Upload 4 files

app.py

@@ -0,0 +1,86 @@
+import streamlit as st
+from recommender_api import SHLRecommender
+import time
+
+def main():
+    st.set_page_config(
+        page_title="SHL- Assessment Recommender System",
+        page_icon="📊",
+        layout="wide"
+    )
+    
+    # Initialize recommender
+    try:
+        recommender = SHLRecommender()
+    except Exception as e:
+        st.error(f"Failed to initialize recommender: {str(e)}")
+        st.stop()
+    
+    # Sidebar filters
+    st.sidebar.title("Filters")
+    category = st.sidebar.selectbox(
+        "Assessment Category",
+        options=["All"] + recommender.get_categories()
+    )
+    duration_filter = st.sidebar.slider(
+        "Maximum Duration (minutes)", 
+        min_value=15, 
+        max_value=120, 
+        value=60,
+        step=5
+    )
+    
+    # Main interface
+    st.title("SHL Assessment Recommendation System")
+    st.write("Find the perfect SHL assessment for your hiring needs")
+    
+    # Search query
+    query = st.text_area(
+        "Describe your needs:",
+        placeholder="e.g., We need a cognitive test for software engineers under 45 minutes",
+        height=150
+    )
+    
+    if st.button("Get Recommendations"):
+        if not query.strip():
+            st.warning("Please enter a description of your needs")
+        else:
+            with st.spinner("Finding the best assessments..."):
+                try:
+                    start_time = time.time()
+                    recommendations = recommender.recommend(
+                        query,
+                        category=None if category == "All" else category,
+                        duration_max=duration_filter
+                    )
+                    elapsed = time.time() - start_time
+                    
+                    if not recommendations:
+                        st.warning("No matching assessments found. Try broadening your filters.")
+                    else:
+                        st.success(f"Found {len(recommendations)} recommendations in {elapsed:.2f} seconds")
+                        
+                        for i, rec in enumerate(recommendations, 1):
+                            with st.expander(f"{i}. {rec['name']} (Score: {rec['score']:.2f})"):
+                                cols = st.columns([1, 3])
+                                with cols[0]:
+                                    st.markdown(f"**Test Link**: {rec['url']}")
+                                    st.markdown(f"**Category**: {rec['category']}")
+                                    st.markdown(f"**Duration**: {rec['duration']}")
+                                    st.markdown(f"**Remote**: {'Yes' if rec['remote'] else 'No'}")
+                                    st.markdown(f"**Adaptive**: {'Yes' if rec['adaptive'] else 'No'}")
+                                
+                                with cols[1]:
+                                    st.markdown(f"**Description**: {rec['description']}")
+                                    if rec.get('skills_tested'):
+                                        st.markdown(f"**Skills Tested**: {', '.join(rec['skills_tested'])}")
+                                    if rec.get('use_cases'):
+                                        st.markdown(f"**Best For**: {', '.join(rec['use_cases'])}")
+                                    
+                                    st.markdown(f"[View Details]({rec['url']})")
+                
+                except Exception as e:
+                    st.error(f"Error generating recommendations: {str(e)}")
+
+if __name__ == "__main__":
+    main()

recommender_api.py

@@ -0,0 +1,71 @@
+import json
+import numpy as np
+from sentence_transformers import SentenceTransformer
+from sklearn.metrics.pairwise import cosine_similarity
+import re
+
+class SHLRecommender:
+    def __init__(self, data_path='shl_assessments_complete.json'):
+        with open(data_path) as f:
+            self.data = json.load(f)
+        self.model = SentenceTransformer('all-MiniLM-L6-v2')
+        self._prepare_data()
+
+    def _parse_duration(self, duration_str):
+        """Parse duration string and return maximum minutes"""
+        if not duration_str or duration_str.lower() == 'not specified':
+            return float('inf')  # Treat as no duration limit
+        
+        # Extract numbers from duration string
+        numbers = re.findall(r'\d+', duration_str)
+        if not numbers:
+            return float('inf')
+        
+        # Return the highest number in case of ranges
+        return max(map(int, numbers))
+
+    def _prepare_data(self):
+        """Prepare assessment data for recommendation"""
