Period
to 17 November 2017

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 17 November 2017 with a comparison to the same period in the previous 2 years.

Microsoft ADO.NET Entity Framework
UK > Scotland
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 115 158 153
Rank change year-on-year +43 -5 -36
Permanent jobs citing Entity Framework 116 60 92
As % of all permanent IT jobs advertised in Scotland 2.06% 1.15% 1.43%
As % of the Libraries, Frameworks & Software Standards category 5.31% 3.01% 4.03%
Number of salaries quoted 78 51 70
Scotland median annual salary £40,000 £42,500 £42,500
Median salary % change year-on-year -5.88% - -1.73%
10th Percentile £31,100 £27,750 £29,875
90th Percentile £59,125 £56,250 £55,000
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 2185 1995 2285
As % of all permanent IT jobs advertised in Scotland 38.74% 38.08% 35.42%
Number of salaries quoted 1401 1242 1435
Scotland median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £28,500 £27,750 £27,500
90th Percentile £63,750 £58,750 £56,250
UK median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +1.12%

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 17 November 2017.

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 17 November 2017. 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 +13 63 £47,000 +17.50% 4
Edinburgh +6 35 £40,000 -11.11% 3
Aberdeen - 10 £32,500 - 1
West Lothian - 4 £57,500 - 1
South Lanarkshire - 2 £46,250 -
Aberdeenshire - 1 - -
Fife - 1 £36,000 -
Entity Framework
UK

For the 6 months to 17 November 2017, IT jobs citing Entity Framework also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Entity Framework.

1 116 (100.00%) .NET
2 115 (99.14%) C#
3 105 (90.52%) .NET Framework
4 97 (83.62%) MVC
4 97 (83.62%) ASP.NET
5 81 (69.83%) SQL Server
6 69 (59.48%) ASP.NET MVC
7 63 (54.31%) Agile Software Development
8 52 (44.83%) Git (software)
8 52 (44.83%) HTML
9 51 (43.97%) CSS
10 49 (42.24%) ASP.NET Web API
11 47 (40.52%) JavaScript
12 44 (37.93%) TDD
13 42 (36.21%) AngularJS
14 38 (32.76%) HTML5
15 37 (31.90%) Microsoft
16 36 (31.03%) Visual Studio
16 36 (31.03%) OO
17 35 (30.17%) SQL
18 30 (25.86%) Continuous Integration
18 30 (25.86%) WCF
19 29 (25.00%) CSS3
20 28 (24.14%) RESTful
21 27 (23.28%) WPF
22 26 (22.41%) NoSQL
23 25 (21.55%) Node.js
23 25 (21.55%) jQuery
24 24 (20.69%) Ruby
24 24 (20.69%) BDD

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 16 (13.79%) IIS
2 15 (12.93%) Umbraco
3 10 (8.62%) CMS
3 10 (8.62%) SharePoint
Applications
1 7 (6.03%) Photoshop
2 2 (1.72%) Adobe Illustrator
Business Applications
1 1 (0.86%) Dynamics CRM
Cloud Services
1 12 (10.34%) Microsoft Azure
2 6 (5.17%) Amazon AWS
3 3 (2.59%) SaaS
4 2 (1.72%) Amazon SQS
4 2 (1.72%) Google Cloud Platform
Communications & Networking
1 2 (1.72%) HTTP
1 2 (1.72%) Intranet
2 1 (0.86%) SMS
Database & Business Intelligence
1 81 (69.83%) SQL Server
2 26 (22.41%) NoSQL
3 24 (20.69%) SQL Server 2016
4 20 (17.24%) Relational Database
5 17 (14.66%) SQL Server Reporting Services
6 10 (8.62%) RDBMS
7 3 (2.59%) MySQL
8 2 (1.72%) Apache Cassandra
8 2 (1.72%) CouchDB
8 2 (1.72%) DocumentDB
8 2 (1.72%) MongoDB
8 2 (1.72%) Oracle Database
8 2 (1.72%) Oracle Database 10g
8 2 (1.72%) Oracle Database 11g
8 2 (1.72%) Oracle Database 12c
8 2 (1.72%) SQL Server 2014
8 2 (1.72%) TKPROF
9 1 (0.86%) Crystal Reports
9 1 (0.86%) Oracle Reports
Development Applications
1 52 (44.83%) Git (software)
2 36 (31.03%) Visual Studio
3 12 (10.34%) Team Foundation Server
4 10 (8.62%) Octopus Deploy
5 9 (7.76%) Moq
5 9 (7.76%) NUnit
6 6 (5.17%) Subversion
7 2 (1.72%) Dreamweaver
7 2 (1.72%) Jenkins
7 2 (1.72%) Toad
8 1 (0.86%) JIRA
8 1 (0.86%) TeamCity
General
1 14 (12.07%) Marketing
2 11 (9.48%) Finance
3 10 (8.62%) Automotive
3 10 (8.62%) Financial Institution
4 8 (6.90%) Advertising
5 2 (1.72%) Banking
6 1 (0.86%) Manufacturing
Job Titles
1 103 (88.79%) Developer
2 81 (69.83%) .NET Developer
3 29 (25.00%) ASP.NET Developer
3 29 (25.00%) C# Developer
4 25 (21.55%) Software Developer
5 19 (16.38%) C# Software Developer
6 18 (15.52%) ASP.NET MVC Developer
6 18 (15.52%) Senior Developer
7 17 (14.66%) C# .NET Developer
8 16 (13.79%) Senior .NET Developer
9 15 (12.93%) C# ASP.NET Developer
10 13 (11.21%) .NET Software Developer
11 11 (9.48%) SQL Developer
12 10 (8.62%) Development Team Leader
12 10 (8.62%) Full Stack Developer
12 10 (8.62%) Team Leader
13 8 (6.90%) Microsoft Developer
14 7 (6.03%) Senior C# Developer
15 6 (5.17%) Senior ASP.NET Developer
15 6 (5.17%) Senior C# .NET Developer
Libraries, Frameworks & Software Standards
1 116 (100.00%) .NET
2 105 (90.52%) .NET Framework
3 97 (83.62%) ASP.NET
4 69 (59.48%) ASP.NET MVC
5 52 (44.83%) HTML
6 51 (43.97%) CSS
7 49 (42.24%) ASP.NET Web API
8 42 (36.21%) AngularJS
9 38 (32.76%) HTML5
10 30 (25.86%) WCF
11 29 (25.00%) CSS3
12 28 (24.14%) RESTful
13 27 (23.28%) WPF
14 25 (21.55%) jQuery
14 25 (21.55%) Node.js
15 24 (20.69%) ASP.NET MVC 5
15 24 (20.69%) Code First Entity Framework
16 21 (18.10%) React
17 17 (14.66%) SignalR
18 12 (10.34%) REST
Miscellaneous
1 11 (9.48%) Computer Science
1 11 (9.48%) Enterprise Software
2 9 (7.76%) Social Network
3 2 (1.72%) Algorithms
3 2 (1.72%) Greenfield Project
Operating Systems
1 2 (1.72%) Windows
Processes & Methodologies
1 97 (83.62%) MVC
2 63 (54.31%) Agile Software Development
3 44 (37.93%) TDD
4 36 (31.03%) OO
5 30 (25.86%) Continuous Integration
6 24 (20.69%) BDD
6 24 (20.69%) Web Application Development
7 19 (16.38%) Unit Testing
8 14 (12.07%) SOLID
9 13 (11.21%) SDLC
10 12 (10.34%) Mentoring
10 12 (10.34%) SOA
11 11 (9.48%) Web Development
12 10 (8.62%) Cash Management
12 10 (8.62%) OOD
13 9 (7.76%) Collaborative Working
13 9 (7.76%) Data Modelling
13 9 (7.76%) Dependency Injection
13 9 (7.76%) Project Management
14 7 (6.03%) Front End Development
Programming Languages
1 115 (99.14%) C#
2 47 (40.52%) JavaScript
3 35 (30.17%) SQL
4 24 (20.69%) Ruby
5 11 (9.48%) VB.NET
6 6 (5.17%) T-SQL
7 4 (3.45%) PowerShell
8 2 (1.72%) PL/SQL
Qualifications
1 10 (8.62%) Degree
2 9 (7.76%) Microsoft Certification
3 8 (6.90%) MCAD
3 8 (6.90%) MCSD
3 8 (6.90%) MCTS
4 1 (0.86%) Computer Science Degree
Quality Assurance & Compliance
1 9 (7.76%) QA
Systems Management
1 7 (6.03%) Systems Management Server (SMS)
Vendors
1 37 (31.90%) Microsoft
2 8 (6.90%) Xamarin
3 6 (5.17%) Facebook
4 2 (1.72%) Adobe
4 2 (1.72%) Google
4 2 (1.72%) Oracle