Like many people this year, I have been caught in the storm of AI developments. As an individual who has spent most of their career at the intersection of data science and finance, I’ve been fortunate to have worked on many projects combining copious amounts of financial data with the relatively novel evolution in computing power and the algorithms that come along with it. Which is why when I first heard of Chat-GPT I was a little more than intrigued.
I’m sure you’ve heard of it, most people have probably used it to some degree. But seemingly overnight Open-AI had created and made available the most advanced piece of Artificial Intelligence for public use to date. Obviously, my first thought was … when will this take my job … so … I tried it out.
I was, like everyone else, shocked at how well it was able to gather information and perform tasks sequentially.
So I decided to take it a step further and see how well it would do in a financial setting- specifically valuation.
I was again, quite impressed, and also motivated to make this post.
I am obviously not the first person to write about, or even provide an example similar to this. But from what I can see in the traditional finance industry few participants really appreciate the implications of what this technology can do. So below I will try and demonstrate.
What follows are all the actual prompts and responses (good and bad) for an analysis and valuation of Apple’s stock (AAPL) for year end 2019.
All Chat-GPT responses are in blue text-boxes.
Let’s do it!
Actually hold on…
This post is fairly long and I feel like it needs to be… but I also understand the kids these days don’t like that. (Ironically, I’m the most guilty of this, as at work I literally have a TLDR slack channel that uses Chat-GPT to summarize relevant content for me).
So here is what you need to know:
While I did need to prompt it to do specific tasks, I never had to directly prompt what was needed to perform any of the calculations or supply any of the data… It completed the entire report in just over 15 prompts.
I’ll stress that the focus here isn’t about trying to create a great valuation model (the model below is relatively simple), but rather demonstrate what is currently possible using Chat-GPT as a tool and where we are headed as an industry. The technology not only exists, but this is the worst it will ever be. Within the coming years I’m sure there will be an influx of products that effectively aim at reproducing what I am showing here but with a higher degree of complexity and accuracy.
Now feel free to skim the rest… I won’t judge.
Input: You are a fundamental equity analyst, with the task of determining a fair market value for Apple’s Stock (AAPL) as of December 31 2019. Use only real data that is available.
As of my last update in September 2021, I don’t have real-time or post-2021 data. However, I can help you analyze Apple’s stock (AAPL) based on financial metrics available up to that point, focusing on the situation as of December 31, 2019.
There are various ways to value a stock such as discounted cash flow (DCF), price-to-earnings (P/E) multiple, and comparable company analysis. For simplicity, let’s use the P/E multiple.
The P/E ratio is a simple yet effective valuation measure. The P/E ratio for the S&P 500 at the end of 2019 was about 24. However, it’s worth noting that Apple’s P/E ratio has typically been higher than that of the market due to its strong brand, consistent profitability, and growth potential.
Given Apple’s stronger-than-average financial metrics, using a P/E of 25 could be reasonable.
Using the EPS of $11.97 for fiscal year 2019:
Fair Market Value per share = EPS * P/E
= $11.97 * 25
= $299.25
Growth Prospects: Apple has a robust ecosystem that includes the iPhone, iPads, MacBooks, Apple Watch, and a growing services segment that includes the App Store, Apple Music, and Apple TV+. Its growth prospects should be considered.
Risks: Competition from other tech giants, supply chain disruptions, and regulatory challenges are significant risks that could impact the valuation.
Market Conditions: General market conditions, investor sentiment, and interest rates can all have an effect on Apple’s stock price.
Dividends and Share Buybacks: Apple has a history of returning capital to shareholders through dividends and share buybacks, which should also be factored into any comprehensive valuation analysis.
This analysis is rather simplified and should not replace professional financial advice. Always perform your own due diligence and consider multiple valuation methods when analyzing stocks.
We get off to a pretty decent start. Almost right away Chat-GPT is able to come up with a valuation using a multiple it deemed appropriate (25x trailing earnings). For reference at the time AAPL was trading at around $293. But how did it do on pulling the Data Overview Metrics?
Not a bad start…
The difference in dividend brings us to our first issue and a bit of a theme (at least in this post)… it’s hard to know exactly where the information comes from.
Another theme you will notice through this post is my prompts specifically asking it to use “actual” or “non-hypothetical” information. In my first go around doing this it loved giving hypothetical values to show how it “would calculate x” without actually providing the inputs.
Let’s keep going
Input: Okay, let’s start with a DCF analysis. First let’s determine Apples cost of capital for December 31 2019 (do not use hypothetical information)
The Discounted Cash Flow (DCF) analysis is a widely used valuation method that estimates the intrinsic value of a company by projecting its future cash flows and discounting them back to present value using a discount rate. One of the most crucial steps in a DCF analysis is determining the appropriate discount rate, often referred to as the “Weighted Average Cost of Capital” (WACC).
