Risk Identifier

def assess_student_risk(student_data: str) -> str:
    """
    Comprehensive risk assessment combining academic, behavioral, and attendance factors.
    
    Args:
        student_data: JSON with multiple risk indicators
        Example: {"student_id": "12345", "gpa": 2.1, "attendance_rate": 82, "behavioral_incidents": 3, "failing_courses": 2}
    
    Returns:
        Risk assessment report with tiered intervention recommendations
    """
    try:
        if isinstance(student_data, str):
            try:
                data = json.loads(student_data)
            except json.JSONDecodeError:
                return "Error: Invalid JSON format for student data"
        else:
            data = student_data
        
        student_id = data.get('student_id', 'Unknown')
        gpa = data.get('gpa', 4.0)
        attendance_rate = data.get('attendance_rate', 100)
        behavioral_incidents = data.get('behavioral_incidents', 0)
        failing_courses = data.get('failing_courses', 0)
        missing_assignments = data.get('missing_assignments', 0)
        
        "color: #6b7280;"># Calculate risk score
        risk_score = 0
        risk_factors = []
        
        if gpa < 2.0:
            risk_score += 3
            risk_factors.append(f"GPA below 2.0 ({gpa:.2f})")
        elif gpa < 2.5:
            risk_score += 2
            risk_factors.append(f"Low GPA({gpa:.2f})")
        
        if attendance_rate < 85:
            risk_score += 3
            risk_factors.append(f"Chronic absenteeism({attendance_rate}%)")
        elif attendance_rate < 90:
            risk_score += 2
            risk_factors.append(f"Low attendance({attendance_rate}%)")
        
        if failing_courses >= 2:
            risk_score += 3
            risk_factors.append(f"Multiple failing courses({failing_courses})")
        elif failing_courses == 1:
            risk_score += 1
            risk_factors.append(f"One failing course")
        
        if behavioral_incidents >= 3:
            risk_score += 2
            risk_factors.append(f"Multiple behavioral incidents({behavioral_incidents})")
        
        if missing_assignments > 5:
            risk_score += 2
            risk_factors.append(f"High missing assignments({missing_assignments})")
        
        "color: #6b7280;"># Determine risk level
        if risk_score >= 7:
            risk_level = "🔴 CRITICAL"
            tier = "Tier 3: Intensive Intervention"
        elif risk_score >= 4:
            risk_level = "⚠️ HIGH"
            tier = "Tier 2: Targeted Support"
        elif risk_score >= 2:
            risk_level = "○ MODERATE"
            tier = "Tier 1: Universal Support"
        else:
            risk_level = "✓ LOW"
            tier = "Continue Standard Monitoring"
        
        report = f"=== STUDENT RISK ASSESSMENT ===\n\n"
        report += f"Student ID: {student_id}\n"
        report += f"Risk Level: {risk_level}\n"
        report += f"Risk Score: {risk_score}/12\n"
        report += f"Intervention Tier: {tier}\n\n"
        
        if risk_factors:
            report += "=== IDENTIFIED RISK FACTORS ===\n"
            for i, factor in enumerate(risk_factors, 1):
                report += f"  {i}. {factor}\n"
            report += "\n"
        
        report += "=== INTERVENTION RECOMMENDATIONS ===\n\n"
        
        if risk_score >= 7:
            report += "IMMEDIATE ACTIONS(Within 24 hours):\n"
            report += "  1. Parent/guardian emergency conference\n"
            report += "  2. Assign case manager for daily monitoring\n"
            report += "  3. Develop intensive intervention plan\n"
            report += "  4. Consider IEP/504 evaluation\n"
            report += "  5. Connect family with community resources\n"
            report += "  6. Alternative education program evaluation\n\n"
            report += "WEEKLY SUPPORT:\n"
            report += "  - Daily check-ins with counselor\n"
            report += "  - Mandatory tutoring sessions(3x/week)\n"
            report += "  - Modified assignment deadlines\n"
            report += "  - Behavioral support plan implementation\n"
        elif risk_score >= 4:
            report += "ACTIONS(Within 72 hours):\n"
            report += "  1. Parent notification and meeting\n"
            report += "  2. Academic support plan development\n"
            report += "  3. Tutoring referral\n"
            report += "  4. Counselor consultation\n"
            report += "  5. Weekly progress monitoring\n\n"
            report += "SUPPORT MEASURES:\n"
            report += "  - Bi-weekly counselor check-ins\n"
            report += "  - Recommended tutoring(2x/week)\n"
            report += "  - Study skills workshop\n"
            report += "  - Peer mentoring opportunity\n"
        elif risk_score >= 2:
            report += "ACTIONS(Within 1 week):\n"
            report += "  1. Teacher notification\n"
            report += "  2. Student conference\n"
            report += "  3. Parent email notification\n"
            report += "  4. Bi-weekly progress check\n\n"
            report += "SUPPORT MEASURES:\n"
            report += "  - Optional tutoring available\n"
            report += "  - Study skills resources\n"
            report += "  - Academic advisor monitoring\n"
        else:
            report += "✓ Student is performing well\n"
            report += "Continue standard monitoring and support\n"
        
