Data Modelling Jobs in Yorkshire

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling England / Yorkshire
Location	3 months to 24 Jun 2017	Same period 2016	Same period 2015
Rank	103	146	149
Rank change year-on-year	+43	+3
Permanent jobs citing Data Modelling	145	95	123
As % of all permanent IT jobs advertised in Yorkshire	2.71%	1.67%	1.81%
As % of the Processes & Methodologies category	2.96%	1.86%	2.02%
Number of salaries quoted	132	72	97
Median salary	£50,000	£45,000	£45,000
Median salary % change year-on-year	+11.11%	-
90% offered a salary of more than	£37,500	£35,000	£32,000
10% offered a salary of more than	£62,000	£60,000	£60,000
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 Yorkshire with a requirement for process and methodology skills.

Process & Methodology Skills Yorkshire
Permanent job vacancies with a requirement for process and methodology skills	4891	5097	6088
As % of all permanent IT job vacancies advertised in Yorkshire	91.42%	89.78%	89.37%
Number of salaries quoted	4108	4255	4986
Median salary	£45,000	£42,500	£40,000
Median salary % change year-on-year	+5.88%	+6.25%
90% offered a salary of more than	£30,000	£29,500	£27,500
10% offered a salary of more than	£60,000	£60,000	£60,000
UK excluding London median salary	£45,000	£45,000	£44,000
% change year-on-year	-	+2.27%

Data Modelling
Job Vacancy Trend in Yorkshire

The job posting trend of jobs advertised in Yorkshire 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 Yorkshire

Data Modelling
Salary Trend in Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Yorkshire.

Salary trend for Data Modelling in Yorkshire

Data Modelling
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Modelling in Yorkshire over the 3 months to 24 June 2017.

Salary histogram for Data Modelling in Yorkshire

Data Modelling
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Yorkshire region over the 3 months to 24 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
West Yorkshire	+40	109	£47,500	-	15
South Yorkshire	+12	23	£60,000	+23.07%	2
North Yorkshire	+2	10	£50,000	+25.00%	3
East Yorkshire	-	1	£37,500	-	1
Data Modelling England

Data Modelling
Top 30 Co-occurring IT Skills in Yorkshire

For the 6 months to 24 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 Yorkshire region with a requirement for Data Modelling.

1	155 (58.71%)	SQL
2	130 (49.24%)	Data Warehouse
3	121 (45.83%)	SQL Server
4	116 (43.94%)	Business Intelligence
5	92 (34.85%)	SQL Server Reporting Services
6	90 (34.09%)	SQL Server Integration Services
7	88 (33.33%)	ETL
8	82 (31.06%)	SQL Server Analysis Services
9	76 (28.79%)	Microsoft
10	69 (26.14%)	Analytics
11	57 (21.59%)	Agile Software Development
12	55 (20.83%)	Finance
13	53 (20.08%)	T-SQL
14	47 (17.80%)	Oracle
15	45 (17.05%)	Analytical Skills

16	39 (14.77%)	Java
17	38 (14.39%)	Stakeholder Engagement
18	37 (14.02%)	JavaScript
19	35 (13.26%)	Data Mining
20	32 (12.12%)	HTML
20	32 (12.12%)	BusinessObjects
21	30 (11.36%)	CSS
22	29 (10.98%)	Management Information System
22	29 (10.98%)	Visualisation
23	28 (10.61%)	Degree
24	27 (10.23%)	Web Services
24	27 (10.23%)	C#
24	27 (10.23%)	Oracle Reports
25	26 (9.85%)	VBA
25	26 (9.85%)	Scrum

Data Modelling
Co-occurring IT Skills in Yorkshire 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	24 (9.09%)	SAS
2	7 (2.65%)	OpenStack
2	7 (2.65%)	SharePoint
3	6 (2.27%)	Apache Spark
4	5 (1.89%)	Confluence
5	2 (0.76%)	OpenEdge
6	1 (0.38%)	SharePoint Server

Applications
1	21 (7.95%)	SPSS
2	14 (5.30%)	Microsoft Excel
3	9 (3.41%)	MS Visio
4	4 (1.52%)	Microsoft Office
5	3 (1.14%)	Spreadsheet

Business Applications
1	9 (3.41%)	Oracle ERP
2	7 (2.65%)	Oracle 11i
2	7 (2.65%)	Oracle EBS R12
3	6 (2.27%)	Dynamics CRM
4	3 (1.14%)	Oracle EBS
5	2 (0.76%)	Dynamics AX
6	1 (0.38%)	Cognos Business Intelligence
6	1 (0.38%)	Cognos TM1
6	1 (0.38%)	SAP BPC