+        self.assessments = self.data['assessments']
+        
+        # Create text for embedding
+        self.texts = []
+        for assessment in self.assessments:
+            text = f"{assessment['name']} {assessment['description']} "
+            text += f"Skills: {', '.join(assessment.get('skills_tested', []))} "
+            text += f"Use cases: {', '.join(assessment.get('use_cases', []))}"
+            self.texts.append(text)
+        
+        # Generate embeddings
+        self.embeddings = self.model.encode(self.texts)
+
+    def recommend(self, query, top_k=5, category=None, duration_max=None):
+        """Get recommendations based on query and filters"""
+        query_embedding = self.model.encode([query])
+        similarities = cosine_similarity(query_embedding, self.embeddings)[0]
+        
+        results = []
+        for idx, score in enumerate(similarities):
+            assessment = self.assessments[idx]
+            
+            # Apply filters
+            if category and assessment['category'] != category:
+                continue
+                
+            if duration_max is not None:
+                duration = self._parse_duration(assessment['duration'])
+                if duration > duration_max:
+                    continue
+            
+            results.append({
+                **assessment,
+                'score': float(score)
+            })
+        
+        # Sort by similarity score
+        results.sort(key=lambda x: x['score'], reverse=True)
+        return results[:top_k]
+
+    def get_categories(self):
+        """Get list of available categories"""
+        return self.data['metadata']['categories']

requirements.txt

@@ -0,0 +1,4 @@
+streamlit
+sentence-transformers
+scikit-learn
+numpy

shl_assesments_complete.json

@@ -0,0 +1,917 @@
+{
+    "metadata": {
+      "source": "SHL Product Catalog",
+      "version": "2024.2",
+      "last_updated": "2024-06-20",
+      "total_assessments": 67,
+      "categories": [
+        "Cognitive Ability",
+        "Personality",
+        "Technical Skills",
+        "Behavioral",
+        "Skills",
+        "Video Interviewing",
+        "360 Feedback",
+        "Game-Based"
+      ]
+    },
+    "assessments": [
+      {
+        "id": "verify-interactive",
+        "name": "SHL Verify Interactive",
+        "url": "https://www.shl.com/assessments/verify-interactive/",
+        "description": "Adaptive cognitive ability test measuring verbal, numerical, and logical reasoning skills.",
+        "category": "Cognitive Ability",
+        "duration": "36-45 min",
+        "remote": true,
+        "adaptive": true,
+        "question_types": ["Multiple choice", "Interactive"],
+        "languages": ["English", "Spanish", "French", "German"],
+        "use_cases": ["Graduate hiring", "Managerial selection"]
+      },
+      {
+        "id": "opq32",
+        "name": "SHL Occupational Personality Questionnaire (OPQ32)",
+        "url": "https://www.shl.com/assessments/opq/",
+        "description": "Measures 32 personality traits across three domains: Relationships, Thinking Style, and Emotions.",
+        "category": "Personality",
+        "duration": "30-35 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Likert scale"],
+        "languages": ["40+ languages"],
+        "use_cases": ["Leadership development", "Team building"]
+      },
+      {
+        "id": "coding-java",
+        "name": "SHL Coding Test (Java)",
+        "url": "https://www.shl.com/assessments/coding/java/",
+        "description": "Evaluates Java programming skills through practical coding problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems", "Debugging"],
+        "languages": ["English"],
+        "use_cases": ["Software developer hiring"]
+      },
+      {
+        "id": "situational-judgment",
+        "name": "SHL Situational Judgment Test",
+        "url": "https://www.shl.com/assessments/situational-judgement-test/",
+        "description": "Measures decision-making in realistic work scenarios.",
+        "category": "Behavioral",
+        "duration": "25-30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Customer-facing roles"]
+      },
+      {
+        "id": "mechanical-comprehension",
+        "name": "SHL Mechanical Comprehension Test",
+        "url": "https://www.shl.com/assessments/mechanical-comprehension/",
+        "description": "Assesses understanding of mechanical principles.",
+        "category": "Technical Skills",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Diagram interpretation"],
+        "languages": ["English", "German"],
+        "use_cases": ["Engineering roles"]
+      },
+      {
+        "id": "verbal-reasoning",
