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Portfolio consists of 9 unsecured bank loans (IDR 75.8M) and 4 paylater/fintech loans (IDR 26M). One facility with BRI shows 4 days past due. High credit utilization across multiple providers indicates potential overextension risk."},"bank_transactions_categorized":[{"date":"04-Mar","month":3,"bank":"BCA","description":"GAJI HBT LAW","type":"CREDIT","amount":13200716,"category":"Salary","category_source":"Database","footnote":"Matched rule #13: pattern \"GAJI\"","confidence":100},{"date":"01-Feb","month":2,"bank":"BCA","description":"GAJI HBT LAW","type":"CREDIT","amount":16001777,"category":"Salary","category_source":"Database","footnote":"Matched rule #13: pattern \"GAJI\"","confidence":100},{"date":"31-Jan","month":1,"bank":"BCA","description":"GAJI HBT LAW","type":"CREDIT","amount":15631924,"category":"Salary","category_source":"Database","footnote":"Matched rule #13: pattern \"GAJI\"","confidence":100},{"date":"10-Mar","month":3,"bank":"BCA","description":"SHOPEE PINJAM PAYMENT","type":"DEBIT","amount":-3500000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #50: pattern \"SHOPEE\\s*PINJAM\"","confidence":100},{"date":"10-Feb","month":2,"bank":"BCA","description":"SHOPEE PINJAM PAYMENT","type":"DEBIT","amount":-3500000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #50: pattern \"SHOPEE\\s*PINJAM\"","confidence":100},{"date":"10-Jan","month":1,"bank":"BCA","description":"SHOPEE PINJAM PAYMENT","type":"DEBIT","amount":-3500000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #50: pattern \"SHOPEE\\s*PINJAM\"","confidence":100},{"date":"15-Mar","month":3,"bank":"BCA","description":"GOPAY PINJAM PAYMENT","type":"DEBIT","amount":-2200000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #51: pattern \"GOPAY\\s*PINJAM\"","confidence":100},{"date":"15-Feb","month":2,"bank":"BCA","description":"GOPAY PINJAM PAYMENT","type":"DEBIT","amount":-2200000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #51: pattern \"GOPAY\\s*PINJAM\"","confidence":100},{"date":"15-Jan","month":1,"bank":"BCA","description":"GOPAY PINJAM PAYMENT","type":"DEBIT","amount":-2200000,"category":"Loan Payment","category_source":"Database","footnote":"Matched rule #51: pattern \"GOPAY\\s*PINJAM\"","confidence":100},{"date":"20-Mar","month":3,"bank":"BCA","description":"BIAYA ADM","type":"DEBIT","amount":-17000,"category":"Bank Charges","category_source":"Database","footnote":"Matched rule #1: pattern \"BIAYA\\s*ADM\"","confidence":100},{"date":"20-Feb","month":2,"bank":"BCA","description":"BIAYA ADM","type":"DEBIT","amount":-17000,"category":"Bank Charges","category_source":"Database","footnote":"Matched rule #1: pattern \"BIAYA\\s*ADM\"","confidence":100},{"date":"20-Jan","month":1,"bank":"BCA","description":"BIAYA ADM","type":"DEBIT","amount":-17000,"category":"Bank Charges","category_source":"Database","footnote":"Matched rule #1: pattern \"BIAYA\\s*ADM\"","confidence":100},{"date":"05-Mar","month":3,"bank":"BCA","description":"ARISAN BULANAN","type":"DEBIT","amount":-500000,"category":"Miscellaneous - 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Arisan":{"month_1":-500000.0,"month_2":-500000.0,"month_3":-500000.0,"total":-1500000.0,"count":3},"Z Pegadaian":{"month_1":0,"month_2":0,"month_3":7195605.0,"total":7195605.0,"count":1},"Groceries":{"month_1":0,"month_2":-38000.0,"month_3":-175000.0,"total":-213000.0,"count":2}},"bank_summary":{"total_transactions":18,"months_observed":3,"average_monthly_salary":14944805.666666666,"average_monthly_loan_payment":5700000.0,"average_monthly_outflow":8686535.0,"categorisation_breakdown":{"rule_based":18,"llm_based":0,"fallback":0}},"loan_reconciliation":{"by_source":{"customer_declared_outstanding":77000000.0,"customer_declared_emi":0,"bureau_total_outstanding":101763769,"bureau_total_emi":0,"bank_avg_monthly_loan_payment":5700000.0},"gaps":{"declared_vs_bureau_outstanding_gap":24763769.0,"bureau_emi_vs_bank_payment_gap":5700000.0,"customer_underdeclared":true},"lender_overlap":{"in_both_bureau_and_bank":["GOPAY