Micro Dreams and Macro Delusions

A few years ago, my family and I spent two weeks on a summer vacation in San Clemente in Southern California and acquired a new vice. Every afternoon, we would stop at a frozen yogurt (FroYo) store in town and eat astonishingly large portions, secure in our misguided delusion that the “ healthy yogurt” would overcome the sugar and calories in the mix. When we got home to New Jersey, we scoured the neighborhood for FroYo stores and found none close by and only one within five miles. My kids suggested that I quit my day job (since they cannot believe that anyone would pay to hear me talk) and start a new store nearby, pointing to the untapped market potential. I am glad that I did not take them up on the suggestion, because that market gap must have been observed by others as well, some of whom took the next step and opened up stores. Today, my search on Yelp provides a listing of twenty five frozen yogurt stores within five miles of my house, a number far too large for the number of frozen yogurt fans in the neighborhood. As we drive by the sparsely filled stores, it is quite clear that a large number of these stores will not make it through the winter.

This phenomenon of individual decision makers behaving rationally, given the information they have at the time of their decisions, but creating a collective irrationality is not restricted to frozen yogurt business. In fact, you often see it play out in the valuations of young companies in a market with significant growth potential. In the late 1990s, it was the promise of online retailing riches that drove the market values of dot-com companies to unsustainable heights. In today’s market, we see this process repeated at social media companies, where as each new company enters the public market, the vast potential of online advertising is used to justify a lofty valuation. While each company’s valuation, standing alone, may be defensible, given the market potential, the question that is worth examining is whether the collective valuation of these companies is consistent with the size of the overall market.

The Online Advertising Market

Before embarking on an assessment of the collective revenues that the market is imputing to online advertising companies, let’s start by looking out the market as it exists today. In the figure below, I look at the total advertising market globally, broken down by type in 2011, 2012 and 2013:

(click to enlarge)

Source: Zenith Optimedia

Broken down by geography, I can add to that story:

(click to enlarge)

Source: Zenith Optimedia

The basis for the macro story being told about social media companies is visible in this graph. Advertising is growing as a business, driven by growth in emerging markets, and an increasing proportion of the revenues comes online. The biggest losers are newspapers and magazines, but television and other conventional outlets (radio, cinema & outdoor) have held up surprisingly well under the online assault. The prediction is that this shift to online advertising will continue into the future, though the rate of growth will slow down as online advertising becomes a larger and larger slice of total advertising. In the table below, I look at expected online advertising revenues (in billions of US dollars) in 2023, with different assumptions about annual growth in the market and the online share of that market.

Thus, in the optimistic scenario for online ad spending, I assume that it continues to gain market share at the same rate as it did between 2011 and 2013 (to get from 19.83% today to 40% in 2023) and that ad spending grows at 4% a year for the next decade and arrive at a value of $303.04 billion in spending on online advertising in 2023.

Imputed Future Revenues in Market Values

To assess what investors are anticipating as expected revenue growth in online advertising companies, I started with the current financials of the company and its revenues and operating income in particular. I then looked at the enterprise values of these companies, computed based upon current market capitalization (market value of equity), debt outstanding and current cash/investment balances.

Enterprise value = Market Capitalization + Debt – Cash and ST investments

If you are willing to make assumptions about the target operating margin of the company (whether it will be higher, lower or equal to the current margin) a cost of capital for the firm and how much you will need to reinvest to grow (sales to capital ratio, in my model), you can then solve for the imputed revenues that you will need in year 11 (2023) to justify today’s market capitalization.

To illustrate, consider Google, the biggest player in the online advertising market. Its enterprise value on October 14, 2013 was $240,579 million:

Enterprise value = $291,586 m (Mkt Cap) + $4,989 m (Debt) – $55,996 m (Cash) = $240,579 m

In the most recent twelve months, the company generated a pre-tax operating margin of 22.49% on revenues of $56,594 million. If I attach a cost of capital of 10% to the company’s cash flows, assume that the current operating margin does not change and that the sales to capital ratio will be the industry average of 1.50, I can use the current enterprise value of the company to back into the imputed revenues in year 10:

(click to enlarge)

Thus, with my assumptions, the imputed revenues in 2023 for Google will have to be $168,336 million to justify today’s market value. Clearly, if you change my assumptions about operating margin, cost of capital and sales to capital ratio, you will get a different imputed value; decreasing margin & sales to capital ratio and increasing the cost of capital will all push up the imputed revenues in 2023. If you are interested, you can download the spreadsheet which contains Google’s numbers and change the inputs.

I used this spreadsheet, with standardized numbers (cost of capital of 10%, sales to capital ratio of 1.50 and a target operating margin of 25% for most of the companies, to get imputed revenues for all of the publicly traded companies in my social medley list. The table below summarizes the imputed revenues for an incomplete list of companies that derive their revenues from online advertising, with four large non-US companies thrown into the mix.