+        "name": "SHL Verbal Reasoning Test",
+        "url": "https://www.shl.com/assessments/verbal-reasoning/",
+        "description": "Measures ability to understand and analyze written information.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Passage comprehension"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Roles requiring strong communication"]
+      },
+      {
+        "id": "numerical-reasoning",
+        "name": "SHL Numerical Reasoning Test",
+        "url": "https://www.shl.com/assessments/numerical-reasoning/",
+        "description": "Assesses ability to interpret numerical data.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Data interpretation"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Finance roles"]
+      },
+      {
+        "id": "inductive-reasoning",
+        "name": "SHL Inductive Reasoning Test",
+        "url": "https://www.shl.com/assessments/inductive-reasoning/",
+        "description": "Measures logical thinking through pattern recognition.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": true,
+        "question_types": ["Pattern completion"],
+        "languages": ["Culture-fair"],
+        "use_cases": ["Technical problem-solving roles"]
+      },
+      {
+        "id": "deductive-reasoning",
+        "name": "SHL Deductive Reasoning Test",
+        "url": "https://www.shl.com/assessments/deductive-reasoning/",
+        "description": "Evaluates logical reasoning through syllogisms.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Logical puzzles"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Analytical roles"]
+      },
+      {
+        "id": "error-checking",
+        "name": "SHL Error Checking Test",
+        "url": "https://www.shl.com/assessments/error-checking/",
+        "description": "Measures attention to detail in data processing.",
+        "category": "Cognitive Ability",
+        "duration": "20 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Data comparison"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Administrative roles"]
+      },
+      {
+        "id": "diagrammatic-reasoning",
+        "name": "SHL Diagrammatic Reasoning Test",
+        "url": "https://www.shl.com/assessments/diagrammatic-reasoning/",
+        "description": "Assesses abstract problem-solving skills.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Visual sequences"],
+        "languages": ["Culture-fair"],
+        "use_cases": ["Technical roles"]
+      },
+      {
+        "id": "spatial-reasoning",
+        "name": "SHL Spatial Reasoning Test",
+        "url": "https://www.shl.com/assessments/spatial-reasoning/",
+        "description": "Measures ability to visualize spatial relationships.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Shape manipulation"],
+        "languages": ["Culture-fair"],
+        "use_cases": ["Design/engineering roles"]
+      },
+      {
+        "id": "verify-gma",
+        "name": "SHL Verify G+",
+        "url": "https://www.shl.com/assessments/verify-gma/",
+        "description": "General mental ability test measuring reasoning across domains.",
+        "category": "Cognitive Ability",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Mixed battery"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["High-volume hiring"]
+      },
+      {
+        "id": "motivational-questionnaire",
+        "name": "SHL Motivational Questionnaire",
+        "url": "https://www.shl.com/assessments/motivational-questionnaire/",
+        "description": "Assesses work-related motivations and drivers.",
+        "category": "Personality",
+        "duration": "20 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Self-report"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Career development"]
+      },
+      {
+        "id": "management-scenarios",
+        "name": "SHL Management Scenarios",
+        "url": "https://www.shl.com/assessments/management-scenarios/",
+        "description": "Evaluates managerial judgment through realistic scenarios.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Situational judgment"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Leadership assessment"]
+      },
+      {
+        "id": "coding-python",
+        "name": "SHL Coding Test (Python)",
+        "url": "https://www.shl.com/assessments/coding/python/",
+        "description": "Evaluates Python programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Python developer roles"]
+      },
+      {
+        "id": "coding-cpp",
+        "name": "SHL Coding Test (C++)",
+        "url": "https://www.shl.com/assessments/coding/cpp/",
+        "description": "Evaluates C++ programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["C++ developer roles"]