PINJAM","SHOPEE PINJAM"],"only_in_bureau":["ADAPUNDI","OVO PAYLATER","PT BANK CENTRAL ASIA TBK","PT BANK JAGO TBK","PT BANK RAKYAT INDONESIA","PT BANK SEABANK INDONESIA","PT KROM BANK INDONESIA TBK","PT LENTERA DANA NUSANTARA","STANDARD CHARTERED BANK"],"only_in_bank":[]},"conservative_values_for_ratios":{"outstanding":101763769,"emi":5700000.0}},"declared_vs_actual_gap":24763769.0,"eligibility_check":{"rules":[{"rule":"Loan Amount Band","expected":"IDR 10–500 million","actual":"IDR 77,000,000","passed":true,"critical":true},{"rule":"Residual DSR","expected":"≤ 120%","actual":"86.3%","passed":true,"critical":true},{"rule":"Residential Geography","expected":"Jabodetabek / Surabaya / Bandung / Bali","actual":"KABUPATEN BOGOR, JAWA BARAT","passed":true,"critical":true},{"rule":"Minimum Education","expected":"≥ D3 (3-year diploma)","actual":"D3","passed":true,"critical":true},{"rule":"Employer Type","expected":"State-Owned / Government / Private","actual":"SWASTA","passed":true,"critical":true},{"rule":"Employment Contract","expected":"Permanent / Karyawan Tetap","actual":"KARYAWAN TETAP","passed":true,"critical":true},{"rule":"Employer in business > 5 years","expected":"> 5 years","actual":"Manual verification required","passed":null,"critical":false,"note":"Verify via LinkedIn / company website / interview"},{"rule":"Tenure in Current Company","expected":"≥ 1 year","actual":"4 years","passed":true,"critical":true},{"rule":"Total Work Experience","expected":"≥ 3 years","actual":"10 years","passed":true,"critical":true}],"summary":{"total_rules":9,"passed":7,"failed_critical":0,"failed_soft":0,"pending_manual":2},"auto_decline":false,"critical_failures":[],"verdict":"PROCEED_WITH_CHECKS"},"auto_decline_triggered":false,"credit_ratios":{"ratios":{"residual_dsr":{"value":86.29,"unit":"%","label":"Residual DSR (PRIMARY METRIC)","band":"Amber","benchmark":"≤ 80% Green | 80-120% Amber | > 120% Red (auto-decline)","is_gating":true},"foir":{"value":45.97,"unit":"%","label":"FOIR (Fixed Obligations / Income)","band":"Amber","benchmark":"< 40% Green | 40-55% Amber | > 55% Red"},"dti":{"value":68.39,"unit":"%","label":"Debt-to-Income (Annual)","band":"Green","benchmark":"< 300% Green | 300-500% Amber | > 500% Red"},"income_multiplier":{"value":0.68,"unit":"x","label":"Total Debt / Annual Income","band":"Green","benchmark":"< 3x Green | 3-5x Amber | > 5x Red"},"residual_income":{"value":1700000.0,"unit":"IDR","label":"Residual Monthly Income (post all outflows)","band":"Red","benchmark":"> IDR 5M Green | 2-5M Amber | < 2M Red"},"income_consistency":{"value":120.5,"unit":"%","label":"Bank-detected vs Declared Income","band":"Green","benchmark":"≥ 90% Green | 75-90% Amber | < 75% Red"}},"scorecard":{"green":3,"amber":2,"red":1,"overall_assessment":"Acceptable"},"inputs_used":{"declared_monthly_income":12400000.0,"bank_detected_income":14944805.666666666,"effective_income_used":12400000.0,"spouse_income":0.0,"monthly_expenses":5000000.0,"monthly_rent":0.0,"existing_emi_conservative":5700000.0,"total_outstanding_conservative":101763769.0}},"risk_assessment":{"overall_risk_rating":"Medium","internal_credit_score":650,"recommendation":"Approve with Conditions","risk_factors":[{"category":"Application","severity":"High","description":"Customer underdeclared debt by IDR 24.8M (77M vs 101.8M actual) - 32% understatement raises honesty concerns"},{"category":"Bureau","severity":"Medium","description":"13 active credit facilities indicating credit addiction behavior, with BRI facility 4 days past due"},{"category":"Banking","severity":"Medium","description":"Pegadaian transaction (IDR 7.2M) suggests pawning assets, indicating cash flow stress"},{"category":"Behavioural","severity":"Medium","description":"High fintech exposure (Gopay, Shopee, Adapundi) shows