Period
to 25 September 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 136 114 189
Rank change year-on-year -22 +75 -39
Permanent jobs citing Data Modelling 178 259 168
As % of all permanent IT jobs advertised in Yorkshire 2.03% 2.58% 1.50%
As % of the Processes & Methodologies category 2.21% 2.80% 1.63%
Number of salaries quoted 144 229 136
Yorkshire median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -10.00%
10th Percentile £32,400 £35,500 £28,500
90th Percentile £74,625 £62,500 £62,500
England median annual salary £58,500 £55,000 £55,000
% change year-on-year +6.36% - -

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 8,041 9,265 10,282
As % of all permanent IT jobs advertised in Yorkshire 91.87% 92.42% 91.73%
Number of salaries quoted 6,628 7,767 8,474
Yorkshire median annual salary £43,146 £42,500 £40,000
Median salary % change year-on-year +1.52% +6.25% -
10th Percentile £26,175 £26,250 £25,750
90th Percentile £62,500 £61,250 £62,500
England median annual salary £50,500 £50,000 £50,000
% change year-on-year +1.00% - +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 25 September 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 25 September 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 -26 106 £55,000 +10.00% 13
North Yorkshire +4 40 £47,500 +11.76% 3
South Yorkshire -17 25 £42,500 -26.09% 1
Data Modelling
England

For the 6 months to 25 September 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 95 (53.37%) SQL
2 92 (51.69%) Business Intelligence
3 76 (42.70%) Agile Software Development
4 73 (41.01%) Data Warehouse
5 64 (35.96%) Finance
6 61 (34.27%) SQL Server
7 49 (27.53%) Microsoft
8 44 (24.72%) Data Quality
9 40 (22.47%) ETL
9 40 (22.47%) Logical Data Model
10 38 (21.35%) Visualisation
11 36 (20.22%) SQL Server Integration Services
11 36 (20.22%) Analytics
12 34 (19.10%) SQL Server Reporting Services
13 31 (17.42%) ERwin
13 31 (17.42%) Decision-Making
14 30 (16.85%) Tableau
15 29 (16.29%) SQL Server Analysis Services
16 28 (15.73%) T-SQL
17 27 (15.17%) Oracle
18 26 (14.61%) Data Integration
18 26 (14.61%) Physical Data Model
19 24 (13.48%) Data Analytics
20 23 (12.92%) Microsoft Azure
20 23 (12.92%) Waterfall
21 20 (11.24%) Data Visualisation
21 20 (11.24%) Data Architecture
21 20 (11.24%) Migration
21 20 (11.24%) IBM
21 20 (11.24%) Relational Database