WACC is calculated as a weighted average of the cost of equity and the cost of debt, taking into account the tax shield on interest payments. The formula is:
\[ \text{WACC} = \left( \frac{E}{V} \times r_{e} \right) + \left( \frac{D}{V} \times r_{d} \times (1 - T_c) \right) \]
Market Value of Equity (E): Apple’s market cap was about $1.3 trillion as of the end of 2019.
Market Value of Debt (D): Apple’s long-term debt was around $93.8 billion as of the end of 2019.
Cost of Equity (\(r_{e}\)): One common approach to estimating the cost of equity is the Capital Asset Pricing Model (CAPM), which can be represented as \(r_{e} = R_f + \beta (R_m - R_f)\).
Cost of Debt (\(r_{d}\)): The yield to maturity on Apple’s long-term debt can be used as the cost of debt. This was approximately 3.0% at the end of 2019.
Corporate Tax Rate (\(T_c\)): The U.S. federal corporate income tax rate was 21% in 2019.
Cost of Equity:
\(r_{e} = 1.92\% + 1.24 \times
6\%\)
\(r_{e} = 1.92\% + 7.44\%\)
\(r_{e} = 9.36\%\)
After-Tax Cost of Debt:
\(r_{d} \times (1 - T_c) = 3.0\% \times (1 -
0.21)\)
\(r_{d} \times (1 - T_c) = 3.0\% \times
0.79\)
\(r_{d} \times (1 - T_c) =
2.37\%\)
Total Market Value:
\(V = E + D\)
\(V = \$1,300,000 million + \$93,800
million\)
\(V = \$1,393,800 million\)
Weights of Equity and Debt:
\(\frac{E}{V} = \frac{1,300,000}{1,393,800}
\approx 0.9326\)
\(\frac{D}{V} = \frac{93,800}{1,393,800}
\approx 0.0674\)
WACC:
\(WACC = (0.9326 \times 9.36\%) + (0.0674
\times 2.37\%)\)
\(WACC = 8.73\% + 0.16\%\)
\(WACC = 8.89\%\)
Based on these calculations, Apple’s Weighted Average Cost of Capital (WACC) as of December 31, 2019, would be approximately 8.89%.
Please note that these calculations are approximate and should be considered as part of a more comprehensive financial analysis. Always consult with financial advisers or experts for more accurate and personalized advice.
Alright let’s dig into this a bit. Obviously this is a pretty simplified WACC and it’s far from perfect but I also don’t think wildly far off… WACCs are hard… even for humans.
The good news:
The less good news:
In general though, I don’t think we are too far off. Are there better ways to derive a WACC, absolutely. Does more complexity necessarily mean better, no. Did a piece of AI just complete one of the more nuanced processes in valuation in under 10 seconds with a fair degree of accuracy… yes.
Moving on…
Input: Okay, now determine Apple’s average revenue growth for 2015-2019
To calculate the average revenue growth rate, we need the revenue figures for each year from 2015 to 2019. The Compound Annual Growth Rate (CAGR) formula can be a useful tool for determining the average growth rate over multiple years. The formula for CAGR is:
\[ \text{CAGR} = \left( \frac{\text{Ending Value}}{\text{Beginning Value}} \right)^{\frac{1}{\text{Number of Years}}} - 1 \]
Here are Apple’s revenues for the fiscal years 2015 to 2019, as per publicly available financial statements up to 2021:
Using the CAGR formula:
\[ \text{CAGR} = \left( \frac{$260.17 \text{ billion}}{$233.72 \text{ billion}} \right)^{\frac{1}{4}} - 1 \] \[ \text{CAGR} = \left( 1.1132 \right)^{0.25} - 1 \] \[ \text{CAGR} = 1.0271 - 1 \] \[ \text{CAGR} = 0.0271 \text{ or } 2.71\% \]
Based on these calculations, Apple’s average revenue growth rate from 2015 to 2019 was approximately 2.71% per year. Note that this is a simplified calculation and does not take into account many other factors that could influence the growth rate. Always consider multiple variables and consult various sources when conducting financial analysis.
Full discloure, I actually wanted the average of yearly revenue growth over the period, and I should have been more specific (user error) but CAGR works fine too. In terms of data accuracy, if you refer to Chart 1 you will see everything looks good.
Input: Now determine Apples average operating margin over the same period (do not use hypotheticals)
Operating margin is a measure of profitability that looks at how well a company generates profits from its operations, before accounting for interest and taxes. The formula for operating margin is:
\[ \text{Operating Margin} = \frac{\text{Operating Income}}{\text{Revenue}} \times 100 \]
Here are Apple’s operating incomes and revenues for the fiscal years 2015 to 2019 based on publicly available financial statements as of my last training data up to September 2021:
To find the average operating margin over this period, we simply add each year’s operating margin and divide by the number of years:
\[ \text{Average Operating Margin} = \frac{30.48\% + 27.84\% + 26.76\% + 26.69\% + 24.57\%}{5} \] \[ \text{Average Operating Margin} = \frac{136.34\%}{5} = 27.27\% \]
So, based on these calculations, Apple’s average operating margin for the years 2015 to 2019 was approximately 27.27%.