pattern of easy credit seeking"},{"category":"Income","severity":"Low","description":"Residual income only IDR 1.7M after obligations - tight cash flow buffer"}],"positive_indicators":["4+ years tenure at law firm shows employment stability","Income consistency 120.5% - bank salary exceeds declared amount","Home ownership provides stability","No write-offs or wilful defaults in credit history","Residual DSR 86.3% within acceptable limits"],"conditions_if_any":["Maximum loan amount IDR 65M (reduce from requested 77M)","Mandatory closure of at least 5 smallest credit facilities before disbursement","Monthly bank statement monitoring for first 6 months","No new credit applications during loan tenure (credit bureau monitoring)","Employer verification call required before approval"],"executive_summary":"46-year-old admin assistant with stable 4-year employment seeking debt consolidation. Major red flag: underdeclared existing debt by IDR 24.8M, indicating potential dishonesty. Has 13 active facilities totaling IDR 101.8M across banks and fintechs, showing credit addiction pattern. Recent Pegadaian transaction suggests financial stress. However, stable employment, home ownership, and income exceeding declared amount are positive factors. Recommend conditional approval with reduced amount and mandatory facility closures."},"interview_questions":[{"section":"Verification","question":"Can you confirm your current residential address in Harapan Jaya, Cibinong? How long have you lived there and do you own or rent this property?","why_asking":"Verify address stability and housing ownership claim for risk assessment","expected_answer_format":"Free text"},{"section":"Verification","question":"You mentioned having 1 dependent. Can you tell me about your family situation - who lives with you and their ages?","why_asking":"Verify dependent count and understand household expense obligations","expected_answer_format":"Free text"},{"section":"Verification","question":"Please confirm your role as Admin Assistant at HBT Law Firm. What are your main responsibilities and can you provide your supervisor's contact details?","why_asking":"Verify employment details and enable employer reference check","expected_answer_format":"Free text"},{"section":"Verification","question":"How long has HBT Law Firm been in business? Can you tell me about the firm's main practice areas and client base?","why_asking":"Verify employer stability as this was flagged for manual verification in eligibility","expected_answer_format":"Free text"},{"section":"Debt Background","question":"You declared IDR 77M in existing loans, but our bureau check shows IDR 101.8M across 13 facilities. Can you explain this difference and walk me through all your current debts?","why_asking":"Address the critical 24.8M underdeclaration gap and assess honesty/awareness","expected_answer_format":"Free text"},{"section":"Debt Background","question":"How did you accumulate debt across so many different lenders - 9 banks plus 4 fintech platforms? What drove you to take multiple loans?","why_asking":"Understand debt accumulation pattern and assess credit addiction risk","expected_answer_format":"Free text"},{"section":"Debt Background","question":"Your BRI facility shows 4 days past due. What happened there and how do you typically manage your monthly payments across all these loans?","why_asking":"Assess payment discipline and understand current financial stress","expected_answer_format":"Free text"},{"section":"Income","question":"Your bank statements show salary around IDR 15M but you declared IDR 12.4M. Which figure is correct and can you explain any bonuses or allowances?","why_asking":"Clarify income discrepancy and understand salary structure for sustainability assessment","expected_answer_format":"Free text"},{"section":"Income","question":"Are there any delays in salary payments at the law firm? How stable is your position