Markets and Fundamentals: The Evidence  105 The fundamental performance of companies and of the economy also ex- plains the level of the stock market over shorter periods of time. We estimated a fundamental P/E for the U.S. stock market for each year from 1962 to 2019, using the simplest equity discounted-cash-flow (DCF) valuation model, fol- lowing the value driver formula first presented in Chapter 2. We estimated what the price-to-earnings ratios would have been for the U.S. stock market for each year, had they been based on these fundamental economic factors. Exhibit 7.5 shows how well even a simple fundamental valuation model fits the stock market’s actual P/E levels over the past decades, despite periods of extremely high economic growth in the 1960s and 1990s, as well as periods of low growth and high inflation in the 1970s and 1980s. By and large, the U.S. stock market has been fairly priced and in general has oscillated around its fundamental P/Es. We conducted a similar analysis of the European stock markets and obtained similar results. Note that both the fundamental and actual P/Es have shown an upward trend over the past 35 years, rising toward 17 in 2019. To a large extent, this pattern is driven by steadily increasing margins and returns on capital.9 Ex- cess cash balances held by large companies form another factor. Cash has a high implied P/E because it carries little after-tax interest. Correcting for the excess cash balance in corporate P/Es lowers the 2017 ratio for the market as a whole by a full point, from 19 to 18.10 9 See also Chapter 8 and R. Jain, B. Jiang, and T. Koller, “What’s behind This Year’s Buoyant Market,” McKinsey on Finance, no. 52 (Autumn 2014): 27–31. EXHIBIT 7.5  Estimating Fundamental Market Valuation Levels P/E ratio1 0 5 10 15 20 25 30 1962 1967 1972 1977 1982 1987 1992 1997 2002 2007 2012 2017 Fundamental2 Median Aggregate 1 Price-to-earnings ratio on 12-month forward-looking earnings for S&P 500. 2 Moving average over three years. 10 See R. Gupta, B. Jiang, and T. Koller, “Looking behind the Numbers for US Stock Indexes,” McKinsey on Finance, no. 65 (January 2018): 11–15. 106 The STock MarkeT IS SMarTer Than You ThInk higher returns, higher value What holds for the stock market as a whole also holds across industries. For the largest listed companies in the world grouped by industry in 2018, 11 we took their average ROIC for the previous three years as a proxy for expected future returns and used the analysts’ consensus estimate of their three-year growth outlook as the proxy for long-term expected growth (see Exhibit 7.6 ). Industries with higher ratios of market value to capital or market value to earnings also have higher growth and/or higher ROIC driven by better sales margins and capital turnover. Life science and technology companies had the highest valuation levels, thanks to having the highest ROIC combined with superior growth. Other companies, like those in the hotels and restaurants or luxury-goods sectors, receive high valuations from strong growth at average EXHIBIT  7.6 Market Value vs. ROIC and Growth across Selected Industry Sectors Global companies with real revenues > $1 billlion, 2018 median Biotechnology Health-care equipment and supplies Information services and software Pharmaceuticals Aerospace and defense Hotels, restaurants, and leisure Luxury goods and apparel Branded consumer goods Household durables Machinery and equipment Technology hardware Retailing Chemicals Transportation and logistics Automobiles and parts Construction Distribution and trading Airlines Metals and mining Utilities and power producers 11.5 Market value/capital1 Market value/ earnings1 ROIC,2 % Growth,3 %   8.5 7.5 5.5 3.6 3.5 3.3 3.1 2.3 2.3 2.2 2.2 1.9 1.7 1.6 1.6 1.5 1.5 1.4 1.3 13.9 15.6 13.1 12.0 13.0 11.2 10.3 11.3 9.4 11.1 9.1 9.8 9.1 10.2 6.5 8.5 9.3 6.7 7.6 9.8 38.7 31.6 47.6 23.7 13.5 15.7 16.8 14.8 15.9 11.3 13.2 13.1 10.8 8.2 11.2 10.4 7.8 10.9 6.9 6.0 9.3 6.1 6.2 5.1 5.2 5.6 5.2 3.6 4.7 5.0 5.0 4.9 4.2 4.5 4.6 4.3 4.6 3.7 3.3 2.9 1 Market value is enterprise value, capital is invested capital excluding goodwill, and earnings is earnings before interest, taxes, depreciation, and amortization (EBITDA). 2 Average return on invested capital excluding goodwill over 2015–2017. 3 Analyst consensus forecast of annual revenue growth from 2018 to 2020. Source: Corporate Performance Analytics by McKinsey. 11 This sample comprises all listed companies (excluding fi nancial institutions) with revenues exceed- ing $1 billion from the United States, Europe, Australia, New Zealand, and Japan.