Period
to 21 June 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 21 June 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Yorkshire
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 134 115 173
Rank change year-on-year -19 +58 +11
Permanent jobs citing Data Modelling 200 262 217
As % of all permanent IT jobs advertised in Yorkshire 2.07% 2.45% 1.79%
As % of the Processes & Methodologies category 2.24% 2.66% 1.99%
Number of salaries quoted 167 236 179
Yorkshire median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% -
10th Percentile £33,400 £35,125 £32,500
90th Percentile £75,000 £72,500 £63,750
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - +0.92%

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 8,921 9,837 10,903
As % of all permanent IT jobs advertised in Yorkshire 92.46% 92.15% 89.91%
Number of salaries quoted 7,545 8,417 9,067
Yorkshire median annual salary £43,000 £42,500 £40,000
Median salary % change year-on-year +1.18% +6.25% -
10th Percentile £26,250 £26,250 £26,000
90th Percentile £61,250 £61,250 £61,000
England median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

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 21 June 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 21 June 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 -8 162 £47,500 - 18
North Yorkshire +10 22 £45,000 +5.88% 6
South Yorkshire -12 13 £47,500 -9.52% 4
East Yorkshire +20 1 £35,000 -6.67%
Data Modelling
England

For the 6 months to 21 June 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.

1 104 (52.00%) Business Intelligence
2 88 (44.00%) Data Warehouse
3 81 (40.50%) SQL
4 80 (40.00%) Agile Software Development
5 75 (37.50%) Microsoft
6 68 (34.00%) SQL Server
7 58 (29.00%) Finance
8 52 (26.00%) ETL
9 50 (25.00%) SQL Server Integration Services
10 45 (22.50%) SQL Server Reporting Services
11 36 (18.00%) T-SQL
11 36 (18.00%) SQL Server Analysis Services
11 36 (18.00%) Analytics
12 33 (16.50%) Data Architecture
12 33 (16.50%) Scrum
13 30 (15.00%) Data Quality
14 27 (13.50%) QlikView
14 27 (13.50%) Oracle
15 26 (13.00%) OO
15 26 (13.00%) Data Integration
16 25 (12.50%) Microsoft Azure
16 25 (12.50%) Logical Data Model
16 25 (12.50%) SDLC
17 24 (12.00%) Analytical Skills
17 24 (12.00%) UML
18 23 (11.50%) Visualisation
18 23 (11.50%) Use Case
18 23 (11.50%) JIRA
19 21 (10.50%) Enterprise Architecture
19 21 (10.50%) Migration

