{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dollar-Cost Averaging vs. Buy-and-Hold\n", "Over the past two weeks, I wrote about some practical financial-related issues: choosing a mobile phone plan and optimising your bank account. These topics got me interested in financial management. I revisited some investing strategies that I considered over the years and chose one to analyse in greater depth: dollar-cost averaging (DCA). In this post, I investigate the returns from using DCA to invest in the Straits Times Index (STI), and compare it against a simple buy-and-hold strategy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import required modules\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import random\n", "import scipy.stats as ss\n", "import seaborn.apionly as sns\n", "import warnings\n", "\n", "%matplotlib inline\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dollar-Cost Averaging?\n", "Dollar-cost averaging (DCA) is a simplistic technique for investing in the stock market. It involves investing a fixed dollar amount, like \\$100, at intervals during a period of time. [POSB's Invest-Saver](https://www.posb.com.sg/personal/investments/investing-in-funds/invest-saver) provides you with the ability to do just that: you can set a fixed amount to invest every month, and POSB will put that money into the Nikko AM STI Exchange-Traded Fund (ETF) on a monthly basis. \n", " \n", "DCA sounds simple enough. However, is the simplicity worth your money? The alternative, which is on the far end of the spectrum in terms of the number of trades but is equally simple, is the buy-and-hold strategy. The idea is to buy an index and hold it over the long term. \n", " \n", "In this post, we compare the returns from DCA and buy-and-hold using simulations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulation Strategy\n", "My objective is to get a large number of possible outcomes from using DCA and buy-and-hold on the STI over a long time frame. This will give us two **distributions** of returns - one each for DCA and one for buy-and-hold. We can then compare them to decide which is the better strategy. For the purposes of this study, let's define a \"large number\" as 10,000, and a \"long time frame\" as 10 years. \n", " \n", "## The STI\n", "We need to simulate 10,000 runs of the STI over a period of 10 years. Conceptually, we can think of it as 10,000 parallel universes where the STI in each one moves in a different, random way from all others. To do so, we use the historical distribution of monthly STI data to draw 120 random \"monthly returns\" per run. Thus, we need to fit a probability distribution to the monthly returns. From the graph below, it appears that the appropriate distribution to fit to the data is a normal distribution. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import Straits Times Index data\n", "sti = pd.read_csv('sti.csv')\n", "\n", "# Convert date format\n", "sti.Date = sti.Date.astype('datetime64')\n", "\n", "# Compute monthly returns\n", "sti['returns'] = sti.Close.pct_change(1)\n", "\n", "# Remove missing entries\n", "sti.dropna(axis = 0, inplace = True)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the graphs below, the orange line represents the density of the true monthly returns, while the dark blue line represents the density of the fitted distribution. We see that the fitted distribution is far from perfect. It implies more gains and losses of approximately 7.5% to 10% than history suggests, fewer gains and losses of 20% and beyond, and way fewer uneventful months. To obtain a distribution that allows us to better model the \"normal\" economy, I scale the standard deviation by 75% until the central part of the fitted density resembled the historical density." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit a normal distribution to monthly returns\n", "mu, std = ss.norm.fit(sti.returns)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED\n", "\n", "# Adjust standard deviation\n", "std_new = std * 0.75\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation: DCA vs. Buy-and-hold\n", "Now, we run 10,000 simulations of DCA and buy-and-hold with the following assumptions: \n", " \n", "* Contribution of \\$100 a month for 10 years (120 months)\n", "* Starting STI price of \\$3.124\n", "* Dividends of 2.00% are paid annually and **not** reinvested\n", " " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Configure no. of simulations\n", "SIMULATIONS = 10000\n", "DCA_SPEND = 100\n", "DCA_INVEST = 99\n", "BAH_SPEND = DCA_SPEND * 120\n", "BAH_INVEST = DCA_INVEST * 120\n", "CURRENT_STI_PRICE = 3.124\n", "\n", "# Initialise data frame for results\n", "dca = pd.DataFrame()\n", "bah = pd.DataFrame()\n", "\n", "# Initialise simulation names\n", "sim_names = ['sim' + str(x) for x in range(SIMULATIONS)]\n", "\n", "# Perform independent simulations\n", "np.random.seed(1)\n", "for k in range(SIMULATIONS):\n", " \n", " # Simulate 10 years of stock price progression using monthly returns\n", " stock_returns = np.cumproduct(1 + np.array([0] + list(ss.norm.rvs(mu, std_new, 119))))\n", " stock_prices = stock_returns * CURRENT_STI_PRICE\n", " \n", " # Calculate number of stocks in portfolio from investing INVEST_AMT each month\n", " stock_amts = np.cumsum(DCA_INVEST / stock_prices)\n", " \n", " # Calculate portfolio values\n", " dca_values = stock_amts * stock_prices * 1.02\n", " bah_values = stock_returns * BAH_INVEST * 1.02\n", "\n", " # Append to results data frame\n", " dca['sim' + str(k)] = dca_values\n", " bah['sim' + str(k)] = bah_values" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[-- RESULTS OF DCA --]\n", "Upper : 1.75%\n", "Mean : 1.69%\n", "Lower : 1.63%\n" ] } ], "source": [ "# Calculate statistics\n", "dca['means'] = dca[sim_names].mean(axis = 1)\n", "dca['medians'] = dca[sim_names].median(axis = 1)\n", "dca['sd'] = dca[sim_names].std(axis = 1)\n", "dca['lower_ci'] = dca.medians - 1.96 * dca.sd / np.sqrt(SIMULATIONS)\n", "dca['upper_ci'] = dca.medians + 1.96 * dca.sd / np.sqrt(SIMULATIONS)\n", "\n", "# Shortlist simulations with less than $25,000 ending sum - for plotting purposes only\n", "random.seed(123)\n", "plot_sims = random.sample(list(dca[sim_names].columns), 100)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED\n", "\n", "# Function to calculate annualised return\n", "def calc_annret(x, principal):\n", " \n", " return ((x / principal) ** (1/10) - 1)*100\n", "\n", "# Calculate annualised returns\n", "ann_rets = calc_annret(dca[sim_names].iloc[-1], 120*DCA_SPEND)\n", "\n", "# Calculate statistics\n", "ret_mean = np.mean(ann_rets)\n", "ret_std = np.std(ann_rets)\n", "ret_lower_ci = ret_mean - ret_std * 1.96 / np.sqrt(10000)\n", "ret_upper_ci = ret_mean + ret_std * 1.96 / np.sqrt(10000)\n", "\n", "# Print\n", "print('[-- RESULTS OF DCA --]')\n", "print('Upper : ' + str(round(ret_upper_ci, 2)) + '%')\n", "print('Mean : ' + str(round(ret_mean, 2)) + '%')\n", "print('Lower : ' + str(round(ret_lower_ci, 2)) + '%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the graph above, the orange lines represent 100 of the 10,000 random runs of the STI. The blue line represents the mean portfolio value at each point in time. The dotted red lines above and below the blue line (barely visible) jointly represent the 95% confidence interval of portfolio value at each point in time. The graphs are plotted with the exact same features and colours. \n", " \n", "Now, plotting the same graph and calculate the same statistics for the buy-and-hold strategy:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[-- RESULTS OF BUY-AND-HOLD --]\n", "Upper : 2.93%\n", "Mean : 2.82%\n", "Lower : 2.72%\n" ] } ], "source": [ "# Calculate statistics\n", "bah['means'] = bah[sim_names].mean(axis = 1)\n", "bah['medians'] = bah[sim_names].median(axis = 1)\n", "bah['sd'] = bah[sim_names].std(axis = 1)\n", "bah['lower_ci'] = bah.medians - 1.96 * bah.sd / np.sqrt(SIMULATIONS)\n", "bah['upper_ci'] = bah.medians + 1.96 * bah.sd / np.sqrt(SIMULATIONS)\n", "\n", "# Shortlist simulations with less than $25,000 ending sum - for plotting purposes only\n", "random.seed(123)\n", "plot_sims = random.sample(list(bah[sim_names].columns), 100)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED\n", "\n", "# Calculate