This Calculation was fairly straight forward and you can see from the 2019 income statement the data looks good too. 2015 and 2016 Operating Income is not shown in the 2019 report but I did verify those figures as well.
Input: Okay, now find apples net working capital for the same period, again do not use hypothetical information
Net Working Capital is a measure of a company’s operational liquidity and is calculated as:
\[ \text{Net Working Capital} = \text{Current Assets} - \text{Current Liabilities} \]
Here are Apple’s Current Assets and Current Liabilities for the fiscal years 2015 to 2019, based on publicly available financial statements:
Net Working Capital for Apple for each of these years is as follows: - 2015: $47.84 billion - 2016: $27.85 billion - 2017: $27.83 billion - 2018: $15.63 billion - 2019: $57.10 billion
These values can be used for further financial analysis, including in Discounted Cash Flow (DCF) models to understand the company’s cash requirements and liquidity position.
If you head back to Chart 2 on the balance sheet you will see the Current Assets and Liabilities are correct. I did also verify them for the other three years as well.
Input: Now express these as a percentage of sales for the same period and find the average
Net Working Capital as a percentage of sales is calculated as:
\[ \text{Net Working Capital as % of Sales} = \left( \frac{\text{Net Working Capital}}{\text{Revenue}} \right) \times 100 \]
Here’s how to find the Net Working Capital as a percentage of sales for Apple for each of the years 2015 to 2019:
To find the average over these years, we sum these percentages and divide by the number of years:
\[ \text{Average Net Working Capital as \% of Sales} = \frac{20.47\% + 12.91\% + 12.14\% + 5.89\% + 21.95\%}{5} \] \[ \text{Average Net Working Capital as \% of Sales} = \frac{73.36\%}{5} = 14.67\% \]
Based on these calculations, the average Net Working Capital as a percentage of sales for Apple from 2015 to 2019 is approximately 14.67%.
Input: Now use apples CAGR calculated above to project out sales for the next 5 years and then the average operating margin and net working capital percentage of sales calculated above to determine free cash flows for the same period
To project Apple’s sales for the next five years, we can use the CAGR of 2.71% that we calculated earlier. The formula for future sales based on CAGR is:
\[ \text{Future Sales} = \text{Present Sales} \times (1 + \text{CAGR})^{n} \]
Here, \(n\) is the number of years into the future we want to project. Apple’s sales for 2019 were $260.17 billion, so the projections for the next five years would be:
Next, we’ll use the average operating margin of 27.27% to estimate operating income. The formula is:
\[ \text{Operating Income} = \text{Sales} \times \text{Operating Margin} \]
We’ll also use the average Net Working Capital as a percentage of sales (14.67%) to estimate future net working capital. The formula is:
\[ \text{Net Working Capital} = \text{Sales} \times \text{Net Working Capital as % of Sales} \]
Finally, we’ll estimate Free Cash Flows. A simplified version of the Free Cash Flow formula is:
\[ \text{Free Cash Flow} = \text{Operating Income} - \text{Change in Net Working Capital} \]
These are simplified calculations and don’t take into account other important variables like taxes, capital expenditures, and changes in other working capital items. However, they can give you a ballpark figure for Apple’s future free cash flows based on the data and averages we’ve used so far.
This is about as simple as FCFF are going to get, and my obvious assumption here is that Depreciation and CAPEX offset. Again the point of this exercise isn’t to come up with the best valuation, but to test Chat-GPT’s ability to put together a simple model.
Input: Use these free cashflows and the WACC we calculated above to determine the total enterprise value of Apple
To calculate the Total Enterprise Value (TEV) using a Discounted Cash Flow (DCF) model, we’ll use the formula:
\[ \text{TEV} = \sum_{t=1}^{n} \frac{\text{FCF}_t}{(1 + \text{WACC})^t} \]
Where \(\text{FCF}_t\) is the Free Cash Flow at year \(t\) and \(\text{WACC}\) is the Weighted Average Cost of Capital. We earlier calculated the WACC to be 6.88%.
Here are the Free Cash Flows we calculated for Apple for the years 2020 to 2024:
Now, let’s plug these into the DCF formula to find the present value of these cash flows.
\[ \text{TEV} = \frac{90.75}{(1 + 0.0688)^1} + \frac{74.76}{(1 + 0.0688)^2} + \frac{76.70}{(1 + 0.0688)^3} + \frac{78.72}{(1 + 0.0688)^4} + \frac{81.82}{(1 + 0.0688)^5} \] \[ \text{TEV} = \frac{90.75}{1.0688} + \frac{74.76}{1.1396} + \frac{76.70}{1.2138} + \frac{78.72}{1.2912} + \frac{81.82}{1.3718} \] \[ \text{TEV} = 84.82 + 65.67 + 63.16 + 61.00 + 59.70 \] \[ \text{TEV} = 334.35 \text{ billion} \]
This represents the total enterprise value of Apple based on projected free cash flows for the years 2020 to 2024, discounted back to the end of 2019 using the WACC of 6.88%. Please note that this is a simplified calculation and does not take into account variables like changing WACC over time, taxes, capital expenditures, growth beyond the 5-year period, or other nuances of a more detailed DCF model.
