Period
to 19 June 2018

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

Data Modelling
England > Midlands
6 months to
19 Jun 2018
Same period 2017 Same period 2016
Rank 199 186 167
Rank change year-on-year -13 -19 +33
Permanent jobs citing Data Modelling 202 246 333
As % of all permanent IT jobs advertised in the Midlands 1.38% 1.60% 1.78%
As % of the Processes & Methodologies category 1.53% 1.78% 1.99%
Number of salaries quoted 149 205 269
Midlands median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -
10th Percentile £32,500 £33,000 £35,158
90th Percentile £72,750 £69,500 £64,000
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 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 13,184 13,789 16,764
As % of all permanent IT jobs advertised in the Midlands 90.23% 89.87% 89.42%
Number of salaries quoted 10,452 11,246 13,292
Midlands median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £26,000 £25,750 £25,000
90th Percentile £66,250 £62,500 £63,750
England median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

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 19 June 2018.

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 19 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 Midlands -9 123 £50,000 +17.65% 29
East Midlands -8 79 £50,000 +5.26% 4
Data Modelling
England

For the 6 months to 19 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 Midlands region with a requirement for Data Modelling.

1 93 (46.04%) Business Intelligence
2 92 (45.54%) SQL
3 67 (33.17%) Data Warehouse
4 66 (32.67%) SQL Server
5 58 (28.71%) Analytical Skills
6 52 (25.74%) Agile Software Development
7 47 (23.27%) Microsoft
8 45 (22.28%) ETL
9 43 (21.29%) Problem-Solving
10 41 (20.30%) SQL Server Integration Services
11 38 (18.81%) Data Architecture
12 37 (18.32%) Degree
12 37 (18.32%) SQL Server Reporting Services
13 36 (17.82%) Finance
14 33 (16.34%) Microsoft Azure
14 33 (16.34%) SQL Server Analysis Services
15 31 (15.35%) SAP
15 31 (15.35%) Retail
16 30 (14.85%) Analytics
17 27 (13.37%) Oracle
18 26 (12.87%) .NET
18 26 (12.87%) Microsoft Excel
19 24 (11.88%) C#
19 24 (11.88%) Relational Database
20 23 (11.39%) XML
20 23 (11.39%) Data Management
21 22 (10.89%) BusinessObjects
21 22 (10.89%) Data Quality
22 21 (10.40%) Stakeholder Management
23 20 (9.90%) Self-Motivation

