Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 20 February 2019

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 20 February 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > East of England
6 months to
20 Feb 2019		 Same period 2018 Same period 2017
Rank 187 197 162
Rank change year-on-year +10 -35 +81
Permanent jobs citing Data Modelling 128 176 234
As % of all permanent IT jobs advertised in the East of England 1.40% 1.40% 1.86%
As % of the Processes & Methodologies category 1.57% 1.54% 2.05%
Number of salaries quoted 96 141 191
East of England median annual salary £51,250 £52,500 £52,500
Median salary % change year-on-year -2.38% - +2.24%
10th Percentile £34,250 £37,000 £36,250
90th Percentile £95,000 £70,000 £77,500
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 8,171 11,413 11,442
As % of all permanent IT jobs advertised in the East of England 89.29% 91.02% 90.84%
Number of salaries quoted 6,168 9,249 9,310
East of England median annual salary £47,500 £49,000 £45,000
Median salary % change year-on-year -3.06% +8.89% -
10th Percentile £26,750 £27,500 £26,750
90th Percentile £72,500 £71,250 £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 20 February 2019.

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 20 February 2019. 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 +23 52 £47,500 -13.64% 7
Cambridgeshire +30 38 £60,000 +33.33% 12
Bedfordshire -10 14 £47,500 -29.63% 4
Suffolk +23 13 £36,500 -33.64% 1
Essex +12 9 £47,500 -17.39% 5
Norfolk +15 2 £47,500 +15.15% 1
Data Modelling
England

For the 6 months to 20 February 2019, 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 65 (50.78%) Agile Software Development
2 60 (46.88%) SQL Server
3 55 (42.97%) SQL
3 55 (42.97%) Business Intelligence
4 45 (35.16%) Microsoft
5 43 (33.59%) Microsoft Azure
6 40 (31.25%) ETL
7 36 (28.13%) Power BI
8 35 (27.34%) Analytics
9 34 (26.56%) SQL Server Integration Services
10 33 (25.78%) SQL Server Reporting Services
11 32 (25.00%) SQL Server Analysis Services
12 28 (21.88%) Data Warehouse
13 24 (18.75%) Analytical Skills
14 20 (15.63%) Data Lake
14 20 (15.63%) C#
15 19 (14.84%) .NET
15 19 (14.84%) Data Integration
16 18 (14.06%) JIRA
16 18 (14.06%) QA
16 18 (14.06%) Data Analysis
16 18 (14.06%) Finance
17 17 (13.28%) Tableau
18 16 (12.50%) Data Architecture
18 16 (12.50%) Java
18 16 (12.50%) User Stories
19 15 (11.72%) Azure Data Factory
19 15 (11.72%) Big Data
20 14 (10.94%) T-SQL
20 14 (10.94%) Data Management

