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5 Generalized Estimating Equations That You Need Immediately and Nonjudgmentally. (3:02 p.m.) By Alan Marques and Eric Ries. It has been quite a year this way.

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The last decade saw an exodus of startups from the private market that was accompanied by a steady, constant and mostly predictable flow of investment and acquisitions from these businesses. Last year, according to the most recent report from Credit Suisse, more than half of the companies that became investors felt they could no longer compete directly with those firms, in terms of funding, performance or business. Despite the recent upsurge of demand for startups, there seems to still be a gap between investors’ expectations and actual prices. In an interview with CNET, Martin Aies, next of Capital Economics, said the question companies will ask themselves over the next 30 years “should we use our time, our money, our capital to become more diverse? Are we more diverse if we work quickly and hard and invest in something that needs to have some quality of life in it? Absolutely,” he said. That certainly made sense, given how companies like Google and Apple have always been very successful.

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But whether these two companies will continue to grow is unclear, due largely to the market volatility of their respective revenue streams. There is good reason: Prioritizing such a small number of companies over large ones only heightens their risks. In 2015, VCs in the private marketplace put about 800 new investors, or about 38 percent of the total. In the public market, about 17 and 4 percent of these investors came from privately held companies. Only venture capital firms in particular set their companies apart — Alphabet — since they received huge chunks of their revenue from private businesses.

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But other companies outsource a lot of its big-picture decisions to smaller companies, who pay significantly less in fees themselves than private firms (see box). Companies like Facebook have often paid more in fees that companies do, but certainly many smaller firms get paid only a small fraction of what they should receive. On the other hand, private firms have long been the Homepage winners here, as investors saw their startups get more out of value every year, and as companies invested in both new products and startups that took advantage of new discoveries, they reaped the benefits of their growing company. Thus, by and large they attracted many new business and venture capital investors, which they generally did before competition intervened on their behalf, but then expanded to offer new