Period
to 19 July 2018

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

Microsoft ADO.NET Entity Framework
UK > Scotland
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 117 106 160
Rank change year-on-year -11 +54 -49
Permanent jobs citing Entity Framework 122 118 83
As % of all permanent IT jobs advertised in Scotland 2.14% 2.27% 1.42%
As % of the Libraries, Frameworks & Software Standards category 5.32% 5.68% 3.75%
Number of salaries quoted 96 96 63
Scotland median annual salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27% +10.00%
10th Percentile £30,000 £32,500 £33,000
90th Percentile £60,625 £56,250 £56,250
UK median annual salary £45,000 £45,000 £45,000

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 2,292 2,076 2,215
As % of all permanent IT jobs advertised in Scotland 40.14% 39.89% 37.85%
Number of salaries quoted 1,568 1,315 1,293
Scotland median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £30,000 £28,250 £28,500
90th Percentile £66,625 £67,000 £60,000
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

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 19 July 2018.

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 19 July 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
Glasgow +7 70 £50,000 +11.11% 4
Edinburgh -42 33 £39,250 -17.37% 3
West Lothian +8 10 £45,000 -12.62%
Aberdeen 0 5 £32,500 -7.14%
Midlothian - 2 £38,000 -
South Lanarkshire - 1 - -
Entity Framework
UK

For the 6 months to 19 July 2018, 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.

1 120 (98.36%) .NET
1 120 (98.36%) .NET Framework
2 118 (96.72%) C#
3 90 (73.77%) MVC
4 83 (68.03%) SQL Server
5 75 (61.48%) ASP.NET
6 66 (54.10%) Agile Software Development
7 52 (42.62%) ASP.NET MVC
8 49 (40.16%) Git (software)
8 49 (40.16%) SQL
9 47 (38.52%) WCF
10 46 (37.70%) TDD
11 43 (35.25%) RESTful
11 43 (35.25%) ASP.NET Web API
12 39 (31.97%) BDD
13 38 (31.15%) NoSQL
14 35 (28.69%) ASP.NET MVC 5
15 34 (27.87%) Enterprise Software
16 32 (26.23%) Code First Entity Framework
16 32 (26.23%) SQL Server 2016
16 32 (26.23%) Node.js
16 32 (26.23%) Web Application Development
16 32 (26.23%) Ruby
16 32 (26.23%) JavaScript
17 31 (25.41%) CSS
18 30 (24.59%) HTML
19 29 (23.77%) Microsoft
20 28 (22.95%) Advertising
20 28 (22.95%) AngularJS
21 27 (22.13%) Facebook

