Period
to 8 December 2019

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Entity Framework skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Entity Framework over the 6 months to 8 December 2019 with a comparison to the same period in the previous 2 years.

Microsoft ADO.NET Entity Framework
UK > Scotland
6 months to
8 Dec 2019
Same period 2018 Same period 2017
Rank 159 164 122
Rank change year-on-year +5 -42 +32
Permanent jobs citing Entity Framework 57 63 125
As % of all permanent IT jobs advertised in Scotland 1.25% 1.19% 2.22%
As % of the Libraries, Frameworks & Software Standards category 2.89% 2.94% 5.69%
Number of salaries quoted 46 40 84
Scotland median annual salary £43,750 £50,000 £41,500
Median salary % change year-on-year -12.50% +20.48% -2.35%
10th Percentile £35,000 £32,950 £31,250
90th Percentile £53,125 £62,500 £61,250
UK median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Entity Framework is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Scotland
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,972 2,146 2,198
As % of all permanent IT jobs advertised in Scotland 43.39% 40.47% 39.05%
Number of salaries quoted 1,216 1,429 1,441
Scotland median annual salary £45,000 £45,500 £42,500
Median salary % change year-on-year -1.10% +7.06% +4.94%
10th Percentile £31,000 £31,250 £28,750
90th Percentile £65,000 £65,000 £62,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Entity Framework
Job Vacancy Trend in Scotland

Job postings citing Entity Framework as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Entity Framework in Scotland

Entity Framework
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Entity Framework in Scotland.

Salary trend for Entity Framework in Scotland

Entity Framework
Salary Histogram in Scotland

The salary distribution of IT jobs citing Entity Framework in Scotland over the 6 months to 8 December 2019.

Salary histogram for Entity Framework in Scotland

Entity Framework
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Entity Framework within the Scotland region over the 6 months to 8 December 2019. 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
Glasgow +32 37 £37,500 -21.05% 5
Edinburgh -3 11 £50,000 -9.09% 6
Aberdeen -6 5 £45,000 +12.50%
South Lanarkshire +10 2 £37,500 -
West Lothian +14 1 £41,000 +13.89% 1
Aberdeenshire -1 1 £50,000 +21.95%
Entity Framework
UK

For the 6 months to 8 December 2019, IT jobs citing Entity Framework 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 Scotland region with a requirement for Entity Framework.

1 56 (98.25%) C#
2 54 (94.74%) .NET
2 54 (94.74%) .NET Framework
3 47 (82.46%) Azure
4 42 (73.68%) ASP.NET
5 41 (71.93%) SQL Server
6 38 (66.67%) MVC
7 37 (64.91%) Agile Software Development
7 37 (64.91%) ASP.NET MVC
8 36 (63.16%) SQL
9 34 (59.65%) .NET Core
10 27 (47.37%) JavaScript
11 25 (43.86%) T-SQL
11 25 (43.86%) AngularJS
12 23 (40.35%) Microsoft
13 22 (38.60%) Docker
14 21 (36.84%) Kubernetes
15 19 (33.33%) NHibernate
15 19 (33.33%) PowerShell
16 18 (31.58%) Continuous Integration
16 18 (31.58%) RESTful
16 18 (31.58%) SDLC
17 17 (29.82%) SOLID
17 17 (29.82%) Web Services
18 16 (28.07%) HTML
18 16 (28.07%) CSS
19 15 (26.32%) OOP
19 15 (26.32%) Inversion of Control
19 15 (26.32%) MongoDB
19 15 (26.32%) NoSQL

