Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Midlands
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 212 250 177
Rank change year-on-year +38 -73 +2
Permanent jobs citing Data Modelling 200 181 315
As % of all permanent IT jobs advertised in the Midlands 1.31% 0.99% 1.69%
As % of the Processes & Methodologies category 1.47% 1.12% 1.91%
Number of salaries quoted 159 114 258
Midlands median annual salary £45,000 £45,000 £47,500
Median salary % change year-on-year - -5.26% +11.76%
10th Percentile £32,500 £32,150 £29,600
90th Percentile £72,500 £57,500 £75,000
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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Permanent vacancies with a requirement for process or methodology skills 13590 16216 16486
As % of all permanent IT jobs advertised in the Midlands 88.81% 89.03% 88.48%
Number of salaries quoted 11080 12726 13518
Midlands median annual salary £40,000 £41,000 £40,000
Median salary % change year-on-year -2.44% +2.50% -
10th Percentile £25,500 £25,000 £24,000
90th Percentile £65,000 £63,750 £62,500
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 Midlands

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

Job vacancy trend for Data Modelling in the Midlands

Data Modelling
Salary Trend in the Midlands

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

Salary trend for Data Modelling in the Midlands

Data Modelling
Salary Histogram in the Midlands

The salary distribution of IT jobs citing Data Modelling in the Midlands over the 6 months to 18 November 2017.

Salary histogram for Data Modelling in the Midlands

Data Modelling
Job Locations in the 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 Midlands region over the 6 months to 18 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
West Midlands +32 144 £47,500 +5.56% 7
East Midlands +33 49 £42,500 - 5
Data Modelling
England

For the 6 months to 18 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 Midlands region with a requirement for Data Modelling.

1 133 (66.50%) SQL
2 106 (53.00%) Business Intelligence
3 71 (35.50%) Data Warehouse
4 53 (26.50%) ETL
4 53 (26.50%) SQL Server
5 49 (24.50%) SQL Server Integration Services
5 49 (24.50%) Analytics
6 46 (23.00%) Finance
7 34 (17.00%) SQL Server Analysis Services
8 33 (16.50%) SQL Server Reporting Services
8 33 (16.50%) SAP
9 32 (16.00%) Agile Software Development
10 31 (15.50%) T-SQL
10 31 (15.50%) Visualisation
10 31 (15.50%) Analytical Skills
10 31 (15.50%) Logical Data Model
11 30 (15.00%) Microsoft
12 28 (14.00%) HTML
13 27 (13.50%) Oracle
13 27 (13.50%) BusinessObjects
13 27 (13.50%) Degree
13 27 (13.50%) Relational Database
14 26 (13.00%) Data Management
14 26 (13.00%) Retail
15 25 (12.50%) UML
16 24 (12.00%) Data Analysis
16 24 (12.00%) Data Quality
17 23 (11.50%) SDLC
18 22 (11.00%) Business Analysis
19 21 (10.50%) CRM

