Period
to 16 January 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 16 January 2018 with a comparison to the same period in the previous 2 years.

Microsoft ADO.NET Entity Framework
UK > Scotland
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 106 146 146
Rank change year-on-year +40 0 -21
Permanent jobs citing Entity Framework 135 53 89
As % of all permanent IT jobs advertised in Scotland 2.45% 1.14% 1.46%
As % of the Libraries, Frameworks & Software Standards category 6.08% 3.00% 4.21%
Number of salaries quoted 93 46 67
Scotland median annual salary £42,500 £43,486 £42,500
Median salary % change year-on-year -2.27% +2.32% -
10th Percentile £31,250 £30,125 £28,750
90th Percentile £61,250 £51,250 £54,700
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 2,222 1,765 2,114
As % of all permanent IT jobs advertised in Scotland 40.41% 37.82% 34.64%
Number of salaries quoted 1,489 1,145 1,336
Scotland median annual salary £42,500 £40,500 £40,000
Median salary % change year-on-year +4.94% +1.25% -
10th Percentile £28,700 £28,720 £27,500
90th Percentile £62,500 £58,900 £57,500
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 16 January 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 16 January 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 +23 78 £50,000 +33.33% 9
Edinburgh -10 32 £40,000 -11.11% 9
Aberdeen - 14 £32,500 - 1
West Lothian - 7 £43,500 - 1
South Lanarkshire - 2 £46,250 -
Fife - 1 £36,000 -
Aberdeenshire - 1 - -
Entity Framework
UK

For the 6 months to 16 January 2018, 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.

1 134 (99.26%) C#
2 128 (94.81%) .NET
3 119 (88.15%) .NET Framework
4 102 (75.56%) MVC
4 102 (75.56%) ASP.NET
5 91 (67.41%) SQL Server
6 82 (60.74%) Agile Software Development
7 76 (56.30%) ASP.NET MVC
8 65 (48.15%) ASP.NET Web API
9 62 (45.93%) Git (software)
10 54 (40.00%) TDD
11 51 (37.78%) WCF
12 47 (34.81%) HTML
12 47 (34.81%) RESTful
13 44 (32.59%) SQL
13 44 (32.59%) CSS
14 43 (31.85%) NoSQL
15 39 (28.89%) JavaScript
16 37 (27.41%) Microsoft
16 37 (27.41%) Node.js
16 37 (27.41%) Web Application Development
17 36 (26.67%) AngularJS
17 36 (26.67%) BDD
17 36 (26.67%) SQL Server 2016
17 36 (26.67%) ASP.NET MVC 5
17 36 (26.67%) Code First Entity Framework
17 36 (26.67%) Ruby
18 32 (23.70%) HTML5
19 30 (22.22%) OO
20 29 (21.48%) Visual Studio

