Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Microsoft ADO.NET Entity Framework
UK > Scotland
6 months to
18 Oct 2018		 Same period 2017 Same period 2016
Rank 159 122 150
Rank change year-on-year -37 +28 -1
Permanent jobs citing Entity Framework 64 105 68
As % of all permanent IT jobs advertised in Scotland 1.19% 1.90% 1.28%
As % of the Libraries, Frameworks & Software Standards category 2.96% 4.94% 3.38%
Number of salaries quoted 47 76 55
Scotland median annual salary £50,000 £40,000 £42,500
Median salary % change year-on-year +25.00% -5.88% -
10th Percentile £33,250 £31,250 £28,250
90th Percentile £62,500 £55,625 £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 2,163 2,127 2,011
As % of all permanent IT jobs advertised in Scotland 40.14% 38.44% 37.79%
Number of salaries quoted 1,452 1,373 1,208
Scotland median annual salary £45,000 £42,500 £40,500
Median salary % change year-on-year +5.88% +4.94% +1.25%
10th Percentile £30,000 £28,750 £27,675
90th Percentile £65,000 £63,750 £59,750
UK median annual salary £50,500 £50,000 £47,500
% change year-on-year +1.00% +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 18 October 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 18 October 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 -21 34 £50,000 +11.11% 6
Edinburgh -6 25 £55,000 +37.50% 5
Aberdeen -9 2 £40,000 +23.08% 1
South Lanarkshire +3 1 - -
Aberdeenshire - 1 - -
Entity Framework
UK

For the 6 months to 18 October 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 60 (93.75%) C#
2 56 (87.50%) .NET
2 56 (87.50%) .NET Framework
3 38 (59.38%) MVC
3 38 (59.38%) SQL Server
3 38 (59.38%) Git (software)
4 37 (57.81%) Agile Software Development
5 31 (48.44%) JavaScript
6 29 (45.31%) ASP.NET
7 27 (42.19%) RESTful
8 26 (40.63%) SQL
8 26 (40.63%) AngularJS
9 23 (35.94%) HTML
9 23 (35.94%) CSS
10 22 (34.38%) TDD
11 21 (32.81%) ASP.NET MVC
12 20 (31.25%) Unit Testing
13 18 (28.13%) Microsoft Azure
13 18 (28.13%) SOA
13 18 (28.13%) ASP.NET Web API
14 17 (26.56%) OO
15 15 (23.44%) Software Engineering
16 14 (21.88%) WCF
16 14 (21.88%) Microsoft
16 14 (21.88%) Web Services
16 14 (21.88%) ASP.NET MVC 5
16 14 (21.88%) Code First Entity Framework
16 14 (21.88%) BDD
16 14 (21.88%) NoSQL
16 14 (21.88%) Node.js

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 3 (4.69%) CMS
1 3 (4.69%) SharePoint
1 3 (4.69%) Umbraco
2 2 (3.13%) Sitecore CMS
3 1 (1.56%) Drupal
3 1 (1.56%) EPiServer
3 1 (1.56%) WordPress
Business Applications
1 1 (1.56%) Dynamics CRM
Cloud Services
1 18 (28.13%) Microsoft Azure
2 5 (7.81%) PaaS
3 4 (6.25%) Amazon AWS
4 1 (1.56%) Amazon SQS
Communications & Networking
1 2 (3.13%) HTTP
2 1 (1.56%) Internet
Database & Business Intelligence
1 38 (59.38%) SQL Server
2 14 (21.88%) NoSQL
3 13 (20.31%) SQL Server 2016
4 7 (10.94%) SQL Server Integration Services
5 4 (6.25%) Relational Database
6 2 (3.13%) Data Warehouse
6 2 (3.13%) PostgreSQL
6 2 (3.13%) SQL Server Reporting Services
7 1 (1.56%) Apache Cassandra
7 1 (1.56%) Cosmos DB
7 1 (1.56%) CouchDB
7 1 (1.56%) MySQL
7 1 (1.56%) Power BI
7 1 (1.56%) SQL Server 2000