Data Modelling
Co-occurring IT Skills in the 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 15 (7.50%) SharePoint
2 10 (5.00%) SAS
3 6 (3.00%) Apache Spark
4 4 (2.00%) SharePoint 2013
5 3 (1.50%) BizTalk Server
5 3 (1.50%) IBM Domino
5 3 (1.50%) Oracle Workflow
6 2 (1.00%) IIS
6 2 (1.00%) OpenEdge
6 2 (1.00%) Sonic ESB
7 1 (0.50%) Elasticsearch
Applications
1 14 (7.00%) Microsoft Excel
2 4 (2.00%) MS Visio
3 2 (1.00%) Microsoft Office
3 2 (1.00%) Microsoft Project
3 2 (1.00%) Spreadsheet
4 1 (0.50%) Microsoft PowerPoint
4 1 (0.50%) SPSS
Business Applications
1 5 (2.50%) SAP CO
1 5 (2.50%) SAP FI
1 5 (2.50%) SAP FI/CO
2 4 (2.00%) SAP ERP
3 3 (1.50%) Dynamics CRM
3 3 (1.50%) Oracle EBS
4 1 (0.50%) Actimize
4 1 (0.50%) Cognos Business Intelligence
4 1 (0.50%) Cognos TM1
4 1 (0.50%) Oracle 11i
4 1 (0.50%) Oracle Applications
4 1 (0.50%) Oracle EBS R12
4 1 (0.50%) Oracle Financials
4 1 (0.50%) SAP S/4HANA
Cloud Services
1 13 (6.50%) Microsoft Azure
2 3 (1.50%) Azure Data Factory
2 3 (1.50%) Office 365
2 3 (1.50%) SaaS
3 2 (1.00%) Dynamics 365
4 1 (0.50%) Cortana Intelligence Suite
Communications & Networking
1 3 (1.50%) SMS
2 2 (1.00%) Firewall
3 1 (0.50%) Skype
Database & Business Intelligence
1 71 (35.50%) Data Warehouse
2 53 (26.50%) SQL Server
3 49 (24.50%) SQL Server Integration Services
4 34 (17.00%) SQL Server Analysis Services
5 33 (16.50%) SQL Server Reporting Services
6 27 (13.50%) BusinessObjects
6 27 (13.50%) Relational Database
7 21 (10.50%) Power BI
8 18 (9.00%) Hadoop
9 17 (8.50%) OLTP
10 16 (8.00%) QlikView
11 15 (7.50%) OLAP
12 14 (7.00%) BusinessObjects Business Intelligence
13 13 (6.50%) SAP HANA
14 12 (6.00%) Data Mining
14 12 (6.00%) DB2
14 12 (6.00%) Oracle Database
15 11 (5.50%) RDBMS
16 10 (5.00%) SAP BW
17 9 (4.50%) Oracle Database 10g
Development Applications
1 8 (4.00%) ERwin
2 6 (3.00%) Team Foundation Server
3 5 (2.50%) Visual Studio
4 3 (1.50%) Git (software)
4 3 (1.50%) JUnit
4 3 (1.50%) Oracle Forms
5 2 (1.00%) Toad
6 1 (0.50%) PowerDesigner
6 1 (0.50%) SQL Server Management Studio (SSMS)
6 1 (0.50%) Visual Studio Tools for Office
General
1 46 (23.00%) Finance
2 26 (13.00%) Retail
3 11 (5.50%) Manufacturing
4 8 (4.00%) Marketing
5 6 (3.00%) Publishing
6 5 (2.50%) Banking
6 5 (2.50%) Games
7 4 (2.00%) Billing
7 4 (2.00%) Legal
8 3 (1.50%) Advertising
9 1 (0.50%) Automotive
9 1 (0.50%) Back Office
Job Titles
1 57 (28.50%) Analyst
2 51 (25.50%) Developer
3 47 (23.50%) Architect
4 33 (16.50%) Data Architect
5 24 (12.00%) Business Intelligence Developer
6 22 (11.00%) Data Analyst
7 16 (8.00%) Business Analyst
8 14 (7.00%) Business Intelligence Analyst
9 12 (6.00%) Consultant
10 11 (5.50%) SQL Developer
11 10 (5.00%) Business Consultant
11 10 (5.00%) Business Developer
11 10 (5.00%) Data Warehouse Developer
12 9 (4.50%) Business Intelligence Consultant
12 9 (4.50%) Solutions Architect
13 7 (3.50%) SQL Analyst
14 6 (3.00%) SAP BW Specialist
14 6 (3.00%) SQL Data Analyst
14 6 (3.00%) Systems Analyst
15 5 (2.50%) Senior Analyst