(click to enlarge)

All of the break even DCFs area available in this folder. It is true that not all of the revenues at each of these companies is from online advertising. Using the most recent annual reports, I estimated the percentage of overall revenues from advertising and backed out the portion of the imputed online advertising revenues keeping that percentage unchanged. If you add up the imputed revenues across companies, the total online advertising revenue across just these companies of $319.2 billion, higher than my estimate of the overall online advertising market in 2023. Note that I erred on the conservative side in my assumptions to generate lower imputed revenues; shifting to a 12% cost of capital for all companies increases imputed revenues in 2023 to over $400 billion, as does using a target operating margin of 20%. Given that there are other online advertisers that have not been counted in this list, that there are a whole host of private companies like Pinterest and Snapchat waiting in the wings, ready to go public, and still more brewing in the fertile imaginations of creative people somewhere, it is safe to say that the market collectively has a macro problem that is difficult to explain away.


  • Social media companies are collectively over valued: As in other young sector booms – PC companies in the 1980s, dot-com companies in the 1990s – the market seems to be getting the macro story right but the micro valuations wrong. Diversification as a strategy may be a good one in sectors where the law of large numbers work in your favor, but not in sectors like social media, where you have “bias upwards” in the valuations. A social media ETF may be a good momentum play but it is unlikely to be a good investment.
  • One or two of them will be the winners over the next decade: If you are an investor with a social media company in your portfolio, is that investment doomed? Not necessarily, because while these companies may be collectively over valued, there will be winners among these companies that will emerge as the sector matures. Using the dot-com sector as the template again, an investor in Amazon even at the peak of the boom in January 2000 would have little to complain about today. The key to investment success in this sector then becomes tagging the winners early in the process. While Google and Facebook are the early leaders in this race, those standings will change as technology and customer behavior change over time.
  • The valuations may be put at risk if entry into this business is “easy”: The PC business from the 1980s should offer a cautionary note for investors who assume that a market that is growing fast will also deliver high value to investors in companies in that market. If the barriers to entry are low, you can have high revenue growth in conjunction with low margins and little value creation.

What can investors do?

  • Less macro story telling: As investors, we should be wary of story tellers, who use the same macro argument (the online ad market is getting bigger, there are a billion people in China) to justify one company valuation after another. Stories are a useful starting point but they have to be linked to specifics.
  • Longer time horizons: While I understand the desire of analysts to frame their assessment of companies around the near term (next quarter’s earnings, next year’s revenues), you have to attempt to look at where the firm will end up over the long term. (I use ten years, but it does not have to be that long). It is tough to introduce any macro discipline in your thinking with short time horizons.
  • Winner and Losers: If we start off with the presumption that the pie, defined broadly (as advertising and not online advertising), is limited, high revenue growth for one company often has to come from competitors and it behooves us to be explicit about winners and losers. For instance, in my Twitter valuation, where I estimate revenues will grow from $448 million right now to $11 billion in 2023, I should have tried to explain how much of this additional revenue will come from old-world media (newspapers, magazines, cinema), how much from other online advertisers (Google, Facebook) and how much from growth in the market.
  • Transparency: While revenue growth and operating margins are both critical inputs into valuation, they are interconnected and often require that you look at trade offs. Thus, going for higher revenue growth will generally mean lower operating margins and the net effect can be positive or negative.

It is easy to develop tunnel vision when valuing companies and forget that the rest of the world does not remain static, while the company being valued plots its path to success. Unless we consciously step back and look at the big picture, we will continue to create micro valuations that don’t up aggregate to create viable macro environments.

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About Aswath Damodaran 56 Articles

Affiliation: New York University

Aswath Damodaran is a Professor of Finance at the Stern School of Business at New York University. He teaches the corporate finance and valuation courses in the MBA program as well as occasional short-term classes around the world on both topics.

Professor Damodaran received his MBA and Ph.D degrees from the University of California at Los Angeles. His research interests lie in valuation, portfolio management and applied corporate finance.

He has written four books on equity valuation (Damodaran on Valuation, Investment Valuation, The Dark Side of Valuation, The Little Book of Valuation) and two on corporate finance (Corporate Finance: Theory and Practice, Applied Corporate Finance: A User’s Manual). He also co-edited a book on investment management with Peter Bernstein (Investment Management) and has two books on portfolio management - one on investment philosophies (Investment Philosophies) and one titled Investment Fables. He also has a book, titled Strategic Risk Taking, which is an exploration of how we think about risk and the implications for risk management.

Visit: Aswath Damodaran's Page, Musings on Markets

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