Period
to 23 November 2017

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 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 114 178 146
Rank change year-on-year +64 -32 +11
Permanent jobs citing Data Modelling 243 176 273
As % of all permanent IT jobs advertised in Yorkshire 2.47% 1.57% 2.08%
As % of the Processes & Methodologies category 2.74% 1.75% 2.31%
Number of salaries quoted 214 154 222
Yorkshire median annual salary £50,000 £42,500 £50,000
Median salary % change year-on-year +17.65% -15.00% +11.11%
10th Percentile £33,150 £26,750 £33,750
90th Percentile £67,500 £62,500 £67,500
England median annual salary £55,000 £55,000 £55,000

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 8883 10042 11835
As % of all permanent IT jobs advertised in Yorkshire 90.14% 89.67% 90.21%
Number of salaries quoted 7439 8453 9634
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% +1.27%
10th Percentile £26,250 £26,250 £26,075
90th Percentile £61,250 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Modelling
Job Vacancy Trend in Yorkshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Yorkshire.

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 6 months to 23 November 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 6 months to 23 November 2017. 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
West Yorkshire +32 169 £50,000 +17.65% 14
South Yorkshire +43 31 £52,500 +16.67% 4
North Yorkshire +18 25 £42,500 +21.43%
East Yorkshire - 15 £48,250 -
Data Modelling
England

For the 6 months to 23 November 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.

1 142 (58.44%) SQL
2 135 (55.56%) Business Intelligence
3 132 (54.32%) Data Warehouse
4 102 (41.98%) SQL Server
5 100 (41.15%) SQL Server Integration Services
6 97 (39.92%) SQL Server Reporting Services
7 91 (37.45%) SQL Server Analysis Services
8 88 (36.21%) ETL
9 66 (27.16%) Analytical Skills
10 62 (25.51%) Microsoft
11 58 (23.87%) T-SQL
12 53 (21.81%) Agile Software Development
12 53 (21.81%) Analytics
13 50 (20.58%) Finance
14 41 (16.87%) Migration
15 36 (14.81%) Visualisation
16 33 (13.58%) Data Management
16 33 (13.58%) Data Visualisation
16 33 (13.58%) Data Strategy
17 32 (13.17%) BusinessObjects
18 31 (12.76%) Data Migration
18 31 (12.76%) Data Architecture
19 30 (12.35%) Java
20 29 (11.93%) SAP
21 28 (11.52%) C#
22 27 (11.11%) SQL Server 2012
23 26 (10.70%) Kimball Methodology
23 26 (10.70%) Oracle
24 25 (10.29%) Data Mining
24 25 (10.29%) Power BI

