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 3 months to 28 March 2017 with a comparison to the same period in the previous 2 years.

Microsoft ADO.NET Entity Framework
UK / Scotland
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 74 124 76
Rank change year-on-year +50 -48  
Permanent jobs citing Entity Framework 65 37 89
As % of all permanent IT jobs advertised in Scotland 2.80% 1.26% 2.86%
As % of the Libraries, Frameworks & Software Standards category 6.62% 3.46% 7.38%
Number of salaries quoted 56 28 44
Median salary £45,000 £40,000 £39,000
Median salary % change year-on-year +12.50% +2.56%  
90% offered a salary of more than £35,000 £35,000 £28,500
10% offered a salary of more than £52,500 £58,750 £43,550
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Entity Framework is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
Scotland
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 982 1070 1206
As % of all permanent IT job vacancies advertised in Scotland 42.27% 36.48% 38.77%
Number of salaries quoted 599 698 763
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £57,500 £52,500 £55,000
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

Entity Framework
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Entity Framework as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

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 3 months to 28 March 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 3 months to 28 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +47 43 £47,500 +5.55% 6
Glasgow +15 21 £45,000 - 2
West Lothian -10 1 £51,500 +21.17%
Entity Framework
UK

Entity Framework
Top 30 Co-occurring IT Skills in Scotland

For the 6 months to 28 March 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 94 (98.95%) .NET
2 88 (92.63%) C#
3 84 (88.42%) .NET Framework
4 83 (87.37%) MVC
5 78 (82.11%) ASP.NET
6 77 (81.05%) SQL Server
7 67 (70.53%) ASP.NET MVC
8 66 (69.47%) ASP.NET Web API
9 59 (62.11%) JavaScript
10 50 (52.63%) AngularJS
11 49 (51.58%) Agile Software Development
12 48 (50.53%) Git (software)
13 40 (42.11%) HTML
14 39 (41.05%) WCF
15 37 (38.95%) CSS
16 36 (37.89%) RESTful
16 36 (37.89%) Node.js
16 36 (37.89%) TDD
17 35 (36.84%) ASP.NET MVC 5
18 33 (34.74%) Code First Entity Framework
18 33 (34.74%) Web Application Development
18 33 (34.74%) Ruby
18 33 (34.74%) BDD
18 33 (34.74%) NoSQL
19 24 (25.26%) SQL
19 24 (25.26%) Twitter Bootstrap
20 21 (22.11%) SQL Server 2016
21 19 (20.00%) KnockoutJS
21 19 (20.00%) Finance
22 18 (18.95%) HTML5