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 19 (9.41%) Apache Spark
2 9 (4.46%) SAS
3 5 (2.48%) BizTalk Server
4 3 (1.49%) Sonic ESB
5 1 (0.50%) Apache
5 1 (0.50%) Confluence
Applications
1 26 (12.87%) Microsoft Excel
2 8 (3.96%) MS Visio
3 3 (1.49%) Microsoft PowerPoint
4 2 (0.99%) Microsoft Office
Business Applications
1 10 (4.95%) Remedy ITSM
2 4 (1.98%) Cognos Business Intelligence
2 4 (1.98%) Cognos TM1
3 1 (0.50%) Dynamics CRM
3 1 (0.50%) SAP CO
3 1 (0.50%) SAP FI
3 1 (0.50%) SAP FI/CO
Cloud Services
1 33 (16.34%) Microsoft Azure
2 15 (7.43%) Amazon AWS
3 9 (4.46%) Bluemix
3 9 (4.46%) Google Cloud Platform
3 9 (4.46%) IBM Cloud
4 8 (3.96%) SaaS
5 5 (2.48%) Azure Data Factory
5 5 (2.48%) Office 365
6 4 (1.98%) Cloud Computing
7 3 (1.49%) Adobe Analytics
7 3 (1.49%) Google Analytics
8 2 (0.99%) AWS CloudFormation
8 2 (0.99%) AWS Lambda
8 2 (0.99%) Serverless
8 2 (0.99%) Trello
9 1 (0.50%) AdWords
9 1 (0.50%) Dynamics 365
9 1 (0.50%) PaaS
Communications & Networking
1 3 (1.49%) SMS
2 2 (0.99%) Internet
3 1 (0.50%) MQTT
3 1 (0.50%) Wireless
Database & Business Intelligence
1 67 (33.17%) Data Warehouse
2 66 (32.67%) SQL Server
3 41 (20.30%) SQL Server Integration Services
4 37 (18.32%) SQL Server Reporting Services
5 33 (16.34%) SQL Server Analysis Services
6 24 (11.88%) Relational Database
7 22 (10.89%) BusinessObjects
8 19 (9.41%) Big Data
9 18 (8.91%) Hadoop
10 17 (8.42%) SAP BW
11 16 (7.92%) Power BI
12 12 (5.94%) OLAP
13 11 (5.45%) Azure SQL Data Warehouse
14 10 (4.95%) NoSQL
15 9 (4.46%) BigQuery
15 9 (4.46%) QlikView
15 9 (4.46%) Star Schema
16 8 (3.96%) OLAP Cube
17 7 (3.47%) Data Lake
17 7 (3.47%) Looker
Development Applications
1 8 (3.96%) JIRA
1 8 (3.96%) Team Foundation Server
2 2 (0.99%) Bitbucket
2 2 (0.99%) Jenkins
2 2 (0.99%) Rational Rose
2 2 (0.99%) Visual Studio
3 1 (0.50%) ER Studio
3 1 (0.50%) ERwin
3 1 (0.50%) MSTest
3 1 (0.50%) Visual Studio Team System
General
1 36 (17.82%) Finance
2 31 (15.35%) Retail
3 10 (4.95%) Manufacturing
4 9 (4.46%) Publishing
5 8 (3.96%) Marketing
6 7 (3.47%) Law
7 6 (2.97%) Electronics
7 6 (2.97%) Legal
8 5 (2.48%) Local Government
8 5 (2.48%) Telecoms
9 3 (1.49%) Banking
10 1 (0.50%) Automotive
10 1 (0.50%) Games
10 1 (0.50%) General Ledger
10 1 (0.50%) Mandarin Language
10 1 (0.50%) Retail Banking
Job Titles
1 59 (29.21%) Developer
2 50 (24.75%) Architect
3 48 (23.76%) Analyst
4 29 (14.36%) Data Architect
5 18 (8.91%) Business Intelligence Developer
6 14 (6.93%) Senior Developer
7 13 (6.44%) Data Engineer
7 13 (6.44%) SQL Developer
8 12 (5.94%) Business Analyst
8 12 (5.94%) Data Analyst
9 11 (5.45%) Senior Analyst
9 11 (5.45%) Solutions Architect
10 10 (4.95%) Applications Specialist
11 9 (4.46%) Analyst Developer
12 8 (3.96%) Senior Business Intelligence Developer
13 7 (3.47%) Business Intelligence Analyst
13 7 (3.47%) Information Architect
14 6 (2.97%) Consultant
14 6 (2.97%) SAP Architect
14 6 (2.97%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 26 (12.87%) .NET
2 23 (11.39%) XML
3 10 (4.95%) JSON
