2.47%) Cognos TM1
3 3 (1.85%) SAP MDG
4 2 (1.23%) Dynamics AX
5 1 (0.62%) Dynamics CRM
5 1 (0.62%) NetSuite
5 1 (0.62%) SAP CO
5 1 (0.62%) SAP FI
5 1 (0.62%) SAP FI/CO
5 1 (0.62%) SAP MM
5 1 (0.62%) SAP R/3
Cloud Services
1 54 (33.33%) Microsoft Azure
2 24 (14.81%) Azure Data Factory
3 22 (13.58%) Amazon AWS
4 8 (4.94%) Google Cloud Platform
5 5 (3.09%) Firebase
6 3 (1.85%) Data Lake Analytics
6 3 (1.85%) Office 365
6 3 (1.85%) SaaS
7 1 (0.62%) Dynamics 365
Communications & Networking
1 4 (2.47%) DNS
1 4 (2.47%) Firewall
2 1 (0.62%) SMS
Database & Business Intelligence
1 61 (37.65%) SQL Server
2 55 (33.95%) Data Warehouse
3 38 (23.46%) Power BI
4 36 (22.22%) SQL Server Integration Services
5 33 (20.37%) SQL Server Analysis Services
5 33 (20.37%) SQL Server Reporting Services
6 30 (18.52%) Hadoop
7 27 (16.67%) Big Data
8 24 (14.81%) Relational Database
9 20 (12.35%) Apache Hive
10 16 (9.88%) Azure SQL Database
11 15 (9.26%) NoSQL
11 15 (9.26%) RDBMS
12 14 (8.64%) Data Lake
12 14 (8.64%) Microsoft Analysis Services
13 13 (8.02%) SQL Server 2012
14 12 (7.41%) Impala
14 12 (7.41%) OLTP
14 12 (7.41%) PowerPivot
15 11 (6.79%) MySQL
Development Applications
1 17 (10.49%) JIRA
2 7 (4.32%) ER Studio
2 7 (4.32%) Team Foundation Server
3 5 (3.09%) Visual Studio Team System
4 3 (1.85%) Zephyr
5 2 (1.23%) Git (software)
6 1 (0.62%) Subversion
General
1 26 (16.05%) Retail
2 24 (14.81%) Finance
3 2 (1.23%) Manufacturing
4 1 (0.62%) Back Office
4 1 (0.62%) Legal
Job Titles
1 52 (32.10%) Developer
2 46 (28.40%) Architect
3 37 (22.84%) Analyst
4 30 (18.52%) Data Architect
5 26 (16.05%) Business Intelligence Developer
6 19 (11.73%) Business Intelligence Architect
7 16 (9.88%) Business Analyst
8 14 (8.64%) Systems Analyst
9 13 (8.02%) SQL Developer
10 11 (6.79%) Solutions Architect
11 8 (4.94%) Consultant
11 8 (4.94%) SQL Analyst
11 8 (4.94%) SQL BI Developer
12 7 (4.32%) Data Analyst
12 7 (4.32%) Hadoop Developer
12 7 (4.32%) Hybris Consultant
12 7 (4.32%) Microsoft BI Developer
12 7 (4.32%) Principal Developer
12 7 (4.32%) Software Engineer
12 7 (4.32%) Technical Analyst
Libraries, Frameworks & Software Standards
1 25 (15.43%) .NET
2 22 (13.58%) Web Services
3 13 (8.02%) Java EE
3 13 (8.02%) Kafka
4 12 (7.41%) SOAP
5 11 (6.79%) REST
6 8 (4.94%) Hibernate
6 8 (4.94%) JSON
7 7 (4.32%) Memcached
8 6 (3.70%) MDX
8 6 (3.70%) Middleware
8 6 (3.70%) XML
9 5 (3.09%) TensorFlow
10 4 (2.47%) AngularJS
10 4 (2.47%) jQuery
10 4 (2.47%) React
11 3 (1.85%) ASP.NET
12 2 (1.23%) ODBC
13 1 (0.62%) JDBC