Cloud Services
1	18 (6.82%)	Microsoft Azure
2	4 (1.52%)	Amazon AWS
3	2 (0.76%)	Cortana Intelligence Suite
4	1 (0.38%)	Google Cloud Platform
4	1 (0.38%)	PaaS

Communications & Networking
1	1 (0.38%)	Extranet
1	1 (0.38%)	HTTP
1	1 (0.38%)	Internet
1	1 (0.38%)	Intranet
1	1 (0.38%)	SMTP
1	1 (0.38%)	SSL

Database & Business Intelligence
1	130 (49.24%)	Data Warehouse
2	121 (45.83%)	SQL Server
3	92 (34.85%)	SQL Server Reporting Services
4	90 (34.09%)	SQL Server Integration Services
5	82 (31.06%)	SQL Server Analysis Services
6	35 (13.26%)	Data Mining
7	32 (12.12%)	BusinessObjects
8	27 (10.23%)	Oracle Reports
9	23 (8.71%)	MS Access
10	20 (7.58%)	Relational Database
11	19 (7.20%)	SQL Server 2012
12	18 (6.82%)	Big Data
12	18 (6.82%)	SQL Server 2016
13	17 (6.44%)	Power BI
14	14 (5.30%)	RDBMS
15	13 (4.92%)	Hadoop
15	13 (4.92%)	SQL Server 2014
16	12 (4.55%)	Oracle ODI
17	10 (3.79%)	DataStage
17	10 (3.79%)	IBM InfoSphere

Development Applications
1	17 (6.44%)	Oracle Forms
2	9 (3.41%)	Git (software)
2	9 (3.41%)	SQL Server Management Studio (SSMS)
3	8 (3.03%)	JIRA
4	4 (1.52%)	Balsamiq Mockups
5	3 (1.14%)	Team Foundation Server
6	2 (0.76%)	ERwin
7	1 (0.38%)	Cucumber
7	1 (0.38%)	Fiddler
7	1 (0.38%)	gulp
7	1 (0.38%)	ReSharper
7	1 (0.38%)	Visual Studio

General
1	55 (20.83%)	Finance
2	16 (6.06%)	Marketing
3	9 (3.41%)	Telecoms
4	8 (3.03%)	Retail
5	5 (1.89%)	Back Office
6	4 (1.52%)	Legal
7	2 (0.76%)	Financial Institution
7	2 (0.76%)	Law
8	1 (0.38%)	Advertising
8	1 (0.38%)	Banking
8	1 (0.38%)	Billing
8	1 (0.38%)	Manufacturing

Job Titles
1	90 (34.09%)	Developer
2	56 (21.21%)	Analyst
3	47 (17.80%)	Architect
4	31 (11.74%)	Data Architect
5	29 (10.98%)	Business Intelligence Developer
5	29 (10.98%)	SQL Developer
6	26 (9.85%)	SSIS Developer
7	23 (8.71%)	Enterprise Architect
7	23 (8.71%)	Enterprise Data Architect
8	22 (8.33%)	Business Analyst
8	22 (8.33%)	T-SQL Developer
9	21 (7.95%)	Data Scientist
10	20 (7.58%)	Senior Analyst
10	20 (7.58%)	Software Developer
11	18 (6.82%)	Senior Developer
11	18 (6.82%)	SQL Server Architect
12	16 (6.06%)	Business Intelligence Analyst
12	16 (6.06%)	Oracle Developer
13	14 (5.30%)	SQL BI Developer
14	13 (4.92%)	Senior DBA

Libraries, Frameworks & Software Standards
1	32 (12.12%)	HTML
2	30 (11.36%)	CSS
3	27 (10.23%)	Web Services
4	22 (8.33%)	RESTful
5	21 (7.95%)	.NET
6	12 (4.55%)	XML
7	8 (3.03%)	ASP.NET
7	8 (3.03%)	REST
8	7 (2.65%)	CSS3
8	7 (2.65%)	HTML5
8	7 (2.65%)	OpenDaylight
9	6 (2.27%)	Node.js
9	6 (2.27%)	React
9	6 (2.27%)	Spring
10	5 (1.89%)	SOAP
11	4 (1.52%)	.NET Framework
11	4 (1.52%)	EDI
11	4 (1.52%)	Entity Framework
12	3 (1.14%)	JSP
12	3 (1.14%)	MDX