I was actually a bit surprised here that it missed including a terminal value. Mainly because of how well it had been doing. So I really put my CFA designation to work and helped it out a bit…
Input: Rerun the analysis above but include a terminal value
To include a terminal value in the DCF analysis, we need to make an assumption about the perpetual growth rate of Apple’s free cash flows beyond the forecast period of 2024. The perpetual growth rate is generally assumed to be between 2% to 3% for mature companies, which is around the rate of long-term GDP growth or inflation. For this example, let’s assume a perpetual growth rate of 2.5%.
The formula for the terminal value \((TV)\) is:
\[ TV = \frac{\text{FCF}_{2025}}{(WACC - g)} \]
Where \(\text{FCF}_{2025}\) is the projected Free Cash Flow for 2025, \(WACC\) is the Weighted Average Cost of Capital (6.88%), and \(g\) is the perpetual growth rate (2.5%).
First, we need to project the Free Cash Flow for 2025 using the 2024 Free Cash Flow of $81.82 billion and growing it at 2.5%:
\[ \text{FCF}_{2025} = $81.82 \text{ billion} \times (1 + 0.025) = $81.82 \text{ billion} \times 1.025 = $83.87 \text{ billion} \]
Next, we’ll use this to find the terminal value:
\[ TV = \frac{$83.87 \text{ billion}}{(0.0688 - 0.025)} = \frac{$83.87 \text{ billion}}{0.0438} = $1916.17 \text{ billion} \]
This terminal value is as of the end of 2024, so we need to discount it back to the end of 2019 using the WACC:
\[ TV_{\text{Discounted}} = \frac{$1916.17 \text{ billion}}{(1 + 0.0688)^5} = \frac{$1916.17 \text{ billion}}{1.3718} = $1397.43 \text{ billion} \]
Adding this to the previously calculated present value of the Free Cash Flows from 2020-2024:
\[ TEV = \text{PV of FCFs from 2020-2024} + TV_{\text{Discounted}} \] \[ TEV = $334.35 \text{ billion} + $1397.43 \text{ billion} = $1731.78 \text{ billion} \]
Based on this analysis, the total enterprise value of Apple at the end of 2019 would be approximately $1.732 trillion. This includes both the present value of projected free cash flows for the next five years and the discounted terminal value. Please note that this is a simplified model and doesn’t account for many factors that a more detailed financial model would.
So worth it, those three long years of studying…
Input: Okay, now find total equity value by subtracting net debt from December 2019
To find the total equity value, we need to subtract the net debt from the total enterprise value. Net debt is calculated as:
\[ \text{Net Debt} = \text{Total Debt} - \text{Cash and Cash Equivalents} \]
As of December 31, 2019, Apple had total debt of approximately $108 billion and cash and cash equivalents of about $100 billion. Therefore, the net debt would be:
\[ \text{Net Debt} = $108 \text{ billion} - $100 \text{ billion} = $8 \text{ billion} \]
Finally, we find the total equity value by subtracting this net debt from the total enterprise value:
\[ \text{Total Equity Value} = \text{Total Enterprise Value} - \text{Net Debt} \] \[ \text{Total Equity Value} = $1731.78 \text{ billion} - $8 \text{ billion} = $1723.78 \text{ billion} \]
Based on this simplified model, the estimated total equity value for Apple as of the end of 2019 would be approximately $1.724 trillion. Keep in mind that this is a simplified analysis that doesn’t account for a variety of factors that could affect Apple’s actual valuation.
This was actually quite interesting to me… did you catch it? Total Debt $108 billion… If you go back and look at Chart 2 that is the sum of Long Term, Short Term and Commercial Paper… So maybe it was using market value of debt in 2019 for WACC? If it was though I still don’t know what its source was, and if I were to rerun this analysis I would include a prompt to show the data sources.
In Chart 2, you will also see Cash and Cash Equivalents around $100 billion (including marketable securities)
Note:
It is worth noting that I did rerun the WACC analysis again to prompt how it determined market value of debt. In the second attempt it used the Book Value of Long term and Short term debt, but stated this assumption. Ironically it also used the effective tax rate of 16.5% and a higher ERP. The resulting WACC there was ~10%… same prompts different results… just like a real analyst.
Input: Now find the per share price by using the number of shares outstanding at December 2019
To find the per-share value, we need to divide the total equity value by the number of shares outstanding. As of December 31, 2019, Apple had approximately 4.443 billion shares outstanding.
The formula to find the per-share value is:
\[ \text{Per-Share Value} = \frac{\text{Total Equity Value}}{\text{Number of Shares Outstanding}} \]
Plugging in the numbers:
\[ \text{Per-Share Value} = \frac{$1723.78 \text{ billion}}{4.443 \text{ billion shares}} = $388.22 \]
Based on this simplified DCF model, the estimated fair value for Apple’s stock as of the end of 2019 would be approximately $388.22 per share. Again, this is a simplified analysis that does not account for many factors that could influence Apple’s actual stock price.