given the legal industry conditions?","why_asking":"Assess income sustainability and employment security risks","expected_answer_format":"Free text"},{"section":"Expense Validation","question":"You declared IDR 5M monthly expenses. Can you break this down - household costs, utilities, food, transportation, and family support?","why_asking":"Validate expense declaration and identify any hidden costs","expected_answer_format":"Free text"},{"section":"Expense Validation","question":"I see regular IDR 500K 'Arisan' payments in your bank statement. Can you explain what this is for and are there other regular commitments not mentioned?","why_asking":"Understand social/cultural financial obligations that may not be declared","expected_answer_format":"Free text"},{"section":"Future Plans","question":"There's a IDR 7.2M Pegadaian transaction in your recent bank statement. What did you pawn and why? Do you have other assets that could provide emergency funds?","why_asking":"Understand asset position and recent financial stress indicators","expected_answer_format":"Free text"},{"section":"Future Plans","question":"After consolidating these loans, how will you ensure you don't take additional credit? What's your plan to avoid re-leveraging?","why_asking":"Assess commitment to debt discipline and re-leveraging risk","expected_answer_format":"Free text"},{"section":"Future Plans","question":"Do you have any side income, freelance work, or expect any lump sum payments (bonus, inheritance, property sale) that could help with loan repayment?","why_asking":"Identify additional repayment capacity and income sources","expected_answer_format":"Free text"}],"credit_score_internal":650,"summary_report_html":"<!DOCTYPE html>\n<html lang=\"en\"><head><meta charset=\"UTF-8\">\n<title>Credit Summary — Evi Meiwatiningsih</title>\n<style>\n  body { font-family: 'Segoe UI', Arial, sans-serif; font-size: 13px; color: #1e293b;\n          margin: 0; padding: 24px; background: #f8fafc; }\n  .container { max-width: 1000px; margin: auto; background: white; border-radius: 12px;\n                box-shadow: 0 2px 16px #0001; padding: 32px; }\n  h1 { font-size: 22px; border-bottom: 2px solid #4f46e5; padding-bottom: 10px; }\n  h2 { font-size: 15px; color: #4f46e5; margin-top: 28px;\n         border-left: 3px solid #4f46e5; padding-left: 10px; }\n  table { width: 100%; border-collapse: collapse; margin: 8px 0; }\n  th { background: #f1f5f9; padding: 8px 10px; text-align: left;\n         font-size: 11px; color: #64748b; text-transform: uppercase; }\n  td { padding: 8px 10px; border-bottom: 1px solid #f1f5f9; vertical-align: top; }\n  .meta-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 12px; margin: 16px 0; }\n  .meta-card { background: #f1f5f9; border-radius: 8px; padding: 12px; }\n  .meta-card .label { font-size: 10px; color: #94a3b8; text-transform: uppercase; }\n  .meta-card .value { font-size: 14px; font-weight: 600; margin-top: 4px; }\n  .recommendation { background: #d9770618; border-left: 5px solid #d97706;\n                      padding: 14px 18px; border-radius: 8px; margin: 16px 0; }\n  .recommendation .label { font-size: 11px; color: #d97706; text-transform: uppercase; letter-spacing: 1px; }\n  .recommendation .value { font-size: 22px; font-weight: 700; color: #d97706; }\n</style></head><body>\n<div class=\"container\">\n  <h1>📋 Credit Summary — Pre-Interview Brief</h1>\n  <p style=\"color:#64748b;font-size:11px\">\n    Evi Meiwatiningsih · KTP: 32010141XXXXXXXXXX ·\n    Generated: 04 May 2026, 08:23 WIB\n  </p>\n\n  <div class=\"recommendation\">\n    <div class=\"label\">Recommendation</div>\n    <div class=\"value\">Approved with Conditions</div>\n    <div style=\"font-size:12px;margin-top:6px;color:#d97706\">\n      Risk: Medium ·\n      Internal Score: 650/100 ·\n      Eligibility: PROCEED_WITH_CHECKS\n    </div>\n    <div style='font-size:12px;margin-top:10px;padding-top:10px;border-top:1px