{ "cells": [ { "cell_type": "markdown", "id": "237f2937", "metadata": {}, "source": [ "# Beta learning" ] }, { "cell_type": "markdown", "id": "39a641c0", "metadata": {}, "source": [ "## Get packages and JPMaQS data" ] }, { "cell_type": "markdown", "id": "f1384d6f", "metadata": {}, "source": [ "The notebook is structured to illustrate the concepts discussed in the post [\"How “beta learning” improves macro trading strategies\"](https://macrosynergy.com/research/how-beta-learning-improves-macro-trading-strategies/) on the Macrosynergy website. The main objective is to demonstrate how macro beta estimation and \"beta learning\" can enhance the robustness of macro trading strategies, particularly through the example of an emerging market FX carry strategy.\n", "\n", "The notebook is organized into the following main sections:\n", "\n", "- __Get Packages and JPMaQS Data:__ This section is dedicated to installing and importing the necessary Python packages for the analysis. It includes standard Python libraries like pandas and seaborn, as well as the [`scikit-learn`](https://scikit-learn.org/stable/) package and the specialized [`macrosynergy`](https://github.com/macrosynergy/macrosynergy) package. The notebook relies heavily on the [`macrosynergy learning`](https://github.com/macrosynergy/macrosynergy/tree/develop/macrosynergy/learning) sub-package. Additionally, this part of the notebook does preliminary data exploration - it looks at missing categories in the dataset, starting years of time series, and blacklists periods of official exchange rate targets, illiquidity, or convertibility-related distortions in FX markets, which can significantly impact the behavior of currency markets. \n", "\n", "- __Estimating and evaluating beta:__ In this part, the notebook applies a statistical learning process that considers selected statistical models and hyperparameters and sequentially picks the optimal model to estimate betas for positions in the following months. The process follows three main steps:\n", " - _setting the rules of a sequential learning process_ regarding the models and hyperparameters considered, the cross-validation splitters, and the criterion for model selections.\n", " - _apply learning to expanding samples of panels of target and benchmark returns_. This means we review the model choice periodically and estimate the beta for a subsequent out-of-sample period prior to the next re-estimation date. \n", " - _adjust target returns_ for the influence of the hedging basket based on the learned betas.\n", "\n", "In particular, the three learning approaches in the notebook are:\n", "\n", "- __Learning with single-frequency OLS and LAD regressions__,\n", "- __Learning with dual-frequency optimal regression combinations__ (averaging daily and weekly regression estimates) and\n", "- __Learning with separate correlation and volatility estimators__ (estimating the correlation and volatility of the betas separately, allowing for different lookback periods of these two estimated parameters) \n", "\n", "Lastly, we create a hedged real carry strategy and demonstrate its outperformance of the unhedged equivalent:\n", "\n", "- __Beta application: hedged real carry strategy:__ this part calculates the performance of emerging markets FX forward returns and carries before and after hedging using estimated betas and, most crucially, evaluates various signals, using principals outlined in the post [\"Evaluating macro trading signals in three simple steps\"](https://macrosynergy.com/research/evaluating-macro-trading-signals-in-three-simple-steps/). This analysis is implemented in three steps: \n", " - _Panel correlation_: Analyze the relationship between macro signals and subsequent returns.\n", " - _Accuracy and correlation robustness_: Assess the robustness of macro signals predictions.\n", " - _Naive PnL analysis_: Calculate naive profit and loss series by taking positions according to normalized signals, rebalancing monthly. " ] }, { "cell_type": "markdown", "id": "853d08a8", "metadata": {}, "source": [ "This notebook primarily relies on the standard packages available in the Python data science stack. However, the `macrosynergy` package is additionally required for two purposes:\n", "\n", "- Downloading JPMaQS data: The macrosynergy package facilitates the retrieval of JPMaQS data used in the notebook. \n", "\n", "- For analyzing quantamental data and value propositions: The macrosynergy package provides functionality for performing quick analyses of quantamental data and exploring value propositions. The new subpackage [macrosynergy.learning](https://docs.macrosynergy.com/macrosynergy/learning/index.html) integrates the `macrosynergy` package and associated JPMaQS data with the widely-used `scikit-learn` library and is used extensively in this notebook. \n", "\n", "For detailed information and a comprehensive understanding of the macrosynergy package and its functionalities, please refer to the [“Introduction to Macrosynergy package”](https://academy.macrosynergy.com/academy/Introductions/Introduction%20to%20Macrosynergy%20package/_build/html/Introduction%20to%20Macrosynergy%20package.php) notebook on the Macrosynergy Quantamental Academy." ] }, { "cell_type": "code", "execution_count": 16, "id": "721671c4-8cf2-4d26-84b6-21afc62a068b", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import math\n", "\n", "import macrosynergy.management as msm\n", "import macrosynergy.panel as msp\n", "import macrosynergy.signal as mss\n", "import macrosynergy.pnl as msn\n", "import macrosynergy.learning as msl\n", "import macrosynergy.visuals as msv\n", "\n", "from macrosynergy.download import JPMaQSDownload\n", "\n", "from sklearn.ensemble import VotingRegressor\n", "\n", "import scipy.stats as stats\n", "\n", "from timeit import default_timer as timer\n", "from datetime import timedelta, date, datetime\n", "\n", "import warnings\n", "\n", "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "markdown", "id": "8c7452ed", "metadata": {}, "source": [ "For convenience, we organize the required cross-sections into specific lists. This notebook specifically utilizes the list `cids_emfx`, which includes emerging market FX currencies, excluding `SGD` due to the lack of data." ] }, { "cell_type": "code", "execution_count": 17, "id": "0d785584-ab6a-4e08-a1aa-247beb869e93", "metadata": {}, "outputs": [], "source": [ "# Cross-sections of interest\n", "\n", "cids_dm = [\n", " \"AUD\",\n", " \"CAD\",\n", " \"CHF\",\n", " \"EUR\",\n", " \"GBP\",\n", " \"JPY\",\n", " \"NOK\",\n", " \"NZD\",\n", " \"SEK\",\n", " \"USD\",\n", "] # DM currency areas\n", "cids_latm = [\"BRL\", \"COP\", \"CLP\", \"MXN\", \"PEN\"] # Latam countries\n", "cids_emea = [\"CZK\", \"HUF\", \"ILS\", \"PLN\", \"RON\", \"RUB\", \"TRY\", \"ZAR\"] # EMEA countries\n", "cids_emas = [\n", " \"IDR\",\n", " \"INR\",\n", " \"KRW\",\n", " \"MYR\",\n", " \"PHP\",\n", " \"SGD\",\n", " \"THB\",\n", " \"TWD\",\n", "] # EM Asia countries\n", "cids_em = cids_latm + cids_emea + cids_emas\n", "cids = sorted(cids_dm + cids_em)\n", "\n", "# FX-specific cross sections\n", "\n", "cids_nofx = [\n", " \"EUR\",\n", " \"USD\",\n", " \"SGD\",\n", "] # not small or suitable for this analysis for lack of data\n", "cids_fx = list(set(cids) - set(cids_nofx))\n", "cids_emfx = list(set(cids_em).intersection(cids_fx))" ] }, { "cell_type": "markdown", "id": "e394c3b1", "metadata": {}, "source": [ "JPMaQS indicators are conveniently grouped into six main categories: Economic Trends, Macroeconomic balance sheets, Financial conditions, Shocks and risk measures, Stylized trading factors, and Generic returns. Each indicator has a separate page with notes, description, availability, statistical measures, and timelines for main currencies. The description of each JPMaQS category is available under the [Macro quantamental academy](https://macrosynergy.com/academy/quantamental-indicators-on-jpmaqs/). For tickers used in this notebook see [FX forward returns](https://macrosynergy.com/academy/notebooks/fx-forward-returns/), [FX forward betas](https://macrosynergy.com/academy/notebooks/fx-forward-betas/), [FX forward carry](https://macrosynergy.com/academy/notebooks/fx-forward-carry/), [FX tradeability and flexibility](https://macrosynergy.com/academy/notebooks/fx-tradeability-and-flexibility/), [Directional risk basket returns](https://macrosynergy.com/academy/notebooks/directional-risk-basket-returns/), and [Equity index future returns](https://macrosynergy.com/academy/notebooks/equity-index-future-returns/)" ] }, { "cell_type": "code", "execution_count": 18, "id": "a617445a-0c68-4fa3-af91-c1e301025965", "metadata": {}, "outputs": [], "source": [ "# Categories of interest\n", "\n", "main = [\"FXXR_NSA\", \"FXXRHvGDRB_NSA\"] # FX forward return, % of notional: dominant cross / against USD and Return on FX forward, hedged against market direction risk\n", "econ = []\n", "xtra = [\n", " \"FXXRBETAvGDRB_NSA\", # FX forward return beta with respect to a global directional risk basket.