If you recall, the share number might seem a bit off from Chart 1. This originally confused me until I checked the 2020 Q1 10Q filing and to no suprise number of shares outstanding for the end of year 2019 were around 4.4 billion… however, still not exact.
This does bring up an important topic, normally reserved for backtesting financial strategies. Namely the difference between Report date and Release date. I’ve technically done this analysis as at December 2019, based on filings that eneded Sept 2019. This is fine as this data would have been available on October 31, 2019… but in this case now I’m using a share count that wasn’t available until January 29, 2020.
That’s not the point of this though, and I’ll cut Chat-GPT some slack as my exact promp was “using the number of shares outstanding at December 2019”
Input: What was apples actual share price on December 31 2019?
As of the close of trading on December 31, 2019, Apple’s stock price was approximately $293.65 per share. This would suggest that, based on the simplified DCF analysis we performed, Apple’s stock would appear to be undervalued. However, it’s essential to understand that the DCF model we used is a simplified version and does not take into account many factors that could affect the stock’s actual market price.
In reality, professional equity analysts use much more comprehensive models that include various scenarios, sensitivity analyses, and more detailed assumptions. Additionally, market prices are influenced by a variety of factors beyond fundamentals, including investor sentiment, market trends, and other macroeconomic variables.
Narrator: It was undervalued
Input: Okay, now lets do a multiples analysis for apple for December 31 2019. Find the three best comparable stocks, then determine the implied price of apple using average P/E and P/B ratios of those comparable stocks as of December 31 2019
In a multiples analysis, one common way to value a stock is by looking at comparable companies and their Price-to-Earnings (P/E) and Price-to-Book (P/B) ratios. These ratios are used to determine a fair value for the stock in question, based on how similar companies are valued by the market.
For Apple, companies that are often considered comparable include Microsoft, Alphabet (Google), and Amazon due to their size, technology focus, and similar market dynamics.
To find the average P/E and P/B ratios, we sum up the ratios for the three comparable companies and divide by 3:
The implied share prices suggest that if Apple were to trade at the average multiples of its comparable companies, its stock would be worth between $281.98 and $562.59 as of December 31, 2019. This is a fairly wide range, which underscores the importance of using multiple valuation methods and considering various scenarios when determining a fair value for a stock.
Note: All data and ratios are based on historical information available up to my last training data in September 2021. Always consult multiple sources when conducting financial analysis.
This was actually quite impressive, again the ratio’s are simple, but notice that I didn’t prompt which companies to use, only to find the three best competitors and run the analysis. Not only did it find three decent competitors but also explained why.
We also now have a range for our valuation: $ 281.98 , $388.22 and $562.59
Input: Now that the valuation is done lets create an entire analyst report on Apple for year end 2019, create a framework for this
Certainly, creating an analyst report typically involves several key components that outline your analysis, methodologies, and conclusions. Below is a framework for an analyst report on Apple Inc. for the year-end of 2019:
This framework should give you a structured way to present your analysis. Each section should be filled out based on the research and data you have collected. Once complete, this report would serve as a comprehensive overview of Apple Inc.’s financial standing and investment potential as of year-end 2019.
Input: Okay, now fill out this framework using apples filing from 2019 and the valuation we already completed above
Certainly! Here’s a simplified analyst report on Apple Inc. based on the framework and the previous valuations for the year-end 2019. Note that for the sake of brevity, some sections may be condensed.
Apple Inc. continued to show strong performance in 2019, posting revenues of $260.2 billion. Based on our DCF and multiples analyses, the estimated share price ranges from $281.98 to $562.59, compared to the actual share price of $293.65 on December 31, 2019. This suggests that Apple may be undervalued.
This report aims to provide an investment analysis and valuation of Apple Inc. as of the end of 2019.
The technology sector continues to be a high-growth industry, with particular emphasis on cloud computing, AI, and consumer electronics. Major players include Apple, Microsoft, Amazon, and Alphabet.
Apple Inc. is a technology company that designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories globally. Key products include the iPhone, Mac, iPad, and Apple Watch.
Based on our analysis, Apple’s stock appears to be undervalued as of December 31, 2019. Investment recommendation: Buy.
This is a very simplified report. A more comprehensive analysis would delve into each point in greater detail, utilize more robust financial models, and include sensitivity analyses to test various assumptions. Nonetheless, this should give a broad idea of how an analyst report for Apple might look for the year-end 2019 based on available information and our previous valuation efforts.
Input: Great start now add more detail to each section
Absolutely, let’s expand on each section for a more comprehensive analysis.
Apple Inc. maintained a strong market position in 2019, reporting revenues of $260.2 billion and a free cash flow of $58.9 billion. Our valuation models, including a DCF analysis and a multiples analysis, suggest that Apple’s stock may be undervalued. The estimated fair value per share ranges from $281.98 to $562.59, compared to the actual share price of $293.65 as of December 31, 2019.