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 8 (4.49%) SAS
2 5 (2.81%) Oracle SOA Suite
3 1 (0.56%) BizTalk Server
3 1 (0.56%) Confluence
3 1 (0.56%) IBM Notes
3 1 (0.56%) IIS
3 1 (0.56%) SharePoint
Applications
1 8 (4.49%) Microsoft Excel
2 2 (1.12%) Microsoft PowerPoint
3 1 (0.56%) MS Visio
Business Applications
1 1 (0.56%) Oracle BPM
1 1 (0.56%) SAP ERP
Cloud Services
1 23 (12.92%) Microsoft Azure
2 8 (4.49%) Amazon AWS
3 3 (1.69%) GitHub
4 1 (0.56%) Amazon Kinesis
4 1 (0.56%) Amazon SageMaker
Database & Business Intelligence
1 73 (41.01%) Data Warehouse
2 61 (34.27%) SQL Server
3 36 (20.22%) SQL Server Integration Services
4 34 (19.10%) SQL Server Reporting Services
5 29 (16.29%) SQL Server Analysis Services
6 20 (11.24%) Relational Database
7 17 (9.55%) Oracle ODI
8 15 (8.43%) OLAP
9 14 (7.87%) QlikView
10 13 (7.30%) SAP Data Services
11 12 (6.74%) Power BI
11 12 (6.74%) RDBMS
12 11 (6.18%) Oracle Database
13 9 (5.06%) Big Data
14 8 (4.49%) Data Mining
14 8 (4.49%) SAP BW
15 7 (3.93%) OLAP Cube
16 5 (2.81%) BusinessObjects
16 5 (2.81%) Data Lake
17 4 (2.25%) MOLAP
Development Applications
1 31 (17.42%) ERwin
2 14 (7.87%) PowerDesigner
3 6 (3.37%) Jenkins
4 3 (1.69%) Grunt
4 3 (1.69%) JIRA
5 1 (0.56%) ER Studio
5 1 (0.56%) MSBuild
5 1 (0.56%) SpecFlow
5 1 (0.56%) SQL Server Management Studio (SSMS)
5 1 (0.56%) Team Foundation Server
5 1 (0.56%) Toad
5 1 (0.56%) Visual Studio
General
1 64 (35.96%) Finance
2 8 (4.49%) Marketing
3 5 (2.81%) Banking
3 5 (2.81%) Retail
4 4 (2.25%) Financial Institution
5 3 (1.69%) Manufacturing
6 2 (1.12%) Back Office
7 1 (0.56%) Automotive
7 1 (0.56%) Pharmaceutical
Job Titles
1 67 (37.64%) Analyst
2 39 (21.91%) Architect
3 37 (20.79%) Developer
4 32 (17.98%) Business Analyst
5 25 (14.04%) Business Intelligence Developer
5 25 (14.04%) Data Analyst
6 23 (12.92%) Business Intelligence Analyst
6 23 (12.92%) Data Architect
7 20 (11.24%) Data Modeller
8 18 (10.11%) Business Intelligence Business Analyst
9 17 (9.55%) Data Warehouse Analyst
10 16 (8.99%) Solutions Architect
11 13 (7.30%) Data Business Analyst
12 12 (6.74%) Business Developer
12 12 (6.74%) Data Warehouse Business Analyst
13 11 (6.18%) DBA
14 10 (5.62%) Senior Developer
15 8 (4.49%) Agile Business Analyst
15 8 (4.49%) SQL DBA
16 7 (3.93%) Business Intelligence Architect
Libraries, Frameworks & Software Standards
1 15 (8.43%) XML
2 14 (7.87%) Oracle GoldenGate
2 14 (7.87%) REST
3 13 (7.30%) Web Services
4 11 (6.18%) JSON
4 11 (6.18%) SOAP
5 6 (3.37%) Spring
5 6 (3.37%) Spring Boot
6 5 (2.81%) .NET
6 5 (2.81%) XSD
7 4 (2.25%) Kafka
8 3 (1.69%) ASP.NET
8 3 (1.69%) Node.js
8 3 (1.69%) React
9 2 (1.12%) AngularJS
9 2 (1.12%) CSS
9 2 (1.12%) HTML
9 2 (1.12%) Middleware
9 2 (1.12%) Sass
9 2 (1.12%) WCF
Miscellaneous
1 14 (7.87%) Analytical Skills
2 9 (5.06%) Data Structures
3 6 (3.37%) DataPower
4 5 (2.81%) Credit Risk
4 5 (2.81%) Enterprise Software
4 5 (2.81%) Replication
5 4 (2.25%) Taxonomies
6 3 (1.69%) Algorithms
6 3 (1.69%) Management Information System
6 3 (1.69%) Mobile App
7 2 (1.12%) Clustering
7 2 (1.12%) Computer Science
7 2 (1.12%) Greenfield Project
7 2 (1.12%) NHS
7 2 (1.12%) SCADA
7 2 (1.12%) Self-Motivation
Operating Systems
1 3 (1.69%) Linux
1 3 (1.69%) Unix
2 2 (1.12%) Windows
3 1 (0.56%) Windows Server
Processes & Methodologies
1 92 (51.69%) Business Intelligence
2 76 (42.70%) Agile Software Development
3 40 (22.47%) ETL
3 40 (22.47%) Logical Data Model
4 38 (21.35%) Visualisation
5 36 (20.22%) Analytics
6 31 (17.42%) Decision-Making
7 26 (14.61%) Data Integration
7 26 (14.61%) Physical Data Model
8 24 (13.48%) Data Analytics
9 23 (12.92%) Waterfall
10 20 (11.24%) Data Architecture
10 20 (11.24%) Data Visualisation
10 20 (11.24%) Migration
10 20 (11.24%) Problem-Solving
10 20 (11.24%) SDLC
11 19 (10.67%) Data Governance
12 17 (9.55%) Data Management
13 16 (8.99%) UML
14 15 (8.43%) SOA
Programming Languages
1 95 (53.37%) SQL
2 28 (15.73%) T-SQL
3 13 (7.30%) R
4 12 (6.74%) Java
5 10 (5.62%) Python
6 7 (3.93%) JavaScript
7 6 (3.37%) Java 8
8 5 (2.81%) C#
8 5 (2.81%) Scala
9 4 (2.25%) PL/SQL
9 4 (2.25%) PowerShell
10 2 (1.12%) Lingo
10 2 (1.12%) PHP
10 2 (1.12%) VB.NET
10 2 (1.12%) VBA
11 1 (0.56%) C++
11 1 (0.56%) Ruby
11 1 (0.56%) Shell Script
Qualifications
1 8 (4.49%) Degree
2 3 (1.69%) Microsoft Certification
2 3 (1.69%) TOGAF Certification
3 2 (1.12%) MCSA
3 2 (1.12%) MCSE
4 1 (0.56%) AWS Certification
4 1 (0.56%) IIBA
4 1 (0.56%) ISEB
4 1 (0.56%) MCSD
4 1 (0.56%) Sun Certification
Quality Assurance & Compliance
1 44 (24.72%) Data Quality
2 3 (1.69%) GDPR
2 3 (1.69%) QA
3 2 (1.12%) Sarbanes-Oxley
4 1 (0.56%) SLA
System Software
1 7 (3.93%) Docker
2 4 (2.25%) Apache Flume
2 4 (2.25%) HDFS
3 2 (1.12%) Active Directory
4 1 (0.56%) Oracle RAC
Systems Management
1 6 (3.37%) Ansible
1 6 (3.37%) Kubernetes
1 6 (3.37%) Puppet
2 4 (2.25%) 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 49 (27.53%) Microsoft
2 30 (16.85%) Tableau
3 27 (15.17%) Oracle
4 20 (11.24%) IBM
5 14 (7.87%) Trillium
6 13 (7.30%) SAP
7 3 (1.69%) Informatica
8 2 (1.12%) Google
8 2 (1.12%) Twitter
9 1 (0.56%) Alteryx
9 1 (0.56%) BMC
9 1 (0.56%) Cognos
9 1 (0.56%) Lotus
9 1 (0.56%) MicroStrategy
9 1 (0.56%) SmartCo
9 1 (0.56%) Talend