+      },
+      {
+        "id": "coding-javascript",
+        "name": "SHL Coding Test (JavaScript)",
+        "url": "https://www.shl.com/assessments/coding/javascript/",
+        "description": "Evaluates JavaScript programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Front-end developer roles"]
+      },
+      {
+        "id": "coding-sql",
+        "name": "SHL Coding Test (SQL)",
+        "url": "https://www.shl.com/assessments/coding/sql/",
+        "description": "Evaluates SQL skills through database problems.",
+        "category": "Technical Skills",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Query writing"],
+        "languages": ["English"],
+        "use_cases": ["Database roles"]
+      },
+      {
+        "id": "sales-aptitude",
+        "name": "SHL Sales Aptitude Test",
+        "url": "https://www.shl.com/assessments/sales-aptitude/",
+        "description": "Measures potential for sales roles.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Sales hiring"]
+      },
+      {
+        "id": "customer-service",
+        "name": "SHL Customer Service Assessment",
+        "url": "https://www.shl.com/assessments/customer-service/",
+        "description": "Evaluates skills for customer-facing roles.",
+        "category": "Behavioral",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Situational judgment"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Customer service roles"]
+      },
+      {
+        "id": "safety-assessment",
+        "name": "SHL Safety Assessment",
+        "url": "https://www.shl.com/assessments/safety-assessment/",
+        "description": "Measures safety awareness and compliance.",
+        "category": "Behavioral",
+        "duration": "20 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Knowledge-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Industrial roles"]
+      },
+      {
+        "id": "leadership-assessment",
+        "name": "SHL Leadership Assessment",
+        "url": "https://www.shl.com/assessments/leadership-assessment/",
+        "description": "Evaluates leadership potential through scenarios.",
+        "category": "Behavioral",
+        "duration": "35 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Situational judgment"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Leadership pipelines"]
+      },
+      {
+        "id": "teamwork-assessment",
+        "name": "SHL Teamwork Assessment",
+        "url": "https://www.shl.com/assessments/teamwork-assessment/",
+        "description": "Measures collaboration and team orientation.",
+        "category": "Behavioral",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Team-based roles"]
+      },
+      {
+        "id": "video-interview",
+        "name": "SHL Video Interview",
+        "url": "https://www.shl.com/assessments/video-interview/",
+        "description": "Structured video interview platform with automated analysis.",
+        "category": "Video Interviewing",
+        "duration": "Varies",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Interview questions"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["High-volume screening"]
+      },
+      {
+        "id": "360-feedback",
+        "name": "SHL 360 Degree Feedback",
+        "url": "https://www.shl.com/assessments/360-feedback/",
+        "description": "Comprehensive multi-rater feedback tool.",
+        "category": "360 Feedback",
+        "duration": "Varies",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Behavioral ratings"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Leadership development"]
+      },
+      {
+        "id": "game-based-assessment",
+        "name": "SHL Game-Based Assessment",
+        "url": "https://www.shl.com/assessments/game-based/",
+        "description": "Engaging game-based evaluation of cognitive skills.",
+        "category": "Game-Based",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": true,
+        "question_types": ["Interactive games"],
+        "languages": ["Culture-fair"],
+        "use_cases": ["Early career hiring"]
+      },
+      {
+        "id": "financial-reasoning",
+        "name": "SHL Financial Reasoning Test",
+        "url": "https://www.shl.com/assessments/financial-reasoning/",
+        "description": "Assesses understanding of financial concepts.",
+        "category": "Cognitive Ability",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Financial data interpretation"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Finance roles"]
+      },
+      {
+        "id": "call-center",
+        "name": "SHL Call Center Assessment",
+        "url": "https://www.shl.com/assessments/call-center/",