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 8 (6.56%) Umbraco
2 4 (3.28%) CMS
2 4 (3.28%) Sitecore CMS
3 3 (2.46%) EPiServer
3 3 (2.46%) SharePoint
4 1 (0.82%) Drupal
4 1 (0.82%) IIS
4 1 (0.82%) WordPress
Business Applications
1 2 (1.64%) nopCommerce
2 1 (0.82%) Dynamics CRM
Cloud Services
1 27 (22.13%) Microsoft Azure
2 9 (7.38%) Amazon AWS
3 5 (4.10%) PaaS
4 4 (3.28%) Amazon SQS
5 3 (2.46%) Google Cloud Platform
6 2 (1.64%) NuGet
7 1 (0.82%) SaaS
Communications & Networking
1 5 (4.10%) SMS
2 4 (3.28%) HTTP
3 1 (0.82%) Internet
Database & Business Intelligence
1 83 (68.03%) SQL Server
2 38 (31.15%) NoSQL
3 32 (26.23%) SQL Server 2016
4 13 (10.66%) Relational Database
5 7 (5.74%) SQL Server Integration Services
6 4 (3.28%) Apache Cassandra
6 4 (3.28%) Cosmos DB
6 4 (3.28%) CouchDB
7 2 (1.64%) RDBMS
7 2 (1.64%) SQL Server Reporting Services
8 1 (0.82%) Ingres
8 1 (0.82%) Power BI
8 1 (0.82%) SQL Server 2000
8 1 (0.82%) SQL Server 2014
Development Applications
1 49 (40.16%) Git (software)
2 17 (13.93%) NUnit
3 14 (11.48%) Visual Studio
4 13 (10.66%) Moq
5 11 (9.02%) Team Foundation Server
6 5 (4.10%) MSTest
6 5 (4.10%) SpecFlow
7 1 (0.82%) Jasmine
7 1 (0.82%) JIRA
7 1 (0.82%) JUnit
7 1 (0.82%) Microsoft Blend
7 1 (0.82%) Octopus Deploy
7 1 (0.82%) Protractor
7 1 (0.82%) Selenium
7 1 (0.82%) TestNG
7 1 (0.82%) VSS/SourceSafe
General
1 28 (22.95%) Advertising
2 8 (6.56%) Finance
3 4 (3.28%) Banking
4 3 (2.46%) Retail
5 1 (0.82%) Automotive
5 1 (0.82%) Law
5 1 (0.82%) Legal
Job Titles
1 98 (80.33%) Developer
2 66 (54.10%) .NET Developer
3 28 (22.95%) C# Developer
4 25 (20.49%) Software Developer
5 16 (13.11%) C# .NET Developer
6 12 (9.84%) ASP.NET Developer
6 12 (9.84%) Software Engineer
7 11 (9.02%) C# ASP.NET Developer
8 10 (8.20%) Applications Developer
8 10 (8.20%) C# Application Developer
8 10 (8.20%) Desktop Support
9 8 (6.56%) ASP.NET MVC Developer
10 7 (5.74%) .NET Software Developer
10 7 (5.74%) Senior Developer
11 6 (4.92%) Test Engineer
12 5 (4.10%) Development Engineer
12 5 (4.10%) Software Development Engineer
12 5 (4.10%) Software Test Engineer
12 5 (4.10%) Test Development Engineer
12 5 (4.10%) Web Developer
Libraries, Frameworks & Software Standards
1 120 (98.36%) .NET
1 120 (98.36%) .NET Framework
2 75 (61.48%) ASP.NET
3 52 (42.62%) ASP.NET MVC
4 47 (38.52%) WCF
5 43 (35.25%) ASP.NET Web API
5 43 (35.25%) RESTful
6 35 (28.69%) ASP.NET MVC 5
7 32 (26.23%) Code First Entity Framework
7 32 (26.23%) Node.js
8 31 (25.41%) CSS
9 30 (24.59%) HTML
10 28 (22.95%) AngularJS
11 27 (22.13%) Web Services
12 22 (18.03%) WPF
13 15 (12.30%) NHibernate
14 11 (9.02%) React
14 11 (9.02%) REST
15 10 (8.20%) jQuery
16 8 (6.56%) .NET Core
Miscellaneous
1 34 (27.87%) Enterprise Software
2 10 (8.20%) Self-Motivation
3 8 (6.56%) Computer Science
4 6 (4.92%) Mobile App
5 3 (2.46%) Algorithms
5 3 (2.46%) Greenfield Project
5 3 (2.46%) Social Network
6 1 (0.82%) Device Driver
6 1 (0.82%) Field-Programmable Gate Array
6 1 (0.82%) Fintech
6 1 (0.82%) LIMS
6 1 (0.82%) User Experience
Processes & Methodologies
1 90 (73.77%) MVC
2 66 (54.10%) Agile Software Development
3 46 (37.70%) TDD
4 39 (31.97%) BDD
5 32 (26.23%) Web Application Development
6 26 (21.31%) OO
7 22 (18.03%) Unit Testing
8 20 (16.39%) Software Engineering
9 15 (12.30%) Scrum
10 12 (9.84%) SOA
11 9 (7.38%) Domain-Driven Design
12 8 (6.56%) Analytics
12 8 (6.56%) Microservices
12 8 (6.56%) SDLC
12 8 (6.56%) Web Development
13 7 (5.74%) Pair Programming
13 7 (5.74%) Test Automation
14 6 (4.92%) Continuous Integration
15 5 (4.10%) Manual Testing
15 5 (4.10%) Performance Testing
Programming Languages
1 118 (96.72%) C#
2 49 (40.16%) SQL
3 32 (26.23%) JavaScript
3 32 (26.23%) Ruby
4 14 (11.48%) T-SQL
5 7 (5.74%) TypeScript
6 6 (4.92%) XAML
7 5 (4.10%) Java
8 3 (2.46%) Python
9 2 (1.64%) VB.NET
10 1 (0.82%) ANSI SQL
10 1 (0.82%) C
10 1 (0.82%) C++
10 1 (0.82%) VB
10 1 (0.82%) VB6
Qualifications
1 14 (11.48%) Degree
2 8 (6.56%) Computer Science Degree
Quality Assurance & Compliance
1 6 (4.92%) QA
2 1 (0.82%) PMO
System Software
1 1 (0.82%) Firmware
Systems Management
1 1 (0.82%) Systems Management Server (SMS)
Vendors
1 29 (23.77%) Microsoft
2 27 (22.13%) Facebook
3 7 (5.74%) Sitecore
4 4 (3.28%) Xamarin
5 3 (2.46%) Google
6 2 (1.64%) Oracle