\n", " \"FXCRR_NSA\", # Nominal forward-implied carry vs. dominant cross: % ar\n", " \"FXTARGETED_NSA\", # Exchange rate target dummy\n", " \"FXUNTRADABLE_NSA\", # FX untradability dummy\n", "] # related market categories\n", "\n", "xcats = main + econ + xtra\n", "\n", "xtix = [\n", " \"GLB_DRBXR_NSA\", # cross-asset directional risk basket return (GLB)\n", " \"GLB_DRBCRR_NSA\", # cross-asset basket carry (GLB)\n", " \"GEQ_DRBXR_NSA\", # equity index future basket return (GEQ)\n", " \"GEQ_DRBCRR_NSA\", # equity index future basket carry (GEQ)\n", " \"USD_EQXR_NSA\", # USD equity index future return\n", " \"USD_EQCRR_NSA\", # USD equity index future carry\n", "]" ] }, { "cell_type": "markdown", "id": "eb91aba7", "metadata": {}, "source": [ "The `JPMaQS` indicators we consider are downloaded using the J.P. Morgan Dataquery API interface within the `macrosynergy` package. This is done by specifying *ticker strings*, formed by appending an indicator category code `` to a currency area code ``. These constitute the main part of a full quantamental indicator ticker, taking the form `DB(JPMAQS,_,)`, where `` denotes the time series of information for the given cross-section and category. \n", "\n", "The following types of information are available:\n", "\n", "* `value` giving the latest available values for the indicator\n", "* `eop_lag` referring to days elapsed since the end of the observation period\n", "* `mop_lag` referring to the number of days elapsed since the mean observation period\n", "* `grade` denoting a grade of the observation, giving a metric of real time information quality.\n", "\n", "After instantiating the `JPMaQSDownload` class within the `macrosynergy.download` module, one can use the `download(tickers, start_date, metrics)` method to obtain the data. Here `tickers` is an array of ticker strings, `start_date` is the first release date to be considered and `metrics` denotes the types of information requested." ] }, { "cell_type": "code", "execution_count": null, "id": "513ff46f-0f27-4220-84a7-2e83cff99e35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum number of tickers is 192\n" ] } ], "source": [ "# Download series from J.P. Morgan DataQuery by tickers\n", "\n", "start_date = \"1995-01-01\"\n", "tickers = [cid + \"_\" + xcat for cid in cids for xcat in xcats] + xtix\n", "print(f\"Maximum number of tickers is {len(tickers)}\")\n", "\n", "# Retrieve credentials\n", "\n", "client_id: str = os.getenv(\"DQ_CLIENT_ID\")\n", "client_secret: str = os.getenv(\"DQ_CLIENT_SECRET\")\n", "\n", "# Download from DataQuery\n", "\n", "with JPMaQSDownload(client_id=client_id, client_secret=client_secret) as downloader:\n", " start = timer()\n", " assert downloader.check_connection()\n", " df = downloader.download(\n", " tickers=tickers,\n", " start_date=start_date,\n", " metrics=[\"value\"],\n", " suppress_warning=True,\n", " show_progress=True,\n", " )\n", " end = timer()\n", "\n", "dfx = df.copy()\n", "\n", "print(\"Download time from DQ: \" + str(timedelta(seconds=end - start)))" ] }, { "cell_type": "markdown", "id": "368d2665-68d2-4ace-9bba-37122c843c36", "metadata": {}, "source": [ "## Availability and blacklisting" ] }, { "cell_type": "markdown", "id": "9f66dae5", "metadata": {}, "source": [ "### Availability" ] }, { "cell_type": "markdown", "id": "94a17cf9", "metadata": {}, "source": [ "It is essential to assess data availability before conducting any analysis. It allows for the identification of any potential gaps or limitations in the dataset, which can impact the validity and reliability of analysis, ensure that a sufficient number of observations for each selected category and cross-section is available, and determine the appropriate periods for analysis. \n", "\n", "The [`missing_in_df()`](https://academy.macrosynergy.com/academy/Introductions/Introduction%20to%20Macrosynergy%20package/_build/html/Introduction%20to%20Macrosynergy%20package.php#detect-missing-categories-or-cross-sections-with-missing-in-df) function in `macrosynergy.management` allows the user to quickly check whether or not all requested categories have been downloaded." ] }, { "cell_type": "code", "execution_count": 20, "id": "3c48e826-67df-4936-a043-8a77c79ea963", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No missing XCATs across DataFrame.\n", "Missing cids for FXCRR_NSA: []\n", "Missing cids for FXTARGETED_NSA: []\n", "Missing cids for FXUNTRADABLE_NSA: []\n", "Missing cids for FXXRBETAvGDRB_NSA: []\n", "Missing cids for FXXRHvGDRB_NSA: []\n", "Missing cids for FXXR_NSA: []\n" ] } ], "source": [ "cids_exp = cids_fx # cids expected in category panels\n", "msm.missing_in_df(dfx, xcats=xcats, cids=cids_exp)" ] }, { "cell_type": "markdown", "id": "ac0fd8a9", "metadata": {}, "source": [ "The [`check_availability()`](https://academy.macrosynergy.com/academy/Introductions/Introduction%20to%20Macrosynergy%20package/_build/html/Introduction%20to%20Macrosynergy%20package.php#view-available-data-history-with-check-availability) function in `macrosynergy.management` displays the start dates from which each category is available for each requested country, as well as missing dates or unavailable series." ] }, { "cell_type": "code", "execution_count": 