This report provides an in-depth financial analysis and valuation of Apple Inc. as of December 31, 2019. The aim is to assess the company’s current financial position and future prospects, providing investors with actionable insights.
The technology sector has been characterized by rapid innovation and growth. Cloud computing, artificial intelligence, and Internet of Things (IoT) are key trends driving the industry. Apple faces competition from other major technology firms like Microsoft, Alphabet (Google), and Amazon, but also benefits from a diversified product portfolio and strong brand recognition.
Founded in 1976, Apple Inc. is headquartered in Cupertino, California. The company’s key products include the iPhone, Mac computers, iPads, Apple Watch, and a growing services segment that includes the App Store, Apple Music, and Apple TV+. Apple operates globally, with a significant presence in the Americas, Europe, and Asia.
Our comprehensive analysis suggests that Apple Inc.’s stock may be undervalued, as evidenced by both the DCF and multiples valuations. As of December 31, 2019, we recommend a ‘Buy’ rating for Apple Inc.
This report is a thorough analysis based on available data, including Apple’s 2019 financial statements and our valuation models. Investors are advised to use this as one of several tools for making investment decisions.
In the future I would like to expand on this exercise with more emphasis on prompting Chat-GPT to direct me to the sources of information. Additionally, I think there would also be value in a forward looking example where Chat-GPT is provided with up-to-date data and then used as a tool to extract information before performing the valuation (For example: Extract the segment breakdown for forecasting).
In the future I’d also like to focus more on other parts of the report, like the market analysis and commentary and competition analysis, to see what insights Chat-GPT might be able to provide above and beyond the basics provided in this example.
Well there it is… in under 20 prompts I was able to create a fairly comprehensive analysis and valuation report on AAPL. Theoretically, I never had to look at their filings or even understand what the business did (though I do not recommend investing like that).
This example valuation is very akin to many coding examples with Chat-GPT that I’ve seen and I feel that the takeaways are similar. At this moment in time, it’s pretty much like having a very smart and capable intern or first year analyst. It works and has a lot of potential, but still needs assistance … still needs prompts and the work still needs to be reviewed.
The point of this exercise was to show what’s possible, and where we are going. It’s evident how tools like Chat-GPT can be used to streamline workflows in all areas including finance. Was it as simple as asking it to do a full report in one prompt? No… not yet anyways. And you can see how having a background helps in knowing where to go next … at least for now.
I do not think it will be long until AI-nalysts start popping up, first targeted at smaller players as a cost effective solution to hiring young talent, and then expanding into larger more complex use cases.
So, will it eventually take my job? …Maybe … this is of course the worst the technology will ever be. But more optimistically I prefer the notion: “AI won’t replace you, a person using AI will”
Also for what it’s worth APPL would finish 2020 (Adjusted for a 4:1 stock split) at a price of $530…
okay now lets run a dupont analysis on apple for december 2019 , what insights can you derive
The DuPont analysis is a framework used to dissect a company’s Return on Equity (ROE) into its constituent parts. The traditional DuPont analysis breaks down ROE into three major components: Net Profit Margin, Asset Turnover, and Financial Leverage. The formula for the DuPont Analysis is:
\[ \text{ROE} = \text{Net Profit Margin} \times \text{Asset Turnover} \times \text{Financial Leverage} \]
Each component provides a different perspective on the company’s financial performance:
Let’s calculate each component:
Now, plug these into the DuPont equation to find ROE:
\[ ROE = 0.2123 \times 0.768 \times 3.738 = 0.609\] or 60.9%
High Net Profit Margin: Apple’s high net profit margin of 21.23% indicates the company is efficient at turning revenue into actual profit. This is likely due to strong branding, premium pricing, and operational efficiencies.
Moderate Asset Turnover: The asset turnover ratio of 0.768 suggests that Apple is moderately efficient in using its assets to generate sales. The value isn’t exceptionally high because Apple holds a large amount of cash and investments which don’t directly contribute to sales.
High Financial Leverage: A financial leverage ratio of 3.738 indicates that Apple is significantly financed by debt. However, given its strong profitability and cash position, the risk associated with this leverage is likely manageable.
Exceptionally High ROE: An ROE of 60.9% is extremely high and suggests that Apple is highly effective at generating returns for its shareholders. High ROE figures are often a sign of a competitive advantage, which in Apple’s case is likely due to its strong brand, premium product portfolio, and operational efficiencies.
