Mastery System

Overview

The mastery system calculates how well a learner understands each concept based on quiz performance. Mastery levels range from 0-100% and determine when concepts need reinforcement.

Mastery Calculation

Formula

Mastery level is calculated as a simple percentage:

// From server/services/mastery-service.ts:50
const newMasteryLevel = newTotalCount > 0 
  ? Math.round((newCorrectCount / newTotalCount) * 100) 
  : 0;

Mastery Level = (Correct Answers / Total Attempts) × 100This is rounded to the nearest integer for storage.

Example Calculations

High Mastery
Developing
Struggling
First Attempt

Concept: Addition

Correct: 18
Total: 20
Mastery: 90%

✅ Above threshold (70%) — concept mastered

Mastery Threshold

// From server/services/mastery-service.ts:25
const MASTERY_THRESHOLD = 70; // 70% accuracy for mastery

Concepts are considered “mastered” at 70% or higher accuracy.

Threshold Rationale

70% is chosen as a balance between:

Too Low (e.g., 50%): Learner may have significant gaps
Too High (e.g., 90%): Unrealistic expectation, may discourage learners

70% indicates solid understanding while allowing room for growth.

Updating Mastery

Mastery is updated after each quiz question:

// From server/services/mastery-service.ts:30
export async function updateConceptMastery(
  learnerId: number,
  conceptName: string,
  subject: string,
  isCorrect: boolean
): Promise<void> {
  try {
    // Check if mastery record exists
    const existing = await db.execute(sql`
      SELECT * FROM concept_mastery
      WHERE learner_id = ${learnerId}
        AND concept_name = ${conceptName}
        AND subject = ${subject}
    `);

    if (existing.rows.length > 0) {
      // Update existing record
      const record = existing.rows[0] as any;
      const newCorrectCount = record.correct_count + (isCorrect ? 1 : 0);
      const newTotalCount = record.total_count + 1;
      const newMasteryLevel = newTotalCount > 0 
        ? Math.round((newCorrectCount / newTotalCount) * 100) 
        : 0;
      const needsReinforcement = newMasteryLevel < MASTERY_THRESHOLD;

      await db.execute(sql`
        UPDATE concept_mastery
        SET
          correct_count = ${newCorrectCount},
          total_count = ${newTotalCount},
          mastery_level = ${newMasteryLevel},
          last_tested = NOW(),
          needs_reinforcement = ${needsReinforcement}
        WHERE learner_id = ${learnerId}
          AND concept_name = ${conceptName}
          AND subject = ${subject}
      `);
    } else {
      // Create new record
      const masteryLevel = isCorrect ? 100 : 0;
      const needsReinforcement = masteryLevel < MASTERY_THRESHOLD;

      await db.execute(sql`
        INSERT INTO concept_mastery (
          learner_id, concept_name, subject,
          correct_count, total_count, mastery_level,
          last_tested, needs_reinforcement
        ) VALUES (
          ${learnerId}, ${conceptName}, ${subject},
          ${isCorrect ? 1 : 0}, 1, ${masteryLevel},
          NOW(), ${needsReinforcement}
        )
      `);
    }
  } catch (error) {
    console.error(`Error updating mastery for concept ${conceptName}:`, error);
    throw error;
  }
}

Question Answered

Quiz answer is submitted with concept tags

Check Existing Mastery

Look for existing mastery record for this learner + concept + subject

Update or Create

If exists, update counts and recalculate masteryIf new, create record with 100% (correct) or 0% (wrong)

Flag for Reinforcement

Set needs_reinforcement = true if mastery < 70%

Update Timestamp

Record when the concept was last tested

Bulk Updates from Quiz

After a full quiz, update mastery for all concepts at once:

// From server/services/mastery-service.ts:101
export async function updateMasteryFromQuiz(
  learnerId: number,
  subject: string,
  conceptTags: string[],
  isCorrect: boolean
): Promise<void> {
  for (const concept of conceptTags) {
    await updateConceptMastery(learnerId, concept, subject, isCorrect);
  }
}

// From server/services/mastery-service.ts:267
export async function bulkUpdateMasteryFromAnswers(
  learnerId: number,
  subject: string,
  conceptsAndCorrectness: Array<{ concepts: string[]; isCorrect: boolean }>
): Promise<void> {
  for (const { concepts, isCorrect } of conceptsAndCorrectness) {
    await updateMasteryFromQuiz(learnerId, subject, concepts, isCorrect);
  }
}