21, "id": "b199010c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "msm.check_availability(df, xcats=xcats, cids=cids, missing_recent=False)" ] }, { "cell_type": "code", "execution_count": 22, "id": "b3ab86e0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cidx = [\"GLB\", \"GEQ\"]\n", "msm.check_availability(\n", " df,\n", " xcats=[\"DRBXR_NSA\", \"DRBCRR_NSA\"],\n", " cids=cidx,\n", " missing_recent=False,\n", " start_size=(6, 4),\n", ")" ] }, { "cell_type": "markdown", "id": "7f88e107", "metadata": {}, "source": [ "### Blacklisting" ] }, { "cell_type": "markdown", "id": "b95976c9", "metadata": {}, "source": [ "Identifying and isolating periods of official exchange rate targets, illiquidity, or convertibility-related distortions in FX markets is the first step in creating an FX trading strategy. These periods can significantly impact the behavior and dynamics of currency markets, and failing to account for them can lead to inaccurate or misleading findings. The [`make_blacklist()`](https://academy.macrosynergy.com/academy/Introductions/Introduction%20to%20Macrosynergy%20package/_build/html/Introduction%20to%20Macrosynergy%20package.php#exclude-series-sections-with-make-blacklist) helper function creates a standardized dictionary of blacklist periods:" ] }, { "cell_type": "code", "execution_count": 23, "id": "92942792", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'BRL': (Timestamp('2012-12-03 00:00:00'), Timestamp('2013-09-30 00:00:00')),\n", " 'CHF': (Timestamp('2011-10-03 00:00:00'), Timestamp('2015-01-30 00:00:00')),\n", " 'CZK': (Timestamp('2014-01-01 00:00:00'), Timestamp('2017-07-31 00:00:00')),\n", " 'ILS': (Timestamp('1999-01-01 00:00:00'), Timestamp('2005-12-30 00:00:00')),\n", " 'INR': (Timestamp('1999-01-01 00:00:00'), Timestamp('2004-12-31 00:00:00')),\n", " 'MYR_1': (Timestamp('1999-01-01 00:00:00'), Timestamp('2007-11-30 00:00:00')),\n", " 'MYR_2': (Timestamp('2018-07-02 00:00:00'), Timestamp('2024-10-30 00:00:00')),\n", " 'PEN': (Timestamp('2021-07-01 00:00:00'), Timestamp('2021-07-30 00:00:00')),\n", " 'RON': (Timestamp('1999-01-01 00:00:00'), Timestamp('2005-11-30 00:00:00')),\n", " 'RUB_1': (Timestamp('1999-01-01 00:00:00'), Timestamp('2005-11-30 00:00:00')),\n", " 'RUB_2': (Timestamp('2022-02-01 00:00:00'), Timestamp('2024-10-30 00:00:00')),\n", " 'SGD': (Timestamp('1999-01-01 00:00:00'), Timestamp('2024-10-30 00:00:00')),\n", " 'THB': (Timestamp('2007-01-01 00:00:00'), Timestamp('2008-11-28 00:00:00')),\n", " 'TRY_1': (Timestamp('1999-01-01 00:00:00'), Timestamp('2003-09-30 00:00:00')),\n", " 'TRY_2': (Timestamp('2020-01-01 00:00:00'), Timestamp('2024-07-31 00:00:00'))}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfb = df[df[\"xcat\"].isin([\"FXTARGETED_NSA\", \"FXUNTRADABLE_NSA\"])].loc[\n", " :, [\"cid\", \"xcat\", \"real_date\", \"value\"]\n", "]\n", "dfba = (\n", " dfb.groupby([\"cid\", \"real_date\"])\n", " .aggregate(value=pd.NamedAgg(column=\"value\", aggfunc=\"max\"))\n", " .reset_index()\n", ")\n", "dfba[\"xcat\"] = \"FXBLACK\"\n", "fxblack = msp.make_blacklist(dfba, \"FXBLACK\")\n", "fxblack" ] }, { "cell_type": "markdown", "id": "bebd983e", "metadata": {}, "source": [ "# Estimating beta with statistical learning" ] }, { "cell_type": "markdown", "id": "41fe26e9", "metadata": {}, "source": [ "In order to fascilitate beta learning, we follow the broad learning process outlined in the post [Signal optimization basics](https://macrosynergy.com/research/optimal-signals/). This entails using cross-validation at each estimation date for both model and hyperparameter selection, storing out-of-sample quantities (generally predictions but in this case, out-of-sample hedged returns) and consuming these samples to form a larger training set. " ] }, { "cell_type": "markdown", "id": "0064a719", "metadata": {}, "source": [ "## Cross-validation splitters" ] }, { "cell_type": "markdown", "id": "8942cea8", "metadata": {}, "source": [ "Below, we've created a basic toy dataset to illustrate the cross-validation splitters that are used in this post." ] }, { "cell_type": "code", "execution_count": 24, "id": "b433cfa9", "metadata": {}, "outputs": [], "source": [ "Xy_long = msm.categories_df(\n", " df=dfx,\n", " xcats=[\"FXCRR_NSA\", \"FXXR_NSA\"],\n", " cids=cids,\n", " lag=1,\n", " xcat_aggs=[\"mean\", \"sum\"],\n", " start=\"1999-01-01\",\n", ").dropna()\n", "\n", "X = Xy_long.iloc[:, 0].to_frame()\n", "y = Xy_long.iloc[:, 1]" ] }, { "cell_type": "markdown", "id": "15060a85", "metadata": {}, "source": [ "The `ExpandingFrequencyPanelSplit()` class in the `macrosynergy.learning` subpackage is a new cross-validation splitter that we provide, which acts similarly to the existing `ExpandingIncrementPanelSplit()` class. Instead of specifying the number of training intervals and the number of subsequent out-of-sample test samples, an