annualised returns\n", "ann_rets = calc_annret(bah[sim_names].iloc[-1], BAH_SPEND)\n", "\n", "# Calculate statistics\n", "ret_mean = np.mean(ann_rets)\n", "ret_std = np.std(ann_rets)\n", "ret_lower_ci = ret_mean - ret_std * 1.96 / np.sqrt(10000)\n", "ret_upper_ci = ret_mean + ret_std * 1.96 / np.sqrt(10000)\n", "\n", "# Print\n", "print('[-- RESULTS OF BUY-AND-HOLD --]')\n", "print('Upper : ' + str(round(ret_upper_ci, 2)) + '%')\n", "print('Mean : ' + str(round(ret_mean, 2)) + '%')\n", "print('Lower : ' + str(round(ret_lower_ci, 2)) + '%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary on DCA vs. Buy-and-Hold Simulation\n", "The results are summarised in the table below: \n", " \n", "| Strategy | Mean Annual Returns | 95% CI | SD of Outcomes |\n", "|-----------------------|---------------------|---------------|-----------|\n", "| Dollar-Cost Averaging | 1.69% | 1.63% - 1.75% | 3.14% |\n", "| Buy-and-Hold | 2.82% | 2.72% - 2.93% | 5.38% | \n", " \n", "Clearly, buy-and-hold is the wiser choice. Note that the standard deviation (SD) in the table represents volatility across the separate simulations. It suggests that DCA will produce more similar results under random conditions. **It does not imply lower volatility**, because the underlying asset in both strategies was the same (the STI)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation: DCA vs. Buy-and-Hold with Lower Costs\n", "In the earlier simulations, we assumed that we invested \\$100 a month with a fee of \\$1.00 per transaction. However, costs would be different if we invested a larger sum because banks charge a lower commission for bigger trades. To measure the effect of transaction costs, we run the simulation again, assuming that we invest \\$6,000 a month for DCA instead. The transaction fee is \\$10.27, which amounts to 0.17%. This figure of \\$10.27 is not arbitrary. It is the actual transaction cost from a trade worth \\$6,000 executed through a DBS Vickers Cash Upfront trading account: Singapore's only cash account that enables you to **retain ownership of the assets you purchase** while providing the lowest trading fees." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Configure no. of simulations\n", "SIMULATIONS = 10000\n", "DCA_SPEND = 6000\n", "DCA_INVEST = 6000-10.27\n", "BAH_SPEND = DCA_SPEND * 120\n", "BAH_INVEST = DCA_INVEST * 120\n", "CURRENT_STI_PRICE = 3.124\n", "\n", "# Initialise data frame for results\n", "dca = pd.DataFrame()\n", "bah = pd.DataFrame()\n", "\n", "# Initialise simulation names\n", "sim_names = ['sim' + str(x) for x in range(SIMULATIONS)]\n", "\n", "# Perform independent simulations\n", "np.random.seed(1)\n", "for k in range(SIMULATIONS):\n", " \n", " # Simulate 10 years of stock price progression using monthly returns\n", " stock_returns = np.cumproduct(1 + np.array([0] + list(ss.norm.rvs(mu, std_new, 119))))\n", " stock_prices = stock_returns * CURRENT_STI_PRICE\n", " \n", " # Calculate number of stocks in portfolio from investing INVEST_AMT each month\n", " stock_amts = np.cumsum(DCA_INVEST / stock_prices)\n", " \n", " # Calculate portfolio values\n", " dca_values = stock_amts * stock_prices * 1.02\n", " bah_values = stock_returns * BAH_INVEST * 1.02\n", "\n", " # Append to results data frame\n", " dca['sim' + str(k)] = dca_values\n", " bah['sim' + str(k)] = bah_values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[-- RESULTS OF DCA --]\n", "Upper : 1.84%\n", "Mean : 1.78%\n", "Lower : 1.71%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[-- RESULTS OF BUY-AND-HOLD --]\n", "Upper : 3.01%\n", "Mean : 2.91%\n", "Lower : 2.8%\n" ] } ], "source": [ "# Calculate statistics\n", "dca['means'] = dca[sim_names].mean(axis = 1)\n", "dca['medians'] = dca[sim_names].median(axis = 1)\n", "dca['sd'] = dca[sim_names].std(axis = 1)\n", "dca['lower_ci'] = dca.medians - 1.96 * dca.sd / np.sqrt(SIMULATIONS)\n", "dca['upper_ci'] = dca.medians + 1.96 * dca.sd / np.sqrt(SIMULATIONS)\n", "\n", "# Shortlist simulations with less than $25,000 ending sum - for plotting purposes only\n", "random.seed(123)\n", "plot_sims = random.sample(list(dca[sim_names].columns), 100)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED\n", "\n", "# Function to calculate annualised return\n", "def calc_annret(x, principal):\n", " \n", " return ((x / principal) ** (1/10) - 1)*100\n", "\n", "# Calculate annualised returns\n", "ann_rets = calc_annret(dca[sim_names].iloc[-1], 120*DCA_SPEND)\n", "\n", "# Calculate statistics\n", "ret_mean = np.mean(ann_rets)\n", "ret_std = np.std(ann_rets)\n", "ret_lower_ci = ret_mean - ret_std * 1.96 / np.sqrt(10000)\n", "ret_upper_ci = ret_mean + ret_std * 1.96 / np.sqrt(10000)\n", "\n", "# Print\n", "print('[-- RESULTS OF DCA --]')\n", "print('Upper : ' + str(round(ret_upper_ci, 2)) + '%')\n", "print('Mean : ' + str(round(ret_mean, 2)) + '%')\n", "print('Lower : ' + str(round(ret_lower_ci, 2)) + '%')\n", "\n", "# Calculate statistics\n", "bah['means'] = bah[sim_names].mean(axis = 1)\n", "bah['medians'] = bah[sim_names].median(axis = 1)\n", "bah['sd'] = bah[sim_names].std(axis = 1)\n", "bah['lower_ci'] = bah.medians - 1.96 * bah.sd / np.sqrt(SIMULATIONS)\n", "bah['upper_ci'] = bah.medians + 1.96 * bah.sd / np.sqrt(SIMULATIONS)\n", "\n", "# Shortlist simulations with less than $25,000 ending sum - for plotting purposes only\n", "random.seed(123)\n", "plot_sims = random.sample(list(bah[sim_names].columns), 100)\n", "\n", "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED\n", "\n", "# Calculate annualised returns\n", "ann_rets = calc_annret(bah[sim_names].iloc[-1], BAH_SPEND)\n", "\n", "# Calculate statistics\n", "ret_mean = np.mean(ann_rets)\n", "ret_std = np.std(ann_rets)\n", "ret_lower_ci = ret_mean - ret_std * 1.96 / np.sqrt(10000)\n", "ret_upper_ci = ret_mean + ret_std * 1.96 / np.sqrt(10000)\n", "\n", "# Print\n", "print('[-- RESULTS OF BUY-AND-HOLD --]')\n", "print('Upper : ' + str(round(ret_upper_ci, 2)) + '%')\n", "print('Mean : ' + str(round(ret_mean, 2)) + '%')\n", "print('Lower : ' + str(round(ret_lower_ci, 2)) + '%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary on Low-Cost DCA vs. Buy-and-Hold Simulation\n", "The results are summarised in the table below: \n", " \n", "| Strategy | Transaction Costs | Mean Annual Returns | 95% CI | SD of Outcomes |\n", "|-----------------------|-------------------|---------------------|---------------|-----------|\n", "| Dollar-Cost Averaging | High | 1.69% | 1.63% - 1.75% | 3.14% |\n", "| Dollar-Cost Averaging | Low | 1.78% | 1.71% - 1.84% | 3.14% |\n", "| Buy-and-Hold | High | 2.82% | 2.72% - 2.93% | 5.38% |\n", "| Buy-and-Hold | Low | 2.91% | 2.80% - 3.01% | 5.38% | \n", " \n", "The difference in the mean annualised return for the low-cost and \"high-cost\" trading strategies for both DCA and buy-and-hold was 0.09%. which translates to a difference of **0.10% per annum after compounding**. It might not sound like a lot, but, 0.10% is approximately **twice** the base interest on most Singapore bank accounts. This tells us that investing a bigger sum to cut transaction costs has a relatively big impact on our returns. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion [TLDR]\n", " \n", "### Go for Buy-and-Hold\n", "It is clear: the buy-and-hold strategy delivers higher returns. Hence, don't bother investing in the POSB Invest-Saver. Just open a stock trading account and buy the Nikko AM STI ETF yourself. \n", " \n", "### Invest a Lump Sum\n", "Executing one big trade is much more worthwhile than executing many smaller ones. This is because you avoid racking up a large sum in transaction costs that chip away at your profits.\n", " \n", "### Optimise Your Savings\n", "Note how the mean annualised returns of 2.91% per annum (without dividend reinvestment) for the lump sum buy-and-hold strategy are similar to the returns guaranteed on a MayBank SaveUp account. Although the SaveUp account removes the possibility of earning a fortune if you're lucky, it also insulates you against losing a fortune if you're not so lucky. As a highly risk-averse investor, I would pick the more certain option: MayBank, and the associated shoe-leather costs of maintaining the transactions." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }