{"writeback_id": "WB-education-ADPA-2026-05-25-0", "agent": "ADPA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": -815443, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-24-1", "agent": "ADPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": -408636, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-23-2", "agent": "ADPA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 4644795, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-22-3", "agent": "ADPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": -1060868, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-21-4", "agent": "ADPA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.65, "rm_impact_forecast": -593416, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-20-5", "agent": "ADPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 5160610, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-19-6", "agent": "ADPA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 4864563, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-18-7", "agent": "ADPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 5622876, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-17-8", "agent": "ADPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.88, "rm_impact_forecast": 2804596, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-16-9", "agent": "ADPA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": -603319, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-15-10", "agent": "ADPA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": -1183122, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-ADPA-2026-05-14-11", "agent": "ADPA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 116306, "notes": "ADPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-25-0", "agent": "CDDA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": 5000110, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-24-1", "agent": "CDDA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.79, "rm_impact_forecast": 4368318, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-23-2", "agent": "CDDA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.81, "rm_impact_forecast": -1974379, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-22-3", "agent": "CDDA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 4889979, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-21-4", "agent": "CDDA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": -2063491, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-20-5", "agent": "CDDA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": -1321329, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-19-6", "agent": "CDDA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": -436605, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-18-7", "agent": "CDDA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.58, "rm_impact_forecast": 2366270, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-17-8", "agent": "CDDA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.57, "rm_impact_forecast": -689611, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-16-9", "agent": "CDDA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 450424, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-15-10", "agent": "CDDA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.81, "rm_impact_forecast": 1124150, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CDDA-2026-05-14-11", "agent": "CDDA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": 1326629, "notes": "CDDA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-25-0", "agent": "FWFA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.58, "rm_impact_forecast": 209186, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-24-1", "agent": "FWFA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.62, "rm_impact_forecast": 3543767, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-23-2", "agent": "FWFA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 5063364, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-22-3", "agent": "FWFA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": -134370, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-21-4", "agent": "FWFA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 1920671, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-20-5", "agent": "FWFA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 542484, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-19-6", "agent": "FWFA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 529329, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-18-7", "agent": "FWFA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": 1527994, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-17-8", "agent": "FWFA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 5127472, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-16-9", "agent": "FWFA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.77, "rm_impact_forecast": 6135834, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-15-10", "agent": "FWFA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 4970546, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-FWFA-2026-05-14-11", "agent": "FWFA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 3590933, "notes": "FWFA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-25-0", "agent": "CFRA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 5775831, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-24-1", "agent": "CFRA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": 1209239, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-23-2", "agent": "CFRA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 3710194, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-22-3", "agent": "CFRA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.89, "rm_impact_forecast": 6012300, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-21-4", "agent": "CFRA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": -770343, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-20-5", "agent": "CFRA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": -428218, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-19-6", "agent": "CFRA", "date": "2026-05-19", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.88, "rm_impact_forecast": 3568440, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-18-7", "agent": "CFRA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 4095836, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-17-8", "agent": "CFRA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.86, "rm_impact_forecast": 2351648, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-16-9", "agent": "CFRA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.8, "rm_impact_forecast": -2022703, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-15-10", "agent": "CFRA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.58, "rm_impact_forecast": 1950800, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-CFRA-2026-05-14-11", "agent": "CFRA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.75, "rm_impact_forecast": 2339168, "notes": "CFRA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-25-0", "agent": "PPPA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 5582865, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-24-1", "agent": "PPPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": 328767, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-23-2", "agent": "PPPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.93, "rm_impact_forecast": 209680, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-22-3", "agent": "PPPA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 5662799, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-21-4", "agent": "PPPA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": 2898170, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-20-5", "agent": "PPPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 3359756, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-19-6", "agent": "PPPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": -1036016, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-18-7", "agent": "PPPA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.79, "rm_impact_forecast": 2803092, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-17-8", "agent": "PPPA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": 1120834, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-16-9", "agent": "PPPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.73, "rm_impact_forecast": 3906660, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-15-10", "agent": "PPPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": 3715296, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-education-PPPA-2026-05-14-11", "agent": "PPPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.81, "rm_impact_forecast": 4529210, "notes": "PPPA writeback for Private Education Provider: forecast vs actual delta logged for nightly CSOA retraining."}