juicebox-migration-deep-dive

# Juicebox Migration Deep Dive

## Overview
Advanced strategies for migrating data to Juicebox from other recruiting and people search platforms.

## Prerequisites
- Source data access and export capabilities
- Juicebox Enterprise plan (for bulk imports)
- Data mapping documentation
- Testing environment

## Migration Sources

| Source | Complexity | Common Issues |
|--------|------------|---------------|
| LinkedIn Recruiter | Medium | Rate limits, field mapping |
| Greenhouse | Low | Well-documented API |
| Lever | Low | Standard export format |
| Custom ATS | High | Custom transformation needed |
| CSV/Excel | Low | Data quality issues |

## Instructions

### Step 1: Data Assessment
```typescript
// scripts/assess-source-data.ts
interface DataAssessment {
  totalRecords: number;
  uniqueProfiles: number;
  duplicates: number;
  fieldCoverage: Record<string, number>;
  dataQualityScore: number;
  estimatedMigrationTime: string;
}

export async function assessSourceData(
  source: string,
  sampleSize: number = 1000
): Promise<DataAssessment> {
  const sample = await loadSampleData(source, sampleSize);

  const assessment: DataAssessment = {
    totalRecords: sample.total,
    uniqueProfiles: new Set(sample.records.map(r => r.email)).size,
    duplicates: sample.total - new Set(sample.records.map(r => r.email)).size,
    fieldCoverage: calculateFieldCoverage(sample.records),
    dataQualityScore: calculateQualityScore(sample.records),
    estimatedMigrationTime: estimateMigrationTime(sample.total)
  };

  return assessment;
}

function calculateFieldCoverage(records: any[]): Record<string, number> {
  const fields = ['name', 'email', 'title', 'company', 'location', 'phone'];
  const coverage: Record<string, number> = {};

  for (const field of fields) {
    const count = records.filter(r => r[field] && r[field].trim()).length;
    coverage[field] = (count / records.length) * 100;
  }

  return coverage;
}
```

### Step 2: Schema Mapping
```typescript
// lib/migrati