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Data Update 1 for 2025: The Draw (and Danger) of Data

Musings on Markets

In corporate finance and investing, which are areas that I work in, I find myself doing double takes as I listen to politicians, market experts and economists making statements about company and market behavior that are fairy tales, and data is often my weapon for discerning the truth. Tax rates 4. Aggregate operating numbers 3.

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Data Update 1 for 2024: The data speaks, but what does it say?

Musings on Markets

Thus, looking at only the companies in the S&P 500 may give you more reliable data, with fewer missing observations, but your results will reflect what large market cap companies in any sector or industry do, rather than what is typical for that industry.

Valuation 106
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Data Update 1 for 2021: A (Data) Look Back at a Most Forgettable Year (2020)!

Musings on Markets

I spent the first week of 2021 in the same way that I have spent the first week of every year since 1995, collecting data on publicly traded companies and analyzing how they navigated the cross currents of the prior year, both in operating and market value terms.