Period
to 23 February 2018

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 February 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 114 151 148
Rank change year-on-year +37 -3 +36
Permanent jobs citing Data Modelling 239 205 268
As % of all permanent IT jobs advertised in Yorkshire 2.39% 1.91% 2.09%
As % of the Processes & Methodologies category 2.63% 2.13% 2.35%
Number of salaries quoted 203 181 210
Yorkshire median annual salary £50,000 £45,000 £46,500
Median salary % change year-on-year +11.11% -3.23% -1.06%
10th Percentile £33,100 £32,500 £32,500
90th Percentile £69,500 £72,500 £63,750
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 9,076 9,647 11,425
As % of all permanent IT jobs advertised in Yorkshire 90.65% 89.75% 88.94%
Number of salaries quoted 7,740 8,273 9,384
Yorkshire median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £26,000 £26,250
90th Percentile £60,000 £60,000 £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 February 2018.

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 February 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
West Yorkshire +37 193 £47,500 +5.56% 25
South Yorkshire +14 20 £56,250 +25.00% 6
East Yorkshire - 12 £50,000 -
North Yorkshire -1 9 £40,000 +5.26% 5
Data Modelling
England

For the 6 months to 23 February 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 Yorkshire region with a requirement for Data Modelling.

1 134 (56.07%) Business Intelligence
2 108 (45.19%) Data Warehouse
3 89 (37.24%) SQL Server Integration Services
4 84 (35.15%) SQL Server
5 83 (34.73%) SQL
6 79 (33.05%) SQL Server Reporting Services
7 70 (29.29%) ETL
8 69 (28.87%) Microsoft
9 68 (28.45%) Agile Software Development
10 64 (26.78%) SQL Server Analysis Services
11 54 (22.59%) T-SQL
12 50 (20.92%) Finance
13 48 (20.08%) Data Architecture
14 45 (18.83%) Analytics
14 45 (18.83%) Analytical Skills
15 35 (14.64%) BusinessObjects
16 34 (14.23%) Visualisation
17 32 (13.39%) Scrum
18 31 (12.97%) Migration
18 31 (12.97%) QlikView
18 31 (12.97%) Data Strategy
19 28 (11.72%) Data Management
19 28 (11.72%) TOGAF
19 28 (11.72%) Oracle
20 27 (11.30%) Enterprise Architecture
20 27 (11.30%) Data Visualisation
21 26 (10.88%) OO
22 25 (10.46%) Data Quality
22 25 (10.46%) Logical Data Model
23 24 (10.04%) SAP