7 1 (1.56%) SQL Server 2014
Development Applications
1 38 (59.38%) Git (software)
2 9 (14.06%) Team Foundation Server
3 8 (12.50%) Visual Studio
4 7 (10.94%) NUnit
5 6 (9.38%) Hudson
5 6 (9.38%) MSTest
6 5 (7.81%) SpecFlow
7 2 (3.13%) JIRA
7 2 (3.13%) Moq
8 1 (1.56%) Microsoft Blend
8 1 (1.56%) Subversion
8 1 (1.56%) VSS/SourceSafe
8 1 (1.56%) XMLUnit
General
1 13 (20.31%) Advertising
2 5 (7.81%) Finance
3 1 (1.56%) Games
3 1 (1.56%) Law
3 1 (1.56%) Legal
Job Titles
1 50 (78.13%) Developer
2 35 (54.69%) .NET Developer
3 16 (25.00%) Senior Developer
4 14 (21.88%) Software Developer
5 10 (15.63%) C# Developer
6 9 (14.06%) Software Engineer
7 8 (12.50%) C# .NET Developer
7 8 (12.50%) Senior Software Developer
8 6 (9.38%) ASP.NET Developer
8 6 (9.38%) Senior .NET Developer
9 5 (7.81%) C# ASP.NET Developer
9 5 (7.81%) Development Engineer
9 5 (7.81%) Software Development Engineer
9 5 (7.81%) Software Test Engineer
9 5 (7.81%) Test Development Engineer
9 5 (7.81%) Test Engineer
10 3 (4.69%) .NET Software Developer
10 3 (4.69%) .NET Team Leader
10 3 (4.69%) Full Stack Developer
10 3 (4.69%) Software Analyst
Libraries, Frameworks & Software Standards
1 56 (87.50%) .NET
1 56 (87.50%) .NET Framework
2 29 (45.31%) ASP.NET
3 27 (42.19%) RESTful
4 26 (40.63%) AngularJS
5 23 (35.94%) CSS
5 23 (35.94%) HTML
6 21 (32.81%) ASP.NET MVC
7 18 (28.13%) ASP.NET Web API
8 14 (21.88%) ASP.NET MVC 5
8 14 (21.88%) Code First Entity Framework
8 14 (21.88%) Node.js
8 14 (21.88%) WCF
8 14 (21.88%) Web Services
9 11 (17.19%) jQuery
10 7 (10.94%) NHibernate
11 6 (9.38%) WPF
12 5 (7.81%) React
12 5 (7.81%) REST
13 4 (6.25%) .NET Core
Miscellaneous
1 12 (18.75%) Enterprise Software
2 6 (9.38%) Self-Motivation
3 5 (7.81%) Analytical Skills
3 5 (7.81%) Computer Science
4 3 (4.69%) Fintech
5 2 (3.13%) N-Tier
6 1 (1.56%) Device Driver
6 1 (1.56%) Field-Programmable Gate Array
6 1 (1.56%) Greenfield Project
6 1 (1.56%) LIMS
6 1 (1.56%) Mobile App
Operating Systems
1 1 (1.56%) Windows
Processes & Methodologies
1 38 (59.38%) MVC
2 37 (57.81%) Agile Software Development
3 22 (34.38%) TDD
4 20 (31.25%) Unit Testing
5 18 (28.13%) SOA
6 17 (26.56%) OO
7 15 (23.44%) Software Engineering
8 14 (21.88%) BDD
9 13 (20.31%) Microservices
9 13 (20.31%) Web Application Development
10 12 (18.75%) OOD
11 9 (14.06%) Mentoring
12 6 (9.38%) MVVM
13 5 (7.81%) Analytics
13 5 (7.81%) Coaching
13 5 (7.81%) Manual Testing
13 5 (7.81%) Performance Testing
13 5 (7.81%) SDET
13 5 (7.81%) Security Testing
13 5 (7.81%) Test Automation
Programming Languages
1 60 (93.75%) C#
2 31 (48.44%) JavaScript
3 26 (40.63%) SQL
4 13 (20.31%) Ruby
5 11 (17.19%) T-SQL
6 6 (9.38%) TypeScript
7 3 (4.69%) XAML
8 1 (1.56%) ANSI SQL
8 1 (1.56%) C
8 1 (1.56%) C++
8 1 (1.56%) Java
8 1 (1.56%) PHP
8 1 (1.56%) VB
8 1 (1.56%) VB.NET
8 1 (1.56%) VB6
Qualifications
1 7 (10.94%) Degree
2 5 (7.81%) Computer Science Degree
Quality Assurance & Compliance
1 5 (7.81%) QA
2 1 (1.56%) GDPR
2 1 (1.56%) PMO
Systems Management
1 1 (1.56%) Systems Management Server (SMS)
Vendors
1 14 (21.88%) Microsoft
2 11 (17.19%) Facebook
3 5 (7.81%) Sitecore
3 5 (7.81%) Xamarin