Entity Framework
Co-occurring IT Skills in Scotland 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 4 (7.02%) CMS
2 3 (5.26%) Confluence
2 3 (5.26%) Sitecore CMS
2 3 (5.26%) Umbraco
2 3 (5.26%) WordPress
3 1 (1.75%) Drupal
3 1 (1.75%) SharePoint
3 1 (1.75%) SharePoint 2013
Applications
1 3 (5.26%) Microsoft Office
Cloud Services
1 47 (82.46%) Azure
2 4 (7.02%) SaaS
3 3 (5.26%) AWS
4 2 (3.51%) GCP
5 1 (1.75%) Office 365
5 1 (1.75%) Power Platform
Communications & Networking
1 3 (5.26%) Internet
1 3 (5.26%) Wireless
Database & Business Intelligence
1 41 (71.93%) SQL Server
2 15 (26.32%) Cosmos DB
2 15 (26.32%) MongoDB
2 15 (26.32%) NoSQL
3 4 (7.02%) Relational Database
4 3 (5.26%) MySQL
5 1 (1.75%) Power BI
5 1 (1.75%) SQL Server Reporting Services
Development Applications
1 7 (12.28%) Git (software)
2 3 (5.26%) JIRA
2 3 (5.26%) TeamCity
2 3 (5.26%) Visual Studio
2 3 (5.26%) Visual Studio Team System
3 2 (3.51%) Bitbucket
3 2 (3.51%) Cucumber
3 2 (3.51%) Cypress.io
3 2 (3.51%) Jasmine
3 2 (3.51%) JUnit
3 2 (3.51%) Karma Test Runner
3 2 (3.51%) Mockito
3 2 (3.51%) NUnit
3 2 (3.51%) Visual Studio Code
4 1 (1.75%) Moq
General
1 2 (3.51%) Law
1 2 (3.51%) Manufacturing
1 2 (3.51%) Marketing
2 1 (1.75%) Legal
Job Titles
1 51 (89.47%) Developer
2 38 (66.67%) .NET Developer
3 15 (26.32%) Software Developer
4 12 (21.05%) Senior Developer
5 7 (12.28%) .NET Software Developer
6 6 (10.53%) Senior .NET Developer
7 5 (8.77%) C# Developer
8 4 (7.02%) C# .NET Developer
8 4 (7.02%) Senior Software Developer
9 3 (5.26%) ASP.NET Developer
9 3 (5.26%) Azure Developer
9 3 (5.26%) Lead Developer
9 3 (5.26%) Software Engineer
10 2 (3.51%) .NET Software Engineer
10 2 (3.51%) Development Manager
10 2 (3.51%) Mobile Developer
10 2 (3.51%) Python Developer
10 2 (3.51%) Senior Python Developer
10 2 (3.51%) Software Development Manager
10 2 (3.51%) Software Manager
Libraries, Frameworks & Software Standards
1 54 (94.74%) .NET
1 54 (94.74%) .NET Framework
2 42 (73.68%) ASP.NET
3 37 (64.91%) ASP.NET MVC
4 34 (59.65%) .NET Core
5 25 (43.86%) AngularJS
6 19 (33.33%) NHibernate
7 18 (31.58%) RESTful
8 17 (29.82%) Web Services
9 16 (28.07%) CSS
9 16 (28.07%) HTML
10 10 (17.54%) jQuery
11 9 (15.79%) React
12 6 (10.53%) CSS3
12 6 (10.53%) HTML5
13 4 (7.02%) ASP.NET Core
13 4 (7.02%) ASP.NET MVC 5
13 4 (7.02%) ASP.NET Web API
14 2 (3.51%) Flask
14 2 (3.51%) Pyramid
Miscellaneous
1 9 (15.79%) Greenfield Project
2 5 (8.77%) Enterprise Software
3 4 (7.02%) User Experience
4 3 (5.26%) Internet of Things
5 2 (3.51%) Life Science
5 2 (3.51%) Mobile App
6 1 (1.75%) Analytical Skills
6 1 (1.75%) iPad
6 1 (1.75%) Marketing Technology
6 1 (1.75%) Self-Motivation
Operating Systems
1 4 (7.02%) Windows
2 3 (5.26%) Android
Processes & Methodologies
1 38 (66.67%) MVC
2 37 (64.91%) Agile Software Development
3 18 (31.58%) Continuous Integration
3 18 (31.58%) SDLC
4 17 (29.82%) SOLID
5 15 (26.32%) Inversion of Control
5 15 (26.32%) OOP
6 14 (24.56%) Microservices
7 13 (22.81%) Software Engineering
8 12 (21.05%) Scrum
9 11 (19.30%) DevOps
10 8 (14.04%) TDD
11 6 (10.53%) Mentoring
11 6 (10.53%) Test Automation
12 5 (8.77%) Computer Science
12 5 (8.77%) Mobile Development
13 4 (7.02%) Collaborative Working
13 4 (7.02%) Pair Programming
13 4 (7.02%) Web Development
13 4 (7.02%) Workflow
Programming Languages
1 56 (98.25%) C#
2 36 (63.16%) SQL
3 27 (47.37%) JavaScript
4 25 (43.86%) T-SQL
5 19 (33.33%) PowerShell
6 8 (14.04%) TypeScript
7 4 (7.02%) Java
8 2 (3.51%) Python
9 1 (1.75%) Apple Swift
9 1 (1.75%) C
9 1 (1.75%) Objective-C
Qualifications
1 5 (8.77%) Degree
2 4 (7.02%) Computer Science Degree
3 1 (1.75%) MCAD
3 1 (1.75%) MCSD
3 1 (1.75%) MCTS
3 1 (1.75%) Microsoft Certification
Quality Assurance & Compliance
1 1 (1.75%) QA
System Software
1 22 (38.60%) Docker
2 3 (5.26%) Firmware
Systems Management
1 21 (36.84%) Kubernetes
Vendors
1 23 (40.35%) Microsoft
2 4 (7.02%) Xamarin
3 3 (5.26%) Sitecore
4 2 (3.51%) DevExpress
4 2 (3.51%) Google
4 2 (3.51%) Oracle