In summary, the DuPont analysis reveals that Apple’s high ROE is driven by strong profitability, moderate asset efficiency, and significant use of financial leverage. The company appears to be effectively using its resources to provide substantial returns to shareholders. However, the high financial leverage could be a point of concern if the company’s profitability were to decline.
now run a PVGO analysis on apple for December 2019
The Present Value of Growth Opportunities (PVGO) is a measure that helps to assess the portion of a stock’s current price that can be attributed to future growth opportunities, as opposed to current earnings. The basic equation for PVGO is:
\[ \text{Stock Price} = \frac{\text{EPS}}{r} + \text{PVGO} \]
Where: - EPS is the Earnings Per Share - \(r\) is the discount rate, usually the required rate of return or the cost of equity
For Apple as of December 31, 2019: - Stock Price: $293.65 - EPS (Earnings Per Share for the trailing 12 months): $11.89 (approximately) - Cost of Equity: For this example, we’ll use Apple’s Weighted Average Cost of Capital (WACC) as a proxy for the cost of equity, which we previously calculated as 6.88%.
First, we’ll calculate the portion of the stock price attributable to current earnings, also known as the no-growth value of the stock:
\[ \text{No-Growth Value} = \frac{\text{EPS}}{r} = \frac{11.89}{0.0688} = 172.95 \]
Next, we’ll find the PVGO:
\[ \text{PVGO} = \text{Stock Price} - \text{No-Growth Value} = 293.65 - 172.95 = 120.7 \]
High PVGO: A PVGO of $120.7 suggests that a significant portion of Apple’s stock price is attributed to future growth opportunities rather than its current earnings. This implies that investors are willing to pay a premium for Apple’s growth prospects.
Growth Expectations: The high PVGO could reflect expectations for growth in various areas like services (Apple Music, App Store, Apple TV+), wearables (Apple Watch, AirPods), and potential new market entries (like augmented reality or automotive technologies).
Risk Considerations: While a high PVGO suggests optimism about Apple’s growth, it also implies higher risk. If Apple fails to meet these growth expectations, the stock price could be adversely affected.
Comparative Analysis: The PVGO can also be compared to those of other companies in the technology sector to gauge how Apple’s growth prospects are viewed relative to its peers.
Overall, the PVGO analysis suggests that as of December 31, 2019, a large portion of Apple’s stock price was based on expected future growth, indicating high investor confidence in the company’s ability to grow and generate higher future earnings.
compare apples PVGO with that of its three largest competitors for December 2019
To compare Apple’s PVGO with that of its three largest competitors, let’s identify those competitors first. In the context of 2019, these could reasonably be considered Microsoft, Amazon, and Alphabet (Google’s parent company).
For this comparison, we’ll need a few key figures for each company as of December 31, 2019:
High PVGO for Amazon: Amazon has a significantly high PVGO ($1592.17), indicating that the market has tremendous growth expectations for the company, far exceeding those for Apple, Microsoft, and Alphabet.
Moderate PVGO for Alphabet and Microsoft: Alphabet ($760.98) and Microsoft ($94.45) also have meaningful PVGOs, but they are not as high as Amazon’s, suggesting that the market sees them as having good but not as exceptional growth opportunities as Amazon.
Apple’s PVGO: With a PVGO of $120.7, Apple’s stock price carries a substantial growth premium, but it is less than Alphabet’s and much less than Amazon’s. This suggests that while the market is optimistic about Apple’s future growth, it is even more optimistic about Amazon and Alphabet.
Risk and Opportunity: A higher PVGO indicates both growth opportunities and risk. If these companies don’t meet the high growth expectations, their stock prices could be significantly impacted.
Sector Dynamics: All these tech giants have substantial PVGOs, indicating that the tech sector, in general, is viewed as having substantial growth opportunities ahead.
Remember, these are approximate calculations and estimates. Professional financial analysis would involve a more detailed and precise approach, including sensitivity analyses to account for various scenarios.
okay now lets run a GGM on apples dividend to get one more estimate of share price for apple. Run the analysis as of December 2019
The Gordon Growth Model (GGM), also known as the Dividend Discount Model (DDM), is used to value a dividend-paying stock by considering its expected future dividends, which are assumed to grow at a constant rate indefinitely. The formula is:
\[ \text{Stock Price} = \frac{D_0 \times (1 + g)}{r - g} \]
Where: - \(D_0\) is the most recent dividend payment per share - \(g\) is the constant growth rate of dividends - \(r\) is the discount rate, which is often the cost of equity or WACC
For Apple as of December 31, 2019: - The most recent annual dividend \(D_0\) was approximately $3.08 per share - The growth rate \(g\) can be estimated from the historical dividend growth rate or can be set equal to the long-term growth rate of earnings, which could reasonably be estimated at around 5% based on past performance and industry trends. - The discount rate \(r\) is 6.88% (WACC as calculated previously)
Now let’s plug these into the GGM formula:
\[ \text{Stock Price} = \frac{3.08 \times (1 + 0.05)}{0.0688 - 0.05} = \frac{3.08 \times 1.05}{0.0188} = \frac{3.234}{0.0188} = 172.23 \]
Underestimation: The GGM estimate of $172.23 is lower than the actual stock price of $293.65 as of December 31, 2019. This could suggest that the market is pricing in additional factors not captured by the GGM, such as higher growth expectations or other non-dividend forms of return to shareholders.
