Software Library & Framework Statistics in Scotland

Results 1 - 50 of 99
Permanent Job Market Index
DescriptionSort by demand rank 6 months to 12 Jun 2026Rank
6 Months to
Rank
YoY Change
Median
Salary
Median Salary
YoY Change
Historical
Absolute & Relative
Jobs Vacancies
Live
Jobs
REST60Up 31 places+31£50,000-31.03%78 2.44%14
SOAP66Up 70 places+70--70 2.19%2
.NET84Up 2 places+2£57,500+3.13%51 1.60%14
Lightning Web Components98Up 46 places+46£50,000+53.84%37 1.16%2
OAuth101Up 19 places+19£58,565-38.11%34 1.07%2
Visualforce103New entry---32 1.00%1
React104Down -74 places-74£55,000-18.51%31 0.97%14
GraphQL105Up 33 places+33--30 0.94%
LDAP106Up 38 places+38--29 0.91%
SAML106Up 16 places+16--29 0.91%1
OpenID108Up 13 places+13--27 0.85%1
Yocto120Up 22 places+22£67,500+3.84%15 0.47%
RESTful121Down -32 places-32£56,783-18.88%14 0.44%4
HTML122Down -74 places-74£30,500-44.54%13 0.41%9
CSS122Down -75 places-75£30,500-53.07%13 0.41%10
AWS CDK122Up 23 places+23£60,000+9.09%13 0.41%
.NET Core125Down -8 places-8£55,000+6.79%10 0.31%3
React Native125Up 1 place+1£60,000+84.61%10 0.31%
Web Services126Down -4 places-4£45,000-12.62%9 0.28%4
Node.js126Up 6 places+6£60,000+9.09%9 0.28%4
ASP.NET127Up 9 places+9£51,250-0.48%8 0.25%2
Spring128Down -95 places-95£72,500-11.61%7 0.22%4
NumPy128Up 12 places+12£37,500-7 0.22%1
Oracle Fusion129Up 15 places+15£72,500+1.75%6 0.19%
Blazor129Up 11 places+11£55,000-13.38%6 0.19%2
Pandas129Up 6 places+6£37,500-6 0.19%1
JSON129Up 2 places+2£72,500+62.92%6 0.19%6
scikit-learn129Up 9 places+9£37,500-46.42%6 0.19%1
Hugging Face129Up 16 places+16£37,500-6 0.19%1
ASP.NET Core129New entry-£55,000-6 0.19%2
Kafka130Down -88 places-88£65,000-3.70%5 0.16%7
OAuth2130Up 4 places+4£58,565-26.79%5 0.16%2
.NET Framework130Down -9 places-9£40,000-5.88%5 0.16%1
Spring Boot130Down -87 places-87£65,000-18.75%5 0.16%3
Streamlit130New entry-£37,500-5 0.16%2
Matplotlib130New entry-£37,500-5 0.16%1
XML131Up 12 places+12£72,500-4 0.13%4
AngularJS131Down -37 places-37£58,750-8.91%4 0.13%2
ML.NET131New entry-£55,000-4 0.13%1
LangChain131Up 13 places+13--4 0.13%5
Entity Framework131Up 11 places+11£58,750+23.68%4 0.13%
Django131Up 11 places+11£45,000-4 0.13%2
JPA132Down -47 places-47£65,000-3 0.094%1
YAML132Up 13 places+13--3 0.094%
Vue132Up 7 places+7£37,500-44.44%3 0.094%1
Semantic Kernel132New entry---3 0.094%
Microsoft Graph132Up 13 places+13£50,000-23.07%3 0.094%2
JSF133New entry---2 0.063%5
ADO133Up 11 places+11--2 0.063%
JSP133Up 11 places+11--2 0.063%2