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

Data Modelling
England > West Midlands
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 180 197 132
Rank change year-on-year +17 -65 +69
Permanent jobs citing Data Modelling 148 119 231
As % of all permanent IT jobs advertised in the West Midlands 1.50% 1.15% 2.12%
As % of the Processes & Methodologies category 1.70% 1.28% 2.41%
Number of salaries quoted 102 88 215
West Midlands median annual salary £50,000 £42,500 £42,500
Median salary % change year-on-year +17.65% - -
10th Percentile £33,875 £27,500 £32,500
90th Percentile £75,000 £58,250 £62,500
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 8,702 9,314 9,580
As % of all permanent IT jobs advertised in the West Midlands 88.26% 90.07% 87.93%
Number of salaries quoted 6,793 7,317 7,961
West Midlands median annual salary £42,000 £41,000 £42,500
Median salary % change year-on-year +2.44% -3.53% +6.25%
10th Percentile £25,000 £25,500 £25,250
90th Percentile £67,500 £62,500 £65,000
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 February 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 21 February 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 +34 52 £61,000 +19.32% 8
Coventry +1 22 £57,500 +41.98%
Warwickshire -9 21 £45,000 - 2
Wolverhampton -9 8 - -
Solihull -19 8 £52,500 +23.53% 1
Staffordshire +19 7 £37,500 -9.09% 1
Walsall +1 5 £44,000 +25.71%
Halesowen - 5 £42,500 - 1
West Bromwich +6 4 £54,000 +8.00%
Sutton Coldfield 0 2 £32,500 -
Shropshire +3 1 - - 2
Data Modelling
England

For the 6 months to 21 February 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 82 (55.41%) SQL
2 67 (45.27%) Business Intelligence
3 54 (36.49%) Data Warehouse
4 46 (31.08%) ETL
5 43 (29.05%) Finance
6 40 (27.03%) SQL Server
7 39 (26.35%) Microsoft
8 33 (22.30%) Analytics
9 26 (17.57%) Analytical Skills
10 25 (16.89%) Agile Software Development
11 24 (16.22%) Retail
11 24 (16.22%) SQL Server Analysis Services
12 22 (14.86%) SQL Server Integration Services
13 21 (14.19%) C#
14 20 (13.51%) T-SQL
14 20 (13.51%) Cognos
14 20 (13.51%) Relational Database
15 19 (12.84%) Logical Data Model
15 19 (12.84%) SDLC
15 19 (12.84%) CRM
15 19 (12.84%) SQL Server Reporting Services
15 19 (12.84%) Team Foundation Server
16 18 (12.16%) .NET
17 17 (11.49%) Microsoft Excel
17 17 (11.49%) Business Analysis
17 17 (11.49%) Visualisation
18 16 (10.81%) Functional Testing
18 16 (10.81%) Data Integration
18 16 (10.81%) Degree
18 16 (10.81%) SAP