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 13 (5.44%) Confluence
2 7 (2.93%) SAS
3 6 (2.51%) Tomcat
3 6 (2.51%) WebLogic
3 6 (2.51%) WebSphere
4 5 (2.09%) NetWeaver
5 4 (1.67%) Oracle Workflow
6 3 (1.26%) Apache Solr
6 3 (1.26%) Apache Spark
6 3 (1.26%) Elasticsearch
6 3 (1.26%) Oracle SOA Suite
7 2 (0.84%) Mule
7 2 (0.84%) SharePoint
8 1 (0.42%) Apache ServiceMix
Applications
1 17 (7.11%) Microsoft Excel
2 3 (1.26%) SPSS
3 2 (0.84%) Microsoft PowerPoint
3 2 (0.84%) MS Visio
Business Applications
1 1 (0.42%) Dynamics AX
1 1 (0.42%) Dynamics NAV
1 1 (0.42%) Exchequer
1 1 (0.42%) Oracle ERP
1 1 (0.42%) SAP Business One
1 1 (0.42%) SAP Hybris
Cloud Services
1 9 (3.77%) Amazon AWS
2 8 (3.35%) Microsoft Azure
3 4 (1.67%) Google Cloud Platform
4 1 (0.42%) Cloud Computing
4 1 (0.42%) Cortana Intelligence Suite
4 1 (0.42%) GitHub
4 1 (0.42%) IaaS
4 1 (0.42%) PaaS
4 1 (0.42%) SaaS
Communications & Networking
1 1 (0.42%) Ethernet
1 1 (0.42%) Wireless
Database & Business Intelligence
1 108 (45.19%) Data Warehouse
2 89 (37.24%) SQL Server Integration Services
3 84 (35.15%) SQL Server
4 79 (33.05%) SQL Server Reporting Services
5 64 (26.78%) SQL Server Analysis Services
6 35 (14.64%) BusinessObjects
7 31 (12.97%) QlikView
8 21 (8.79%) SQL Server 2012
9 17 (7.11%) Data Mining
9 17 (7.11%) Power BI
10 15 (6.28%) Relational Database
11 13 (5.44%) SAP HANA
12 11 (4.60%) Big Data
13 9 (3.77%) BusinessObjects Business Intelligence
13 9 (3.77%) MySQL
13 9 (3.77%) OLAP
13 9 (3.77%) SAP BW
14 7 (2.93%) Oracle ODI
15 6 (2.51%) Enterprise Data Warehouse
15 6 (2.51%) SQL Server 2014
Development Applications
1 22 (9.21%) JIRA
2 10 (4.18%) ERwin
2 10 (4.18%) SQL Server Management Studio (SSMS)
3 3 (1.26%) Team Foundation Server
3 3 (1.26%) Toad
4 2 (0.84%) Balsamiq Mockups
4 2 (0.84%) Oracle Forms
4 2 (0.84%) Visual Studio Team System
5 1 (0.42%) Cucumber
5 1 (0.42%) Jenkins
5 1 (0.42%) JUnit
5 1 (0.42%) Maven
5 1 (0.42%) Oracle APEX
General
1 50 (20.92%) Finance
2 13 (5.44%) Marketing
2 13 (5.44%) Retail
3 4 (1.67%) Billing
4 3 (1.26%) Legal
5 2 (0.84%) Advertising
5 2 (0.84%) Manufacturing
5 2 (0.84%) Publishing
6 1 (0.42%) Banking
6 1 (0.42%) Games
6 1 (0.42%) Retail Finance
6 1 (0.42%) Telecoms
Job Titles
1 89 (37.24%) Developer
2 62 (25.94%) Analyst
3 55 (23.01%) Architect
4 54 (22.59%) Business Intelligence Developer
5 37 (15.48%) SSIS Developer
6 35 (14.64%) Data Architect
7 32 (13.39%) SQL Developer
8 28 (11.72%) Business Analyst
9 22 (9.21%) SQL BI Developer
9 22 (9.21%) T-SQL Developer
10 18 (7.53%) Business Developer
10 18 (7.53%) Solutions Architect
11 16 (6.69%) Business Intelligence Analyst
11 16 (6.69%) Senior Analyst
12 13 (5.44%) Technical Analyst
13 11 (4.60%) Microsoft BI Developer
13 11 (4.60%) Microsoft Developer
13 11 (4.60%) Senior Business Analyst
14 10 (4.18%) Senior DBA
14 10 (4.18%) Senior SQL DBA
Libraries, Frameworks & Software Standards
1 15 (6.28%) Web Services