Retrieving Learner Mastery

Get All Mastery Records

// From server/services/mastery-service.ts:114
export async function getLearnerMastery(
  learnerId: number,
  subject?: string
): Promise<ConceptMastery[]> {
  try {
    let query;
    if (subject) {
      query = sql`
        SELECT * FROM concept_mastery
        WHERE learner_id = ${learnerId}
          AND subject = ${subject}
        ORDER BY mastery_level ASC, last_tested DESC
      `;
    } else {
      query = sql`
        SELECT * FROM concept_mastery
        WHERE learner_id = ${learnerId}
        ORDER BY subject, mastery_level ASC
      `;
    }

    const results = await db.execute(query);
    return results.rows.map(row => ({
      id: (row as any).id,
      learnerId: (row as any).learner_id,
      conceptName: (row as any).concept_name,
      subject: (row as any).subject,
      correctCount: (row as any).correct_count,
      totalCount: (row as any).total_count,
      masteryLevel: parseFloat((row as any).mastery_level),
      lastTested: new Date((row as any).last_tested),
      needsReinforcement: (row as any).needs_reinforcement,
      createdAt: (row as any).created_at ? new Date((row as any).created_at) : undefined
    }));
  } catch (error) {
    console.error('Error fetching learner mastery:', error);
    return [];
  }
}

Get Concepts Needing Reinforcement

// From server/services/mastery-service.ts:158
export async function getConceptsNeedingReinforcement(
  learnerId: number,
  subject?: string,
  limit: number = 5
): Promise<ConceptMastery[]> {
  try {
    let query;
    if (subject) {
      query = sql`
        SELECT * FROM concept_mastery
        WHERE learner_id = ${learnerId}
          AND subject = ${subject}
          AND needs_reinforcement = true
        ORDER BY mastery_level ASC, last_tested ASC
        LIMIT ${limit}
      `;
    } else {
      query = sql`
        SELECT * FROM concept_mastery
        WHERE learner_id = ${learnerId}
          AND needs_reinforcement = true
        ORDER BY mastery_level ASC, last_tested ASC
        LIMIT ${limit}
      `;
    }

    const results = await db.execute(query);
    return results.rows.map(/* ... */);
  } catch (error) {
    console.error('Error fetching concepts needing reinforcement:', error);
    return [];
  }
}

Results are sorted by:

Lowest mastery level first (most struggling)
Oldest last_tested first (hasn’t practiced recently)

This prioritizes concepts that are both low-performing and haven’t been reviewed recently.

Mastery Summary

Get an overview of all mastery data for a learner:

// From server/services/mastery-service.ts:206
export async function getMasterySummary(
  learnerId: number
): Promise<{
  totalConcepts: number;
  masteredConcepts: number;
  needsReinforcementCount: number;
  averageMastery: number;
  bySubject: Record<string, { mastered: number; total: number; avgMastery: number }>;
}> {
  try {
    const allMastery = await getLearnerMastery(learnerId);

    const totalConcepts = allMastery.length;
    const masteredConcepts = allMastery.filter(m => m.masteryLevel >= MASTERY_THRESHOLD).length;
    const needsReinforcementCount = allMastery.filter(m => m.needsReinforcement).length;
    const averageMastery =
      totalConcepts > 0
        ? allMastery.reduce((sum, m) => sum + m.masteryLevel, 0) / totalConcepts
        : 0;

    // Calculate by subject
    const bySubject: Record<string, { mastered: number; total: number; avgMastery: number }> = {};
    for (const mastery of allMastery) {
      if (!bySubject[mastery.subject]) {
        bySubject[mastery.subject] = { mastered: 0, total: 0, avgMastery: 0 };
      }
      bySubject[mastery.subject].total++;
      if (mastery.masteryLevel >= MASTERY_THRESHOLD) {
        bySubject[mastery.subject].mastered++;
      }
      bySubject[mastery.subject].avgMastery += mastery.masteryLevel;
    }

    // Calculate averages
    for (const subject in bySubject) {
      bySubject[subject].avgMastery /= bySubject[subject].total;
    }

    return {
      totalConcepts,
      masteredConcepts,
      needsReinforcementCount,
      averageMastery,
      bySubject
    };
  } catch (error) {
    console.error('Error calculating mastery summary:', error);
    return {
      totalConcepts: 0,
      masteredConcepts: 0,
      needsReinforcementCount: 0,
      averageMastery: 0,
      bySubject: {}
    };
  }
}

Example response:

{
  "totalConcepts": 45,
  "masteredConcepts": 32,
  "needsReinforcementCount": 13,
  "averageMastery": 76.8,
  "bySubject": {
    "Math": {
      "mastered": 15,
      "total": 20,
      "avgMastery": 78.5
    },
    "Science": {
      "mastered": 17,
      "total": 25,
      "avgMastery": 75.2
    }
  }
}

Mastery Decay (Future Enhancement)

Not yet implemented — but planned for future releases.

