Period
to 10 December 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 10 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Midlands
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 189 206 246
Rank change year-on-year +17 +40 -86
Permanent jobs citing Data Modelling 183 194 178
As % of all permanent IT jobs advertised in the Midlands 1.44% 1.27% 1.01%
As % of the Processes & Methodologies category 1.57% 1.39% 1.11%
Number of salaries quoted 144 149 115
Midlands median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -5.26%
10th Percentile £35,849 £32,250 £31,794
90th Percentile £79,450 £75,000 £58,750
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 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 11,656 13,924 15,999
As % of all permanent IT jobs advertised in the Midlands 91.54% 91.20% 91.16%
Number of salaries quoted 8,806 11,333 12,589
Midlands median annual salary £43,500 £40,000 £42,000
Median salary % change year-on-year +8.75% -4.76% +5.00%
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 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 10 December 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 10 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
West Midlands +10 119 £52,500 +10.53% 42
East Midlands +26 64 £50,000 +17.65% 12
Data Modelling
England

For the 6 months to 10 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 Midlands region with a requirement for Data Modelling.

1 90 (49.18%) SQL
2 67 (36.61%) Business Intelligence
3 59 (32.24%) Agile Software Development
4 58 (31.69%) Analytics
5 55 (30.05%) Data Warehouse
6 52 (28.42%) SQL Server
7 47 (25.68%) ETL
8 46 (25.14%) SQL Server Reporting Services
9 42 (22.95%) Microsoft Azure
10 40 (21.86%) Microsoft
11 38 (20.77%) SQL Server Integration Services
12 37 (20.22%) Data Management
13 36 (19.67%) Finance
13 36 (19.67%) Oracle
14 35 (19.13%) Data Architecture
14 35 (19.13%) Analytical Skills
15 32 (17.49%) Power BI
16 30 (16.39%) Degree
17 29 (15.85%) Visualisation
18 28 (15.30%) Tableau
19 26 (14.21%) Big Data
20 24 (13.11%) Machine Learning
20 24 (13.11%) SQL Server Analysis Services
21 23 (12.57%) Data Integration
22 22 (12.02%) Retail
22 22 (12.02%) Stakeholder Management
23 21 (11.48%) TOGAF
23 21 (11.48%) Data Analysis
24 20 (10.93%) Data Quality
25 19 (10.38%) Python

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 16 (8.74%) Apache Spark
2 5 (2.73%) Confluence
3 3 (1.64%) Elasticsearch
4 2 (1.09%) DNN
4 2 (1.09%) SharePoint
5 1 (0.55%) BizTalk Server
5 1 (0.55%) NetWeaver
5 1 (0.55%) Oracle SOA Suite
5 1 (0.55%) SAS
5 1 (0.55%) Tomcat
Applications
1 19 (10.38%) Microsoft Excel
2 6 (3.28%) Microsoft Office
2 6 (3.28%) Microsoft PowerPoint
3 5 (2.73%) MS Visio
4 1 (0.55%) Chatbot
Business Applications
1 2 (1.09%) Dynamics CRM
Cloud Services
1 42 (22.95%) Microsoft Azure
2 15 (8.20%) Amazon AWS
3 9 (4.92%) Cloud Computing
4 8 (4.37%) PaaS
4 8 (4.37%) SaaS
5 7 (3.83%) Google Cloud Platform
5 7 (3.83%) IBM Cloud
6 6 (3.28%) Azure Data Factory
6 6 (3.28%) IaaS
7 3 (1.64%) Slack
7 3 (1.64%) Trello
8 1 (0.55%) Azure Machine Learning
8 1 (0.55%) Office 365
Communications & Networking
1 2 (1.09%) FTP
1 2 (1.09%) Internet
1 2 (1.09%) SMS
Database & Business Intelligence
1 55 (30.05%) Data Warehouse
2 52 (28.42%) SQL Server
3 46 (25.14%) SQL Server Reporting Services
4 38 (20.77%) SQL Server Integration Services
5 32 (17.49%) Power BI
6 26 (14.21%) Big Data
7 24 (13.11%) SQL Server Analysis Services
8 18 (9.84%) NoSQL
9 17 (9.29%) QlikView
10 15 (8.20%) Relational Database
11 13 (7.10%) Hadoop
12 12 (6.56%) Data Lake
12 12 (6.56%) Oracle Database
12 12 (6.56%) Oracle Database 11g
13 10 (5.46%) Oracle Database 12c
14 9 (4.92%) BusinessObjects
15 8 (4.37%) Qlik Sense
15 8 (4.37%) Star Schema
16 7 (3.83%) Azure SQL Database
16 7 (3.83%) BigQuery
Development Applications
1 8 (4.37%) JIRA
2 4 (2.19%) ERwin
3 3 (1.64%) Jenkins
3 3 (1.64%) Visual Studio
4 2 (1.09%) Eclipse
4 2 (1.09%) Rational Rose
4 2 (1.09%) SQL Server Management Studio (SSMS)
5 1 (0.55%) Git (software)
5 1 (0.55%) MSTest
5 1 (0.55%) Team Foundation Server
General
1 36 (19.67%) Finance
2 22 (12.02%) Retail
3 5 (2.73%) Local Government
3 5 (2.73%) Telecoms
4 4 (2.19%) Banking
5 3 (1.64%) Automotive
5 3 (1.64%) Legal
6 2 (1.09%) Digital Economy
6 2 (1.09%) Manufacturing
6 2 (1.09%) Publishing
7 1 (0.55%) Electronics
7 1 (0.55%) Games
7 1 (0.55%) Law
7 1 (0.55%) Marketing
7 1 (0.55%) Retail Banking
Job Titles
1 58 (31.69%) Developer
2 57 (31.15%) Architect
3 37 (20.22%) Data Architect
4 31 (16.94%) Analyst
5 20 (10.93%) Business Analyst
5 20 (10.93%) Business Intelligence Developer
6 19 (10.38%) SQL Developer
7 18 (9.84%) Senior Developer
8 14 (7.65%) Information Architect
8 14 (7.65%) Senior SQL Developer
9 10 (5.46%) Oracle Developer
9 10 (5.46%) PL/SQL Developer
9 10 (5.46%) Senior Oracle Developer
9 10 (5.46%) Senior PL/SQL Developer
10 8 (4.37%) Senior Architect
10 8 (4.37%) Senior Data Architect
11 7 (3.83%) Data Scientist
11 7 (3.83%) Process Engineer
11 7 (3.83%) Solutions Architect
12 6 (3.28%) Data Manager
Libraries, Frameworks & Software Standards
1 17 (9.29%) JSON
2 15 (8.20%) .NET
3 14 (7.65%) XML
4 11 (6.01%) Web Services
5 10 (5.46%) Node.js
6 5 (2.73%) ASP.NET
6 5 (2.73%) Kafka
7 3 (1.64%) Django
7 3 (1.64%) Elastic Stack
7 3 (1.64%) Flask
7 3 (1.64%) HTML
7 3 (1.64%) MDX
7 3 (1.64%) NumPy
7 3 (1.64%) Pandas
7 3 (1.64%) SQLAlchemy
8 2 (1.09%) .NET Framework
8 2 (1.09%) ASP.NET MVC
8 2 (1.09%) ASP.NET Web API
8 2 (1.09%) HTML5 Canvas
8 2 (1.09%) REST
Miscellaneous
1 35 (19.13%) Analytical Skills
2 12 (6.56%) Management Information System
3 10 (5.46%) Self-Motivation
4 8 (4.37%) Fintech
5 7 (3.83%) Algorithms
6 5 (2.73%) NHS
7 4 (2.19%) CMDB
7 4 (2.19%) Data Structures
7 4 (2.19%) Greenfield Project
7 4 (2.19%) Public Cloud
8 3 (1.64%) Reference Data
9 2 (1.09%) Augmented Reality
9 2 (1.09%) Driving Licence
9 2 (1.09%) Enterprise Software
9 2 (1.09%) Replication
9 2 (1.09%) Taxonomies
9 2 (1.09%) User Experience
9 2 (1.09%) Virtual Team
10 1 (0.55%) Online Games
10 1 (0.55%) Robotics
Operating Systems
1 6 (3.28%) Windows
2 4 (2.19%) Linux
3 3 (1.64%) Unix
Processes & Methodologies
1 67 (36.61%) Business Intelligence
2 59 (32.24%) Agile Software Development
3 58 (31.69%) Analytics
4 47 (25.68%) ETL
5 37 (20.22%) Data Management
6 35 (19.13%) Data Architecture
7 29 (15.85%) Visualisation
8 24 (13.11%) Machine Learning
9 23 (12.57%) Data Integration
10 22 (12.02%) Stakeholder Management
11 21 (11.48%) Data Analysis
11 21 (11.48%) TOGAF
12 18 (9.84%) Business Analysis
12 18 (9.84%) Continuous Improvement
12 18 (9.84%) Master Data Management
13 17 (9.29%) ITIL
14 16 (8.74%) Data Analytics
14 16 (8.74%) Dimensional Modelling
15 15 (8.20%) Data Science
15 15 (8.20%) Data Visualisation
Programming Languages
1 90 (49.18%) SQL
2 19 (10.38%) Python
3 16 (8.74%) C#
3 16 (8.74%) Java
3 16 (8.74%) PL/SQL
3 16 (8.74%) T-SQL
4 7 (3.83%) JavaScript
5 5 (2.73%) PowerShell
5 5 (2.73%) R
6 4 (2.19%) Scala
7 3 (1.64%) ABAP
7 3 (1.64%) Ruby
8 2 (1.09%) VB
8 2 (1.09%) VB.NET
9 1 (0.55%) C
9 1 (0.55%) C++
9 1 (0.55%) Data Analysis Expressions (DAX)
9 1 (0.55%) Delphi
9 1 (0.55%) HiveQL
Qualifications
1 30 (16.39%) Degree
2 7 (3.83%) Master's Degree
3 6 (3.28%) Computer Science Degree
4 4 (2.19%) TOGAF Certification
5 3 (1.64%) ISEB
5 3 (1.64%) SC Cleared
5 3 (1.64%) Security Cleared
6 2 (1.09%) CBAP
Quality Assurance & Compliance
1 20 (10.93%) Data Quality
2 8 (4.37%) GDPR
3 6 (3.28%) QA
4 4 (2.19%) COBIT
5 2 (1.09%) Actionable Recommendations
System Software
1 3 (1.64%) Apache Flume
Systems Management
1 3 (1.64%) Kibana
1 3 (1.64%) logstash
2 1 (0.55%) Control-M
Vendors
1 40 (21.86%) Microsoft
2 36 (19.67%) Oracle
3 28 (15.30%) Tableau
4 15 (8.20%) SAP
5 12 (6.56%) Informatica
6 8 (4.37%) Google
7 7 (3.83%) Cloudera
7 7 (3.83%) MapR
7 7 (3.83%) Talend
8 6 (3.28%) Hortonworks
8 6 (3.28%) Teradata
9 5 (2.73%) Alteryx
10 4 (2.19%) Cognos
10 4 (2.19%) Greenplum
10 4 (2.19%) MicroStrategy
10 4 (2.19%) MuleSoft
11 3 (1.64%) Casewise
11 3 (1.64%) Remedy
12 2 (1.09%) Netezza
12 2 (1.09%) Rackspace