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 (8.42%) IIS
2 6 (6.32%) CMS
2 6 (6.32%) Umbraco
3 1 (1.05%) DNN
3 1 (1.05%) SharePoint
Applications
1 4 (4.21%) Adobe Illustrator
1 4 (4.21%) Photoshop
2 1 (1.05%) MS Excel
2 1 (1.05%) MS Office
Business Applications
1 1 (1.05%) Dynamics CRM
Cloud Services
1 11 (11.58%) Microsoft Azure
2 4 (4.21%) iPaaS
2 4 (4.21%) PaaS
3 2 (2.11%) SaaS
4 1 (1.05%) Amazon AWS
4 1 (1.05%) Office 365
Communications & Networking
1 4 (4.21%) Intranet
2 2 (2.11%) Internet
Database & Business Intelligence
1 77 (81.05%) SQL Server
2 33 (34.74%) NoSQL
3 21 (22.11%) SQL Server 2016
4 12 (12.63%) SQL Server 2014
5 11 (11.58%) SQL Server Reporting Services
6 5 (5.26%) Azure SQL Database
7 2 (2.11%) SQL Server 2012
8 1 (1.05%) Big Data
8 1 (1.05%) RDBMS
8 1 (1.05%) Relational Database
8 1 (1.05%) SQL Server Integration Services
8 1 (1.05%) SQLPlus
Development Applications
1 48 (50.53%) Git (software)
2 11 (11.58%) Jenkins
3 10 (10.53%) Visual Studio
4 9 (9.47%) Octopus Deploy
5 7 (7.37%) Maven
6 6 (6.32%) Eclipse
6 6 (6.32%) JUnit
7 5 (5.26%) NSubstitute
8 4 (4.21%) Dreamweaver
9 3 (3.16%) Moq
9 3 (3.16%) NUnit
10 2 (2.11%) gulp
10 2 (2.11%) Subversion
11 1 (1.05%) git-flow
11 1 (1.05%) Grunt
11 1 (1.05%) SQL Server Management Studio (SSMS)
11 1 (1.05%) TeamCity
General
1 19 (20.00%) Finance
2 12 (12.63%) Games
2 12 (12.63%) Marketing
3 8 (8.42%) Advertising
4 7 (7.37%) Automotive
5 1 (1.05%) Manufacturing
Job Titles
1 87 (91.58%) Developer
2 69 (72.63%) .NET Developer
3 19 (20.00%) ASP.NET Developer
4 15 (15.79%) Senior Developer
4 15 (15.79%) Web Developer
5 14 (14.74%) C# Developer
6 11 (11.58%) .NET Web Developer
7 10 (10.53%) .NET Software Developer
8 9 (9.47%) ASP.NET MVC Developer
8 9 (9.47%) C# .NET Developer
8 9 (9.47%) Full Stack Developer
9 8 (8.42%) C# ASP.NET Developer
10 7 (7.37%) Senior .NET Developer
11 6 (6.32%) Software Developer
12 3 (3.16%) Senior Web Developer
12 3 (3.16%) Software Engineer
13 2 (2.11%) C# Software Developer
13 2 (2.11%) Junior
13 2 (2.11%) Junior Developer
13 2 (2.11%) Technical Leader
Libraries, Frameworks & Software Standards
1 94 (98.95%) .NET
2 84 (88.42%) .NET Framework
3 78 (82.11%) ASP.NET
4 67 (70.53%) ASP.NET MVC
5 66 (69.47%) ASP.NET Web API
6 50 (52.63%) AngularJS
7 40 (42.11%) HTML
8 39 (41.05%) WCF
9 37 (38.95%) CSS
10 36 (37.89%) Node.js
10 36 (37.89%) RESTful
11 35 (36.84%) ASP.NET MVC 5
12 33 (34.74%) Code First Entity Framework
13 24 (25.26%) Twitter Bootstrap
14 19 (20.00%) KnockoutJS
15 18 (18.95%) HTML5
16 15 (15.79%) jQuery
17 14 (14.74%) REST
18 13 (13.68%) Web Services
19 10 (10.53%) React
Miscellaneous
1 14 (14.74%) Enterprise Software
2 4 (4.21%) FMCG
3 3 (3.16%) Analytical Skills
3 3 (3.16%) Mobile App
4 2 (2.11%) Fintech
5 1 (1.05%) Computer Science
5 1 (1.05%) N-Tier
Operating Systems
1 5 (5.26%) Windows
Processes & Methodologies
1 83 (87.37%) MVC
2 49 (51.58%) Agile Software Development
3 36 (37.89%) TDD
4 33 (34.74%) BDD
4 33 (34.74%) Web Application Development
5 17 (17.89%) Web Development
6 16 (16.84%) Software Engineering
7 11 (11.58%) Unit Testing
8 10 (10.53%) OO
9 9 (9.47%) Continuous Integration
10 5 (5.26%) Content Management
10 5 (5.26%) Mentoring
10 5 (5.26%) SDLC
11 4 (4.21%) Business Development
11 4 (4.21%) Cross-Browser Testing
11 4 (4.21%) Digital Marketing
12 3 (3.16%) Facilities Management
12 3 (3.16%) Test Strategy
13 2 (2.11%) Mobile Development
13 2 (2.11%) Secure Coding
Programming Languages
1 88 (92.63%) C#
2 59 (62.11%) JavaScript
3 33 (34.74%) Ruby
4 24 (25.26%) SQL
5 7 (7.37%) Java
5 7 (7.37%) VB.NET
6 5 (5.26%) T-SQL
6 5 (5.26%) XPath
7 2 (2.11%) C++
8 1 (1.05%) TypeScript
Qualifications
1 7 (7.37%) Degree
Vendors
1 13 (13.68%) Microsoft
2 7 (7.37%) Facebook
3 6 (6.32%) Oracle
4 5 (5.26%) MuleSoft
5 4 (4.21%) Adobe
6 1 (1.05%) Xamarin
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