expansion frequency (`expansion_freq`) and the frequency for the subsequent test expansion (`test_freq`) is specified. The initial training set is governed by the `min_cids` and `min_periods` parameters: it is the smallest set such that at least `min_cids` cross-sections comprise `min_periods` training samples, in units of the underlying dataset frequency. In the example toy dataset, this would be monthly. " ] }, { "cell_type": "code", "execution_count": 26, "id": "284885fa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frequency_splitter = msl.ExpandingFrequencyPanelSplit(\n", " expansion_freq=\"Y\", test_freq=\"Y\", min_cids=1, min_periods=12 * 4\n", ")\n", "frequency_splitter.visualise_splits(X, y)" ] }, { "cell_type": "markdown", "id": "122bf84b", "metadata": {}, "source": [ "For hyperparameter and model selection, we use the `ExpandingKFoldPanelSplit()` sequential splitter for cross-validation. The [ExpandingKFoldPanelSplit](https://github.com/macrosynergy/macrosynergy/blob/develop/macrosynergy/learning/panel_time_series_split.py#L332) class allows instantiating panel splitters where a fixed number of splits is implemented, but temporally adjacent panel training sets always precede test sets chronologically and where the time span of the training sets increases with the implied date of the train-test split. It is equivalent to `scikit-learn’s` [TimeSeriesSplit](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html) but adapted for panels." ] }, { "cell_type": "code", "execution_count": 27, "id": "9149612c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "expanding_kfold_splitter = msl.ExpandingKFoldPanelSplit()\n", "expanding_kfold_splitter.visualise_splits(X, y)" ] }, { "cell_type": "markdown", "id": "2e05ad9c", "metadata": {}, "source": [ "## Learning with single-frequency OLS and quantile regressions" ] }, { "cell_type": "markdown", "id": "1d50ba72", "metadata": {}, "source": [ "The first learning approach is learning with single-frequency OLS and quantile regressions. We principally apply the statistical learning process to the 20-currency panel from 1999 to 2024, subject to tradability and exchange rate flexibility as tracked by quantamental system dummies. The start date of the sample reflects the introduction of the euro and of reliable data on the tradability of many EM FX forward markets. The number of tradable cross-sections broadened in the 2000s, implying an imbalanced panel. The minimum requirement for the learning process has been set at 12 months of data. Betas are being re-estimated every quarter.\n", "\n", "We consider two standard regression models for estimating betas: \n", "\n", "- a least squares regression and \n", "- a least absolute deviation regression (quantile regression for median, LAD). \n", "\n", "The hyperparameters are the frequency of the returns used for estimation (daily or weekly) and the lookback periods, which are either working days (21, 63, 126, 252, 504, or 756), i.e., approximately between one month and three years, or weeks (24, 48, 96, or 144)." ] }, { "cell_type": "code", "execution_count": 28, "id": "70d82d43", "metadata": {}, "outputs": [], "source": [ "# Models and hyperparameters\n", "\n", "models = {\n", " \"LR_ROLL\": msl.LinearRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False\n", " ),\n", " \"LAD_ROLL\": msl.LADRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False\n", " ),\n", "}\n", "\n", "grid = {\n", " \"LR_ROLL\": [\n", " {\"roll\": [21, 21 * 3, 21 * 6, 21 * 12, 21 * 24, 21 * 36], \"data_freq\": [\"unadjusted\"]},\n", " {\"roll\": [4 * 6, 4 * 12, 4 * 24, 4 * 36], \"data_freq\": [\"W\"]},\n", " ],\n", " \"LAD_ROLL\": [\n", " {\"roll\": [21, 21 * 3, 21 * 6, 21 * 12, 21 * 24, 21 * 36], \"data_freq\": [\"unadjusted\"]},\n", " {\"roll\": [4 * 6, 4 * 12, 4 * 24, 4 * 36], \"data_freq\": [\"W\"]},\n", " ],\n", "}" ] }, { "cell_type": "markdown", "id": "0557d5e2", "metadata": {}, "source": [ "The criterion for optimizing models and hyperparameters `eval_score` is the negative of the mean absolute correlation of returns with the benchmark, i.e., the global directional risk basket return. `msl.neg_mean_abs_corr` is a custom sklearn scorer for beta estimation to return the negative mean absolute correlation between benchmark returns and computed hedged returns over a panel, based on estimated beta for each cross-section, with mean taken over the cross-sections." ] }, { "cell_type": "code", "execution_count": 29, "id": "356df059", "metadata": {}, "outputs": [], "source": [ "# Cross-validation splitter and evaluation score\n", "\n", "inner_splitter = {\"ExpandingKFold\": msl.ExpandingKFoldPanelSplit(n_splits=5)}\n", "eval_score = {\"neg_mean_abs_corr\": msl.neg_mean_abs_corr}" ] }, { "cell_type": "code", "execution_count": 