Informes

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Recientes

Informe Diario

2026-06-19

1. Contexto Macro

La situación internacional presenta una mezcla de indicadores económicos y geopolíticos que influyen en los mercados financieros. El VIX (Volatility Index) se encuentra en 16.87, lo que indica una disminución en la volatilidad del mercado. El US Dollar Index (DXY) ha aumentado un 0.68%, lo que puede influir en la percepción de riesgo y en la inversión en activos extranjeros. Los precios del petróleo y el oro han disminuido, lo que puede tener un impacto en los sectores energético y minero. El S&P 500, el Dow Jones y el NASDAQ Composite han experimentado una disminución, lo que sugiere una tendencia a la baja en los mercados de acciones.

2. Corto Plazo

Ticker Precio Pred Dir Conf SL TP R/R Justificación
LR.PA 151.10 162.83 ALCISTA 41.9% 143.84 168.70 2.4 El modelo GBM apunta a un aumento del 54%, mientras que el modelo Kalman también es alcista.
RIO.L 7515.00 7101.89 ALCISTA 48.3% 7237.02 8134.66 2.2 Aunque el precio actual contradice el consenso alcista, el modelo GBM y ML apoyan una tendencia alcista.
G24.DE 76.15 80.23 BAJISTA 46.9% 73.49 82.27 2.3 El modelo HMM y ML indican una tendencia alcista, pero el precio actual y el modelo GBM sugieren una tendencia bajista.
KER.PA 272.75 284.27 ALCISTA 56.0% 259.77 290.03 1.3 Todos los modelos (GBM, Kalman, HMM) apoyan una tendencia alcista.
IHG.L 170.60 176.95 ALCISTA 56.0% 165.63 180.12 1.9 Los modelos GBM, Kalman y HMM coinciden en una tendencia alcista.

3. Medio Plazo

Ticker Precio Pred Dir Conf SL TP R/R Regimen Tendencia Kalman
RWE.DE 54.62 52.39 ALCISTA 48.3% 52.94 57.96 2.0 BEAR BAJISTA
ACS.MC 129.40 126.09 ALCISTA 65.6% 124.19 134.37 1.0 BEAR ALCISTA
IAG.L 456.80 476.33 ALCISTA 40.3% 435.66 486.09 1.4 BULL ALCISTA
FER.MC 60.18 57.93 ALCISTA 40.7% 58.59 63.56 2.1 LATERAL ALCISTA
RAND.AS 27.22 28.03 BAJISTA 46.9% 26.29 28.43 1.3 BULL NEUTRAL

4. Largo Plazo

Ticker Precio Pred Dir Conf SL TP R/R Escenarios Reales
ENI.MI 21.57 19.62 ALCISTA 29.0% 20.69 24.51 3.3 P5: 18.50, P50: 22.10, P95: 26.20
TEN.MI 25.21 23.54 ALCISTA 27.0% 24.10 27.71 2.3 P5: 21.50, P50: 25.50, P95: 30.20
SPM.MI 4.48 4.14 ALCISTA 24.4% 4.19 5.00 1.7 P5: 3.80, P50: 4.60, P95: 5.40
STLAP.PA 5.64 5.43 BAJISTA 37.2% 5.32 5.95 1.0 P5: 4.90, P50: 5.60, P95: 6.30
IAG.MC 5.27 5.43 ALCISTA 43.7% 5.03 5.51 1.0 P5: 4.70, P50: 5.40, P95: 6.20

5. Criptomonedas

No hay datos disponibles para criptomonedas.

6. Cartera Diversificada

Ticker Peso Precio Vol Plazo
LR.PA 9.6% 151.10 38% Corto
RIO.L 12.4% 7515.00 29% Corto
G24.DE 13.1% 76.15 28% Corto
RWE.DE 14.9% 54.62 24% Medio
ACS.MC 11.4% 129.40 32% Medio
IAG.L 9.9% 456.80 37% Medio
ENI.MI 11.2% 21.57 32% Largo
TEN.MI 10.5% 25.21 35% Largo
SPM.MI 6.9% 4.48 53% Largo

7. Alertas

  • Eventos de dividendos: AVGO el 2026-06-22, APH el 2026-06-23.
  • Eventos de earnings: CCL el 2026-06-23 y 2026-06-24.

8. Backtesting

  • IFX.DE: Acertó con un retorno real del 4.532% vs. un retorno predicho de -2.365%.
  • BLND.L: Falló con un retorno real del -2.450% vs. un retorno predicho de -1.046%.

9. Performance Modelos

Modelo Accuracy MAE Sesgo
Ensemble 54% 3.09% 0.28%
GBM 53% 1.68% -0.40%
ML 52% 9.66% -0.85%
Merton 51% 1.54% -0.52%
Kalman 44% 2.18% -0.93%

10. Calibracion

  • Bucket 00-30%: n=25659, hit_rate=54%, avg_conf=15%.
  • Bucket 80+%: n=14, hit_rate=64%, avg_conf=85%. La calibración sugiere que las predicciones están ligeramente sobreconfiadas en los rangos de confianza más altos.

11. Disclaimer

Este informe es para fines informativos y no constituye asesoramiento financiero. Los inversores deben realizar su propia investigación y considerar su tolerancia al riesgo antes de tomar decisiones de inversión.

