Period
to 22 September 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 22 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > Midlands
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 187 214 237
Rank change year-on-year +27 +23 -53
Permanent jobs citing Data Modelling 201 206 216
As % of all permanent IT jobs advertised in the Midlands 1.49% 1.36% 1.16%
As % of the Processes & Methodologies category 1.64% 1.50% 1.29%
Number of salaries quoted 149 160 135
Midlands median annual salary £50,000 £45,000 £48,414
Median salary % change year-on-year +11.11% -7.05% +1.92%
10th Percentile £33,750 £32,500 £36,000
90th Percentile £78,950 £67,500 £63,250
England median annual salary £59,000 £55,000 £55,000
% change year-on-year +7.27% - -

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 12,292 13,748 16,742
As % of all permanent IT jobs advertised in the Midlands 90.89% 90.89% 90.12%
Number of salaries quoted 9,601 11,311 13,183
Midlands median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £26,250 £25,750 £24,750
90th Percentile £67,500 £63,750 £63,750
England median annual salary £50,100 £50,000 £50,000
% change year-on-year +0.20% - +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 22 September 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 22 September 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 +25 128 £50,000 +11.11% 16
East Midlands +23 73 £54,750 +28.82% 20
Data Modelling
England

For the 6 months to 22 September 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 (46.27%) SQL
2 76 (37.81%) Business Intelligence
3 62 (30.85%) Agile Software Development
4 55 (27.36%) SQL Server
5 49 (24.38%) Analytical Skills
6 47 (23.38%) Data Warehouse
7 44 (21.89%) Data Architecture
8 42 (20.90%) Finance
8 42 (20.90%) Analytics
9 40 (19.90%) SQL Server Reporting Services
10 39 (19.40%) SQL Server Integration Services
10 39 (19.40%) Microsoft Azure
11 38 (18.91%) Microsoft
12 36 (17.91%) ETL
13 35 (17.41%) Degree
14 33 (16.42%) Problem-Solving
15 31 (15.42%) Oracle
16 30 (14.93%) Retail
17 27 (13.43%) Data Management
18 25 (12.44%) Visualisation
18 25 (12.44%) Big Data
19 23 (11.44%) XML
20 22 (10.95%) SQL Server Analysis Services
20 22 (10.95%) Data Quality
21 21 (10.45%) SDLC
21 21 (10.45%) SAP
21 21 (10.45%) Stakeholder Management
22 20 (9.95%) Business Analysis
22 20 (9.95%) JSON
22 20 (9.95%) Apache Spark

