Period
to 12 December 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 12 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 123 109 179
Rank change year-on-year -14 +70 -29
Permanent jobs citing Data Modelling 180 237 177
As % of all permanent IT jobs advertised in Yorkshire 2.27% 2.42% 1.60%
As % of the Processes & Methodologies category 2.46% 2.63% 1.74%
Number of salaries quoted 154 209 154
Yorkshire median annual salary £50,000 £50,000 £42,500
Median salary % change year-on-year - +17.65% -15.00%
10th Percentile £36,250 £32,500 £29,650
90th Percentile £67,500 £67,500 £71,250
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 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 7,308 9,018 10,153
As % of all permanent IT jobs advertised in Yorkshire 92.04% 91.97% 91.77%
Number of salaries quoted 5,954 7,581 8,503
Yorkshire median annual salary £42,993 £42,500 £40,500
Median salary % change year-on-year +1.16% +4.94% +1.25%
10th Percentile £26,250 £26,250 £25,750
90th Percentile £62,500 £60,000 £62,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 12 December 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 12 December 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 -16 106 £50,000 - 30
North Yorkshire +3 34 £50,000 +17.65% 2
South Yorkshire -3 29 £42,500 -19.05% 3
Data Modelling
England

For the 6 months to 12 December 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.

1 105 (58.33%) Business Intelligence
2 99 (55.00%) SQL
3 81 (45.00%) Agile Software Development
4 78 (43.33%) Data Warehouse
5 63 (35.00%) SQL Server
6 56 (31.11%) ETL
7 47 (26.11%) SQL Server Integration Services
8 44 (24.44%) Microsoft
9 42 (23.33%) Finance
10 40 (22.22%) Data Quality
11 37 (20.56%) Visualisation
11 37 (20.56%) SQL Server Reporting Services
11 37 (20.56%) Analytics
12 36 (20.00%) Decision-Making
13 33 (18.33%) SQL Server Analysis Services
14 32 (17.78%) Tableau
14 32 (17.78%) T-SQL
15 30 (16.67%) Logical Data Model
16 28 (15.56%) Data Analytics
17 27 (15.00%) ERwin
18 24 (13.33%) Waterfall
19 21 (11.67%) Data Visualisation
20 20 (11.11%) Data Integration
20 20 (11.11%) Oracle
21 19 (10.56%) Java
21 19 (10.56%) Migration
21 19 (10.56%) Power BI
21 19 (10.56%) Problem-Solving
22 18 (10.00%) SDLC
22 18 (10.00%) Dashboard Development

