Period
to 21 November 2017

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 21 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > West Midlands
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 189 220 164
Rank change year-on-year +31 -56 +3
Permanent jobs citing Data Modelling 143 124 171
As % of all permanent IT jobs advertised in the West Midlands 1.40% 1.09% 1.58%
As % of the Processes & Methodologies category 1.58% 1.22% 1.80%
Number of salaries quoted 110 81 156
West Midlands median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -5.56%
10th Percentile £36,125 £35,000 £26,250
90th Percentile £75,000 £58,750 £66,750
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 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 9052 10159 9516
As % of all permanent IT jobs advertised in the West Midlands 88.76% 89.15% 87.65%
Number of salaries quoted 7329 7943 7843
West Midlands median annual salary £40,000 £40,000 £40,000
10th Percentile £25,500 £25,000 £24,750
90th Percentile £65,000 £63,750 £63,750
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 21 November 2017.

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 21 November 2017. 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 42 £52,500 +2.44% 4
Coventry +26 31 £57,500 +41.98% 1
Warwickshire +8 23 £41,250 -2.94%
Staffordshire -2 12 £37,500 -10.71% 3
Solihull +4 9 £87,500 -2.78%
Halesowen - 5 £42,500 -
Herefordshire +4 3 - - 1
Sutton Coldfield - 2 £32,500 -
Walsall - 1 £45,000 -
Wolverhampton - 1 - -
Data Modelling
England

For the 6 months to 21 November 2017, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the West Midlands region with a requirement for Data Modelling.

1 87 (60.84%) SQL
2 67 (46.85%) Business Intelligence
3 44 (30.77%) SQL Server
4 41 (28.67%) Data Warehouse
5 34 (23.78%) Finance
6 32 (22.38%) ETL
7 29 (20.28%) Analytics
8 24 (16.78%) SQL Server Integration Services
9 23 (16.08%) SQL Server Reporting Services
10 22 (15.38%) Microsoft
10 22 (15.38%) Logical Data Model
10 22 (15.38%) SDLC
11 21 (14.69%) Oracle
11 21 (14.69%) Agile Software Development
11 21 (14.69%) Retail
12 20 (13.99%) Business Analysis
12 20 (13.99%) T-SQL
12 20 (13.99%) CRM
13 19 (13.29%) Cognos
13 19 (13.29%) Visualisation
14 18 (12.59%) Data Analysis
14 18 (12.59%) BusinessObjects
14 18 (12.59%) SAP
14 18 (12.59%) Relational Database
15 17 (11.89%) Analytical Skills
15 17 (11.89%) UML
15 17 (11.89%) Data Management
15 17 (11.89%) SQL Server Analysis Services
16 16 (11.19%) Data Architecture
16 16 (11.19%) Data Quality