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 12 (8.89%) Umbraco
2 10 (7.41%) IIS
3 9 (6.67%) CMS
4 7 (5.19%) SharePoint
5 1 (0.74%) EPiServer
5 1 (0.74%) Sitecore CMS
Applications
1 5 (3.70%) Photoshop
Business Applications
1 2 (1.48%) Dynamics CRM
Cloud Services
1 20 (14.81%) Microsoft Azure
2 12 (8.89%) Amazon AWS
3 8 (5.93%) Amazon SQS
4 7 (5.19%) Google Cloud Platform
5 6 (4.44%) SaaS
Communications & Networking
1 7 (5.19%) HTTP
2 5 (3.70%) SMS
Database & Business Intelligence
1 91 (67.41%) SQL Server
2 43 (31.85%) NoSQL
3 36 (26.67%) SQL Server 2016
4 21 (15.56%) Relational Database
5 16 (11.85%) RDBMS
6 15 (11.11%) SQL Server Reporting Services
7 8 (5.93%) Apache Cassandra
7 8 (5.93%) Cosmos DB
7 8 (5.93%) CouchDB
7 8 (5.93%) Oracle Database
7 8 (5.93%) Oracle Database 10g
7 8 (5.93%) Oracle Database 11g
7 8 (5.93%) Oracle Database 12c
7 8 (5.93%) TKPROF
8 3 (2.22%) Crystal Reports
8 3 (2.22%) MySQL
9 2 (1.48%) MongoDB
9 2 (1.48%) Oracle Reports
9 2 (1.48%) SQL Server 2014
10 1 (0.74%) Azure SQL Database
Development Applications
1 62 (45.93%) Git (software)
2 29 (21.48%) Visual Studio
3 8 (5.93%) Octopus Deploy
3 8 (5.93%) Team Foundation Server
3 8 (5.93%) Toad
4 7 (5.19%) Subversion
5 4 (2.96%) Moq
5 4 (2.96%) NUnit
6 2 (1.48%) Jenkins
6 2 (1.48%) TeamCity
7 1 (0.74%) JIRA
General
1 19 (14.07%) Advertising
2 10 (7.41%) Marketing
3 9 (6.67%) Finance
4 8 (5.93%) Automotive
5 7 (5.19%) Financial Institution
6 5 (3.70%) Banking
6 5 (3.70%) Local Government
7 1 (0.74%) Manufacturing
Job Titles
1 119 (88.15%) Developer
2 86 (63.70%) .NET Developer
3 26 (19.26%) C# Developer
4 24 (17.78%) ASP.NET Developer
4 24 (17.78%) Software Developer
5 22 (16.30%) Senior Developer
6 16 (11.85%) Senior .NET Developer
7 15 (11.11%) ASP.NET MVC Developer
7 15 (11.11%) C# .NET Developer
7 15 (11.11%) SQL Developer
8 14 (10.37%) C# Software Developer
9 13 (9.63%) .NET Software Developer
9 13 (9.63%) C# ASP.NET Developer
10 9 (6.67%) Full Stack Developer
11 7 (5.19%) PL/SQL Developer
11 7 (5.19%) Senior Software Developer
11 7 (5.19%) Team Leader
11 7 (5.19%) Web Developer
12 6 (4.44%) Applications Developer
12 6 (4.44%) Development Team Leader
Libraries, Frameworks & Software Standards
1 128 (94.81%) .NET
2 119 (88.15%) .NET Framework
3 102 (75.56%) ASP.NET
4 76 (56.30%) ASP.NET MVC
5 65 (48.15%) ASP.NET Web API
6 51 (37.78%) WCF
7 47 (34.81%) HTML
7 47 (34.81%) RESTful
8 44 (32.59%) CSS
9 37 (27.41%) Node.js
10 36 (26.67%) AngularJS
10 36 (26.67%) ASP.NET MVC 5
10 36 (26.67%) Code First Entity Framework
11 32 (23.70%) HTML5
12 25 (18.52%) CSS3
13 24 (17.78%) WPF
14 21 (15.56%) jQuery
15 20 (14.81%) React
16 17 (12.59%) REST
17 15 (11.11%) SignalR
Miscellaneous
1 21 (15.56%) Enterprise Software
2 12 (8.89%) Social Network
3 8 (5.93%) Computer Science
4 6 (4.44%) Algorithms
5 4 (2.96%) Greenfield Project
6 3 (2.22%) Mobile App
7 2 (1.48%) User Experience
8 1 (0.74%) Device Driver
8 1 (0.74%) Field-Programmable Gate Array
Operating Systems
1 3 (2.22%) Windows
Processes & Methodologies
1 102 (75.56%) MVC
2 82 (60.74%) Agile Software Development
3 54 (40.00%) TDD
4 37 (27.41%) Web Application Development
5 36 (26.67%) BDD
6 30 (22.22%) OO
7 25 (18.52%) Continuous Integration
8 17 (12.59%) SDLC
8 17 (12.59%) SOLID
9 16 (11.85%) Scrum
10 15 (11.11%) SOA
11 14 (10.37%) Unit Testing
12 11 (8.15%) Web Development
13 10 (7.41%) DevOps
14 9 (6.67%) Mentoring
14 9 (6.67%) Microservices
14 9 (6.67%) Software Engineering
15 8 (5.93%) Analytics
15 8 (5.93%) Data Analytics
15 8 (5.93%) Multithreading
Programming Languages
1 134 (99.26%) C#
2 44 (32.59%) SQL
3 39 (28.89%) JavaScript
4 36 (26.67%) Ruby
5 9 (6.67%) VB.NET
6 8 (5.93%) PL/SQL
7 6 (4.44%) T-SQL
8 4 (2.96%) XAML
9 2 (1.48%) Python
10 1 (0.74%) C
10 1 (0.74%) C++
10 1 (0.74%) PowerShell
Qualifications
1 6 (4.44%) Degree
2 5 (3.70%) BPSS Clearance
2 5 (3.70%) Microsoft Certification
3 4 (2.96%) MCAD
3 4 (2.96%) MCSD
3 4 (2.96%) MCTS
4 1 (0.74%) Computer Science Degree
Quality Assurance & Compliance
1 4 (2.96%) QA
Systems Management
1 7 (5.19%) Systems Management Server (SMS)
Vendors
1 37 (27.41%) Microsoft
2 17 (12.59%) Facebook
3 8 (5.93%) Oracle
3 8 (5.93%) Xamarin
4 7 (5.19%) Google
5 1 (0.74%) Sitecore