Miscellaneous
1	45 (17.05%)	Analytical Skills
2	29 (10.98%)	Management Information System
3	25 (9.47%)	Computer Science
4	24 (9.09%)	Greenfield Project
5	7 (2.65%)	Data Centre
6	3 (1.14%)	AS400
6	3 (1.14%)	FMCG
6	3 (1.14%)	User Experience
7	2 (0.76%)	Algorithms
7	2 (0.76%)	Client/Server
7	2 (0.76%)	Credit Risk
7	2 (0.76%)	Data Structures
8	1 (0.38%)	Data Protection Act
8	1 (0.38%)	Fintech

Operating Systems
1	13 (4.92%)	Linux
2	10 (3.79%)	Windows
3	3 (1.14%)	AIX
3	3 (1.14%)	Solaris
3	3 (1.14%)	Unix
3	3 (1.14%)	Windows Server 2003
4	2 (0.76%)	Windows Server
5	1 (0.38%)	Windows 10
5	1 (0.38%)	Windows 8

Processes & Methodologies
1	116 (43.94%)	Business Intelligence
2	88 (33.33%)	ETL
3	69 (26.14%)	Analytics
4	57 (21.59%)	Agile Software Development
5	38 (14.39%)	Stakeholder Engagement
6	29 (10.98%)	Visualisation
7	26 (9.85%)	Data Analysis
7	26 (9.85%)	Scrum
7	26 (9.85%)	TOGAF
8	24 (9.09%)	Data Visualisation
9	23 (8.71%)	SDLC
9	23 (8.71%)	Software Engineering
9	23 (8.71%)	Test Automation
10	22 (8.33%)	Mentoring
11	20 (7.58%)	Stakeholder Management
12	19 (7.20%)	E-Commerce
12	19 (7.20%)	Multivariate Analysis
12	19 (7.20%)	Pricing Strategy
13	18 (6.82%)	Coaching
13	18 (6.82%)	Kimball Methodology

Programming Languages
1	155 (58.71%)	SQL
2	53 (20.08%)	T-SQL
3	39 (14.77%)	Java
4	37 (14.02%)	JavaScript
5	27 (10.23%)	C#
6	26 (9.85%)	VBA
7	24 (9.09%)	Python
8	19 (7.20%)	Go
8	19 (7.20%)	Ruby
8	19 (7.20%)	Scala
9	17 (6.44%)	PL/SQL
10	13 (4.92%)	Shell Script
11	10 (3.79%)	Bash Shell
12	9 (3.41%)	PowerShell
12	9 (3.41%)	VB
13	5 (1.89%)	VB.NET
14	2 (0.76%)	OpenEdge ABL
14	2 (0.76%)	Progress 4GL
15	1 (0.38%)	MATLAB
15	1 (0.38%)	R

Qualifications
1	28 (10.61%)	Degree
2	19 (7.20%)	Computer Science Degree
3	18 (6.82%)	Security Cleared
4	9 (3.41%)	MCSA
4	9 (3.41%)	MCSE
4	9 (3.41%)	Microsoft Certification
5	2 (0.76%)	SC Cleared
6	1 (0.38%)	AAT
6	1 (0.38%)	CIMA

Quality Assurance & Compliance
1	11 (4.17%)	QA
2	9 (3.41%)	Data Quality
3	3 (1.14%)	SNOMED CT
4	1 (0.38%)	PCI DSS

System Software
1	7 (2.65%)	Docker
1	7 (2.65%)	VMware Infrastructure
2	1 (0.38%)	Active Directory

Systems Management
1	7 (2.65%)	Ansible

Vendors
1	76 (28.79%)	Microsoft
2	47 (17.80%)	Oracle
3	12 (4.55%)	SAP
4	11 (4.17%)	IBM
5	10 (3.79%)	Netezza
6	8 (3.03%)	Hyperion
6	8 (3.03%)	Informatica
6	8 (3.03%)	VMware
7	7 (2.65%)	Cisco
7	7 (2.65%)	Tableau
8	3 (1.14%)	RedGate
8	3 (1.14%)	Splunk
9	2 (0.76%)	Pega
9	2 (0.76%)	Progress
10	1 (0.38%)	Cognos
10	1 (0.38%)	Google
10	1 (0.38%)	Intel
10	1 (0.38%)	MicroStrategy
10	1 (0.38%)	Salesforce.com
10	1 (0.38%)	Sun