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 4 (2.22%) Oracle SOA Suite
2 3 (1.67%) Confluence
2 3 (1.67%) SAS
3 2 (1.11%) Apache Spark
4 1 (0.56%) BizTalk Server
4 1 (0.56%) SharePoint
Applications
1 6 (3.33%) Microsoft Office
2 4 (2.22%) Microsoft Excel
3 3 (1.67%) Microsoft PowerPoint
3 3 (1.67%) MS Visio
4 1 (0.56%) Weka
Business Applications
1 2 (1.11%) Dynamics NAV
1 2 (1.11%) Exchequer
1 2 (1.11%) SAP Business One
2 1 (0.56%) Cognos Business Intelligence
2 1 (0.56%) Cognos Controller
2 1 (0.56%) Cognos Planning
2 1 (0.56%) Cognos TM1
2 1 (0.56%) Dynamics CRM
2 1 (0.56%) SAP ERP
Cloud Services
1 14 (7.78%) Microsoft Azure
2 13 (7.22%) Amazon AWS
3 5 (2.78%) Amazon Kinesis
3 5 (2.78%) Amazon SageMaker
4 3 (1.67%) IaaS
4 3 (1.67%) PaaS
4 3 (1.67%) SaaS
5 2 (1.11%) Cloud Computing
5 2 (1.11%) GitHub
6 1 (0.56%) Dynamics 365
6 1 (0.56%) Office 365
Database & Business Intelligence
1 78 (43.33%) Data Warehouse
2 63 (35.00%) SQL Server
3 47 (26.11%) SQL Server Integration Services
4 37 (20.56%) SQL Server Reporting Services
5 33 (18.33%) SQL Server Analysis Services
6 19 (10.56%) Power BI
7 15 (8.33%) Relational Database
8 14 (7.78%) QlikView
9 13 (7.22%) OLAP
10 12 (6.67%) RDBMS
10 12 (6.67%) SAP BW
11 10 (5.56%) OLAP Cube
12 8 (4.44%) Data Mining
12 8 (4.44%) Oracle ODI
12 8 (4.44%) Star Schema
13 7 (3.89%) Oracle Database
14 6 (3.33%) Big Data
14 6 (3.33%) MongoDB
14 6 (3.33%) SAP Data Services
15 5 (2.78%) Pentaho
Development Applications
1 27 (15.00%) ERwin
2 6 (3.33%) PowerDesigner
3 5 (2.78%) Jenkins
4 3 (1.67%) JIRA
5 1 (0.56%) MSBuild
5 1 (0.56%) SpecFlow
5 1 (0.56%) Team Foundation Server
5 1 (0.56%) Toad
5 1 (0.56%) Visual Studio
General
1 42 (23.33%) Finance
2 6 (3.33%) Marketing
3 5 (2.78%) Retail
4 4 (2.22%) Banking
5 2 (1.11%) Back Office
5 2 (1.11%) Manufacturing
6 1 (0.56%) Automotive
6 1 (0.56%) Legal
Job Titles
1 72 (40.00%) Analyst
2 49 (27.22%) Business Analyst
3 46 (25.56%) Developer
4 33 (18.33%) Business Intelligence Developer
5 32 (17.78%) Architect
6 28 (15.56%) Business Intelligence Analyst
7 24 (13.33%) Business Intelligence Business Analyst
8 16 (8.89%) Agile Business Analyst
9 15 (8.33%) Solutions Architect
10 14 (7.78%) Data Business Analyst
11 13 (7.22%) Data Analyst
11 13 (7.22%) Data Architect
12 12 (6.67%) Data Warehouse Analyst
13 11 (6.11%) Data Warehouse Business Analyst
13 11 (6.11%) Senior Developer
14 9 (5.00%) Business Developer
14 9 (5.00%) Senior Business Intelligence Developer
15 8 (4.44%) Data Analytics Analyst
16 7 (3.89%) Business Intelligence Manager
16 7 (3.89%) Software Analyst
Libraries, Frameworks & Software Standards
1 13 (7.22%) Web Services
2 12 (6.67%) XML
3 10 (5.56%) Spring
4 8 (4.44%) JSON
4 8 (4.44%) Spring Boot
5 6 (3.33%) Oracle GoldenGate
5 6 (3.33%) REST
5 6 (3.33%) SOAP
6 5 (2.78%) .NET
7 4 (2.22%) JSON Schema
8 3 (1.67%) EJB
8 3 (1.67%) EJB 3.0
8 3 (1.67%) GraphQL
8 3 (1.67%) Hibernate
8 3 (1.67%) JSP
8 3 (1.67%) Node.js
8 3 (1.67%) React
9 2 (1.11%) CSS
9 2 (1.11%) HTML
9 2 (1.11%) jQuery
Miscellaneous
1 13 (7.22%) Analytical Skills
2 12 (6.67%) Data Structures
3 9 (5.00%) Enterprise Software
4 5 (2.78%) DataPower
4 5 (2.78%) Mobile App
5 3 (1.67%) Algorithms
6 2 (1.11%) Greenfield Project
6 2 (1.11%) NHS
7 1 (0.56%) Clustering
7 1 (0.56%) Management Information System
Operating Systems
1 4 (2.22%) Unix
2 3 (1.67%) Windows
3 2 (1.11%) Linux
3 2 (1.11%) Windows Server
Processes & Methodologies
1 105 (58.33%) Business Intelligence
2 81 (45.00%) Agile Software Development
3 56 (31.11%) ETL
4 37 (20.56%) Analytics
4 37 (20.56%) Visualisation
5 36 (20.00%) Decision-Making
6 30 (16.67%) Logical Data Model
7 28 (15.56%) Data Analytics
8 24 (13.33%) Waterfall
9 21 (11.67%) Data Visualisation
10 20 (11.11%) Data Integration
11 19 (10.56%) Migration
11 19 (10.56%) Problem-Solving
12 18 (10.00%) Dashboard Development
12 18 (10.00%) SDLC
13 17 (9.44%) SOA
14 16 (8.89%) Enterprise Architecture
14 16 (8.89%) Software Delivery
14 16 (8.89%) UML
15 15 (8.33%) Data Architecture
Programming Languages
1 99 (55.00%) SQL
2 32 (17.78%) T-SQL
3 19 (10.56%) Java
4 12 (6.67%) C#
5 11 (6.11%) JavaScript
6 10 (5.56%) Python
7 8 (4.44%) VBA
8 7 (3.89%) R
8 7 (3.89%) Scala
9 5 (2.78%) Java 8
9 5 (2.78%) PowerShell
9 5 (2.78%) Ruby
10 4 (2.22%) VBScript
11 3 (1.67%) PL/SQL
12 2 (1.11%) PHP
12 2 (1.11%) VB.NET
13 1 (0.56%) MATLAB
13 1 (0.56%) Shell Script
13 1 (0.56%) VB
Qualifications
1 10 (5.56%) Degree
2 5 (2.78%) AWS Certification
3 3 (1.67%) TOGAF Certification
Quality Assurance & Compliance
1 40 (22.22%) Data Quality
2 3 (1.67%) GDPR
3 2 (1.11%) QA
3 2 (1.11%) Sarbanes-Oxley
4 1 (0.56%) SLA
System Software
1 8 (4.44%) Docker
2 2 (1.11%) Active Directory
3 1 (0.56%) Oracle RAC
Systems Management
1 5 (2.78%) Ansible
1 5 (2.78%) Kubernetes
1 5 (2.78%) Puppet
2 2 (1.11%) Oozie
3 1 (0.56%) BMC PATROL
3 1 (0.56%) Control-M
3 1 (0.56%) Data Guard
3 1 (0.56%) Enterprise Manager Cloud Control
3 1 (0.56%) Oracle RMAN
Vendors
1 44 (24.44%) Microsoft
2 32 (17.78%) Tableau
3 20 (11.11%) Oracle
4 17 (9.44%) SAP
5 12 (6.67%) IBM
6 6 (3.33%) Trillium
7 4 (2.22%) Informatica
8 3 (1.67%) Cognos
9 2 (1.11%) Hortonworks
9 2 (1.11%) Sage
9 2 (1.11%) Salesforce.com
9 2 (1.11%) Talend
9 2 (1.11%) Teradata
10 1 (0.56%) Alteryx
10 1 (0.56%) BMC
10 1 (0.56%) Cloudera
10 1 (0.56%) SmartCo