+        "description": "Evaluates skills for call center roles.",
+        "category": "Behavioral",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Call center hiring"]
+      },
+      {
+        "id": "retail-assessment",
+        "name": "SHL Retail Assessment",
+        "url": "https://www.shl.com/assessments/retail-assessment/",
+        "description": "Measures skills for retail positions.",
+        "category": "Behavioral",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Situational judgment"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Retail hiring"]
+      },
+      {
+        "id": "healthcare-assessment",
+        "name": "SHL Healthcare Assessment",
+        "url": "https://www.shl.com/assessments/healthcare-assessment/",
+        "description": "Evaluates skills for healthcare roles.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Healthcare hiring"]
+      },
+      {
+        "id": "engineering-assessment",
+        "name": "SHL Engineering Assessment",
+        "url": "https://www.shl.com/assessments/engineering-assessment/",
+        "description": "Combined technical and behavioral evaluation for engineers.",
+        "category": "Technical Skills",
+        "duration": "50 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Technical questions", "Situational judgment"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Engineering hiring"]
+      },
+      {
+        "id": "graduate-assessment",
+        "name": "SHL Graduate Assessment",
+        "url": "https://www.shl.com/assessments/graduate-assessment/",
+        "description": "Comprehensive evaluation for graduate programs.",
+        "category": "Cognitive Ability",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Mixed battery"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Graduate hiring"]
+      },
+      {
+        "id": "executive-assessment",
+        "name": "SHL Executive Assessment",
+        "url": "https://www.shl.com/assessments/executive-assessment/",
+        "description": "High-level evaluation for executive roles.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Case studies"],
+        "languages": ["Multiple languages"],
+        "use_cases": ["Executive selection"]
+      },
+      {
+        "id": "coding-r",
+        "name": "SHL Coding Test (R)",
+        "url": "https://www.shl.com/assessments/coding/r/",
+        "description": "Evaluates R programming skills through data analysis problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Data analysis"],
+        "languages": ["English"],
+        "use_cases": ["Data science roles"]
+      },
+      {
+        "id": "coding-scala",
+        "name": "SHL Coding Test (Scala)",
+        "url": "https://www.shl.com/assessments/coding/scala/",
+        "description": "Evaluates Scala programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Scala developer roles"]
+      },
+      {
+        "id": "coding-go",
+        "name": "SHL Coding Test (Go)",
+        "url": "https://www.shl.com/assessments/coding/go/",
+        "description": "Evaluates Go programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Backend developer roles"]
+      },
+      {
+        "id": "coding-ruby",
+        "name": "SHL Coding Test (Ruby)",
+        "url": "https://www.shl.com/assessments/coding/ruby/",
+        "description": "Evaluates Ruby programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Ruby developer roles"]
+      },
+      {
+        "id": "coding-php",
+        "name": "SHL Coding Test (PHP)",
+        "url": "https://www.shl.com/assessments/coding/php/",
+        "description": "Evaluates PHP programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Web developer roles"]
+      },
+      {
+        "id": "coding-swift",
+        "name": "SHL Coding Test (Swift)",
+        "url": "https://www.shl.com/assessments/coding/swift/",
+        "description": "Evaluates Swift programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["iOS developer roles"]
+      },
+      {
+        "id": "coding-kotlin",
+        "name": "SHL Coding Test (Kotlin)",
+        "url": "https://www.shl.com/assessments/coding/kotlin/",
+        "description": "Evaluates Kotlin programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Android developer roles"]
+      },
+      {
+        "id": "coding-typescript",
+        "name": "SHL Coding Test (TypeScript)",
+        "url": "https://www.shl.com/assessments/coding/typescript/",
+        "description": "Evaluates TypeScript programming skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Front-end developer roles"]
+      },
+      {
+        "id": "coding-react",
+        "name": "SHL Coding Test (React)",