Libraries, Frameworks & Software Standards
1 28 (14.00%) HTML
2 18 (9.00%) XML
3 13 (6.50%) CSS
4 11 (5.50%) MDX
5 10 (5.00%) .NET
6 7 (3.50%) REST
6 7 (3.50%) SOAP
6 7 (3.50%) Web Services
7 5 (2.50%) Hibernate
7 5 (2.50%) XML Schema
8 3 (1.50%) ASP.NET
8 3 (1.50%) Java EE
8 3 (1.50%) JPA
8 3 (1.50%) Spring
8 3 (1.50%) Spring Boot
9 2 (1.00%) .NET Framework
9 2 (1.00%) ASP.NET Web Forms
9 2 (1.00%) Entity Framework
9 2 (1.00%) WCF
9 2 (1.00%) XML Messaging
Miscellaneous
1 31 (15.50%) Analytical Skills
2 9 (4.50%) Management Information System
3 6 (3.00%) Computer Science
4 5 (2.50%) Algorithms
4 5 (2.50%) BBC
5 4 (2.00%) Enterprise Software
5 4 (2.00%) Smart Meter
6 3 (1.50%) Foreign Exchange (FX)
7 2 (1.00%) BYOD
7 2 (1.00%) Greenfield Project
7 2 (1.00%) Private Cloud
8 1 (0.50%) Data Structures
8 1 (0.50%) Enterprise Storage
8 1 (0.50%) iPad
Operating Systems
1 7 (3.50%) Linux
1 7 (3.50%) Red Hat Enterprise Linux
2 2 (1.00%) Unix
3 1 (0.50%) Windows
Processes & Methodologies
1 106 (53.00%) Business Intelligence
2 53 (26.50%) ETL
3 49 (24.50%) Analytics
4 32 (16.00%) Agile Software Development
5 31 (15.50%) Logical Data Model
5 31 (15.50%) Visualisation
6 26 (13.00%) Data Management
7 25 (12.50%) UML
8 24 (12.00%) Data Analysis
9 23 (11.50%) SDLC
10 22 (11.00%) Business Analysis
11 21 (10.50%) CRM
11 21 (10.50%) Data Architecture
12 20 (10.00%) Data Visualisation
13 17 (8.50%) Project Management
14 16 (8.00%) Master Data Management
14 16 (8.00%) Stakeholder Management
15 15 (7.50%) Data Governance
15 15 (7.50%) Kimball Methodology
15 15 (7.50%) Presales
Programming Languages
1 133 (66.50%) SQL
2 31 (15.50%) T-SQL
3 17 (8.50%) Java
4 11 (5.50%) C#
4 11 (5.50%) Python
5 8 (4.00%) PL/SQL
6 7 (3.50%) ABAP
6 7 (3.50%) JavaScript
7 3 (1.50%) R
7 3 (1.50%) VBA
8 2 (1.00%) PowerShell
8 2 (1.00%) Shell Script
8 2 (1.00%) VB.NET
9 1 (0.50%) C
9 1 (0.50%) C++
9 1 (0.50%) Data Analysis Expressions (DAX)
9 1 (0.50%) MATLAB
9 1 (0.50%) PHP
Qualifications
1 27 (13.50%) Degree
2 4 (2.00%) Computer Science Degree
3 3 (1.50%) HNC
3 3 (1.50%) HND
3 3 (1.50%) Security Cleared
4 2 (1.00%) ITIL Certification
4 2 (1.00%) MCITP
4 2 (1.00%) MCTS
4 2 (1.00%) Microsoft Certification
5 1 (0.50%) ISEB
5 1 (0.50%) Master's Degree
5 1 (0.50%) Numerate Degree
5 1 (0.50%) SAP Certification
5 1 (0.50%) SC Cleared
Quality Assurance & Compliance
1 24 (12.00%) Data Quality
2 12 (6.00%) QA
3 6 (3.00%) SLA
4 2 (1.00%) ISO/IEC 27001
5 1 (0.50%) COBIT
5 1 (0.50%) FINRA
System Software
1 1 (0.50%) Active Directory
Systems Management
1 5 (2.50%) Oozie
2 2 (1.00%) Nagios
Vendors
1 33 (16.50%) SAP
2 30 (15.00%) Microsoft
3 27 (13.50%) Oracle
4 19 (9.50%) Cognos
5 9 (4.50%) Tableau
6 7 (3.50%) Jaspersoft
6 7 (3.50%) Logi
6 7 (3.50%) Logi Analytics
7 6 (3.00%) Birst
7 6 (3.00%) IBM
8 5 (2.50%) SnapLogic
9 4 (2.00%) ServiceNow
10 3 (1.50%) Informatica
10 3 (1.50%) Netezza
10 3 (1.50%) Perforce
10 3 (1.50%) Siemens
10 3 (1.50%) Zoomdata
11 2 (1.00%) Lotus
12 1 (0.50%) Software AG
12 1 (0.50%) webMethods