dashed #d9770655;color:#334155'><b>Analyst Decision:</b> Rp 0 for 24 months · Reviewed by ninad@flin.co.id · Notes: <i>Approve</i></div><ul style='margin:8px 0 0 0;padding-left:22px;font-size:12px;color:#334155'></ul>\n  </div>\n\n  <h2>Applicant Profile</h2>\n  <div class=\"meta-grid\">\n    <div class=\"meta-card\"><div class=\"label\">Full Name</div>\n        <div class=\"value\">Evi Meiwatiningsih</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Age / DOB</div>\n        <div class=\"value\">46 · 5/1/1980</div></div>\n    <div class=\"meta-card\"><div class=\"label\">KTP / Mobile</div>\n        <div class=\"value\" style=\"font-size:11px\">32010141XXXXXXXXXX<br>0819-XXXX-XXXX</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Education</div>\n        <div class=\"value\">D3</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Marital · Dependents</div>\n        <div class=\"value\">Kawin · 1.0</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Job · Employer</div>\n        <div class=\"value\" style=\"font-size:11px\">Admin Assistant<br>HBT Law Firm</div></div>\n  </div>\n\n  <h2>Eligibility Check (9 Hard Rules)</h2>\n  <table>\n    <thead><tr><th>Rule</th><th>Required</th><th>Actual</th><th>Status</th></tr></thead>\n    <tbody>\n        <tr><td>Loan Amount Band</td><td>IDR 10–500 million</td>\n        <td>IDR 77,000,000</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Residual DSR</td><td>≤ 120%</td>\n        <td>86.3%</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Residential Geography</td><td>Jabodetabek / Surabaya / Bandung / Bali</td>\n        <td>KABUPATEN BOGOR, JAWA BARAT</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Minimum Education</td><td>≥ D3 (3-year diploma)</td>\n        <td>D3</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employer Type</td><td>State-Owned / Government / Private</td>\n        <td>SWASTA</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employment Contract</td><td>Permanent / Karyawan Tetap</td>\n        <td>KARYAWAN TETAP</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employer in business > 5 years</td><td>> 5 years</td>\n        <td>Manual verification required</td>\n        <td style=\"color:#d97706;font-weight:600\">◎ Manual</td></tr>\n        <tr><td>Tenure in Current Company</td><td>≥ 1 year</td>\n        <td>4 years</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Total Work Experience</td><td>≥ 3 years</td>\n        <td>10 years</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr></tbody>\n  </table>\n\n  <h2>Income & Loan Request</h2>\n  <div class=\"meta-grid\">\n    <div class=\"meta-card\"><div class=\"label\">Declared Income/mo</div>\n        <div class=\"value\">Rp 12,400,000</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Bank-Detected/mo</div>\n        <div class=\"value\">Rp 14,944,806</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Declared Expenses/mo</div>\n        <div class=\"value\">Rp 5,000,000</div></div>\n  </div>\n\n  <h2>Loan Reconciliation (Customer / Bureau / Bank)</h2>\n  \n    <table>\n      <thead><tr><th>Source</th><th>Outstanding</th><th>Monthly EMI</th></tr></thead>\n      <tbody>\n        <tr><td>Customer Declared</td>\n            <td>Rp 77,000,000</td>\n            <td>Rp 0</td></tr>\n        <tr><td>Bureau (AFPI + SLIK)</td>\n            <td>Rp 101,763,769</td>\n            <td>Rp 0</td></tr>\n        <tr><td>Bank Statement (avg/mo loan payments)</td>\n            <td>—</td>\n            <td>Rp 5,700,000</td></tr>\n      </tbody>\n    </table>\n  \n        <div style=\"background:#fee2e2;border-left:4px solid #dc2626;padding:12px;border-radius:6px;margin:12px 0\">\n          <strong style=\"color:#dc2626\">⚠️ Customer underdeclared debt:</strong>\n          Customer declared Rp 77,000,000 but bureau shows\n          Rp 101,763,769 —\n          gap of <strong>Rp 24,763,769</strong>. Probe in interview.