        return report
        
    except Exception as e:
        return f"Error assessing student risk: {str(e)}"

def generate_intervention_plan(risk_factors: str, student_context: str = "") -> str:
    """
    Generate a detailed intervention plan based on identified risk factors.
    
    Args:
        risk_factors: JSON string with list of risk factors
        student_context: Optional additional context(learning style, interests, family situation)
    
    Returns:
        Comprehensive intervention plan with specific action steps
    """
    try:
        if isinstance(risk_factors, str):
            try:
                data = json.loads(risk_factors)
            except json.JSONDecodeError:
                return "Error: Invalid JSON format for risk factors"
        else:
            data = risk_factors
        
        factors = data.get('factors', [])
        student_id = data.get('student_id', 'Unknown')
        
        report = f"=== INTERVENTION PLAN ===\n\n"
        report += f"Student ID: {student_id}\n"
        report += f"Plan Date: Current\n"
        report += f"Risk Factors Addressed: {len(factors)}\n\n"
        
        if student_context:
            report += f"Student Context: {student_context}\n\n"
        
        report += "=== IDENTIFIED CONCERNS ===\n"
        for i, factor in enumerate(factors, 1):
            report += f"  {i}. {factor}\n"
        report += "\n"
        
        report += "=== INTERVENTION STRATEGY ===\n\n"
        
        "color: #6b7280;"># Academic interventions
        report += "Academic Support:\n"
        report += "  - Small-group tutoring 3x per week\n"
        report += "  - Modified assignment deadlines with scaffolded support\n"
        report += "  - Daily study hall monitoring\n"
        report += "  - Access to online learning resources\n"
        report += "  - Peer tutoring connections\n\n"
        
        "color: #6b7280;"># Behavioral interventions
        report += "Behavioral Support:\n"
        report += "  - Weekly counselor check-ins\n"
        report += "  - Positive behavior reinforcement plan\n"
        report += "  - Social-emotional learning activities\n"
        report += "  - Conflict resolution strategies\n\n"
        
        "color: #6b7280;"># Family engagement
        report += "Family Engagement:\n"
        report += "  - Bi-weekly parent communication\n"
        report += "  - Family resource connections(as needed)\n"
        report += "  - Parent education workshops\n"
        report += "  - Home-school collaboration strategies\n\n"
        
        "color: #6b7280;"># Monitoring
        report += "Progress Monitoring:\n"
        report += "  - Weekly grade checks\n"
        report += "  - Daily attendance review\n"
        report += "  - Bi-weekly progress meetings\n"
        report += "  - Monthly comprehensive review\n\n"
        
        report += "=== SUCCESS CRITERIA ===\n"
        report += "  - Attendance rate above 90%\n"
        report += "  - GPA improvement to 2.5 or higher\n"
        report += "  - No failing courses\n"
        report += "  - Reduced behavioral incidents\n"
        report += "  - Improved assignment completion rate\n\n"
        
        report += "=== TIMELINE ===\n"
        report += "  - Week 1-2: Plan implementation and baseline monitoring\n"
        report += "  - Week 3-4: First progress review and adjustments\n"
        report += "  - Week 5-8: Continued support with weekly monitoring\n"
        report += "  - Week 9: Comprehensive evaluation and plan update\n"
        
        return report
        
    except Exception as e:
        return f"Error generating intervention plan: {str(e)}"