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 6 (4.20%) SharePoint
2 5 (3.50%) Apache Spark
3 3 (2.10%) BizTalk Server
4 2 (1.40%) IIS
4 2 (1.40%) OpenEdge
4 2 (1.40%) SAS
4 2 (1.40%) Sonic ESB
5 1 (0.70%) IBM Domino
5 1 (0.70%) Oracle Workflow
Applications
1 8 (5.59%) Microsoft Excel
2 1 (0.70%) Spreadsheet
Business Applications
1 5 (3.50%) SAP CO
1 5 (3.50%) SAP FI
1 5 (3.50%) SAP FI/CO
2 4 (2.80%) SAP ERP
3 3 (2.10%) Dynamics CRM
4 1 (0.70%) Actimize
4 1 (0.70%) Cognos Business Intelligence
4 1 (0.70%) Cognos TM1
4 1 (0.70%) Oracle 11i
4 1 (0.70%) Oracle Applications
4 1 (0.70%) Oracle EBS
4 1 (0.70%) Oracle EBS R12
4 1 (0.70%) Oracle Financials
4 1 (0.70%) SAP S/4HANA
Cloud Services
1 6 (4.20%) Microsoft Azure
2 3 (2.10%) SaaS
3 2 (1.40%) Azure Data Factory
4 1 (0.70%) Cortana Intelligence Suite
4 1 (0.70%) Office 365
Communications & Networking
1 3 (2.10%) SMS
2 2 (1.40%) Firewall
3 1 (0.70%) Skype
Database & Business Intelligence
1 44 (30.77%) SQL Server
2 41 (28.67%) Data Warehouse
3 24 (16.78%) SQL Server Integration Services
4 23 (16.08%) SQL Server Reporting Services
5 18 (12.59%) BusinessObjects
5 18 (12.59%) Relational Database
6 17 (11.89%) SQL Server Analysis Services
7 14 (9.79%) QlikView
8 12 (8.39%) DB2
8 12 (8.39%) Power BI
9 11 (7.69%) Hadoop
10 10 (6.99%) Oracle Database
11 8 (5.59%) SAP HANA
12 7 (4.90%) BusinessObjects Business Intelligence
12 7 (4.90%) MySQL
12 7 (4.90%) OLAP
12 7 (4.90%) Oracle Database 10g
12 7 (4.90%) Oracle9i Database
12 7 (4.90%) SAP BW
13 6 (4.20%) RDBMS
Development Applications
1 6 (4.20%) ERwin
1 6 (4.20%) Team Foundation Server
2 5 (3.50%) Visual Studio
3 1 (0.70%) Oracle Forms
3 1 (0.70%) PowerDesigner
3 1 (0.70%) SQL Server Management Studio (SSMS)
3 1 (0.70%) Visual Studio Tools for Office
General
1 34 (23.78%) Finance
2 21 (14.69%) Retail
3 9 (6.29%) Manufacturing
4 7 (4.90%) Marketing
5 6 (4.20%) Publishing
6 5 (3.50%) Games
7 3 (2.10%) Legal
8 2 (1.40%) Banking
9 1 (0.70%) Advertising
9 1 (0.70%) Back Office
9 1 (0.70%) Billing
Job Titles
1 46 (32.17%) Analyst
2 38 (26.57%) Architect
3 33 (23.08%) Developer
4 24 (16.78%) Data Architect
5 17 (11.89%) Data Analyst
6 14 (9.79%) Business Analyst
7 10 (6.99%) Business Intelligence Analyst
8 9 (6.29%) Data Warehouse Developer
8 9 (6.29%) Solutions Architect
9 8 (5.59%) Business Intelligence Developer
10 7 (4.90%) SQL Analyst
11 6 (4.20%) SAP BW Specialist
11 6 (4.20%) SQL Data Analyst
11 6 (4.20%) SQL Developer
11 6 (4.20%) Systems Analyst
12 5 (3.50%) Customer Analyst
12 5 (3.50%) Data Insight Analyst
12 5 (3.50%) Data Manager
12 5 (3.50%) SAP Architect
12 5 (3.50%) SAP Solutions Architect
Libraries, Frameworks & Software Standards
1 15 (10.49%) XML
2 10 (6.99%) HTML
3 9 (6.29%) .NET
4 6 (4.20%) CSS
5 5 (3.50%) MDX
5 5 (3.50%) XML Schema
6 4 (2.80%) REST
6 4 (2.80%) SOAP
6 4 (2.80%) Web Services
7 3 (2.10%) ASP.NET
8 2 (1.40%) .NET Framework
8 2 (1.40%) ASP.NET Web Forms
8 2 (1.40%) Entity Framework
8 2 (1.40%) Hibernate
8 2 (1.40%) WCF
9 1 (0.70%) AngularJS
9 1 (0.70%) JSON
9 1 (0.70%) Kafka
9 1 (0.70%) SAP Fiori
9 1 (0.70%) SAPUI5
Miscellaneous
1 17 (11.89%) Analytical Skills
2 6 (4.20%) Management Information System
3 5 (3.50%) Algorithms
3 5 (3.50%) BBC
3 5 (3.50%) Computer Science
4 4 (2.80%) Enterprise Software
5 3 (2.10%) Foreign Exchange (FX)
6 2 (1.40%) BYOD
6 2 (1.40%) Private Cloud
7 1 (0.70%) Enterprise Storage
7 1 (0.70%) iPad
7 1 (0.70%) Smart Meter
Operating Systems
1 1 (0.70%) Windows
Processes & Methodologies
1 67 (46.85%) Business Intelligence
2 32 (22.38%) ETL
3 29 (20.28%) Analytics
4 22 (15.38%) Logical Data Model
4 22 (15.38%) SDLC
5 21 (14.69%) Agile Software Development
6 20 (13.99%) Business Analysis
6 20 (13.99%) CRM
7 19 (13.29%) Visualisation
8 18 (12.59%) Data Analysis
9 17 (11.89%) Data Management
9 17 (11.89%) UML
10 16 (11.19%) Data Architecture
11 12 (8.39%) Data Governance
11 12 (8.39%) Master Data Management
11 12 (8.39%) Mentoring
11 12 (8.39%) Performance Tuning
12 11 (7.69%) Data Strategy
13 10 (6.99%) Data Integration
13 10 (6.99%) ERP
Programming Languages
1 87 (60.84%) SQL
2 20 (13.99%) T-SQL
3 10 (6.99%) C#
4 7 (4.90%) ABAP
5 6 (4.20%) JavaScript
6 4 (2.80%) PL/SQL
7 3 (2.10%) Java
8 2 (1.40%) Python
8 2 (1.40%) VB.NET
9 1 (0.70%) PHP
9 1 (0.70%) R
9 1 (0.70%) VBA
Qualifications
1 14 (9.79%) Degree
2 4 (2.80%) Computer Science Degree
3 3 (2.10%) HNC
3 3 (2.10%) HND
3 3 (2.10%) Security Cleared
4 2 (1.40%) ITIL Certification
4 2 (1.40%) MCITP
4 2 (1.40%) MCTS
4 2 (1.40%) Microsoft Certification
5 1 (0.70%) ISEB
5 1 (0.70%) SAP Certification
5 1 (0.70%) SC Cleared
Quality Assurance & Compliance
1 16 (11.19%) Data Quality
2 10 (6.99%) QA
3 6 (4.20%) SLA
4 2 (1.40%) ISO/IEC 27001
5 1 (0.70%) COBIT
5 1 (0.70%) FINRA
System Software
1 1 (0.70%) Active Directory
Systems Management
1 5 (3.50%) Oozie
2 2 (1.40%) Nagios
Vendors
1 22 (15.38%) Microsoft
2 21 (14.69%) Oracle
3 19 (13.29%) Cognos
4 18 (12.59%) SAP
5 8 (5.59%) Tableau
6 4 (2.80%) IBM
6 4 (2.80%) Netezza
6 4 (2.80%) ServiceNow
7 3 (2.10%) Zoomdata
8 2 (1.40%) Informatica
9 1 (0.70%) Ab Initio
9 1 (0.70%) Birst
9 1 (0.70%) Software AG
9 1 (0.70%) Teradata
9 1 (0.70%) webMethods