\n        </div>\n\n  <h2>Credit Ratios</h2>\n  <table>\n    <thead><tr><th>Metric</th><th>Value</th><th>Band</th><th>Benchmark</th></tr></thead>\n    <tbody>\n        <tr><td>Residual DSR (PRIMARY METRIC) <span style=\"background:#fef3c7;color:#92400e;padding:2px 6px;border-radius:4px;font-size:9px\">PRIMARY</span></td>\n        <td><strong>86.29%</strong></td>\n        <td style=\"color:#d97706;font-weight:600\">Amber</td>\n        <td style=\"font-size:11px;color:#64748b\">≤ 80% Green | 80-120% Amber | > 120% Red (auto-decline)</td></tr>\n        <tr><td>FOIR (Fixed Obligations / Income)</td>\n        <td><strong>45.97%</strong></td>\n        <td style=\"color:#d97706;font-weight:600\">Amber</td>\n        <td style=\"font-size:11px;color:#64748b\">< 40% Green | 40-55% Amber | > 55% Red</td></tr>\n        <tr><td>Debt-to-Income (Annual)</td>\n        <td><strong>68.39%</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">< 300% Green | 300-500% Amber | > 500% Red</td></tr>\n        <tr><td>Total Debt / Annual Income</td>\n        <td><strong>0.68x</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">< 3x Green | 3-5x Amber | > 5x Red</td></tr>\n        <tr><td>Residual Monthly Income (post all outflows)</td>\n        <td><strong>1700000.0IDR</strong></td>\n        <td style=\"color:#dc2626;font-weight:600\">Red</td>\n        <td style=\"font-size:11px;color:#64748b\">> IDR 5M Green | 2-5M Amber | < 2M Red</td></tr>\n        <tr><td>Bank-detected vs Declared Income</td>\n        <td><strong>120.5%</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">≥ 90% Green | 75-90% Amber | < 75% Red</td></tr></tbody>\n  </table>\n\n  <h2>Bank Statement Category Pivot (Top 12 by Volume)</h2>\n  <table>\n    <thead><tr><th>Category</th><th>Month 1</th><th>Month 2</th><th>Month 3</th><th>Avg/Mo</th></tr></thead>\n    <tbody>\n        <tr><td>Salary</td>\n        <td>Rp 15,631,924</td>\n        <td>Rp 16,001,777</td>\n        <td>Rp 13,200,716</td>\n        <td><strong>Rp 14,944,806</strong></td></tr>\n        <tr><td>Loan Payment</td>\n        <td>Rp -5,700,000</td>\n        <td>Rp -5,700,000</td>\n        <td>Rp -5,700,000</td>\n        <td><strong>Rp -5,700,000</strong></td></tr>\n        <tr><td>Z Pegadaian</td>\n        <td>Rp 0</td>\n        <td>Rp 0</td>\n        <td>Rp 7,195,605</td>\n        <td><strong>Rp 2,398,535</strong></td></tr>\n        <tr><td>Miscellaneous - Arisan</td>\n        <td>Rp -500,000</td>\n        <td>Rp -500,000</td>\n        <td>Rp -500,000</td>\n        <td><strong>Rp -500,000</strong></td></tr>\n        <tr><td>Groceries</td>\n        <td>Rp 0</td>\n        <td>Rp -38,000</td>\n        <td>Rp -175,000</td>\n        <td><strong>Rp -71,000</strong></td></tr>\n        <tr><td>Bank Charges</td>\n        <td>Rp -17,000</td>\n        <td>Rp -17,000</td>\n        <td>Rp -17,000</td>\n        <td><strong>Rp -17,000</strong></td></tr></tbody>\n  </table>\n\n  <h2>Risk Factors</h2>\n  <table>\n    <thead><tr><th>Category</th><th>Severity</th><th>Description</th></tr></thead>\n    <tbody><tr><td>Application</td>\n        <td style=\"color:#dc2626;font-weight:600\">High</td>\n        <td>Customer underdeclared debt by IDR 24.8M (77M vs 101.8M actual) - 32% understatement raises honesty concerns</td></tr><tr><td>Bureau</td>\n        <td style=\"color:#d97706;font-weight:600\">Medium</td>\n        <td>13 active credit facilities indicating credit addiction behavior, with BRI facility 4 days past due</td></tr><tr><td>Banking</td>\n        <td style=\"color:#d97706;font-weight:600\">Medium</td>\n        <td>Pegadaian transaction (IDR 7.2M) suggests pawning assets, indicating cash flow stress</td></tr><tr><td>Behavioural</td>\n        <td style=\"color:#d97706;font-weight:600\">Medium</td>\n        <td>High fintech exposure (Gopay, Shopee, Adapundi) shows pattern of easy credit seeking</td></tr><tr><td>Income</td>\n        <td style=\"color:#16a34a;font-weight:600\">Low</td>\n        <td>Residual income only IDR 1.7M after obligations - tight cash flow buffer</td></tr></tbody>\n  </table>\n\n  <h2>Executive Summary</h2>\n  <p style=\"line-height:1.7;color:#334155\">46-year-old admin assistant with stable 4-year employment seeking debt consolidation. Major red flag: underdeclared existing debt by IDR 24.8M, indicating potential dishonesty. Has 13 active facilities totaling IDR 101.8M across banks and fintechs, showing credit addiction pattern. Recent Pegadaian transaction suggests financial stress. However, stable employment, home ownership, and income exceeding declared amount are positive factors. Recommend conditional approval with reduced amount and mandatory facility closures.</p>\n\n  <h2>Interview Question Bank (14 questions)</h2>\n  <h3 style='font-size:13px;color:#475569;margin-top:16px'>Verification</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>Can you confirm your current residential address in Harapan Jaya, Cibinong? How long have you lived there and do you own or rent this property?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify address stability and housing ownership claim for risk assessment</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>You mentioned having 1 dependent. Can you tell me about your family situation - who lives with you and their ages?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify dependent count and understand household expense obligations</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Please confirm your role as Admin Assistant at HBT Law Firm. What are your main responsibilities and can you provide your supervisor's contact details?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify employment details and enable employer reference check</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>How long has HBT Law Firm been in business? Can you tell me about the firm's main practice areas and client base?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify employer stability as this was flagged for manual verification in eligibility</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Debt Background</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>You declared IDR 77M in existing loans, but our bureau check shows IDR 101.8M across 13 facilities. Can you explain this difference and walk me through all your current debts?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Address the critical 24.8M underdeclaration gap and assess honesty/awareness</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>How did you accumulate debt across so many different lenders - 9 banks plus 4 fintech platforms? What drove you to take multiple loans?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand debt accumulation pattern and assess credit addiction risk</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Your BRI facility shows 4 days past due. What happened there and how do you typically manage your monthly payments across all these loans?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess payment discipline and understand current financial stress</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Income</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>Your bank statements show salary around IDR 15M but you declared IDR 12.4M. Which figure is correct and can you explain any bonuses or allowances?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Clarify income discrepancy and understand salary structure for sustainability assessment</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Are there any delays in salary payments at the law firm? How stable is your position given the legal industry conditions?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess income sustainability and employment security risks</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Expense Validation</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>You declared IDR 5M monthly expenses. Can you break this down - household costs, utilities, food, transportation, and family support?