1 15 (6.28%) XML
2 11 (4.60%) RESTful
3 9 (3.77%) SOAP
4 8 (3.35%) .NET
4 8 (3.35%) Middleware
4 8 (3.35%) XSD
5 7 (2.93%) JSON
6 6 (2.51%) J2EE
6 6 (2.51%) JMS
6 6 (2.51%) JSP
6 6 (2.51%) Servlets
6 6 (2.51%) XSLT
7 5 (2.09%) Kafka
7 5 (2.09%) Spring
8 4 (1.67%) EJB
8 4 (1.67%) Java EE
8 4 (1.67%) Struts
9 3 (1.26%) Entity Framework
9 3 (1.26%) REST
Miscellaneous
1 45 (18.83%) Analytical Skills
2 14 (5.86%) Enterprise Software
3 11 (4.60%) FMCG
3 11 (4.60%) Greenfield Project
4 10 (4.18%) User Experience
5 9 (3.77%) Computer Science
6 6 (2.51%) AS400
6 6 (2.51%) Data Structures
6 6 (2.51%) Management Information System
6 6 (2.51%) Mobile App
6 6 (2.51%) Taxonomies
7 5 (2.09%) Data Protection Act
8 4 (1.67%) Credit Risk
9 3 (1.26%) Hybrid Cloud
9 3 (1.26%) N-Tier
10 2 (0.84%) Replication
11 1 (0.42%) Virtual Team
Operating Systems
1 7 (2.93%) Linux
1 7 (2.93%) Windows
2 6 (2.51%) AIX
2 6 (2.51%) Solaris
2 6 (2.51%) Windows Server 2003
3 1 (0.42%) Unix
Processes & Methodologies
1 134 (56.07%) Business Intelligence
2 70 (29.29%) ETL
3 68 (28.45%) Agile Software Development
4 48 (20.08%) Data Architecture
5 45 (18.83%) Analytics
6 34 (14.23%) Visualisation
7 32 (13.39%) Scrum
8 31 (12.97%) Data Strategy
8 31 (12.97%) Migration
9 28 (11.72%) Data Management
9 28 (11.72%) TOGAF
10 27 (11.30%) Data Visualisation
10 27 (11.30%) Enterprise Architecture
11 26 (10.88%) OO
12 25 (10.46%) Logical Data Model
13 24 (10.04%) Use Case
14 21 (8.79%) Master Data Management
15 19 (7.95%) Business Analysis
15 19 (7.95%) Data Migration
15 19 (7.95%) SDLC
Programming Languages
1 83 (34.73%) SQL
2 54 (22.59%) T-SQL
3 21 (8.79%) Java
4 12 (5.02%) R
5 10 (4.18%) JavaScript
5 10 (4.18%) PowerShell
6 9 (3.77%) Lingo
6 9 (3.77%) Python
6 9 (3.77%) VB
7 8 (3.35%) C#
8 6 (2.51%) Shell Script
9 5 (2.09%) ABAP
9 5 (2.09%) C++
9 5 (2.09%) VBA
10 3 (1.26%) MATLAB
11 2 (0.84%) PL/SQL
11 2 (0.84%) Scala
12 1 (0.42%) C
12 1 (0.42%) VB.NET
Qualifications
1 15 (6.28%) Microsoft Certification
2 13 (5.44%) MCSA
3 10 (4.18%) Degree
3 10 (4.18%) MCSE
4 4 (1.67%) PMI Certification
4 4 (1.67%) PMP
5 3 (1.26%) MCP
5 3 (1.26%) Postgraduate
6 2 (0.84%) APMP
6 2 (0.84%) ISEB
6 2 (0.84%) MCSD
6 2 (0.84%) SC Cleared
6 2 (0.84%) Security Cleared
7 1 (0.42%) HND
7 1 (0.42%) IIBA
7 1 (0.42%) Numerate Degree
7 1 (0.42%) PhD
Quality Assurance & Compliance
1 25 (10.46%) Data Quality
2 14 (5.86%) GDPR
3 6 (2.51%) QA
4 5 (2.09%) SLA
5 4 (1.67%) GCP
6 3 (1.26%) ISO/IEC 27001
System Software
1 5 (2.09%) HDFS
2 2 (0.84%) Apache Flume
Systems Management
1 3 (1.26%) Ansible
1 3 (1.26%) Puppet
2 2 (0.84%) Oozie
Vendors
1 69 (28.87%) Microsoft
2 28 (11.72%) Oracle
3 24 (10.04%) SAP
4 19 (7.95%) Tableau
5 5 (2.09%) MicroStrategy
5 5 (2.09%) Sybase
6 4 (1.67%) Google
7 3 (1.26%) Alteryx
7 3 (1.26%) RedGate
8 2 (0.84%) MuleSoft
9 1 (0.42%) hybris
9 1 (0.42%) Informatica
9 1 (0.42%) Red Hat
9 1 (0.42%) Sage
9 1 (0.42%) Talend
9 1 (0.42%) TARGIT