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
1 18 (7.41%) SAS
2 6 (2.47%) SharePoint
2 6 (2.47%) Tomcat
2 6 (2.47%) WebLogic
2 6 (2.47%) WebSphere
3 3 (1.23%) Confluence
3 3 (1.23%) NetWeaver
4 2 (0.82%) Mule
5 1 (0.41%) Apache ServiceMix
5 1 (0.41%) Apache Spark
5 1 (0.41%) Oracle SOA Suite
Applications
1 18 (7.41%) Microsoft Excel
2 16 (6.58%) SPSS
3 4 (1.65%) Microsoft Office
4 2 (0.82%) Microsoft PowerPoint
Business Applications
1 4 (1.65%) Dynamics CRM
2 1 (0.41%) Dynamics AX
2 1 (0.41%) Dynamics NAV
2 1 (0.41%) Exchequer
2 1 (0.41%) Oracle ERP
2 1 (0.41%) SAP Business One
2 1 (0.41%) SAP Hybris
2 1 (0.41%) Visualfiles
Cloud Services
1 12 (4.94%) Microsoft Azure
2 2 (0.82%) Cortana Intelligence Suite
2 2 (0.82%) GitHub
3 1 (0.41%) Amazon AWS
Database & Business Intelligence
1 132 (54.32%) Data Warehouse
2 102 (41.98%) SQL Server
3 100 (41.15%) SQL Server Integration Services
4 97 (39.92%) SQL Server Reporting Services
5 91 (37.45%) SQL Server Analysis Services
6 32 (13.17%) BusinessObjects
7 27 (11.11%) SQL Server 2012
8 25 (10.29%) Data Mining
8 25 (10.29%) Power BI
9 20 (8.23%) Relational Database
10 17 (7.00%) QlikView
11 15 (6.17%) DataStage
11 15 (6.17%) IBM InfoSphere
12 14 (5.76%) Star Schema
13 12 (4.94%) SAP HANA
14 11 (4.53%) Big Data
14 11 (4.53%) SQL Server 2016
15 8 (3.29%) SAP BW
15 8 (3.29%) SAP Data Services
15 8 (3.29%) SQL Server 2014
Development Applications
1 17 (7.00%) SQL Server Management Studio (SSMS)
2 10 (4.12%) ERwin
3 7 (2.88%) Toad
4 5 (2.06%) Team Foundation Server
5 3 (1.23%) Balsamiq Mockups
5 3 (1.23%) JIRA
6 2 (0.82%) Oracle Forms
6 2 (0.82%) Talend Open Studio
7 1 (0.41%) Cucumber
7 1 (0.41%) Git (software)
7 1 (0.41%) Jenkins
7 1 (0.41%) JUnit
7 1 (0.41%) Maven
7 1 (0.41%) Visual Studio Team System
General
1 50 (20.58%) Finance
2 16 (6.58%) Marketing
3 14 (5.76%) Retail
4 7 (2.88%) Banking
5 4 (1.65%) Legal
6 3 (1.23%) Advertising
6 3 (1.23%) Retail Finance
6 3 (1.23%) Telecoms
7 2 (0.82%) Back Office
7 2 (0.82%) Manufacturing
7 2 (0.82%) Publishing
8 1 (0.41%) Financial Institution
Job Titles
1 93 (38.27%) Developer
2 60 (24.69%) Business Intelligence Developer
3 52 (21.40%) Analyst
4 47 (19.34%) Architect
5 34 (13.99%) SQL Developer
6 32 (13.17%) SSIS Developer
7 27 (11.11%) SQL BI Developer
8 24 (9.88%) Data Architect
9 23 (9.47%) Business Intelligence Analyst
9 23 (9.47%) T-SQL Developer
10 22 (9.05%) Administrator
10 22 (9.05%) DBA
10 22 (9.05%) Senior DBA
11 18 (7.41%) Solutions Architect
12 17 (7.00%) Senior SQL DBA
12 17 (7.00%) SQL DBA
13 15 (6.17%) Business Analyst
14 13 (5.35%) Senior Analyst
14 13 (5.35%) Senior Developer
15 9 (3.70%) ETL Developer
Libraries, Frameworks & Software Standards
1 23 (9.47%) .NET
2 11 (4.53%) RESTful
2 11 (4.53%) XML
3 10 (4.12%) Web Services
4 8 (3.29%) Middleware
4 8 (3.29%) SOAP
5 7 (2.88%) JMS
5 7 (2.88%) JSP
5 7 (2.88%) XSD
5 7 (2.88%) XSLT
6 6 (2.47%) J2EE
6 6 (2.47%) Java EE
6 6 (2.47%) Servlets
7 4 (1.65%) AngularJS
7 4 (1.65%) CSS
7 4 (1.65%) HTML
7 4 (1.65%) RabbitMQ
8 1 (0.41%) Apache Camel
8 1 (0.41%) Kafka
8 1 (0.41%) REST
Miscellaneous
1 66 (27.16%) Analytical Skills
2 16 (6.58%) Computer Science
3 14 (5.76%) Greenfield Project
4 12 (4.94%) Enterprise Software
4 12 (4.94%) Management Information System
5 9 (3.70%) Credit Risk
5 9 (3.70%) Data Structures
6 7 (2.88%) AS400
6 7 (2.88%) Mobile App
6 7 (2.88%) User Experience
7 4 (1.65%) NHS
8 2 (0.82%) Data Protection Act
9 1 (0.41%) FMCG
9 1 (0.41%) Virtual Team
Operating Systems
1 23 (9.47%) Linux
2 7 (2.88%) AIX
2 7 (2.88%) Solaris
2 7 (2.88%) Windows
2 7 (2.88%) Windows Server 2003
3 1 (0.41%) Unix
Processes & Methodologies
1 135 (55.56%) Business Intelligence
2 88 (36.21%) ETL
3 53 (21.81%) Agile Software Development
3 53 (21.81%) Analytics
4 41 (16.87%) Migration
5 36 (14.81%) Visualisation
6 33 (13.58%) Data Management
6 33 (13.58%) Data Strategy
6 33 (13.58%) Data Visualisation
7 31 (12.76%) Data Architecture
7 31 (12.76%) Data Migration
8 26 (10.70%) Kimball Methodology
9 23 (9.47%) Data Analysis
10 22 (9.05%) Coaching
10 22 (9.05%) Logical Data Model
11 21 (8.64%) SDLC
12 20 (8.23%) CRM
12 20 (8.23%) Disaster Recovery
13 19 (7.82%) Performance Tuning
14 18 (7.41%) Master Data Management
Programming Languages
1 142 (58.44%) SQL
2 58 (23.87%) T-SQL
3 30 (12.35%) Java
4 28 (11.52%) C#
5 23 (9.47%) Shell Script
6 18 (7.41%) VBA
7 17 (7.00%) PowerShell
8 15 (6.17%) Bash Shell
9 14 (5.76%) Python
10 12 (4.94%) R
10 12 (4.94%) VB
11 11 (4.53%) JavaScript
12 8 (3.29%) VB.NET
13 7 (2.88%) MATLAB
14 6 (2.47%) ABAP
15 4 (1.65%) Scala
16 3 (1.23%) Go
16 3 (1.23%) PHP
16 3 (1.23%) PL/SQL
16 3 (1.23%) Ruby
Qualifications
1 22 (9.05%) Microsoft Certification
2 20 (8.23%) MCSA
3 19 (7.82%) Degree
4 17 (7.00%) MCSE
5 6 (2.47%) Postgraduate
6 5 (2.06%) Security Cleared
7 4 (1.65%) SC Cleared
8 3 (1.23%) Computer Science Degree
8 3 (1.23%) MCP
9 2 (0.82%) MCSD
10 1 (0.41%) ISEB
10 1 (0.41%) Numerate Degree
10 1 (0.41%) PhD
Quality Assurance & Compliance
1 23 (9.47%) Data Quality
2 16 (6.58%) QA
3 9 (3.70%) GDPR
4 2 (0.82%) ISO/IEC 27001
5 1 (0.41%) SLA
System Software
1 1 (0.41%) Apache Flume
Systems Management
1 1 (0.41%) Ansible
Vendors
1 62 (25.51%) Microsoft
2 29 (11.93%) SAP
3 26 (10.70%) Oracle
4 19 (7.82%) Tableau
5 15 (6.17%) IBM
5 15 (6.17%) Netezza
6 7 (2.88%) Alteryx
7 5 (2.06%) MicroStrategy
7 5 (2.06%) Sybase
8 3 (1.23%) RedGate
9 2 (0.82%) Cognos
9 2 (0.82%) Informatica
9 2 (0.82%) MuleSoft
9 2 (0.82%) Talend
10 1 (0.41%) hybris
10 1 (0.41%) Intel
10 1 (0.41%) Logi
10 1 (0.41%) Red Hat
10 1 (0.41%) Sage
10 1 (0.41%) Splunk