13 1 (0.62%) SAP CO-PA
Miscellaneous
1 37 (22.84%) Analytical Skills
2 11 (6.79%) Computer Science
3 8 (4.94%) Data Structures
4 7 (4.32%) Algorithms
5 6 (3.70%) Fintech
6 5 (3.09%) Greenfield Project
7 4 (2.47%) Management Information System
7 4 (2.47%) NHS
7 4 (2.47%) Self-Motivation
8 3 (1.85%) Reference Data
9 2 (1.23%) Enterprise Software
10 1 (0.62%) Credit Risk
10 1 (0.62%) EPoS
10 1 (0.62%) LIMS
10 1 (0.62%) User Experience
Operating Systems
1 9 (5.56%) Windows
2 8 (4.94%) Unix
2 8 (4.94%) Windows Server
3 6 (3.70%) Linux
Processes & Methodologies
1 78 (48.15%) Agile Software Development
2 56 (34.57%) Business Intelligence
3 53 (32.72%) ETL
4 41 (25.31%) Analytics
5 26 (16.05%) User Stories
6 21 (12.96%) Data Analysis
6 21 (12.96%) Scrum
7 20 (12.35%) Data Management
8 19 (11.73%) Performance Tuning
8 19 (11.73%) UML
9 17 (10.49%) Coaching
10 16 (9.88%) Data Governance
10 16 (9.88%) Use Case
11 15 (9.26%) Logical Data Model
11 15 (9.26%) Waterfall
12 14 (8.64%) Problem-Solving
13 13 (8.02%) Data Architecture
13 13 (8.02%) Data Science
14 12 (7.41%) Data Integration
14 12 (7.41%) Stakeholder Management
Programming Languages
1 69 (42.59%) SQL
2 27 (16.67%) Java
3 23 (14.20%) T-SQL
4 22 (13.58%) C#
5 19 (11.73%) PowerShell
6 14 (8.64%) Python
7 10 (6.17%) JavaScript
7 10 (6.17%) R
8 8 (4.94%) ANSI SQL
8 8 (4.94%) Scala
9 7 (4.32%) Bash Shell
10 6 (3.70%) C
10 6 (3.70%) Shell Script
10 6 (3.70%) VBA
11 5 (3.09%) Kotlin
11 5 (3.09%) TypeScript
12 4 (2.47%) Data Analysis Expressions (DAX)
13 1 (0.62%) PL/SQL
Qualifications
1 14 (8.64%) Degree
2 8 (4.94%) Security Cleared
3 6 (3.70%) DV Cleared
4 3 (1.85%) ISTQB
4 3 (1.85%) ISTQB Foundation Certification
4 3 (1.85%) PhD
5 2 (1.23%) IIBA
5 2 (1.23%) Numerate Degree
5 2 (1.23%) SC Cleared
5 2 (1.23%) Six Sigma Black Belt
6 1 (0.62%) ISEB
6 1 (0.62%) Microsoft Certification
6 1 (0.62%) Postgraduate
Quality Assurance & Compliance
1 13 (8.02%) QA
2 10 (6.17%) Data Quality
3 1 (0.62%) IFRS
3 1 (0.62%) IFRS 9
System Software
1 8 (4.94%) HDFS
2 1 (0.62%) Apache Flume
Systems Management
1 7 (4.32%) Oozie
2 5 (3.09%) Kubernetes
Vendors
1 56 (34.57%) Microsoft
2 20 (12.35%) Tableau
3 11 (6.79%) Hortonworks
4 9 (5.56%) SAP
5 8 (4.94%) Cognos
5 8 (4.94%) Informatica
6 7 (4.32%) AppDynamics
6 7 (4.32%) CA
6 7 (4.32%) Dynatrace
6 7 (4.32%) hybris
6 7 (4.32%) Oracle
6 7 (4.32%) Talend
7 6 (3.70%) Google
7 6 (3.70%) Sybase
8 4 (2.47%) Alteryx
8 4 (2.47%) Hyperion
9 2 (1.23%) JD Edwards
10 1 (0.62%) IBM
10 1 (0.62%) Pegasus
10 1 (0.62%) Teradata