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 7 (4.73%) Apache Spark
1 7 (4.73%) BizTalk Server
2 6 (4.05%) SharePoint
3 4 (2.70%) Sonic ESB
4 2 (1.35%) SAS
5 1 (0.68%) Oracle Workflow
5 1 (0.68%) WebLogic
Applications
1 17 (11.49%) Microsoft Excel
2 1 (0.68%) Spreadsheet
Business Applications
1 7 (4.73%) Cognos TM1
2 6 (4.05%) Cognos Business Intelligence
3 4 (2.70%) Remedy ITSM
3 4 (2.70%) SAP CO
3 4 (2.70%) SAP FI
3 4 (2.70%) SAP FI/CO
4 1 (0.68%) Oracle 11i
4 1 (0.68%) Oracle Applications
4 1 (0.68%) Oracle EBS
4 1 (0.68%) Oracle EBS R12
4 1 (0.68%) Oracle Financials
4 1 (0.68%) SAP ERP
4 1 (0.68%) SAP S/4HANA
Cloud Services
1 8 (5.41%) SaaS
2 7 (4.73%) Microsoft Azure
3 4 (2.70%) Azure Data Factory
4 2 (1.35%) Amazon AWS
5 1 (0.68%) Cortana Intelligence Suite
Communications & Networking
1 3 (2.03%) SMS
Database & Business Intelligence
1 54 (36.49%) Data Warehouse
2 40 (27.03%) SQL Server
3 24 (16.22%) SQL Server Analysis Services
4 22 (14.86%) SQL Server Integration Services
5 20 (13.51%) Relational Database
6 19 (12.84%) SQL Server Reporting Services
7 14 (9.46%) OLAP
8 12 (8.11%) BusinessObjects
8 12 (8.11%) Power BI
9 10 (6.76%) Hadoop
10 9 (6.08%) Data Mining
11 8 (5.41%) QlikView
11 8 (5.41%) Semantic Layer
12 7 (4.73%) DataStage
13 6 (4.05%) Cognos Framework Manager
13 6 (4.05%) Cognos Transformer
13 6 (4.05%) DB2
13 6 (4.05%) MySQL
14 5 (3.38%) Big Data
14 5 (3.38%) Oracle Database
Development Applications
1 19 (12.84%) Team Foundation Server
2 8 (5.41%) Visual Studio
3 3 (2.03%) ERwin
4 1 (0.68%) CA Gen
4 1 (0.68%) Oracle Forms
4 1 (0.68%) Visual Studio Team System
General
1 43 (29.05%) Finance
2 24 (16.22%) Retail
3 11 (7.43%) Manufacturing
4 10 (6.76%) Publishing
5 7 (4.73%) Marketing
6 5 (3.38%) Games
7 3 (2.03%) Legal
8 1 (0.68%) Advertising
8 1 (0.68%) Banking
8 1 (0.68%) Billing
8 1 (0.68%) Mandarin Language
8 1 (0.68%) Telecoms
Job Titles
1 43 (29.05%) Developer
2 42 (28.38%) Analyst
3 31 (20.95%) Architect
4 16 (10.81%) Data Architect
5 15 (10.14%) Business Analyst
6 14 (9.46%) Business Intelligence Developer
7 12 (8.11%) Data Analyst
7 12 (8.11%) Senior Analyst
7 12 (8.11%) SQL Developer
8 11 (7.43%) Data Warehouse Developer
9 10 (6.76%) SAP Architect
10 8 (5.41%) Solutions Architect
11 7 (4.73%) BizTalk Developer
11 7 (4.73%) Business Intelligence Analyst
11 7 (4.73%) Data Scientist
11 7 (4.73%) Test Analyst
12 6 (4.05%) Data Engineer
12 6 (4.05%) SAP Solutions Architect
12 6 (4.05%) Senior Business Analyst
13 5 (3.38%) Test Engineer
Libraries, Frameworks & Software Standards
1 18 (12.16%) .NET
2 14 (9.46%) XML
3 10 (6.76%) Kafka
4 8 (5.41%) HTML
4 8 (5.41%) MDX
5 7 (4.73%) XSLT
6 5 (3.38%) REST
6 5 (3.38%) SOAP
7 4 (2.70%) .NET Framework
7 4 (2.70%) CSS
7 4 (2.70%) Entity Framework
7 4 (2.70%) JMS
7 4 (2.70%) LINQ
7 4 (2.70%) WCF
8 3 (2.03%) Middleware
8 3 (2.03%) Web Services
8 3 (2.03%) XML Schema
9 2 (1.35%) .NET Core
10 1 (0.68%) SAP Fiori
10 1 (0.68%) SAPUI5
Miscellaneous
1 26 (17.57%) Analytical Skills
2 9 (6.08%) Algorithms
3 7 (4.73%) Management Information System
4 5 (3.38%) BBC
5 4 (2.70%) CMDB
6 2 (1.35%) BYOD
6 2 (1.35%) Private Cloud
7 1 (0.68%) Computer Science
7 1 (0.68%) Data Structures
7 1 (0.68%) Enterprise Storage
7 1 (0.68%) Reference Data
7 1 (0.68%) Smart Meter
Operating Systems
1 4 (2.70%) Unix
2 1 (0.68%) Linux
2 1 (0.68%) Windows
Processes & Methodologies
1 67 (45.27%) Business Intelligence
2 46 (31.08%) ETL
3 33 (22.30%) Analytics
4 25 (16.89%) Agile Software Development
5 19 (12.84%) CRM
5 19 (12.84%) Logical Data Model
5 19 (12.84%) SDLC
6 17 (11.49%) Business Analysis
6 17 (11.49%) Visualisation
7 16 (10.81%) Data Integration
7 16 (10.81%) Functional Testing
8 15 (10.14%) Data Science
9 12 (8.11%) Data Architecture
9 12 (8.11%) Physical Data Model
9 12 (8.11%) Presales
9 12 (8.11%) Scrum
10 10 (6.76%) Data Management
10 10 (6.76%) Test Automation
11 9 (6.08%) Test Scripting
11 9 (6.08%) Unit Testing
Programming Languages
1 82 (55.41%) SQL
2 21 (14.19%) C#
3 20 (13.51%) T-SQL
4 8 (5.41%) Java
4 8 (5.41%) VB.NET
5 5 (3.38%) JavaScript
5 5 (3.38%) Python
6 4 (2.70%) R
7 3 (2.03%) ABAP
7 3 (2.03%) PHP
8 2 (1.35%) PL/SQL
8 2 (1.35%) Shell Script
9 1 (0.68%) Bash Shell
9 1 (0.68%) C++
9 1 (0.68%) Perl
9 1 (0.68%) VB
9 1 (0.68%) VB6
9 1 (0.68%) VBA
Qualifications
1 16 (10.81%) Degree
2 5 (3.38%) Computer Science Degree
2 5 (3.38%) Security Cleared
3 3 (2.03%) MCSD
3 3 (2.03%) MCTS
3 3 (2.03%) Microsoft Certification
4 1 (0.68%) ISTQB
4 1 (0.68%) SAP Certification
4 1 (0.68%) SC Cleared
Quality Assurance & Compliance
1 11 (7.43%) QA
2 10 (6.76%) Data Quality
3 2 (1.35%) SLA
4 1 (0.68%) COBIT
Systems Management
1 4 (2.70%) Oozie
Vendors
1 39 (26.35%) Microsoft
2 20 (13.51%) Cognos
3 16 (10.81%) SAP
4 12 (8.11%) Oracle
5 8 (5.41%) Tableau
6 4 (2.70%) BMC
6 4 (2.70%) Remedy
6 4 (2.70%) ServiceNow
7 3 (2.03%) IBM
7 3 (2.03%) Informatica
7 3 (2.03%) Netezza
7 3 (2.03%) Talend
8 2 (1.35%) webMethods
9 1 (0.68%) Ab Initio
9 1 (0.68%) BEA
9 1 (0.68%) Cloudera
9 1 (0.68%) MicroStrategy
9 1 (0.68%) Pega
9 1 (0.68%) Software AG
9 1 (0.68%) Teradata