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 13 (10.16%) Apache Spark
2 8 (6.25%) Confluence
3 4 (3.13%) JBoss
3 4 (3.13%) Tomcat
3 4 (3.13%) WebSphere
4 1 (0.78%) SAS
4 1 (0.78%) SharePoint
Applications
1 11 (8.59%) Microsoft Excel
2 6 (4.69%) MS Visio
3 1 (0.78%) Microsoft Office
3 1 (0.78%) SPSS
Business Applications
1 6 (4.69%) Dynamics AX
2 5 (3.91%) NetSuite
Cloud Services
1 43 (33.59%) Microsoft Azure
2 15 (11.72%) Azure Data Factory
3 13 (10.16%) Amazon AWS
4 8 (6.25%) Google Cloud Platform
5 5 (3.91%) Firebase
6 4 (3.13%) SaaS
7 3 (2.34%) Data Lake Analytics
8 2 (1.56%) Serverless
9 1 (0.78%) Cloud Computing
Communications & Networking
1 1 (0.78%) DNS
1 1 (0.78%) Firewall
Database & Business Intelligence
1 60 (46.88%) SQL Server
2 36 (28.13%) Power BI
3 34 (26.56%) SQL Server Integration Services
4 33 (25.78%) SQL Server Reporting Services
5 32 (25.00%) SQL Server Analysis Services
6 28 (21.88%) Data Warehouse
7 20 (15.63%) Data Lake
8 15 (11.72%) Big Data
9 13 (10.16%) Azure SQL Database
9 13 (10.16%) Hadoop
10 12 (9.38%) Relational Database
11 11 (8.59%) Microsoft Analysis Services
12 9 (7.03%) SQL Server 2012
13 8 (6.25%) NoSQL
14 7 (5.47%) Apache Hive
14 7 (5.47%) MySQL
14 7 (5.47%) Snowflake Schema
15 6 (4.69%) Azure SQL Data Warehouse
15 6 (4.69%) Crystal Reports
15 6 (4.69%) RDBMS
Development Applications
1 18 (14.06%) JIRA
2 9 (7.03%) Zephyr
3 6 (4.69%) Visual Studio Team System
4 4 (3.13%) ER Studio
5 3 (2.34%) Git (software)
5 3 (2.34%) SQL Server Management Studio (SSMS)
6 2 (1.56%) Team Foundation Server
7 1 (0.78%) Subversion
7 1 (0.78%) Visual Studio
General
1 18 (14.06%) Finance
2 12 (9.38%) Retail
3 7 (5.47%) Pharmaceutical
4 3 (2.34%) Automotive
5 2 (1.56%) Advertising
5 2 (1.56%) Games
5 2 (1.56%) Legal
5 2 (1.56%) Manufacturing
6 1 (0.78%) Back Office
Job Titles
1 43 (33.59%) Developer
2 42 (32.81%) Analyst
3 29 (22.66%) Business Intelligence Developer
4 18 (14.06%) Business Developer
5 15 (11.72%) Architect
6 14 (10.94%) Business Analyst
6 14 (10.94%) Data Analyst
6 14 (10.94%) Data Architect
7 13 (10.16%) Systems Analyst
8 10 (7.81%) Data Migration Analyst
8 10 (7.81%) Migration Analyst
9 9 (7.03%) Data Migration Tester
9 9 (7.03%) QA Analyst
9 9 (7.03%) QA Test Analyst
9 9 (7.03%) QA Tester
9 9 (7.03%) Test Analyst
9 9 (7.03%) Tester
10 7 (5.47%) Business Systems Analyst
10 7 (5.47%) Programme Manager
10 7 (5.47%) Software Engineer
Libraries, Frameworks & Software Standards
1 19 (14.84%) .NET
2 11 (8.59%) Kafka
3 9 (7.03%) ODBC
4 7 (5.47%) Web Services
5 6 (4.69%) jQuery
6 5 (3.91%) Apache NiFi
6 5 (3.91%) TensorFlow
7 4 (3.13%) ASP.NET
7 4 (3.13%) Hibernate
7 4 (3.13%) Java EE
7 4 (3.13%) JSON
7 4 (3.13%) React
8 2 (1.56%) .NET Framework
8 2 (1.56%) AngularJS
8 2 (1.56%) Entity Framework
8 2 (1.56%) LESS
8 2 (1.56%) MDX
8 2 (1.56%) RESTful
8 2 (1.56%) Sass
8 2 (1.56%) Twitter Bootstrap
Miscellaneous
1 24 (18.75%) Analytical Skills
2 8 (6.25%) Algorithms
3 7 (5.47%) Life Science
4 5 (3.91%) Data Structures
4 5 (3.91%) Greenfield Project
5 4 (3.13%) Fintech
5 4 (3.13%) Self-Motivation
5 4 (3.13%) User Experience
6 3 (2.34%) Enterprise Software
7 2 (1.56%) EPoS
7 2 (1.56%) Industrial Internet of Things
7 2 (1.56%) Internet of Things
7 2 (1.56%) Public Cloud
7 2 (1.56%) Smart Home
8 1 (0.78%) Virtual Team
Operating Systems
1 6 (4.69%) Linux
1 6 (4.69%) Windows
2 5 (3.91%) Windows Server
3 4 (3.13%) Unix
Processes & Methodologies
1 65 (50.78%) Agile Software Development
2 55 (42.97%) Business Intelligence
3 40 (31.25%) ETL
4 35 (27.34%) Analytics
5 19 (14.84%) Data Integration
6 18 (14.06%) Data Analysis
7 16 (12.50%) Data Architecture
7 16 (12.50%) User Stories
8 14 (10.94%) Data Management
9 13 (10.16%) Data Governance
9 13 (10.16%) Scrum
9 13 (10.16%) TDD
10 12 (9.38%) Data Migration
10 12 (9.38%) Data Science
10 12 (9.38%) Migration
11 11 (8.59%) Coaching
12 10 (7.81%) Data Transformation
12 10 (7.81%) Dimensional Modelling
12 10 (7.81%) Performance Tuning
12 10 (7.81%) Project Management
Programming Languages
1 55 (42.97%) SQL
2 20 (15.63%) C#
3 16 (12.50%) Java
4 14 (10.94%) T-SQL
5 12 (9.38%) PowerShell
6 11 (8.59%) JavaScript
6 11 (8.59%) Python
7 6 (4.69%) R
7 6 (4.69%) Scala
7 6 (4.69%) Shell Script
7 6 (4.69%) TypeScript
8 5 (3.91%) Bash Shell
8 5 (3.91%) Kotlin
9 4 (3.13%) ANSI SQL
9 4 (3.13%) Data Analysis Expressions (DAX)
10 2 (1.56%) VBA
11 1 (0.78%) Go
Qualifications
1 12 (9.38%) Degree
2 9 (7.03%) ISTQB
2 9 (7.03%) ISTQB Foundation Certification
3 4 (3.13%) ISEB
3 4 (3.13%) Microsoft Certification
4 3 (2.34%) IIBA
4 3 (2.34%) MBCS
5 2 (1.56%) Computer Science Degree
5 2 (1.56%) Six Sigma Black Belt
6 1 (0.78%) CBAP
6 1 (0.78%) PhD
Quality Assurance & Compliance
1 18 (14.06%) QA
2 13 (10.16%) Data Quality
System Software
1 6 (4.69%) HDFS
2 1 (0.78%) Active Directory
2 1 (0.78%) Apache Flume
Systems Management
1 5 (3.91%) Kubernetes
1 5 (3.91%) Oozie
Vendors
1 45 (35.16%) Microsoft
2 17 (13.28%) Tableau
3 9 (7.03%) Hortonworks
4 6 (4.69%) Google
4 6 (4.69%) JD Edwards
5 5 (3.91%) CA
6 4 (3.13%) Alteryx
6 4 (3.13%) Oracle
6 4 (3.13%) Sybase
7 3 (2.34%) Informatica
7 3 (2.34%) SAP
8 2 (1.56%) Cognos
9 1 (0.78%) DataFlux
9 1 (0.78%) IBM
9 1 (0.78%) Talend
9 1 (0.78%) Teradata
9 1 (0.78%) Trillium