3 10 (4.95%) Kafka
4 8 (3.96%) HTML
5 7 (3.47%) REST
6 6 (2.97%) XSLT
7 5 (2.48%) SOAP
7 5 (2.48%) Web Services
8 3 (1.49%) .NET Framework
8 3 (1.49%) Entity Framework
8 3 (1.49%) JMS
8 3 (1.49%) LINQ
8 3 (1.49%) MDX
8 3 (1.49%) Middleware
8 3 (1.49%) Natural Language Processing
8 3 (1.49%) WCF
9 2 (0.99%) .NET Core
9 2 (0.99%) Flask
9 2 (0.99%) Node.js
Miscellaneous
1 58 (28.71%) Analytical Skills
2 20 (9.90%) Self-Motivation
3 14 (6.93%) Computer Science
4 10 (4.95%) CMDB
5 9 (4.46%) Data Structures
5 9 (4.46%) Management Information System
6 7 (3.47%) Algorithms
7 6 (2.97%) Taxonomies
8 5 (2.48%) Greenfield Project
9 3 (1.49%) NHS
9 3 (1.49%) Replication
10 2 (0.99%) Client/Server
10 2 (0.99%) Fintech
10 2 (0.99%) FMCG
11 1 (0.50%) Home Automation
11 1 (0.50%) Internet of Things
11 1 (0.50%) Mobile Payment
11 1 (0.50%) Public Cloud
11 1 (0.50%) Robotics
11 1 (0.50%) Smart Home
Operating Systems
1 9 (4.46%) Windows
2 5 (2.48%) Unix
3 4 (1.98%) Linux
4 2 (0.99%) Windows Server
Processes & Methodologies
1 93 (46.04%) Business Intelligence
2 52 (25.74%) Agile Software Development
3 45 (22.28%) ETL
4 43 (21.29%) Problem-Solving
5 38 (18.81%) Data Architecture
6 30 (14.85%) Analytics
7 23 (11.39%) Data Management
8 21 (10.40%) Stakeholder Management
9 19 (9.41%) Business Analysis
10 17 (8.42%) SDLC
11 16 (7.92%) CRM
11 16 (7.92%) Visualisation
12 15 (7.43%) Data Analysis
12 15 (7.43%) Data Engineering
12 15 (7.43%) Migration
12 15 (7.43%) Open Source
12 15 (7.43%) Service Management
13 14 (6.93%) Data Integration
13 14 (6.93%) Presales
14 13 (6.44%) Dimensional Modelling
Programming Languages
1 92 (45.54%) SQL
2 24 (11.88%) C#
3 18 (8.91%) Java
4 17 (8.42%) Python
5 15 (7.43%) T-SQL
6 10 (4.95%) PowerShell
7 9 (4.46%) ABAP
8 5 (2.48%) PL/SQL
8 5 (2.48%) Scala
8 5 (2.48%) VB.NET
9 4 (1.98%) R
10 3 (1.49%) C++
10 3 (1.49%) PHP
11 2 (0.99%) VBA
12 1 (0.50%) Bash Shell
12 1 (0.50%) C
12 1 (0.50%) Data Analysis Expressions (DAX)
12 1 (0.50%) Delphi
12 1 (0.50%) HiveQL
12 1 (0.50%) JavaScript
Qualifications
1 37 (18.32%) Degree
2 10 (4.95%) Computer Science Degree
3 4 (1.98%) ITIL Certification
4 3 (1.49%) MCSD
4 3 (1.49%) MCTS
4 3 (1.49%) Microsoft Certification
4 3 (1.49%) Security Cleared
5 1 (0.50%) ISTQB
5 1 (0.50%) Numerate Degree
5 1 (0.50%) SC Cleared
Quality Assurance & Compliance
1 22 (10.89%) Data Quality
2 12 (5.94%) QA
3 5 (2.48%) GDPR
4 4 (1.98%) SLA
5 1 (0.50%) COBIT
System Software
1 2 (0.99%) Hyper-V
2 1 (0.50%) Docker
Systems Management
1 2 (0.99%) Microsoft Intune
1 2 (0.99%) SCCM
2 1 (0.50%) Single Sign-On
2 1 (0.50%) Systems Management Server (SMS)
Vendors
1 47 (23.27%) Microsoft
2 31 (15.35%) SAP
3 27 (13.37%) Oracle
4 12 (5.94%) Google
4 12 (5.94%) Tableau
5 10 (4.95%) BMC
5 10 (4.95%) Cognos
5 10 (4.95%) Remedy
6 9 (4.46%) Talend
7 8 (3.96%) Cloudera
8 7 (3.47%) MapR
9 5 (2.48%) Informatica
10 3 (1.49%) Adobe
11 2 (0.99%) Casewise
11 2 (0.99%) Teradata
12 1 (0.50%) Ab Initio
12 1 (0.50%) DoubleClick
12 1 (0.50%) Greenplum
12 1 (0.50%) Jaspersoft
12 1 (0.50%) MicroStrategy