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Validate expense declaration and identify any hidden costs</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>I see regular IDR 500K 'Arisan' payments in your bank statement. Can you explain what this is for and are there other regular commitments not mentioned?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand social/cultural financial obligations that may not be declared</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Future Plans</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>There's a IDR 7.2M Pegadaian transaction in your recent bank statement. What did you pawn and why? Do you have other assets that could provide emergency funds?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand asset position and recent financial stress indicators</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>After consolidating these loans, how will you ensure you don't take additional credit? What's your plan to avoid re-leveraging?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess commitment to debt discipline and re-leveraging risk</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Do you have any side income, freelance work, or expect any lump sum payments (bonus, inheritance, property sale) that could help with loan repayment?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Identify additional repayment capacity and income sources</span>\n            </li></ol>\n\n  <p style=\"margin-top:32px;font-size:10px;color:#94a3b8;border-top:1px solid #f1f5f9;padding-top:12px\">\n    System-generated pre-interview brief. All figures subject to verification.\n    Final decision rests with the credit officer.\n    Generated: 2026-05-04T08:23:19.854400\n  </p>\n</div></body></html>","excel_template_path":"output/credit_template_evi_meiwatiningsih_20260504_0823.xlsx","eligibility_decision":"proceed","eligibility_override_notes":"Please proceed","eligibility_override_rules":[],"reconciliation_decision":"proceed","reconciliation_override_notes":"Please continue","final_decision":"approve_with_conditions","final_decision_notes":"Approve","final_approved_amount":0.0,"final_approved_tenor":24,"final_conditions":[],"analyst_id":"ninad@flin.co.id","review_timestamps":{"post_eligibility":"2026-05-04T08:20:16.426994Z","post_reconciliation":"2026-05-04T08:21:33.701053Z","final_decision":"2026-05-04T08:23:19.849070Z"},"errors":[],"completed_agents":["application_parser","eligibility_checker","eligibility_review","bureau_aggregator","bank_statement_pipeline","loan_reconciliation","reconciliation_review","credit_ratio_calculator","risk_and_interview","final_decision_review","report_generator","template_generator"],"processing_log":["[2026-05-04T08:18:36.523068] Application normalised","[2026-05-04T08:18:36.530600] Eligibility verdict: PROCEED_WITH_CHECKS","[HITL] Eligibility review: decision=proceed, by=ninad@flin.co.id, overrides=[]","[2026-05-04T08:20:33.960846] Bureau aggregated: 0 secured, 9 unsecured, 4 paylater","[2026-05-04T08:20:16.448288] Bank pipeline: 18 txns ({'rule_based': 18, 'llm_based': 0, 'fallback': 0})","[2026-05-04T08:20:33.964330] Reconciliation: declared IDR 77,000,000 vs bureau IDR 101,763,769 (gap: IDR 24,763,769)","[HITL] Reconciliation review: decision=proceed, gap=24,763,769 IDR, by=ninad@flin.co.id","[2026-05-04T08:21:33.708386] Residual DSR: 86.3% (PASS)","[2026-05-04T08:21:58.862179] Risk: Approve with Conditions","[HITL] Final decision: approve_with_conditions, amount=0 IDR, by=ninad@flin.co.id","[2026-05-04T08:23:19.856391] HTML report → output/credit_report_evi_meiwatiningsih_20260504_0823.html","[2026-05-04T08:23:20.134312] Excel → output/credit_template_evi_meiwatiningsih_20260504_0823.xlsx"],"application_id":"32010141XXXXXXXXXX"}