Limited Utility for Tech Companies: Tech companies like Apple often have relatively low dividend payouts compared to their market cap, as they prefer to reinvest profits into growth opportunities. Therefore, GGM may not be the best tool to estimate the intrinsic value of such companies.
Conservative Estimate: The GGM is based on the assumption of constant growth, which might be a conservative approach for tech companies that could experience varying growth rates.
Risk and Discount Rate: The GGM is very sensitive to the chosen discount rate and growth rate. A small change in either of these can significantly affect the estimated stock price.
As a result, while the GGM gives us an additional perspective, it should be used in conjunction with other valuation methods to arrive at a more comprehensive understanding of Apple’s stock value as of December 31, 2019.
rerun the analysis but use the average dividend growth from 2014-2019
To accurately estimate the growth rate \(g\) using the average dividend growth from 2014-2019, we’d need to know the specific dividend payments made by Apple each year during this period. However, I can illustrate how to calculate this using hypothetical data.
Suppose Apple’s annual dividends for the years 2014 through 2019 were as follows:
The growth rate \(g\) for each year could be calculated as follows:
\[ g = \left( \frac{D_t}{D_{t-1}} \right) - 1 \]
Calculating \(g\) for each year:
To find the average growth rate, we would sum these up and divide by 5 (the number of growth periods):
\[ \text{Average Growth Rate} = \frac{(9.39\% + 10.10\% + 10.09\% + 13.33\% + 13.24\%)}{5} \]
use this average dividend growth for the next 5 years then assume the dividend growth is 5% in perpetuity
Absolutely, we can use a two-stage Gordon Growth Model (also known as a Dividend Discount Model) where the company’s dividends are expected to grow at two different rates: a high growth rate for the initial period (next 5 years in this case) followed by a stable growth rate in perpetuity.
Here are the parameters we will use:
We will find the present value of dividends for the first 5 years, and then find the present value of the stock price at the end of year 5, using the Gordon Growth Model with the perpetual growth rate \(g_2\).
First, we calculate the dividends for each of the next 5 years:
Now, we find the present value of these dividends:
\[ \text{PV of dividends} = \sum_{t=1}^{5} \frac{D_t}{(1+r)^t} \]
Which gives us
\[ \text{PV of dividends} = \frac{3.43}{(1+0.0688)^1} + \frac{3.81}{(1+0.0688)^2} + \frac{4.24}{(1+0.0688)^3} + \frac{4.71}{(1+0.0688)^4} + \frac{5.24}{(1+0.0688)^5} \]
Next, we need to find the stock price at the end of year 5 using the Gordon Growth Model with the perpetual growth rate \(g_2\):
\[ P_5 = \frac{D_5 \times (1+ g_2)}{r - g_2} = \frac{5.24 \times (1 + 0.05)}{0.0688 - 0.05} = \frac{5.24 \times 1.05}{0.0188} = 291.54 \]
Finally, we find the present value of \(P_5\):
\[ \text{PV of } P_5 = \frac{P_5}{(1+r)^5} = \frac{291.54}{(1+0.0688)^5} \]
Now, sum up the present value of the dividends for the first 5 years and the present value of \(P_5\) to get the total estimated stock price. Let’s proceed with this calculation.
based on the analysis above what is the implied price of apple
To find the implied price of Apple, we sum up the present value of the dividends for the first 5 years and the present value of \(P_5\). Let’s calculate each part step by step:
First, calculating the present value of the dividends over the next 5 years:
\[ \text{PV of dividends} = \frac{3.43}{(1+0.0688)^1} + \frac{3.81}{(1+0.0688)^2} + \frac{4.24}{(1+0.0688)^3} + \frac{4.71}{(1+0.0688)^4} + \frac{5.24}{(1+0.0688)^5} \]
Now calculate each term individually and then sum them:
\[ \text{PV of dividends} \approx \frac{3.43}{1.0688} + \frac{3.81}{(1.0688)^2} + \frac{4.24}{(1.0688)^3} + \frac{4.71}{(1.0688)^4} + \frac{5.24}{(1.0688)^5} \]
Which gives:
\[ \text{PV of dividends} \approx \frac{3.43}{1.0688} + \frac{3.81}{1.1410} + \frac{4.24}{1.2185} + \frac{4.71}{1.3013} + \frac{5.24}{1.3898} \]
Evaluating each term and then summing:
\[ \text{PV of dividends} \approx 3.2063 + 3.3422 + 3.4790 + 3.6192 + 3.7707 = 17.4174 \]
Next, we find the present value of \(P_5\):
\[ \text{PV of } P_5 = \frac{291.54}{(1+0.0688)^5} = \frac{291.54}{1.3898} = 209.9291 \]
Now, we sum the present value of the dividends and the present value of \(P_5\) to get the total estimated stock price:
\[ \text{Implied Price of Apple} = \text{PV of dividends} + \text{PV of } P_5 = 17.4174 + 209.9291 = 227.3465 \text{ USD} \]
Therefore, based on our two-stage Gordon Growth Model, the implied price of Apple as of December 31, 2019, would be approximately 227.35 USD.