30, "id": "ebcc65f7", "metadata": {}, "outputs": [], "source": [ "dfxx = dfx[dfx['real_date'] >= '1999-01-01']" ] }, { "cell_type": "markdown", "id": "37996146", "metadata": {}, "source": [ "Here we instantiate the class `BetaEstimator`. The class estimates betas with seemingly unrelated linear regression (SUR) sequentially with expanding panel data windows. Statistical learning determines the model and hyperparameter choices sequentially using a given performance metric. Cross-sectional betas and out-of-sample \"hedged\" returns are stored in quantamental dataframes." ] }, { "cell_type": "code", "execution_count": 31, "id": "349a7e90", "metadata": {}, "outputs": [], "source": [ "# Class instantiation\n", "\n", "cidx = cids_emfx\n", "be = msl.BetaEstimator(\n", " df=dfxx, xcats=\"FXXR_NSA\", cids=cidx, benchmark_return=\"GLB_DRBXR_NSA\"\n", ")" ] }, { "cell_type": "markdown", "id": "ba9d30cf", "metadata": {}, "source": [ "The `estimate_beta()` function produces betas and hedged returns by learning using the `models` and `grid` dictionaries specified above, the `ExpandingKFoldPanelSplit` as `inner_splitter` and `eval_score` as the scorer." ] }, { "cell_type": "code", "execution_count": 32, "id": "96275bd4-f19d-474e-be11-689aa7448e2c", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "01de922b34bb465c830f0b5c03c05d9a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "be.models_heatmap(\n", " name=\"BETAvGDRB_OQR\",\n", " title=\"Models heatmap for beta estimation, single-frequency method\",\n", " cap=10,\n", " figsize=(18, 6),\n", ")" ] }, { "cell_type": "markdown", "id": "149f5cde", "metadata": {}, "source": [ "## Learning with dual-frequency optimal regression combinations" ] }, { "cell_type": "markdown", "id": "a88cb6cc", "metadata": {}, "source": [ "The second learning process always averages daily and weekly regression estimates. This approach reflects that these two frequencies have complementary advantages for beta estimation and, hence, should plausibly be considered together. The advantage of the daily frequency is a greater number of observations over time and the ability to use short lookbacks. The advantage of the weekly frequency is less distortion from “time-zone effects”: FX forwards trade liquidly at different hours and, hence, some have only a short overlap with the risk basket assets on any given day.\n", "\n", "Again, we consider two standard regression models for estimating betas: a least squares regression and a least absolute deviation regression. In this setting, the frequency is not a hyperparameter, as both types estimate beta based on daily and weekly returns. For each frequency, the learning process selects lookback periods as hyperparameters from the same range of values as for the single-frequency estimates. Cross-validation rules and optimization criterion are the same.\n", "\n", "Here we employ `VotingRegressor`, a special method that combines multiple regression models and overperforms the individual models as its estimators. " ] }, { "cell_type": "code", "execution_count": 35, "id": "ecd8e735", "metadata": {}, "outputs": [], "source": [ "models = {\n", " \"LR_VOTE\": VotingRegressor(\n", " [\n", " (\n", " \"LR1\",\n", " msl.LinearRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False, data_freq=\"unadjusted\"\n", " ),\n", " ),\n", " (\n", " \"LR2\",\n", " msl.LinearRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False, data_freq=\"W\"\n", " ),\n", " ),\n", " ]\n", " ),\n", " \"LAD_VOTE\": VotingRegressor(\n", " [\n", " (\n", " \"LAD1\",\n", " msl.LADRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False, data_freq=\"unadjusted\"\n", " ),\n", " ),\n", " (\n", " \"LAD2\",\n", " msl.LADRegressionSystem(\n", " min_xs_samples=21, fit_intercept=True, positive=False, data_freq=\"W\"\n", " ),\n", " ),\n", " ]\n", " ),\n", "}\n", "\n", "grid = {\n", " \"LR_VOTE\": {\n", " \"LR1__roll\": [21, 21 * 3, 21 * 6, 21 * 12, 21 * 24, 21 * 36],\n", " \"LR2__roll\": [4 * 6, 4 * 12, 4 * 24, 4 * 36],\n", " },\n", " \"LAD_VOTE\": {\n", " \"LAD1__roll\": [21, 21 * 3, 21 * 6, 21 * 12, 21 * 24, 21 * 36],\n", " \"LAD2__roll\": [4 * 6, 4 * 12, 4 * 24, 4 * 36],\n", " },\n", "}" ] }, { "cell_type": "markdown", "id": "8fe0e449", "metadata": {}, "source": [ "As for the the first approach, the `estimate_beta` function produces betas and hedged returns by learning using the `models` and `grid` dictionaries specified in the cell above, the `ExpandingKFoldPanelSplit` as `inner_splitter` and `eval_score` as scorer (The criterion for optimizing models and hyperparameters is the negative of the mean absolute correlation of returns with the benchmark, i.e., the global directional risk basket return, specified above). " ] }, { "cell_type": "code", "execution_count": 36, "id": "720e359e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fcea3cd86fa1436c8a1412ec0f3ac731", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "be.models_heatmap(\n", " name=\"BETAvGDRB_DF\",\n", " title=\"Models heatmap for beta estimation, dual-frequency method\",\n", " cap=10,\n", " figsize=(18, 6),\n", ")" ] }, { "cell_type": "markdown", "id": "137e9453", "metadata": {}, "source": [ "## Learning with separate correlation and volatility estimators" ] }, { "cell_type": "markdown", "id": "4f436a5f", "metadata": {}, "source": [ "The third learning approach estimates the correlation and volatility of the betas separately, allowing for different lookback periods of these two estimated parameters. The idea behind this approach is that the volatility ratios are more subject to short-term (market conditions), while correlation is more a matter of long-term structural features, such as dependence on capital inflows. \n", "\n", "We use here our custom predictor class `CorrelationVolatilitySystem` written specifically to estimate betas for financial contracts with respect to a benchmark return series. Since an estimated beta can be decomposed into correlation and volatility components, this class aims to estimate these separately, allowing for different lookbacks and weighting schemes for both components. \n", "\n", "The hyperparameters of the volatility ratio estimates are the return frequency (daily and weekly), the time-weighting (simple rolling or exponential moving averages), and the lookback, which is between 5 days and 1 year for daily and between 4 weeks and 1 year for the weekly frequency. The hyperparameters for the correlation are the frequency (daily and weekly), the correlation type (Pearson and Spearman), and the lookback, which is which is between 1 and 5 years." ] }, { "cell_type": "code", "execution_count": 38, "id": "ae2d98d6", "metadata": {}, "outputs": [], "source": [ "models = {\n", " \"CORRVOL\": msl.CorrelationVolatilitySystem(\n", " min_xs_samples=21,\n", " ),\n", "}\n", "grid = {\n", " \"CORRVOL\": [\n", " {\n", " \"correlation_lookback\": [\n", " 21 * 12,\n", " 21 * 12 * 2,\n", " 21 * 12 * 5,\n", " ],\n", " \"correlation_type\": [\"pearson\", \"spearman\"],\n", " \"volatility_lookback\": [5, 10, 21, 21 * 3, 21 * 6, 21 * 12],\n", " \"volatility_window_type\": [\"exponential\", \"rolling\"],\n", " \"data_freq\": [\"unadjusted\"],\n", " },\n", " {\n", " \"correlation_lookback\": [4 * 12, 4 * 12 * 2, 4 * 12 * 5],\n", " \"correlation_type\": [\"pearson\", \"spearman\"],\n", " \"volatility_lookback\": [4, 4 * 3, 4 * 6, 4 * 12],\n", " \"volatility_window_type\": [\"exponential\", \"rolling\"],\n", " \"data_freq\": [\"W\"],\n", " },\n", " ]\n", "}" ] }, { "cell_type": "markdown", "id": "dbc9e74e", "metadata": {}, "source": [ "As for the the first two approaches, the `estimate_beta()` function produces betas and hedged returns by learning using the `models` and `grid` dictionaries specified in the cell above, the `ExpandingKFoldPanelSplit` as `inner_splitter` and `eval_score` as the scorer." ] }, { "cell_type": "code", "execution_count": 39, "id": "19b2e386", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8e361d70937f42888d611994c2f9da28", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "be.models_heatmap(\n", " name=\"BETAvGDRB_CV\",\n", " title=\"Models heatmap for beta estimation, separate correlation and volatility estimators\",\n", " cap=10,\n", " figsize=(7, 8),\n", ")" ] }, { "cell_type": "markdown", "id": "fc034a73", "metadata": {}, "source": [ "# Beta evaluation" ] }, { "cell_type": "markdown", "id": "4724f5f2", "metadata": {}, "source": [ "Estimated betas and out-of-sample hedged returns derived from beta estimation processes are collected in a temporary dataframe and then concatenated with the main dataframe." ] }, { "cell_type": "code", "execution_count": 41, "id": "f88f73f5-fe6b-4da7-9336-cb7c7ae4614b", "metadata": {}, "outputs": [], "source": [ "dfa = be.get_betas()\n", "dfx = msm.update_df(dfx, dfa)\n", "\n", "dfa = be.get_hedged_returns()\n", "dfx = msm.update_df(dfx, dfa)" ] }, { "cell_type": "markdown", "id": "6e68e7aa", "metadata": {}, "source": [ "The macrosynergy package provides two useful functions, [`view_ranges()`](https://macrosynergy.com/academy/notebooks/introduction-to-macrosynergy-package/#visualize-panel-distributions-with-view-ranges) and [`view_timelines()`](https://macrosynergy.com/academy/notebooks/introduction-to-macrosynergy-package/#visualize-panel-time-series-with-view-timelines). \n", "The former displays a barplot that focuses on means and standard deviations of one or more categories across sections for a given sample period (in the plot below for the estimated beta ranges for EM FX forwards since 1999, single -frequency regression learning)\n", "\n", "The latter facilitates convenient data visualization for selected indicators and cross-sections plotting time series of selected beta estimates for selected cross-sections." ] }, { "cell_type": "code", "execution_count": 42, "id": "18c57454", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cidx = cids_emfx\n", "sdate = \"1999-01-01\"\n", "\n", "msp.view_ranges(\n", " dfx,\n", " xcats=[\"BETAvGDRB_OQR\"],\n", " cids=cidx,\n", " start=sdate,\n", " sort_cids_by=\"mean\",\n", " title=\"Estimated beta ranges for EM FX forwards since 1999, single-frequency regression learning\",\n", " size=(12, 6),\n", " kind=\"box\",\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "0a2a4338", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cidx = cids_emfx\n", "sdate = \"2000-01-01\"\n", "\n", "msp.view_ranges(\n", " dfx,\n", " xcats=[\"BETAvGDRB_OQR\", \"BETAvGDRB_DF\", \"BETAvGDRB_CV\"],\n", " cids=cidx,\n", " start=sdate,\n", " sort_cids_by=\"mean\",\n", " kind=\"box\",\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "0f4e1b23-9f2f-4199-a6bb-becc755073e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cidx = cids_emfx\n", "sdate = \"2000-01-01\"\n", "\n", "msp.view_timelines(\n", " df=dfx,\n", " xcats=[\"BETAvGDRB_OQR\", \"BETAvGDRB_DF\", \"BETAvGDRB_CV\"],\n", " cids=cidx,\n", " start=sdate,\n", " cumsum=False,\n", " ncol=4,\n", " aspect=1.4,\n", " same_y=True,\n", " title=\"Beta estimates based on different types of learning methods\",\n", " title_fontsize=24,\n", " xcat_labels=[\n", " \"single frequency\",\n", " \"dual frequency\",\n", " \"correlation-vol separation\",\n", " ],\n", ")" ] }, { "cell_type": "markdown", "id": "4a4f0f13", "metadata": {}, "source": [ "`evaluate_hedged_returns()` returns a table of average absolute correlations between the benchmark return and the computed hedged returns within the class instance, over all cross-sections in the panel. Additionally, the correlation table displays the same results for the unhedged return specified in the class instance for comparison purposes." ] }, { "cell_type": "code", "execution_count": 45, "id": "9c0fddee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 1.56 s\n" ] }, { "data": { "text/html": [ "
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pearson
benchmark returnreturn categoryfrequency
GLB_DRBXR_NSAFXXRHvGDRB_OQRM0.137630
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FXXRHvGDRB_CVM0.130178
FXXR_NSAM0.396710
\n", "
" ], "text/plain": [ " pearson\n", "benchmark return return category frequency \n", "GLB_DRBXR_NSA FXXRHvGDRB_OQR M 0.137630\n", " FXXRHvGDRB_DF M 0.136645\n", " FXXRHvGDRB_CV M 0.130178\n", " FXXR_NSA M 0.396710" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "be.evaluate_hedged_returns(\n", " correlation_types=[\"pearson\"],\n", " freqs=[\"M\"],\n", " cids=cids_emfx,\n", " start=\"1999-01-01\",\n", " blacklist=fxblack,\n", ")" ] }, { "cell_type": "markdown", "id": "9f5d1774", "metadata": {}, "source": [ "# Beta application: hedged real carry strategy" ] }, { "cell_type": "markdown", "id": "9f917e80", "metadata": {}, "source": [ "## Signal creation and review" ] }, { "cell_type": "markdown", "id": "5fefd074", "metadata": {}, "source": [ "The cell below calculates the performance emerging markets FX forward returns and carries before and after hedging using the learning methods employed above.\n" ] }, { "cell_type": "code", "execution_count": 46, "id": "b33bf467", "metadata": {}, "outputs": [], "source": [ "# Hedged real carry calculation\n", "\n", "cidx = cids_emfx\n", "calcs = [\n", " \"FXCRRW = FXCRR_NSA.clip(-15, 15)\", # for winsorizing\n", " # calculate (winsorized) hedged FX carry, OLS vs LAD\n", " \"FXCRRHvGDRB_OQR = FXCRR_NSA - BETAvGDRB_OQR * iGLB_DRBCRR_NSA \",\n", " \"FXCRRHvGDRB_OQRW = FXCRRHvGDRB_OQR.clip(-15, 15)\",\n", " # calculate (winsorized) hedged FX carry, dual frequency\n", " \"FXCRRHvGDRB_DF = FXCRR_NSA - BETAvGDRB_DF * iGLB_DRBCRR_NSA \",\n", " \"FXCRRHvGDRB_DFW = FXCRRHvGDRB_DF.clip(-15, 15)\",\n", " # calculate (winsorized) hedged FX carry, separate correlation and volatility estimation\n", " \"FXCRRHvGDRB_CV = FXCRR_NSA - BETAvGDRB_CV * iGLB_DRBCRR_NSA \",\n", " \"FXCRRHvGDRB_CVW = FXCRRHvGDRB_CV.clip(-15, 15)\",\n", " # blacklist return series\n", " \"FXXR_NSABL = FXXR_NSA\",\n", " \"FXXRHvGDRB_OQRBL = FXXRHvGDRB_OQR\",\n", " \"FXXRHvGDRB_DFBL = FXXRHvGDRB_DF\",\n", " \"FXXRHvGDRB_CVBL = FXXRHvGDRB_CV\",\n", "]\n", "\n", "dfa = msp.panel_calculator(dfx, calcs=calcs, cids=cidx, blacklist=fxblack)\n", "dfx = msm.update_df(dfx, dfa)" ] }, { "cell_type": "code", "execution_count": null, "id": "8ae3ad66", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABrAAAAYTCAYAAAC7WnhnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACX