Period
to 13 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the West Midlands 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 13 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > West Midlands
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 179 175 208
Rank change year-on-year -4 +33 -55
Permanent jobs citing Data Modelling 118 147 122
As % of all permanent IT jobs advertised in the West Midlands 1.44% 1.46% 1.10%
As % of the Processes & Methodologies category 1.58% 1.60% 1.20%
Number of salaries quoted 91 108 82
West Midlands median annual salary £52,500 £47,500 £45,000
Median salary % change year-on-year +10.53% +5.56% +5.88%
10th Percentile £38,750 £34,850 £32,500
90th Percentile £78,750 £75,000 £58,625
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 the West Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
West Midlands
Permanent vacancies with a requirement for process or methodology skills 7,460 9,196 10,139
As % of all permanent IT jobs advertised in the West Midlands 91.01% 91.32% 91.36%
Number of salaries quoted 5,650 7,431 7,949
West Midlands median annual salary £45,000 £40,000 £41,333
Median salary % change year-on-year +12.50% -3.23% +3.33%
10th Percentile £26,250 £25,000 £25,000
90th Percentile £70,000 £65,000 £63,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Data Modelling
Job Vacancy Trend in the West Midlands

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the West Midlands.

Job vacancy trend for Data Modelling in the West Midlands

Data Modelling
Salary Trend in the West Midlands

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in the West Midlands.

Salary trend for Data Modelling in the West Midlands

Data Modelling
Salary Histogram in the West Midlands

The salary distribution of IT jobs citing Data Modelling in the West Midlands over the 6 months to 13 December 2018.

Salary histogram for Data Modelling in the West Midlands

Data Modelling
Job Locations in the West Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the West Midlands region over the 6 months to 13 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
Birmingham +37 71 £50,000 -14.89% 12
Warwickshire +31 15 £71,250 +78.13% 1
Coventry -3 12 £60,000 +4.35% 3
Shropshire +7 5 £50,000 - 7
Staffordshire +20 4 £40,000 +6.67% 3
Worcestershire - 3 £48,485 - 4
Solihull +1 2 - -
Walsall +1 2 £40,000 -11.11%
Data Modelling
England

For the 6 months to 13 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 West Midlands region with a requirement for Data Modelling.

1 58 (49.15%) SQL
2 50 (42.37%) Business Intelligence
3 37 (31.36%) ETL
4 36 (30.51%) Agile Software Development
5 35 (29.66%) Analytics
6 31 (26.27%) SQL Server
7 29 (24.58%) Oracle
7 29 (24.58%) SQL Server Reporting Services
8 28 (23.73%) Data Warehouse
8 28 (23.73%) Data Management
9 25 (21.19%) Finance
9 25 (21.19%) Degree
9 25 (21.19%) Analytical Skills
10 24 (20.34%) Microsoft
11 23 (19.49%) SQL Server Integration Services
11 23 (19.49%) Power BI
12 22 (18.64%) Microsoft Azure
13 20 (16.95%) Data Architecture
14 19 (16.10%) TOGAF
14 19 (16.10%) Tableau
15 18 (15.25%) Data Quality
15 18 (15.25%) Stakeholder Management
16 16 (13.56%) PL/SQL
16 16 (13.56%) Machine Learning
17 15 (12.71%) Visualisation
17 15 (12.71%) Data Analysis
18 14 (11.86%) SQL Server Analysis Services
18 14 (11.86%) Data Integration
18 14 (11.86%) Retail
19 13 (11.02%) T-SQL

Data Modelling
Co-occurring IT Skills in the West Midlands 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 5 (4.24%) Confluence
2 2 (1.69%) DNN
2 2 (1.69%) SharePoint
3 1 (0.85%) Apache Spark
3 1 (0.85%) BizTalk Server
3 1 (0.85%) NetWeaver
3 1 (0.85%) Oracle SOA Suite
3 1 (0.85%) Tomcat
Applications
1 13 (11.02%) Microsoft Excel
2 5 (4.24%) Microsoft Office
2 5 (4.24%) Microsoft PowerPoint
2 5 (4.24%) MS Visio
Business Applications
1 2 (1.69%) Dynamics CRM
Cloud Services
1 22 (18.64%) Microsoft Azure
2 8 (6.78%) PaaS
3 6 (5.08%) Amazon AWS
3 6 (5.08%) Cloud Computing
3 6 (5.08%) IaaS
4 3 (2.54%) Slack
4 3 (2.54%) Trello
5 2 (1.69%) Azure Data Factory
5 2 (1.69%) SaaS
6 1 (0.85%) Azure Machine Learning
6 1 (0.85%) Office 365
Communications & Networking
1 2 (1.69%) FTP
1 2 (1.69%) Internet
Database & Business Intelligence
1 31 (26.27%) SQL Server
2 29 (24.58%) SQL Server Reporting Services
3 28 (23.73%) Data Warehouse
4 23 (19.49%) Power BI
4 23 (19.49%) SQL Server Integration Services
5 14 (11.86%) SQL Server Analysis Services
6 13 (11.02%) QlikView
6 13 (11.02%) Relational Database
7 10 (8.47%) Oracle Database
7 10 (8.47%) Oracle Database 11g
7 10 (8.47%) Oracle Database 12c
8 8 (6.78%) Big Data
8 8 (6.78%) BusinessObjects
9 7 (5.93%) Azure SQL Database
9 7 (5.93%) Data Lake
9 7 (5.93%) NoSQL
9 7 (5.93%) OLTP
10 6 (5.08%) Data Mining
10 6 (5.08%) Qlik Sense
11 5 (4.24%) OLAP
Development Applications
1 8 (6.78%) JIRA
2 4 (3.39%) ERwin
3 3 (2.54%) Jenkins
3 3 (2.54%) Visual Studio
4 2 (1.69%) Rational Rose
4 2 (1.69%) SQL Server Management Studio (SSMS)
5 1 (0.85%) MSTest
5 1 (0.85%) Team Foundation Server
General
1 25 (21.19%) Finance
2 14 (11.86%) Retail
3 5 (4.24%) Local Government
3 5 (4.24%) Telecoms
4 3 (2.54%) Automotive
4 3 (2.54%) Legal
5 2 (1.69%) Digital Economy
5 2 (1.69%) Manufacturing
5 2 (1.69%) Publishing
Job Titles
1 39 (33.05%) Architect
2 36 (30.51%) Developer
3 20 (16.95%) Data Architect
4 18 (15.25%) Analyst
4 18 (15.25%) SQL Developer
5 16 (13.56%) Senior Developer
6 15 (12.71%) Business Intelligence Developer
7 13 (11.02%) Business Analyst
7 13 (11.02%) Information Architect
7 13 (11.02%) Senior SQL Developer
8 10 (8.47%) Oracle Developer
8 10 (8.47%) PL/SQL Developer
8 10 (8.47%) Senior Oracle Developer
8 10 (8.47%) Senior PL/SQL Developer
9 7 (5.93%) Process Engineer
9 7 (5.93%) Solutions Architect
10 6 (5.08%) Data Manager
11 5 (4.24%) Consultant
11 5 (4.24%) Data Analyst
11 5 (4.24%) Senior Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 10 (8.47%) JSON
1 10 (8.47%) Node.js
2 6 (5.08%) .NET
2 6 (5.08%) Web Services
3 4 (3.39%) XML
4 3 (2.54%) HTML
5 2 (1.69%) ASP.NET
5 2 (1.69%) ASP.NET MVC
5 2 (1.69%) CGI
5 2 (1.69%) MDX
5 2 (1.69%) REST
5 2 (1.69%) SOAP
6 1 (0.85%) AngularJS
6 1 (0.85%) CSS
6 1 (0.85%) JMS
6 1 (0.85%) Kafka
6 1 (0.85%) SAPUI5
6 1 (0.85%) Spring
6 1 (0.85%) XSD
6 1 (0.85%) XSLT
Miscellaneous
1 25 (21.19%) Analytical Skills
2 11 (9.32%) Management Information System
3 8 (6.78%) Self-Motivation
4 6 (5.08%) Fintech
5 5 (4.24%) NHS
6 3 (2.54%) Greenfield Project
7 2 (1.69%) Data Structures
7 2 (1.69%) Driving Licence
7 2 (1.69%) Public Cloud
7 2 (1.69%) Taxonomies
8 1 (0.85%) Augmented Reality
8 1 (0.85%) FMCG
8 1 (0.85%) Robotics
Operating Systems
1 6 (5.08%) Windows
2 2 (1.69%) Unix
Processes & Methodologies
1 50 (42.37%) Business Intelligence
2 37 (31.36%) ETL
3 36 (30.51%) Agile Software Development
4 35 (29.66%) Analytics
5 28 (23.73%) Data Management
6 20 (16.95%) Data Architecture
7 19 (16.10%) TOGAF
8 18 (15.25%) Stakeholder Management
9 16 (13.56%) Machine Learning
10 15 (12.71%) Data Analysis
10 15 (12.71%) Visualisation
11 14 (11.86%) Data Integration
12 13 (11.02%) Decision-Making
12 13 (11.02%) Information Management
12 13 (11.02%) Mentoring
13 12 (10.17%) Continuous Improvement
13 12 (10.17%) Data Visualisation
13 12 (10.17%) Waterfall
14 11 (9.32%) IT Strategy
14 11 (9.32%) ITIL
Programming Languages
1 58 (49.15%) SQL
2 16 (13.56%) PL/SQL
3 13 (11.02%) T-SQL
4 7 (5.93%) C#
5 5 (4.24%) Java
6 4 (3.39%) Python
7 3 (2.54%) JavaScript
8 2 (1.69%) VB
8 2 (1.69%) VB.NET
9 1 (0.85%) ABAP
9 1 (0.85%) Delphi
9 1 (0.85%) HiveQL
9 1 (0.85%) R
9 1 (0.85%) Scala
Qualifications
1 25 (21.19%) Degree
2 5 (4.24%) Master's Degree
3 4 (3.39%) TOGAF Certification
4 3 (2.54%) Computer Science Degree
4 3 (2.54%) SC Cleared
4 3 (2.54%) Security Cleared
5 1 (0.85%) ISEB
Quality Assurance & Compliance
1 18 (15.25%) Data Quality
2 6 (5.08%) QA
3 4 (3.39%) COBIT
4 3 (2.54%) GDPR
Vendors
1 29 (24.58%) Oracle
2 24 (20.34%) Microsoft
3 19 (16.10%) Tableau
4 13 (11.02%) SAP
5 9 (7.63%) Informatica
6 6 (5.08%) Talend
7 4 (3.39%) Cognos
7 4 (3.39%) Greenplum
7 4 (3.39%) MicroStrategy
7 4 (3.39%) Teradata
8 3 (2.54%) Remedy
9 2 (1.69%) Casewise
9 2 (1.69%) Hortonworks
9 2 (1.69%) MuleSoft
10 1 (0.85%) Alteryx
10 1 (0.85%) Baan
10 1 (0.85%) Birst
10 1 (0.85%) Google
10 1 (0.85%) IBM
10 1 (0.85%) Software AG