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 20 (9.95%) Apache Spark
2 6 (2.99%) Confluence
3 5 (2.49%) SAS
4 2 (1.00%) BizTalk Server
5 1 (0.50%) Apache
5 1 (0.50%) Oracle SOA Suite
5 1 (0.50%) Tomcat
Applications
1 19 (9.45%) Microsoft Excel
2 7 (3.48%) Microsoft Office
2 7 (3.48%) MS Visio
3 4 (1.99%) Microsoft PowerPoint
Business Applications
1 2 (1.00%) Remedy ITSM
2 1 (0.50%) Dynamics CRM
Cloud Services
1 39 (19.40%) Microsoft Azure
2 15 (7.46%) Amazon AWS
3 10 (4.98%) Cloud Computing
3 10 (4.98%) Google Cloud Platform
3 10 (4.98%) IBM Cloud
4 5 (2.49%) Azure Data Factory
4 5 (2.49%) IaaS
4 5 (2.49%) Office 365
4 5 (2.49%) PaaS
4 5 (2.49%) SaaS
5 3 (1.49%) Adobe Analytics
5 3 (1.49%) Google Analytics
6 1 (0.50%) AdWords
6 1 (0.50%) AWS CloudFormation
6 1 (0.50%) AWS Lambda
6 1 (0.50%) Dynamics 365
6 1 (0.50%) Serverless
Communications & Networking
1 5 (2.49%) SMS
2 2 (1.00%) Internet
Database & Business Intelligence
1 55 (27.36%) SQL Server
2 47 (23.38%) Data Warehouse
3 40 (19.90%) SQL Server Reporting Services
4 39 (19.40%) SQL Server Integration Services
5 25 (12.44%) Big Data
6 22 (10.95%) SQL Server Analysis Services
7 20 (9.95%) Power BI
8 16 (7.96%) Hadoop
8 16 (7.96%) Relational Database
9 13 (6.47%) NoSQL
10 11 (5.47%) BusinessObjects
11 10 (4.98%) BigQuery
11 10 (4.98%) Oracle Database
11 10 (4.98%) QlikView
11 10 (4.98%) Star Schema
12 9 (4.48%) Oracle Database 11g
12 9 (4.48%) Oracle Database 12c
13 7 (3.48%) OLAP
13 7 (3.48%) OLTP
13 7 (3.48%) SQL Server 2014
Development Applications
1 10 (4.98%) JIRA
2 3 (1.49%) Rational Rose
3 2 (1.00%) MSTest
4 1 (0.50%) Bitbucket
4 1 (0.50%) ER Studio
4 1 (0.50%) ERwin
4 1 (0.50%) Jenkins
4 1 (0.50%) Team Foundation Server
4 1 (0.50%) Visual Studio
General
1 42 (20.90%) Finance
2 30 (14.93%) Retail
3 9 (4.48%) Manufacturing
4 8 (3.98%) Local Government
5 7 (3.48%) Law
5 7 (3.48%) Marketing
5 7 (3.48%) Publishing
6 6 (2.99%) Telecoms
7 5 (2.49%) Electronics
7 5 (2.49%) Legal
8 4 (1.99%) Banking
9 3 (1.49%) Automotive
10 1 (0.50%) Games
10 1 (0.50%) General Ledger
10 1 (0.50%) Retail Banking
Job Titles
1 70 (34.83%) Architect
2 53 (26.37%) Developer
3 43 (21.39%) Data Architect
4 39 (19.40%) Analyst
5 21 (10.45%) SQL Developer
6 18 (8.96%) Senior Developer
7 17 (8.46%) Business Intelligence Developer
8 15 (7.46%) Business Analyst
9 12 (5.97%) Information Architect
9 12 (5.97%) Senior SQL Developer
10 11 (5.47%) Solutions Architect
11 10 (4.98%) Data Analyst
12 9 (4.48%) Oracle Developer
12 9 (4.48%) PL/SQL Developer
12 9 (4.48%) Senior Architect
12 9 (4.48%) Senior Data Architect
12 9 (4.48%) Senior Oracle Developer
12 9 (4.48%) Senior PL/SQL Developer
13 7 (3.48%) Analyst Developer
13 7 (3.48%) Data Engineer
Libraries, Frameworks & Software Standards
1 23 (11.44%) XML
2 20 (9.95%) JSON
3 12 (5.97%) .NET
4 9 (4.48%) Node.js
5 8 (3.98%) HTML
6 7 (3.48%) Kafka
6 7 (3.48%) Web Services
7 4 (1.99%) REST
8 3 (1.49%) CSS
8 3 (1.49%) MDX
8 3 (1.49%) SOAP
8 3 (1.49%) XSLT
9 2 (1.00%) AngularJS
9 2 (1.00%) CGI
9 2 (1.00%) J2EE
9 2 (1.00%) Natural Language Processing
9 2 (1.00%) XSD
10 1 (0.50%) Flask
10 1 (0.50%) JMS
10 1 (0.50%) LDAP
Miscellaneous
1 49 (24.38%) Analytical Skills
2 20 (9.95%) Self-Motivation
3 13 (6.47%) Computer Science
4 10 (4.98%) Management Information System
5 9 (4.48%) Data Structures
6 8 (3.98%) Fintech
7 6 (2.99%) CMDB
7 6 (2.99%) Greenfield Project
8 5 (2.49%) Taxonomies
9 4 (1.99%) Algorithms
9 4 (1.99%) Replication
10 3 (1.49%) Reference Data
11 2 (1.00%) Augmented Reality
12 1 (0.50%) Analytical Mindset
12 1 (0.50%) Client/Server
12 1 (0.50%) Clustering
12 1 (0.50%) Mobile Payment
12 1 (0.50%) NHS
12 1 (0.50%) Public Cloud
12 1 (0.50%) Smart Meter
Operating Systems
1 10 (4.98%) Windows
2 3 (1.49%) Unix
3 2 (1.00%) Windows Server
4 1 (0.50%) Linux
Processes & Methodologies
1 76 (37.81%) Business Intelligence
2 62 (30.85%) Agile Software Development
3 44 (21.89%) Data Architecture
4 42 (20.90%) Analytics
5 36 (17.91%) ETL
6 33 (16.42%) Problem-Solving
7 27 (13.43%) Data Management
8 25 (12.44%) Visualisation
9 21 (10.45%) SDLC
9 21 (10.45%) Stakeholder Management
10 20 (9.95%) Business Analysis
11 17 (8.46%) Continuous Improvement
12 16 (7.96%) Machine Learning
12 16 (7.96%) TOGAF
13 15 (7.46%) Data Analysis
13 15 (7.46%) Data Integration
13 15 (7.46%) Master Data Management
13 15 (7.46%) Presales
14 14 (6.97%) CRM
14 14 (6.97%) Data Visualisation
Programming Languages
1 93 (46.27%) SQL
2 16 (7.96%) Java
2 16 (7.96%) T-SQL
3 14 (6.97%) Python
4 12 (5.97%) C#
4 12 (5.97%) PL/SQL
5 8 (3.98%) PowerShell
6 3 (1.49%) Scala
7 2 (1.00%) JavaScript
7 2 (1.00%) R
8 1 (0.50%) C
8 1 (0.50%) Data Analysis Expressions (DAX)
8 1 (0.50%) Delphi
8 1 (0.50%) HiveQL
8 1 (0.50%) Ruby
8 1 (0.50%) VB.NET
Qualifications
1 35 (17.41%) Degree
2 4 (1.99%) Master's Degree
3 3 (1.49%) ITIL Certification
4 2 (1.00%) CBAP
4 2 (1.00%) Computer Science Degree
4 2 (1.00%) ISEB
4 2 (1.00%) SC Cleared
4 2 (1.00%) Security Cleared
5 1 (0.50%) Numerate Degree
Quality Assurance & Compliance
1 22 (10.95%) Data Quality
2 9 (4.48%) QA
3 6 (2.99%) GDPR
4 2 (1.00%) SLA
5 1 (0.50%) COBIT
System Software
1 2 (1.00%) Hyper-V
Systems Management
1 2 (1.00%) Microsoft Intune
1 2 (1.00%) SCCM
2 1 (0.50%) Single Sign-On
Vendors
1 38 (18.91%) Microsoft
2 31 (15.42%) Oracle
3 21 (10.45%) SAP
4 15 (7.46%) Tableau
5 13 (6.47%) Google
6 10 (4.98%) Cloudera
6 10 (4.98%) MapR
7 8 (3.98%) Cognos
8 5 (2.49%) Hortonworks
8 5 (2.49%) MicroStrategy
8 5 (2.49%) Remedy
9 4 (1.99%) Alteryx
9 4 (1.99%) Casewise
9 4 (1.99%) Talend
10 3 (1.49%) Adobe
11 2 (1.00%) BMC
11 2 (1.00%) Informatica
11 2 (1.00%) Rackspace
11 2 (1.00%) Teradata
12 1 (0.50%) Jaspersoft