Data Modelling Jobs in the East of England

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 3 months to 23 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling England / East of England
Location	3 months to 23 Jun 2017	Same period 2016	Same period 2015
Rank	184	142	181
Rank change year-on-year	-42	+39
Permanent jobs citing Data Modelling	71	117	115
As % of all permanent IT jobs advertised in the East of England	1.15%	1.72%	1.40%
As % of the Processes & Methodologies category	1.30%	1.96%	1.62%
Number of salaries quoted	55	93	100
Median salary	£55,000	£50,000	£47,500
Median salary % change year-on-year	+10.00%	+5.26%
90% offered a salary of more than	£41,000	£36,000	£35,000
10% offered a salary of more than	£78,000	£70,000	£63,750
UK excluding London median salary	£48,500	£47,500	£45,500
% change year-on-year	+2.10%	+4.39%

Data Modelling is in the process and methodology skills category. The next 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 and methodology skills.

Process & Methodology Skills East of England
Permanent job vacancies with a requirement for process and methodology skills	5461	5969	7107
As % of all permanent IT job vacancies advertised in the East of England	88.14%	87.71%	86.22%
Number of salaries quoted	4403	4998	5822
Median salary	£47,500	£47,500	£45,000
Median salary % change year-on-year	-	+5.55%
90% offered a salary of more than	£32,500	£31,500	£30,000
10% offered a salary of more than	£70,000	£65,000	£70,000
UK excluding London median salary	£45,000	£45,000	£44,000
% change year-on-year	-	+2.27%

Data Modelling
Job Vacancy Trend in the East of England

The job posting trend of jobs advertised in the East of England citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 23 June 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 3 months to 23 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location	Rank Change on Same Period Last Year	Matching Permanent IT Job Ads	Median Salary Last 3 Months	Median Salary % Change on Same Period Last Year	Live Job Vacancies
Hertfordshire	-27	21	£70,000	+33.33%	1
Bedfordshire	+14	17	£55,000	+10.00%	2
Essex	+9	11	£55,000	+10.00%	2
Cambridgeshire	-33	11	£41,000	-31.66%	2
Suffolk	-1	10	£50,000	+11.11%	1
Norfolk	-12	1	£37,500	+15.38%	2
Data Modelling England

Data Modelling
Top 30 Co-occurring IT Skills in the East of England

For the 6 months to 23 June 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	85 (52.15%)	SQL
2	76 (46.63%)	Agile Software Development
3	62 (38.04%)	Business Intelligence
4	58 (35.58%)	Analytical Skills
5	55 (33.74%)	Oracle
6	53 (32.52%)	Data Warehouse
6	53 (32.52%)	ETL
7	45 (27.61%)	Finance
8	43 (26.38%)	SQL Server
9	40 (24.54%)	Microsoft
10	36 (22.09%)	Degree
11	31 (19.02%)	Analytics
12	30 (18.40%)	Logical Data Model
13	28 (17.18%)	PL/SQL
14	27 (16.56%)	SQL Server Reporting Services

14	27 (16.56%)	SQL Server Integration Services
14	27 (16.56%)	Physical Data Model
15	26 (15.95%)	Oracle Database
15	26 (15.95%)	Relational Database
15	26 (15.95%)	Business Analysis
16	25 (15.34%)	Waterfall
17	23 (14.11%)	Teradata
17	23 (14.11%)	User Stories
17	23 (14.11%)	SDLC
18	22 (13.50%)	Computer Science
19	21 (12.88%)	Use Case
20	20 (12.27%)	User Acceptance Testing
21	19 (11.66%)	SQL Server 2008
21	19 (11.66%)	C#
21	19 (11.66%)	Performance Tuning

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
Applications
Business Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

Application Platforms
1	12 (7.36%)	Confluence
2	7 (4.29%)	Apache Spark
3	6 (3.68%)	Oracle SOA Suite
4	2 (1.23%)	Apache ServiceMix
4	2 (1.23%)	SAS
5	1 (0.61%)	Apache Pig
5	1 (0.61%)	JBoss
5	1 (0.61%)	WebLogic
5	1 (0.61%)	WebSphere

Applications
1	7 (4.29%)	Microsoft Excel
2	4 (2.45%)	MS Visio
3	3 (1.84%)	Microsoft Office
3	3 (1.84%)	Spreadsheet
4	1 (0.61%)	Microsoft PowerPoint

Business Applications
1	6 (3.68%)	SAP R/3
2	5 (3.07%)	Oracle EBS
3	4 (2.45%)	Dynamics CRM
4	1 (0.61%)	Dynamics AX

Cloud Services
1	13 (7.98%)	Microsoft Azure
2	7 (4.29%)	SaaS
3	4 (2.45%)	PaaS
4	2 (1.23%)	Amazon AWS
4	2 (1.23%)	Cloud Computing

Communications & Networking
1	1 (0.61%)	Internet

Database & Business Intelligence
1	53 (32.52%)	Data Warehouse
2	43 (26.38%)	SQL Server
3	27 (16.56%)	SQL Server Integration Services
3	27 (16.56%)	SQL Server Reporting Services
4	26 (15.95%)	Oracle Database
4	26 (15.95%)	Relational Database
5	19 (11.66%)	SQL Server 2008
6	14 (8.59%)	MySQL
6	14 (8.59%)	Power BI
6	14 (8.59%)	RDBMS
6	14 (8.59%)	SQL Server Analysis Services
7	12 (7.36%)	Hadoop
8	11 (6.75%)	Oracle ODI
9	10 (6.13%)	NoSQL
10	9 (5.52%)	BusinessObjects
10	9 (5.52%)	QlikView
10	9 (5.52%)	SQL Server 2014
11	8 (4.91%)	Big Data
11	8 (4.91%)	SQL Server 2012
12	7 (4.29%)	Enterprise Data Warehouse

Development Applications
1	14 (8.59%)	JIRA
2	5 (3.07%)	Team Foundation Server
3	3 (1.84%)	Cucumber
3	3 (1.84%)	JUnit
4	2 (1.23%)	Jenkins
4	2 (1.23%)	Maven
4	2 (1.23%)	Oracle APEX
4	2 (1.23%)	Selenium
5	1 (0.61%)	Appium
5	1 (0.61%)	HP UFT
5	1 (0.61%)	NUnit
5	1 (0.61%)	SoapUI
5	1 (0.61%)	SpecFlow
5	1 (0.61%)	SQL Server Management Studio (SSMS)
5	1 (0.61%)	Visual Studio

General
1	45 (27.61%)	Finance
2	12 (7.36%)	Legal
3	11 (6.75%)	Banking
4	9 (5.52%)	Pharmaceutical
5	4 (2.45%)	Marketing
5	4 (2.45%)	Retail
6	1 (0.61%)	Automotive
6	1 (0.61%)	Publishing

Job Titles
1	70 (42.94%)	Analyst
2	57 (34.97%)	Developer
3	35 (21.47%)	Business Analyst
4	24 (14.72%)	Architect
5	22 (13.50%)	Senior Developer
6	21 (12.88%)	Business Intelligence Analyst
6	21 (12.88%)	Data Warehouse Developer
7	16 (9.82%)	Senior Data Warehouse Developer
8	15 (9.20%)	Senior Analyst
9	13 (7.98%)	SQL Developer
10	12 (7.36%)	Data Architect
10	12 (7.36%)	Lead Business Analyst
11	11 (6.75%)	ETL Developer
11	11 (6.75%)	Systems Analyst
12	10 (6.13%)	Data Analyst
12	10 (6.13%)	Solutions Architect
13	9 (5.52%)	Business IT Analyst
13	9 (5.52%)	IT Business Analyst
13	9 (5.52%)	Oracle Developer
13	9 (5.52%)	Software Analyst

Libraries, Frameworks & Software Standards
1	18 (11.04%)	.NET
2	5 (3.07%)	ASP.NET
2	5 (3.07%)	HTML
2	5 (3.07%)	MDX
3	4 (2.45%)	.NET Framework
3	4 (2.45%)	AngularJS
3	4 (2.45%)	Apache Cordova
3	4 (2.45%)	jQuery
3	4 (2.45%)	JSON
3	4 (2.45%)	JSON Schema
3	4 (2.45%)	Managed Extensibility Framework
3	4 (2.45%)	Reactive Extensions
3	4 (2.45%)	WCF
4	3 (1.84%)	Spring
4	3 (1.84%)	Web Services
4	3 (1.84%)	XML
5	2 (1.23%)	Apache Camel
5	2 (1.23%)	PySpark
5	2 (1.23%)	RESTful
6	1 (0.61%)	Kafka

Miscellaneous
1	58 (35.58%)	Analytical Skills
2	22 (13.50%)	Computer Science
3	14 (8.59%)	Enterprise Software
4	12 (7.36%)	Virtual Team
5	11 (6.75%)	Foreign Exchange (FX)
6	9 (5.52%)	User Experience
7	8 (4.91%)	N-Tier
8	7 (4.29%)	Data Structures
9	5 (3.07%)	Data Protection Act
9	5 (3.07%)	Management Information System
10	3 (1.84%)	Algorithms
10	3 (1.84%)	Clustering
10	3 (1.84%)	Pharmacovigilance
10	3 (1.84%)	Replication
11	2 (1.23%)	Greenfield Project
12	1 (0.61%)	Life Science
12	1 (0.61%)	Mobile App
12	1 (0.61%)	NHS

Operating Systems
1	11 (6.75%)	Windows
2	7 (4.29%)	Linux
3	6 (3.68%)	Windows Server
4	4 (2.45%)	Unix
5	1 (0.61%)	Windows Server 2008

Processes & Methodologies
1	76 (46.63%)	Agile Software Development
2	62 (38.04%)	Business Intelligence
3	53 (32.52%)	ETL
4	31 (19.02%)	Analytics
5	30 (18.40%)	Logical Data Model
6	27 (16.56%)	Physical Data Model
7	26 (15.95%)	Business Analysis
8	25 (15.34%)	Waterfall
9	23 (14.11%)	SDLC
9	23 (14.11%)	User Stories
10	21 (12.88%)	Use Case
11	20 (12.27%)	User Acceptance Testing
12	19 (11.66%)	Performance Tuning
13	18 (11.04%)	Data Architecture
14	16 (9.82%)	CRM
14	16 (9.82%)	Data Analytics
14	16 (9.82%)	Domain Models
14	16 (9.82%)	OO
15	15 (9.20%)	Business Process Modelling
16	14 (8.59%)	Scrum

Programming Languages
1	85 (52.15%)	SQL
2	28 (17.18%)	PL/SQL
3	19 (11.66%)	C#
4	14 (8.59%)	T-SQL
5	13 (7.98%)	Python
6	11 (6.75%)	Shell Script
7	10 (6.13%)	Java
7	10 (6.13%)	JavaScript
8	9 (5.52%)	R
9	6 (3.68%)	VBA
10	5 (3.07%)	PHP
11	4 (2.45%)	PowerShell
11	4 (2.45%)	VB.NET
11	4 (2.45%)	VBScript
12	1 (0.61%)	C
12	1 (0.61%)	Scala

Qualifications
1	36 (22.09%)	Degree
2	10 (6.13%)	Microsoft Certification
3	9 (5.52%)	Computer Science Degree
4	7 (4.29%)	CBAP
4	7 (4.29%)	IIBA
5	5 (3.07%)	MCITP
5	5 (3.07%)	MCTS
6	2 (1.23%)	CCA
6	2 (1.23%)	Citrix Certification
6	2 (1.23%)	MCSA
6	2 (1.23%)	MCSD
6	2 (1.23%)	PhD
7	1 (0.61%)	ISEB

Quality Assurance & Compliance
1	9 (5.52%)	Data Quality
2	6 (3.68%)	QA
3	5 (3.07%)	GDPR
3	5 (3.07%)	PCI DSS
4	3 (1.84%)	GxP

System Software
1	5 (3.07%)	Active Directory
2	4 (2.45%)	Docker
3	1 (0.61%)	HDFS

Systems Management
1	11 (6.75%)	Tivoli
2	3 (1.84%)	Oozie

Vendors
1	55 (33.74%)	Oracle
2	40 (24.54%)	Microsoft
3	23 (14.11%)	Teradata
4	8 (4.91%)	Tableau
5	7 (4.29%)	SAP
6	5 (3.07%)	Salesforce.com
6	5 (3.07%)	Xamarin
7	2 (1.23%)	Casewise
7	2 (1.23%)	Cloudera
7	2 (1.23%)	Red Hat
7	2 (1.23%)	TOWER Software
8	1 (0.61%)	HP
8	1 (0.61%)	Informatica
8	1 (0.61%)	Pega