12. Metricas Profesionales

Risk-adjusted metrics computadas sobre las ultimas 2000 evaluaciones del ensemble en los ultimos 30 dias. Proxy de retornos: +1%/-1% por hit/miss (bet de tamano fijo). Anualizacion: 252.

Metrica Valor
Sharpe (anualizado) -0.41
Sortino (anualizado) -0.58
Calmar -0.10
Max Drawdown -76.38%
Profit Factor 0.95
Win Rate (= Hit Rate global) 48.70%
Expectancy por trade -0.026%
N evaluaciones 2000

Hit rate por bucket de confianza

Bucket conf. N Hit rate
00-30 1411 47.9%
30-50 500 48.6%
50-60 63 65.1%
60-70 24 50.0%
70-80 1 100.0%
80-100 1 100.0%

13. Calibracion (post-isotonic)

Isotonic (PAV) calibrator entrenado sobre 552 muestras historicas el 2026-06-19T00:30:00Z. Las NUEVAS predicciones del sistema ya entregan confidence calibrada (raw_confidence se conserva para auditoria). Tabla comparativa: mismas 5000 evaluaciones recientes, mostradas por bucket antes (raw) y despues (calibrado) del mapeo.

Tabla comparativa por bucket

Bucket N raw Hit rate raw N calibrado Hit rate calibrado
00-30 3431 54.4% 0 N/A
30-50 1287 55.3% 0 N/A
50-60 156 56.4% 0 N/A
60-70 106 45.3% 0 N/A
70-80 16 50.0% 0 N/A
80-100 4 50.0% 5000 54.5%

Curva isotonic (knots)

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Criterio de exito (bucket 80+ >= 70% hit_rate): NO (hit rate calibrado = 54.5%, n=5000). Razon: el raw signal esta anti-calibrado (hit rate DECRECE con confidence en los datos historicos). PAV es monotona no decreciente, por lo que no puede restaurar magnitudes altas cuando el input no las soporta. Para elevar el bucket 80+ al 70% habria que corregir el generador de confianza (no el calibrador) o flippear el signo de la direccion en el master_agent.

Notas: trained on 552 (raw_conf, hit) pairs | DEGENERATE: PAV collapsed to 1 block (value=1.0000). Raw signal is anti-calibrated (hit rate does not increase with raw_conf). Calibrator returns overall mean for all inputs — the real expected hit rate.

14. Sizing y Riesgo

Pipeline profesional: Kelly fraccional (0.25) -> Vol-target (15% anual) -> Cap de correlacion (max 20%). Muestreadas las ultimas 8 predicciones con sizing calculado.

Resumen

  • Kelly medio: 10.08% (cap 20%)
  • Risk score medio: 67.7/100 (100 = mas seguro)
  • Predicciones con Kelly = 0: 3/8

Distribucion de Kelly size

Rango Kelly N %
0% 3 37.5%
0-5% 0 0.0%
5-10% 1 12.5%
10-15% 1 12.5%
15-20% 3 37.5%

Top-5 riesgo mas elevado (risk_score bajo)

Symbol Asset Direction Conf Kelly Risk
USO Oil (WTI) ALCISTA 55 6.71% 56.1
SPY S&P 500 ALCISTA 57 20.00% 57.8
URTH MSCI World ALCISTA 57 20.00% 58.1
QQQ NASDAQ 100 ALCISTA 57 13.91% 60.9
EURUSD=X EUR/USD ALCISTA 70 20.00% 61.0

Sin alertas de riesgo extremo (todos los risk_score >= 40).

Caveats: vol anualizada estimada desde ATR% (rough ~16x daily). Cap de correlacion actualmente usa matriz vacia (penalty=1) cuando el agente analiza un unico simbolo; el cap duro del 20% sigue aplicandose. Kelly full nunca se usa — siempre 1/4 Kelly.

15. Top Picks del dia

Seleccion diaria por horizonte. Criterio: maximo score combinado = master_score * conf_cal/100 * sign(direction) * (1 - risk/100). CORTO usa GBM/Kalman, MEDIO stacking ensemble, LARGO fundamental+macro. Ver /top-picks para histograma y equity.

Horizonte Asset Ticker Dir Conf cal Master Kelly Precio Target Rationale
CORTO (1-7d) ABBN.SW ABBN.SW ALCISTA 100.0% 50.0 0.00% 87.2600 89.0052 GBM/Kalman ensemble: conf_raw=24.4% (cal=100.0%), dir=ALCISTA, vol_annual=23.7%, regime=LATERAL
MEDIO (1-3m) A2A.MI A2A.MI ALCISTA 100.0% 50.0 0.00% 2.2630 2.2679 Stacking ensemble (ridge): pred_return=0.22%, conf_raw=55.2% (cal=100.0%), dir=ALCISTA
LARGO (6-12m) ABN.AS ABN.AS ALCISTA 100.0% 50.0 0.00% 37.8800 43.5620 Fundamental=85/100 (ATRACTIVO) + Macro=49/100 (NEUTRO); blend=67.0 -> ALCISTA, cal_conf=100.0%

Caveats: target_price es indicativo (derivado del modelo y horizonte), NO es un precio objetivo formal. El rationale combina senales cuantitativas; no es analisis fundamental humano. El equity por horizonte en /top-picks necesita varios dias de acumulacion antes de ser estadisticamente significativo.