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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.

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Where Can FP&A Career Path Take You?

Fpanda Club

FP&A directors can often boast of a considerable track record in financial planning and analysis, also they understand very well the finance function in general and the business model of the company, which leads them to the next step of their careers as Chief financial officer (CFO).

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

Musings on Markets

That year, I computed these industry-level statistics for five variables that I found myself using repeatedly in my valuations, and once I had them, I could not think of a good reason to keep them secret. Financing Flows 5. Valuation Pricing Growth & Reinvestment Profitability Risk Multiple s 1.

Valuation 102
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Data Update 1 for 2021: A (Data) Look Back at a Most Forgettable Year (2020)!

Musings on Markets

To illustrate, consider a practice in valuation, where analysts are trained to add a small cap premium to discount rates for smaller companies, on the intuition that they are riskier than larger companies. It is very likely that these rules of thumb were developed from data and observation, but at a different point in time.