{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "
\n", " \n", "
" ], "metadata": { "id": "PYg3w3THWdXu" } }, { "cell_type": "markdown", "source": [ "# 🧠 SESIÓN 2 - BAUC3M x AISC\n", "\n", "\n", "##📊 Interpretación de datos para decisiones reales de negocio\n", "\n", "Imagina que estas en **enero de 2023**.\n", "\n", "Te encuentras asesorando a un cliente, y te pide que le aconsejes dónde invertir **10,000€**:\n", "\n", "- Apple\n", "- Microsoft\n", "- Nvidia\n", "- Tesla\n", "- O simplemente el mercado (SPY)\n", "\n", "**¿Qué le aconsejarías?**\n", "\n", "Hoy vamos a comprobar si vuestra decisión habría sido buena… usando datos reales\n", "\n", "##📊 De intuición a datos\n", "\n", "Nuestra intuición puede estar sesgada por noticias, opiniones o tendencias.\n", "\n", "Vamos a usar datos reales de mercado para analizar qué ocurrió realmente.\n", "\n", "Pero antes de todo...\n", "\n", "¿Quién cree que Nvidia fue la mejor inversión?\n", "¿Quién diría Tesla?\n", "¿Quién elegiría el mercado por seguridad?\n", "\n", "## Objetivos:\n", "\n", "- Identificar oportunidades con mayor potencial\n", "\n", "- Comparar alternativas de forma estructurada\n", "\n", "- Evaluar riesgos antes de asignar recursos\n", "\n", "- Tomar decisiones fundamentadas y defendibles" ], "metadata": { "id": "woBrgIdRIJef" } }, { "cell_type": "markdown", "source": [ "##¡EMPECEMOS!" ], "metadata": { "id": "UeVh8trSleiQ" } }, { "cell_type": "markdown", "source": [ "# **1. Importación de librerías**\n", "##Preparando nuestro entorno de análisis:\n", "\n", "Con estas líneas estamos activando las herramientas que nos permiten analizar datos reales." ], "metadata": { "id": "NxjkPNwg0bT6" } }, { "cell_type": "code", "source": [ "import yfinance as yf\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "metadata": { "id": "bxngF4MDIXkT" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **2. Descarga de datos de mercado**\n", "\n", "##Accedemos a los datos de mercado" ], "metadata": { "id": "L6_faDhO0msC" } }, { "cell_type": "markdown", "source": [ "Compararemos empresas individuales frente al mercado global (SPY) para entender qué implica elegir una apuesta concreta frente a una estrategia más diversificada.\n", "\n", "Esto es el histórico diario de precios de cada empresa. Cada fila es un día real de mercado" ], "metadata": { "id": "-QDNHLtzIgOs" } }, { "cell_type": "code", "source": [ "\n", "tickers = [\"AAPL\", \"MSFT\", \"SPY\", \"TSLA\", \"NVDA\"]\n", "\n", "datos = yf.download(tickers, start=\"2023-01-01\", end=\"2024-01-01\", auto_adjust=True)[\"Close\"] # Close marca el cierre del mercado cada día\n", "\n", "round(datos.head(),2) #Round simplemente por facilidad de lectura" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 255 }, "id": "TNrka3fsIb8H", "outputId": "6e50361e-23bd-4fbf-cba4-e3cb46bd7981" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "[*********************100%***********************] 5 of 5 completed\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "Ticker AAPL MSFT NVDA SPY TSLA\n", "Date \n", "2023-01-03 123.10 233.45 14.30 366.07 108.10\n", "2023-01-04 124.37 223.24 14.73 368.90 113.64\n", "2023-01-05 123.05 216.62 14.25 364.68 110.34\n", "2023-01-06 127.57 219.18 14.84 373.05 113.06\n", "2023-01-09 128.10 221.31 15.61 372.84 119.77" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TickerAAPLMSFTNVDASPYTSLA
Date
2023-01-03123.10233.4514.30366.07108.10
2023-01-04124.37223.2414.73368.90113.64
2023-01-05123.05216.6214.25364.68110.34
2023-01-06127.57219.1814.84373.05113.06
2023-01-09128.10221.3115.61372.84119.77
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"round(datos\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2023-01-03 00:00:00\",\n \"max\": \"2023-01-09 00:00:00\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"2023-01-04 00:00:00\",\n \"2023-01-09 00:00:00\",\n \"2023-01-05 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AAPL\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.4362409568841894,\n \"min\": 123.05,\n \"max\": 128.1,\n \"num_unique_values\": 5,\n \"samples\": [\n 124.37,\n 128.1,\n 123.05\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MSFT\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 6.463841736923941,\n \"min\": 216.62,\n \"max\": 233.45,\n \"num_unique_values\": 5,\n \"samples\": [\n 223.24,\n 221.31,\n 216.62\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NVDA\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5478412178724776,\n \"min\": 14.25,\n \"max\": 15.61,\n \"num_unique_values\": 5,\n \"samples\": [\n 14.73,\n 15.61,\n 14.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SPY\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.8192630179132694,\n \"min\": 364.68,\n \"max\": 373.05,\n \"num_unique_values\": 5,\n \"samples\": [\n 368.9,\n 372.84,\n 364.68\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TSLA\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.396876163823584,\n \"min\": 108.1,\n \"max\": 119.77,\n \"num_unique_values\": 5,\n \"samples\": [\n 113.64,\n 119.77,\n 110.34\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 37 } ] }, { "cell_type": "markdown", "source": [ "💡 Lo que antes requería informes y bases de datos privadas,\n", "hoy se puede obtener en segundos con Python." ], "metadata": { "id": "BHwgAeEGqm2A" } }, { "cell_type": "markdown", "source": [ "* **¿Cuántos datos creéis que tenemos para cada empresa en un año?**" ], "metadata": { "id": "Zt1PMHSOrAho" } }, { "cell_type": "markdown", "source": [ "# **3. Exploración inicial de los datos**\n", "##¿Quién ganó realmente en 2023?\n", "\n", "Nos familiarizamos con los datos antes de analizarlos.\n", "Incluso datos con similares estadísticas, pueden pertencer a realidades muy distintas" ], "metadata": { "id": "-05BOrfR0vvk" } }, { "cell_type": "markdown", "source": [ "\n", "\n", "Visualizamos cómo ha evolucionado cada activo" ], "metadata": { "id": "oVky2y4wJiGI" } }, { "cell_type": "code", "source": [ "datos.plot(figsize=(12,6))\n", "plt.title(\"Evolución del precio (2023)\")\n", "plt.ylabel(\"Precio en USD\")\n", "plt.xlabel(\"Fecha\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 538 }, "id": "E8xAZ4j-JBYQ", "outputId": "bcbd3d8e-4765-4cf7-8db5-727ba62b5c4e" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12, 6))\n", "\n", "for ticker in tickers:\n", " plt.plot(datos.index, datos[ticker], label=ticker)\n", " #Se traduce a que para cada \"Ticker\" Seleccionado anteriormente, creamos una linea en la grafica\n", " plt.xlabel(\"Fecha\") #Etiquetas de eje\n", " plt.ylabel(\"Precio de cierre en US$\")\n", " plt.title(\"Evolución del precio (2023)\")\n", " plt.legend()\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 565 }, "id": "1hPBdUZAJxjL", "outputId": "f25f85ca-c85b-4a25-dd5b-26547f871bee" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "¿Quién parece haber crecido más?\n", "> Responde aquí\n", "\n", "¿Cuál parece más estable?\n", "\n", "> Responde aquí\n", "\n", "¿Cuál os daría más tranquilidad como inversores?\n", "\n", "> Responde aquí" ], "metadata": { "id": "7LNZrB-4KUt1" } }, { "cell_type": "markdown", "source": [ "# **4. Cálculo de rendimientos díarios**\n", "\n", "##¿Cuál fue el mejor y el peor día de cada acción?\n", "\n" ], "metadata": { "id": "eZQknibV8i9J" } }, { "cell_type": "markdown", "source": [ "Vamos a medir cuánto cambia cada acción día a día en porcentaje\n" ], "metadata": { "id": "Y3xMCIcdMcAt" } }, { "cell_type": "markdown", "source": [ "| Día | Rendimiento |\n", "| --------- | ----------- |\n", "| Dia 1 | +5% |\n", "| Dia 2 | −2% |\n", "| Dia 3 | +3% |\n" ], "metadata": { "id": "TAlv3jdZKswg" } }, { "cell_type": "markdown", "source": [ "Un +5% hoy y un -2% mañana no se cancelan: se multiplican. Por eso el día a día importa" ], "metadata": { "id": "3aB0iG319ukY" } }, { "cell_type": "code", "source": [ "rendimientos = datos.pct_change() #pct_change es una funcion que mide el cambio de datos respecto a la fila anterior\n", "rendimientos = rendimientos.dropna() #Borra las filas con datos inexistentes\n", "rendimientos_porc = round(rendimientos *100, 2) #Lo ponemos en base 1, para ser porcentuales\n", "rendimientos_porc.head()\n", "# Convertimos los números a TEXTO (string) y le sumamos el símbolo '%'\n", "tabla_final = rendimientos_porc.astype(str) + '%'\n", "\n", "tabla_final.head()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 237 }, "id": "Hy0Bh5cvJy1a", "outputId": "2eb09f8d-d938-4c89-9833-ec44bec5e06b" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Ticker AAPL MSFT NVDA SPY TSLA\n", "Date \n", "2023-01-04 1.03% -4.37% 3.03% 0.77% 5.12%\n", "2023-01-05 -1.06% -2.96% -3.28% -1.14% -2.9%\n", "2023-01-06 3.68% 1.18% 4.16% 2.29% 2.47%\n", "2023-01-09 0.41% 0.97% 5.18% -0.06% 5.93%\n", "2023-01-10 0.45% 0.76% 1.8% 0.7% -0.77%" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TickerAAPLMSFTNVDASPYTSLA
Date
2023-01-041.03%-4.37%3.03%0.77%5.12%
2023-01-05-1.06%-2.96%-3.28%-1.14%-2.9%
2023-01-063.68%1.18%4.16%2.29%2.47%
2023-01-090.41%0.97%5.18%-0.06%5.93%
2023-01-100.45%0.76%1.8%0.7%-0.77%
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "tabla_final", "summary": "{\n \"name\": \"tabla_final\",\n \"rows\": 249,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2023-01-04 00:00:00\",\n \"max\": \"2023-12-29 00:00:00\",\n \"num_unique_values\": 249,\n \"samples\": [\n \"2023-07-24 00:00:00\",\n \"2023-01-12 00:00:00\",\n \"2023-05-24 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AAPL\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 190,\n \"samples\": [\n \"-0.86%\",\n \"0.31%\",\n \"0.08%\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MSFT\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 207,\n \"samples\": [\n \"0.17%\",\n \"3.07%\",\n \"-1.4%\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NVDA\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 220,\n \"samples\": [\n \"-0.04%\",\n \"-2.77%\",\n \"24.37%\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SPY\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 164,\n \"samples\": [\n \"0.58%\",\n \"-1.39%\",\n \"-0.92%\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"TSLA\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 214,\n \"samples\": [\n \"-2.06%\",\n \"0.53%\",\n \"2.97%\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 40 } ] }, { "cell_type": "markdown", "source": [ "- **Si tu inversión cae -6% en un día, ¿vendes o aguantas?**" ], "metadata": { "id": "Bjbt7H9G9Dmf" } }, { "cell_type": "markdown", "source": [ "Todo esto está muy bien en porcentajes… vamos a traducirlo a algo que todos entendemos: dinero." ], "metadata": { "id": "c5Sh7dOe9-4w" } }, { "cell_type": "markdown", "source": [ "#**5. Impacto acumulado de una decisión de inversión**\n", "##¿Qué habría pasado con tu dinero?" ], "metadata": { "id": "DGpHgiNK-S4V" } }, { "cell_type": "markdown", "source": [ "Una de las preguntas clave en inversión es:\n", "\n", "> “Si hubiese invertido 10000 dólares el primer día… ¿cuánto valdría hoy?”\n", "\n", "Para ello usamos los rendimientos diarios (subidas y bajadas en %) y simulamos que el dinero se reinvierte cada día.\n", "\n", "Si empiezas con **10 000 dólares**, su evolución sería:\n", "\n", "| Día | Rendimiento | Factor | Valor |\n", "| ----- | ----------- | ------ | -------------------- |\n", "| Día 1 | +5% | 1.05 | 10000 × 1.05 = 10500 |\n", "| Día 2 | −2% | 0.98 | 10500 × 0.98 = 10290 |\n", "| Día 3 | +3% | 1.03 | 10290 × 1.03 = 10590 |\n" ], "metadata": { "id": "mr7pvJlSLUzv" } }, { "cell_type": "markdown", "source": [ "💡 Python nos permite convertir decisiones en simulaciones:\n", "cambiamos una variable (activo) y medimos el impacto (valor final)." ], "metadata": { "id": "Ow_SH_wUAuUx" } }, { "cell_type": "code", "source": [ "rentabilidad_acumulada = (1 + rendimientos).cumprod() #.cumprod() es la formula para el interes compuesto, los multiplica sucesivamente (no suma)\n", "\n", "rentabilidad_acumulada_cartera = 10000*(1 + rendimientos).cumprod() #Simplemente le ponemos el capital inicial\n", "\n", "rentabilidad_acumulada_cartera.plot(figsize=(12,6)) #La propia cartera tiene de columna el valor de la inversion y de fila la fecha\n", "plt.title(\"Crecimiento de 10000€ invertido\")\n", "plt.ylabel(\"Valor de la inversión\")\n", "plt.xlabel(\"Fecha\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 534 }, "id": "TW4gnimbKwOC", "outputId": "1b81cc11-6c7a-46ad-9f14-c8424d8e45cb" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "💡Este proceso es replicable: mañana puedo cambiar el año, los activos o el escenario y volver a decidir con datos. Así como hoy lo aplicamos a acciones.Pero esto mismo se usa para clientes, ventas, campañas o costes: medir impacto y comparar alternativas\n", "\n" ], "metadata": { "id": "p8A3hsyzAcJQ" } }, { "cell_type": "code", "source": [ "rentabilidad_final = rentabilidad_acumulada.iloc[-1]\n", "#iloc[-1] te da la última rentabilidad acumulada\n", "round(rentabilidad_final, 2) #Utilizamos round para redondear" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 272 }, "id": "cx3s2kdGK2mO", "outputId": "67b9802a-d0e9-4cde-e9f5-9ec3ccb11167" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Ticker\n", "AAPL 1.55\n", "MSFT 1.58\n", "NVDA 3.46\n", "SPY 1.27\n", "TSLA 2.30\n", "Name: 2023-12-29 00:00:00, dtype: float64" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
2023-12-29
Ticker
AAPL1.55
MSFT1.58
NVDA3.46
SPY1.27
TSLA2.30
\n", "

" ] }, "metadata": {}, "execution_count": 42 } ] }, { "cell_type": "markdown", "source": [ "#### Ha ganado más quien ha invertido en NVIDIA, multiplicando su inversión por 3,46 (convertiría 1€ en 3,46€)!" ], "metadata": { "id": "KLLbKHFCM2QU" } }, { "cell_type": "markdown", "source": [ "💡Con Python podemos convertir una hipótesis en una prueba en 30 segundos." ], "metadata": { "id": "w0diDMs_AMsZ" } }, { "cell_type": "markdown", "source": [ "# **6. ANALÍSIS DE RIESGOS**\n", "\n", "##Ganar más no significa tomar la mejor decisión" ], "metadata": { "id": "lEcPmr0LNw_c" } }, { "cell_type": "markdown", "source": [ "No todas las inversiones fluctuan de la misma manera. Algunas suben y bajan mucho, otras no tanto... Vamos a medir cuánto se mueve cada activo respecto a su comportamiento habitual, lo que es decir, su **variabilidad**\n", "\n", "> Más variación diaria = Más incertidumbre = Más riesgo\n", "\n", "En finanzas, el riesgo se mide con una idea muy simple:\n", "\n", "> **Cuánto varía una inversión en el tiempo**\n", "\n", "Si un activo hoy sube +5%, mañana −4% y pasado +6%, es más arriesgado que otro que siempre se mueve entre +0.5% y −0.5%.\n", "\n", "\n", "#### ¿Cómo se mide ese riesgo?\n", "\n", "Vamos a usar una medida llamada **volatilidad**.\n", "\n", "* La volatilidad es:\n", "\n", "La desviación estándar de los rendimientos diarios.\n", "\n", "* En términos normales:\n", "\n", " Mide cuánto se alejan las subidas y bajadas de lo “normal”.\n", "\n", "| Activo | Movimientos diarios | Riesgo |\n", "|-------|-------------------|-------|\n", "| Fondo SPY | pequeños cambios | bajo |\n", "| Tesla | subidas y caídas grandes | alto |" ], "metadata": { "id": "lj71h0_mORkq" } }, { "cell_type": "code", "source": [ "riesgo = rendimientos.std() * 100 #.std corresponde a Standard Deviation (Desviación estandar), para medir volatilidad\n", "riesgo" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 272 }, "id": "L0kOpN5FNQ2Y", "outputId": "dc727d78-6cae-4ea3-ba22-dcfbd73950c2" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Ticker\n", "AAPL 1.257004\n", "MSFT 1.582433\n", "NVDA 3.052478\n", "SPY 0.824686\n", "TSLA 3.316561\n", "dtype: float64" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0
Ticker
AAPL1.257004
MSFT1.582433
NVDA3.052478
SPY0.824686
TSLA3.316561
\n", "

" ] }, "metadata": {}, "execution_count": 43 } ] }, { "cell_type": "markdown", "source": [ "* **¿Cual es más arriesgada de comprar?**\n", "\n", "* **¿Coincide con lo que intuíamos al ver el gráfico?**\n", "\n" ], "metadata": { "id": "i7Sf6QpmPFji" } }, { "cell_type": "markdown", "source": [ "#**7. El mapa de las inversiones**\n", "\n", "##Riesgo vs Rentabilidad: el mapa real de nuestras decisiones\n", "\n", "¿Mereció la pena asumir más riesgo?\n", "\n", "Este es uno de los gráficos más importantes en finanzas. Hasta ahora hemos visto rentabilidad por un lado y riesgo por otro.\n", "\n", "Ahora vamos a juntarlo todo en un solo gráfico.\n", "\n", "![imagen](https://img.freepik.com/vector-premium/riesgo-rentabilidad-grafico-inversion_518018-2786.jpg)\n", "\n", "Lo que nos dice es:\n", "- Qué activos ganan más\n", "- Cuáles son más peligrosos\n", "\n", "La regla general es:\n", "> Más rentabilidad conlleva más riesgo\n", "\n", "Nvidia ofrece la mayor rentabilidad, pero también uno de los mayores riesgos.\n", "\n", "SPY es más estable, pero con menor retorno.\n", "\n", "La decisión depende del perfil." ], "metadata": { "id": "48sghYzEPP3K" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8,6))\n", "\n", "# Eje X = riesgo (volatilidad), Eje Y = rentabilidad_final\n", "# s = 1000 define el tamaño (size) de los puntos; los hace círculos grandes y visibles\n", "plt.scatter(riesgo, rentabilidad_final, s = 1000) #scatter hace referencia a la grafica de puntos\n", "\n", "for ticker in riesgo.index: #.index lo utilizamos para ver los nombres denro de el \"diccionario\" riesgo\n", " plt.text(riesgo[ticker], rentabilidad_final[ticker], ticker)\n", " # Colocamos el texto del ticker exactamente en sus coordenadas X e Y\n", "\n", "plt.xlabel(\"Riesgo (volatilidad)\")\n", "plt.ylabel(\"Rentabilidad\")\n", "plt.title(\"Riesgo vs Rentabilidad\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "W2ecAIncPJUp", "outputId": "b4e77f5a-e6f5-4242-e865-f7cb6b1d9547" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "* **Si tuvierais que recomendar una opción a un cliente conservador, ¿cuál elegiríais?**\n", "\n", " * **¿Y si fuera un cliente agresivo?**" ], "metadata": { "id": "k1bxvSPzEFq2" } }, { "cell_type": "markdown", "source": [ "Lo que acabamos de calcular con Python es esto:" ], "metadata": { "id": "Recwu56yEp6b" } }, { "cell_type": "markdown", "source": [ "![imagen](https://www.pimco.com/lat/es/-/media/global-assets/investment-strategies/bonds/pimco_bonds_esg_lat.webp?rev=144d3da641af495fb0bef07c14e55eda&h=1441&w=2560&la=es-419&hash=14E94DD4CB0A09513CFBE8B41D470207)" ], "metadata": { "id": "B6y4d-Bd60IQ" } }, { "cell_type": "markdown", "source": [ "# **8. Construcción de TU Cartera**\n", "\n", "##De elegir una acción a construir una estrategia\n", "\n", "Hasta ahora hemos comparado activos individuales.\n", "Pero en la vida real, nadie apuesta todo a una sola opción\n", "\n", "Vamos a crear una cartera que reparta el dinero entre varios activos con el objetivo de reducir riesgo." ], "metadata": { "id": "lr6e4NU_TTgw" } }, { "cell_type": "code", "source": [ "pesos = {\n", " \"AAPL\": 0.3,\n", " \"MSFT\": 0.2,\n", " \"SPY\": 0.0,\n", " \"TSLA\": 0.1,\n", " \"NVDA\": 0.4\n", "}\n", "\n", "cartera = rentabilidad_acumulada.multiply(pesos).sum(axis=1) #La libreria pandas busca automaticamente el nombre de cada activo\n", "#del diccionario \"pesos\" que coincida en \"rentabilidad_acumulada\" y lo suma todo (por columnas) en cartera" ], "metadata": { "id": "lq9xQptJTXUC" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,6)) #Tamaño de la figura (x =12, y=6)\n", "plt.plot(cartera, label=\"Cartera Diversificada\") #La linea de nuestra cartera, label seria su etiqueta\n", "plt.plot(rentabilidad_acumulada[\"TSLA\"], label=\"Solo Tesla\") #Lo mismo con tesla, siemrpe promediado\n", "\n", "plt.legend()#Muestra los labels\n", "plt.title(\"Diversificación vs Riesgo\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "CN5Qu2rHTWM7", "outputId": "446e2519-0e33-4488-9aad-be0e79b94cd4" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Rendimientos diarios\n", "rendimiento_tesla = rendimientos[\"TSLA\"]\n", "rendimiento_cartera = rendimientos.dot(pd.Series(pesos)) #.dot es un producto matricial que con los pesos de cada accion\n", "# y los rendimientos totales crea un \"Diccionario\" (no es como tal pero lo tomamos asi de momento) con los rendimientos diarios\n", "\n", "# Métricas anuales (x252 porque hay ~252 días de mercado)\n", "rent_tesla = rendimiento_tesla.mean() * 252 #Promedio diario multiplicado por los dias del año\n", "riesgo_tesla = rendimiento_tesla.std() * np.sqrt(252) #Riesgo = STD(anual)=(std(diaria)*252)^(1/2)\n", "sharpe_tesla = rent_tesla / riesgo_tesla #Ratio sharpe mide cuanto ganas por ud de riesgo que asumes\n", "\n", "rent_cartera = rendimiento_cartera.mean() * 252\n", "riesgo_cartera = rendimiento_cartera.std() * np.sqrt(252)\n", "sharpe_cartera = rent_cartera / riesgo_cartera\n", "\n", "print(\"=== SOLO TESLA ===\")\n", "print(\"Rentabilidad anual:\", round(rent_tesla * 100, 2), \"%\")\n", "print(\"Riesgo (volatilidad):\", round(riesgo_tesla * 100, 2), \"%\")\n", "print(\"Sharpe Ratio:\", round(sharpe_tesla, 2))\n", "\n", "print(\"\\n=== CARTERA DIVERSIFICADA ===\")\n", "print(\"Rentabilidad anual:\", round(rent_cartera * 100, 2), \"%\")\n", "print(\"Riesgo (volatilidad):\", round(riesgo_cartera * 100, 2), \"%\")\n", "print(\"Sharpe Ratio:\", round(sharpe_cartera, 2))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CWk-kmRrUite", "outputId": "229b3c44-51df-4bd2-fdd2-beb251a12507" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== SOLO TESLA ===\n", "Rentabilidad anual: 98.1 %\n", "Riesgo (volatilidad): 52.65 %\n", "Sharpe Ratio: 1.86\n", "\n", "=== CARTERA DIVERSIFICADA ===\n", "Rentabilidad anual: 56.92 %\n", "Riesgo (volatilidad): 20.05 %\n", "Sharpe Ratio: 2.84\n" ] } ] }, { "cell_type": "markdown", "source": [ "💡 Lo que acabamos de hacer en 10 minutos es lo que hacen los gestores profesionales para diseñar carteras. Python nos permite simular estrategias antes de arriesgar capital real" ], "metadata": { "id": "WWCP3JAkFq_5" } }, { "cell_type": "markdown", "source": [ "> Qué preferís vosotros?\n" ], "metadata": { "id": "CavM4CwIUmWF" } }, { "cell_type": "markdown", "source": [ "# **9. Ahora pensamos como gestores**\n", "\n", "##Por último, vamos a analizar nuestra cartera…\n", "\n", "\n", "\n", "Ya no analizamos acciones aisladas.\n", "\n", "Diseñamos una estrategia combinando activos con distintos pesos: **una cartera** \n", "\n", "\n", "Esto es exactamente lo que hacen:\n", "- Fondos de inversión\n", "- Gestores de patrimonios\n", "- Bancos privados\n", "\n", "Nuestro objetivo es responder a estas preguntas:\n", "\n", "| Pregunta | Qué significa |\n", "|--------|----------------|\n", "| ¿Cuánto gana mi cartera? | Rentabilidad |\n", "| ¿Cuánto riesgo tiene? | Volatilidad |\n", "| ¿Compensa el riesgo? | Sharpe Ratio |\n", "\n", "Vamos a calcular estas métricas usando datos reales de mercado.\n" ], "metadata": { "id": "BBXTTS90TqLk" } }, { "cell_type": "code", "source": [ "# Calculamos el rendimiento diario de la cartera\n", "rendimiento_cartera = 0\n", "\n", "for ticker in pesos:\n", " rendimiento_cartera += rendimientos[ticker] * pesos[ticker]\n", "\n", "# Rentabilidad anual\n", "rentabilidad_anual = rendimiento_cartera.mean() * 252 # Se elige 252 como constante de los días de bolsa al año.\n", "\n", "# Riesgo anual (volatilidad)\n", "riesgo_anual = rendimiento_cartera.std() * np.sqrt(252)\n", "\n", "# Sharpe Ratio ;\n", "sharpe = rentabilidad_anual / riesgo_anual #Se asume que la tasa libre de riesgo es 0\n", "\n", "print(\"=== CARTERA ===\")\n", "print(\"Rentabilidad anual:\", round(rentabilidad_anual * 100, 2), \"%\")\n", "print(\"Riesgo:\", round(riesgo_anual * 100, 2), \"%\")\n", "print(\"Sharpe Ratio:\", round(sharpe, 2))\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tVpMhW3jT4c3", "outputId": "76098e50-4891-43a9-f949-ecca8c96100c" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== CARTERA ===\n", "Rentabilidad anual: 56.92 %\n", "Riesgo: 20.05 %\n", "Sharpe Ratio: 2.84\n" ] } ] }, { "cell_type": "markdown", "source": [ "💡Lo potente de Python es que podemos cambiar los pesos en segundos y simular nuevas estrategias antes de invertir dinero real." ], "metadata": { "id": "e9y1FvQyGgU9" } }, { "cell_type": "markdown", "source": [ "**En lugar de apostar, estamos diseñando.\n", "Y eso es la diferencia entre intuición y estrategia.**" ], "metadata": { "id": "jI5b0QxyGs2p" } }, { "cell_type": "markdown", "source": [ "Para cerrar, hoy no hemos aprendido simplemente a usar Python.\n", "Hoy hemos hecho algo que en empresa es fundamental:\n", "cuestionar la intuición y validar con datos.\n", "\n", "Hemos visto que:\n", "\n", "- La rentabilidad sin contexto puede engañar.\n", "\n", "- El riesgo importa tanto como el beneficio.\n", "- Y que una buena estrategia no es apostar, es diseñar.\n", "\n", "Esperamos que hoy os llevéis no solo herramientas técnicas,\n", "sino una nueva forma de pensar las decisiones.\n", "\n", "Python no es el objetivo.\n", "Es el medio para pensar mejor.\n", "\n", "Deseamos que salgáis de aquí con curiosidad, con ganas de experimentar\n", "y con la sensación de que estas herramientas están a vuestro alcance." ], "metadata": { "id": "AAcx4Q6oHEPm" } }, { "cell_type": "markdown", "source": [ "#**¡Muchas gracias por venir a este evento!**" ], "metadata": { "id": "p8xSpcAuGz2U" } } ] }