Mastery decay will reduce mastery levels over time if concepts aren’t practiced:

// Planned implementation
interface MasteryDecayConfig {
  decayRate: number;      // Percentage lost per day
  decayThreshold: number; // Mastery level below which no decay occurs
  decayInterval: number;  // Days between decay calculations
}

const DEFAULT_DECAY = {
  decayRate: 0.5,         // 0.5% per day
  decayThreshold: 40,     // Stop decay at 40%
  decayInterval: 1        // Check daily
};

Planned Decay Algorithm

Calculate Days Since Last Test

daysSince = (NOW - last_tested) / 86400

Calculate Decay Amount

decay = daysSince * decayRate

Apply Decay

newMastery = max(decayThreshold, currentMastery - decay)

Update Record

Save new mastery level and set needs_reinforcement if below threshold

Example Decay Scenario

Concept: Multiplication
Current Mastery: 85%
Last Tested: 30 days ago
Decay: 30 days × 0.5% = 15%
New Mastery: 85% - 15% = 70%

Spaced Repetition (Future Enhancement)

Planned integration with spaced repetition algorithm:

Leitner System

Concepts are grouped into “boxes” based on mastery:

Box 1 (0-40%): Review daily
Box 2 (41-60%): Review every 3 days
Box 3 (61-80%): Review weekly
Box 4 (81-100%): Review monthly

When a concept is answered correctly, it moves up a box. When wrong, it moves down.

SuperMemo Algorithm

More sophisticated algorithm that calculates optimal review intervals based on:

Number of repetitions
Ease factor (how easy the concept is for this learner)
Time since last review
Answer quality

Interval = previous_interval × ease_factor

Data Structure

// From server/services/mastery-service.ts:12
export interface ConceptMastery {
  id?: string;
  learnerId: number;
  conceptName: string;
  subject: string;
  correctCount: number;
  totalCount: number;
  masteryLevel: number;         // 0-100 integer
  lastTested: Date;
  needsReinforcement: boolean;
  createdAt?: Date;
}

Visual Mastery Indicators

0-40%: Struggling
41-69%: Developing
70-84%: Proficient
85-100%: Advanced

🔴 Red — Priority for immediate practice

Best Practices

Regular Practice

Concepts should be tested regularly, ideally every few days, to maintain mastery and provide accurate data.

Balanced Coverage

Ensure learners practice both new concepts and review older ones to prevent mastery decay.

Celebrate Milestones

When a concept crosses 70% threshold, celebrate! When it reaches 90%, extra recognition.

Address Struggles Early

Concepts below 50% should get immediate attention before gaps widen.

API Examples

Check Mastery for a Concept

const mastery = await getLearnerMastery(42, 'Math');
const fractionMastery = mastery.find(m => m.conceptName === 'fractions');

if (fractionMastery && fractionMastery.masteryLevel < 70) {
  console.log('Needs more fraction practice!');
}

Get Top Priority Concepts

const struggling = await getConceptsNeedingReinforcement(42, undefined, 5);

struggling.forEach((concept, index) => {
  console.log(`${index + 1}. ${concept.conceptName}: ${concept.masteryLevel}%`);
});

Generate Mastery Report

const summary = await getMasterySummary(42);

console.log(`Overall Progress: ${summary.masteredConcepts}/${summary.totalConcepts} concepts mastered`);
console.log(`Average Mastery: ${summary.averageMastery.toFixed(1)}%`);
console.log(`Needs Practice: ${summary.needsReinforcementCount} concepts`);

Concept Tracking

How concepts are identified and tracked

Adaptive Learning

Using mastery data for personalized content

Reports

Visual mastery analytics for parents

Core Features

Gamification

Analytics

Overview

Mastery Calculation

Formula

Example Calculations

Mastery Threshold

Threshold Rationale

Updating Mastery

Bulk Updates from Quiz

Retrieving Learner Mastery

Get All Mastery Records

Get Concepts Needing Reinforcement

Mastery Summary

Mastery Decay (Future Enhancement)

Planned Decay Algorithm

Example Decay Scenario

Spaced Repetition (Future Enhancement)

Data Structure

Visual Mastery Indicators

Best Practices

Regular Practice

Balanced Coverage

Celebrate Milestones

Address Struggles Early

API Examples

Check Mastery for a Concept

Get Top Priority Concepts

Generate Mastery Report

Concept Tracking

Adaptive Learning

Reports

​Overview

​Mastery Calculation

​Formula

​Example Calculations

​Mastery Threshold

Threshold Rationale

​Updating Mastery

​Bulk Updates from Quiz

​Retrieving Learner Mastery

​Get All Mastery Records

​Get Concepts Needing Reinforcement

​Mastery Summary

​Mastery Decay (Future Enhancement)

​Planned Decay Algorithm

​Example Decay Scenario

​Spaced Repetition (Future Enhancement)

​Data Structure

​Visual Mastery Indicators

​Best Practices

Regular Practice

Balanced Coverage

Celebrate Milestones

Address Struggles Early

​API Examples

​Check Mastery for a Concept

​Get Top Priority Concepts

​Generate Mastery Report

​Related Features

Concept Tracking

Adaptive Learning

Reports

Overview

Mastery Calculation

Formula

Example Calculations

Mastery Threshold

Updating Mastery

Bulk Updates from Quiz

Retrieving Learner Mastery

Get All Mastery Records

Get Concepts Needing Reinforcement

Mastery Summary

Mastery Decay (Future Enhancement)

Planned Decay Algorithm

Example Decay Scenario

Spaced Repetition (Future Enhancement)

Data Structure

Visual Mastery Indicators

Best Practices

API Examples

Check Mastery for a Concept

Get Top Priority Concepts

Generate Mastery Report

Related Features