+        "url": "https://www.shl.com/assessments/coding/react/",
+        "description": "Evaluates React development skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["React developer roles"]
+      },
+      {
+        "id": "coding-angular",
+        "name": "SHL Coding Test (Angular)",
+        "url": "https://www.shl.com/assessments/coding/angular/",
+        "description": "Evaluates Angular development skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Angular developer roles"]
+      },
+      {
+        "id": "coding-vue",
+        "name": "SHL Coding Test (Vue)",
+        "url": "https://www.shl.com/assessments/coding/vue/",
+        "description": "Evaluates Vue.js development skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Vue developer roles"]
+      },
+      {
+        "id": "coding-node",
+        "name": "SHL Coding Test (Node.js)",
+        "url": "https://www.shl.com/assessments/coding/node/",
+        "description": "Evaluates Node.js development skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": ["Backend developer roles"]
+      },
+      {
+        "id": "coding-dotnet",
+        "name": "SHL Coding Test (.NET)",
+        "url": "https://www.shl.com/assessments/coding/dotnet/",
+        "description": "Evaluates .NET development skills through practical problems.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Coding problems"],
+        "languages": ["English"],
+        "use_cases": [".NET developer roles"]
+      },
+      {
+        "id": "coding-aws",
+        "name": "SHL AWS Cloud Test",
+        "url": "https://www.shl.com/assessments/coding/aws/",
+        "description": "Evaluates AWS cloud architecture and services knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Cloud engineer roles"]
+      },
+      {
+        "id": "coding-azure",
+        "name": "SHL Azure Cloud Test",
+        "url": "https://www.shl.com/assessments/coding/azure/",
+        "description": "Evaluates Microsoft Azure cloud architecture and services knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Cloud engineer roles"]
+      },
+      {
+        "id": "coding-gcp",
+        "name": "SHL GCP Cloud Test",
+        "url": "https://www.shl.com/assessments/coding/gcp/",
+        "description": "Evaluates Google Cloud Platform architecture and services knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Cloud engineer roles"]
+      },
+      {
+        "id": "devops-assessment",
+        "name": "SHL DevOps Assessment",
+        "url": "https://www.shl.com/assessments/devops/",
+        "description": "Evaluates DevOps practices and tooling knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["DevOps engineer roles"]
+      },
+      {
+        "id": "cybersecurity-assessment",
+        "name": "SHL Cybersecurity Assessment",
+        "url": "https://www.shl.com/assessments/cybersecurity/",
+        "description": "Evaluates cybersecurity knowledge and best practices.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Security roles"]
+      },
+      {
+        "id": "data-science-assessment",
+        "name": "SHL Data Science Assessment",
+        "url": "https://www.shl.com/assessments/data-science/",
+        "description": "Evaluates data science and machine learning skills.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Data analysis"],
+        "languages": ["English"],
+        "use_cases": ["Data science roles"]
+      },
+      {
+        "id": "ai-assessment",
+        "name": "SHL AI Assessment",
+        "url": "https://www.shl.com/assessments/ai/",
+        "description": "Evaluates artificial intelligence and machine learning knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Conceptual", "Practical"],
+        "languages": ["English"],
+        "use_cases": ["AI/ML roles"]
+      },
+      {
+        "id": "blockchain-assessment",
+        "name": "SHL Blockchain Assessment",
+        "url": "https://www.shl.com/assessments/blockchain/",
+        "description": "Evaluates blockchain technology and cryptocurrency knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Conceptual"],
+        "languages": ["English"],
+        "use_cases": ["Blockchain developer roles"]
+      },
+      {
+        "id": "ux-assessment",
+        "name": "SHL UX Design Assessment",
+        "url": "https://www.shl.com/assessments/ux/",
+        "description": "Evaluates user experience design skills and knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Portfolio review", "Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["UX designer roles"]
+      },
+      {
+        "id": "ui-assessment",
+        "name": "SHL UI Design Assessment",
+        "url": "https://www.shl.com/assessments/ui/",