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 9 (4.50%) Confluence
1 9 (4.50%) SAS
2 4 (2.00%) Apache Solr
2 4 (2.00%) Apache Spark
2 4 (2.00%) Elasticsearch
2 4 (2.00%) Oracle Workflow
3 3 (1.50%) Oracle SOA Suite
4 2 (1.00%) NetWeaver
4 2 (1.00%) SharePoint
5 1 (0.50%) IBM Notes
5 1 (0.50%) IIS
Applications
1 8 (4.00%) Microsoft Excel
2 3 (1.50%) MS Visio
3 2 (1.00%) SPSS
Business Applications
1 1 (0.50%) Oracle BPM
Cloud Services
1 25 (12.50%) Microsoft Azure
2 14 (7.00%) Amazon AWS
3 4 (2.00%) Google Cloud Platform
4 3 (1.50%) GitHub
5 2 (1.00%) Google Analytics
6 1 (0.50%) Cloud Computing
6 1 (0.50%) IaaS
6 1 (0.50%) PaaS
6 1 (0.50%) SaaS
Database & Business Intelligence
1 88 (44.00%) Data Warehouse
2 68 (34.00%) SQL Server
3 50 (25.00%) SQL Server Integration Services
4 45 (22.50%) SQL Server Reporting Services
5 36 (18.00%) SQL Server Analysis Services
6 27 (13.50%) QlikView
7 19 (9.50%) Relational Database
8 17 (8.50%) BusinessObjects
9 16 (8.00%) Oracle ODI
10 12 (6.00%) Big Data
10 12 (6.00%) OLAP
10 12 (6.00%) Power BI
11 10 (5.00%) Hadoop
11 10 (5.00%) HBase
11 10 (5.00%) RDBMS
12 7 (3.50%) SAP Data Services
13 6 (3.00%) Apache Hive
13 6 (3.00%) Enterprise Data Warehouse
13 6 (3.00%) Impala
13 6 (3.00%) Sqoop
Development Applications
1 23 (11.50%) JIRA
2 13 (6.50%) ERwin
3 8 (4.00%) PowerDesigner
3 8 (4.00%) SQL Server Management Studio (SSMS)
4 3 (1.50%) Grunt
5 2 (1.00%) Oracle Forms
6 1 (0.50%) ER Studio
6 1 (0.50%) Jenkins
6 1 (0.50%) Oracle APEX
General
1 58 (29.00%) Finance
2 8 (4.00%) Retail
3 6 (3.00%) Marketing
4 4 (2.00%) Billing
4 4 (2.00%) Financial Institution
5 2 (1.00%) Banking
6 1 (0.50%) Advertising
6 1 (0.50%) Games
6 1 (0.50%) Manufacturing
6 1 (0.50%) Pharmaceutical
6 1 (0.50%) Retail Finance
6 1 (0.50%) Telecoms
Job Titles
1 68 (34.00%) Analyst
2 48 (24.00%) Developer
3 37 (18.50%) Architect
4 30 (15.00%) Business Analyst
5 28 (14.00%) Business Intelligence Developer
6 27 (13.50%) Data Architect
7 19 (9.50%) Business Developer
7 19 (9.50%) DBA
8 18 (9.00%) Data Modeller
8 18 (9.00%) Senior Analyst
9 17 (8.50%) SQL DBA
10 15 (7.50%) SSIS Developer
11 14 (7.00%) Data Analyst
11 14 (7.00%) Senior Business Analyst
11 14 (7.00%) SQL Server DBA
12 12 (6.00%) Business Intelligence Analyst
13 10 (5.00%) Administrator
13 10 (5.00%) SQL Analyst
13 10 (5.00%) Test Analyst
14 9 (4.50%) Technical Analyst
Libraries, Frameworks & Software Standards
1 16 (8.00%) Web Services
2 15 (7.50%) XML
3 14 (7.00%) JSON
4 10 (5.00%) Kafka
4 10 (5.00%) REST
5 8 (4.00%) Oracle GoldenGate
6 7 (3.50%) SOAP
7 6 (3.00%) .NET
7 6 (3.00%) XSD
8 5 (2.50%) Spring
9 4 (2.00%) Apache Tez
9 4 (2.00%) EJB
9 4 (2.00%) RESTful
9 4 (2.00%) Struts
10 3 (1.50%) ASP.NET
10 3 (1.50%) Node.js
10 3 (1.50%) React
11 1 (0.50%) ASP.NET MVC
11 1 (0.50%) Middleware
11 1 (0.50%) WCF
Miscellaneous
1 24 (12.00%) Analytical Skills
2 8 (4.00%) FMCG
2 8 (4.00%) Taxonomies
3 7 (3.50%) Replication
4 6 (3.00%) Management Information System
4 6 (3.00%) Self-Motivation
5 5 (2.50%) Credit Risk
6 4 (2.00%) Enterprise Software
6 4 (2.00%) User Experience
7 3 (1.50%) Data Protection Act
7 3 (1.50%) Mobile App
7 3 (1.50%) N-Tier
8 2 (1.00%) Digital Media
8 2 (1.00%) Greenfield Project
8 2 (1.00%) Hybrid Cloud
8 2 (1.00%) SCADA
9 1 (0.50%) Clustering
9 1 (0.50%) Computer Science
9 1 (0.50%) Data Structures
9 1 (0.50%) DataPower
Operating Systems
1 2 (1.00%) Linux
1 2 (1.00%) Unix
Processes & Methodologies
1 104 (52.00%) Business Intelligence
2 80 (40.00%) Agile Software Development
3 52 (26.00%) ETL
4 36 (18.00%) Analytics
5 33 (16.50%) Data Architecture
5 33 (16.50%) Scrum
6 26 (13.00%) Data Integration
6 26 (13.00%) OO
7 25 (12.50%) Logical Data Model
7 25 (12.50%) SDLC
8 24 (12.00%) UML
9 23 (11.50%) Use Case
9 23 (11.50%) Visualisation
10 21 (10.50%) Enterprise Architecture
10 21 (10.50%) Migration
10 21 (10.50%) User Stories
11 19 (9.50%) Data Strategy
11 19 (9.50%) Physical Data Model
12 16 (8.00%) Decision-Making
12 16 (8.00%) Master Data Management
Programming Languages
1 81 (40.50%) SQL
2 36 (18.00%) T-SQL
3 18 (9.00%) R
4 14 (7.00%) Lingo
5 11 (5.50%) Python
6 10 (5.00%) Java
6 10 (5.00%) PowerShell
7 8 (4.00%) JavaScript
8 6 (3.00%) C#
8 6 (3.00%) Scala
9 5 (2.50%) C++
10 3 (1.50%) PL/SQL
11 2 (1.00%) VB
11 2 (1.00%) VB.NET
12 1 (0.50%) Java 8
Qualifications
1 10 (5.00%) Microsoft Certification
2 9 (4.50%) MCSA
2 9 (4.50%) MCSE
3 4 (2.00%) Degree
3 4 (2.00%) PMI Certification
3 4 (2.00%) PMP
4 2 (1.00%) APMP
4 2 (1.00%) IIBA
4 2 (1.00%) ISEB
5 1 (0.50%) HND
5 1 (0.50%) MCSD
5 1 (0.50%) Sun Certification
5 1 (0.50%) TOGAF Certification
Quality Assurance & Compliance
1 30 (15.00%) Data Quality
2 13 (6.50%) QA
3 4 (2.00%) GCP
3 4 (2.00%) GDPR
3 4 (2.00%) SLA
4 1 (0.50%) ISO/IEC 27001
System Software
1 10 (5.00%) HDFS
2 6 (3.00%) Apache Flume
3 3 (1.50%) Docker
Systems Management
1 6 (3.00%) Oozie
2 4 (2.00%) Ansible
2 4 (2.00%) Puppet
3 1 (0.50%) Kubernetes
Vendors
1 75 (37.50%) Microsoft
2 27 (13.50%) Oracle
3 17 (8.50%) Tableau
4 9 (4.50%) IBM
5 8 (4.00%) Google
5 8 (4.00%) Trillium
6 5 (2.50%) SAP
7 2 (1.00%) Capita
7 2 (1.00%) Informatica
7 2 (1.00%) Twitter
8 1 (0.50%) Cognos
8 1 (0.50%) Lotus
8 1 (0.50%) MicroStrategy