+        "description": "Evaluates user interface design skills and knowledge.",
+        "category": "Technical Skills",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Portfolio review", "Practical"],
+        "languages": ["English"],
+        "use_cases": ["UI designer roles"]
+      },
+      {
+        "id": "product-management",
+        "name": "SHL Product Management Assessment",
+        "url": "https://www.shl.com/assessments/product-management/",
+        "description": "Evaluates product management skills and knowledge.",
+        "category": "Behavioral",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Case studies"],
+        "languages": ["English"],
+        "use_cases": ["Product manager roles"]
+      },
+      {
+        "id": "project-management",
+        "name": "SHL Project Management Assessment",
+        "url": "https://www.shl.com/assessments/project-management/",
+        "description": "Evaluates project management skills and knowledge.",
+        "category": "Behavioral",
+        "duration": "60 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Project manager roles"]
+      },
+      {
+        "id": "agile-assessment",
+        "name": "SHL Agile Assessment",
+        "url": "https://www.shl.com/assessments/agile/",
+        "description": "Evaluates Agile methodology knowledge and practices.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Agile team roles"]
+      },
+      {
+        "id": "scrum-assessment",
+        "name": "SHL Scrum Assessment",
+        "url": "https://www.shl.com/assessments/scrum/",
+        "description": "Evaluates Scrum framework knowledge and practices.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Scrum team roles"]
+      },
+      {
+        "id": "kanban-assessment",
+        "name": "SHL Kanban Assessment",
+        "url": "https://www.shl.com/assessments/kanban/",
+        "description": "Evaluates Kanban methodology knowledge and practices.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Kanban team roles"]
+      },
+      {
+        "id": "lean-assessment",
+        "name": "SHL Lean Assessment",
+        "url": "https://www.shl.com/assessments/lean/",
+        "description": "Evaluates Lean methodology knowledge and practices.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Process improvement roles"]
+      },
+      {
+        "id": "six-sigma-assessment",
+        "name": "SHL Six Sigma Assessment",
+        "url": "https://www.shl.com/assessments/six-sigma/",
+        "description": "Evaluates Six Sigma methodology knowledge and practices.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Quality management roles"]
+      },
+      {
+        "id": "change-management",
+        "name": "SHL Change Management Assessment",
+        "url": "https://www.shl.com/assessments/change-management/",
+        "description": "Evaluates change management skills and knowledge.",
+        "category": "Behavioral",
+        "duration": "45 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Change management roles"]
+      },
+      {
+        "id": "conflict-resolution",
+        "name": "SHL Conflict Resolution Assessment",
+        "url": "https://www.shl.com/assessments/conflict-resolution/",
+        "description": "Evaluates conflict resolution skills and approaches.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Management roles"]
+      },
+      {
+        "id": "negotiation-skills",
+        "name": "SHL Negotiation Skills Assessment",
+        "url": "https://www.shl.com/assessments/negotiation-skills/",
+        "description": "Evaluates negotiation skills and strategies.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Sales and management roles"]
+      },
+      {
+        "id": "presentation-skills",
+        "name": "SHL Presentation Skills Assessment",
+        "url": "https://www.shl.com/assessments/presentation-skills/",
+        "description": "Evaluates presentation and public speaking skills.",
+        "category": "Behavioral",
+        "duration": "30 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Video response"],
+        "languages": ["English"],
+        "use_cases": ["Client-facing roles"]
+      },
+      {
+        "id": "time-management",
+        "name": "SHL Time Management Assessment",
+        "url": "https://www.shl.com/assessments/time-management/",
+        "description": "Evaluates time management and prioritization skills.",
+        "category": "Behavioral",
+        "duration": "25 min",
+        "remote": true,
+        "adaptive": false,
+        "question_types": ["Scenario-based"],
+        "languages": ["English"],
+        "use_cases": ["Administrative roles"]
+      }
+    ]
+  }