Predicting above-median and below-median growth rates

Multiannual periods of consecutive above-median or below-median growth rates in operating performance, called runs, have a substantial influence on firm valuations. For estimating the probability of an above-median or below-median run and utilizing information efficiently, we employ a stepwise regre...

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Veröffentlicht in:Review of managerial science 2016-01, Vol.10 (1), p.105-133
Hauptverfasser: Hölzl, Alexander, Lobe, Sebastian
Format: Artikel
Sprache:eng
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Zusammenfassung:Multiannual periods of consecutive above-median or below-median growth rates in operating performance, called runs, have a substantial influence on firm valuations. For estimating the probability of an above-median or below-median run and utilizing information efficiently, we employ a stepwise regression to automatically identify the parsimonious indicator-specific set of economically and empirically meaningful variables. Our novel approach uses logit models to distinguish firms that will persistently grow above or below the median over a period of up to 6 years. The predictive power for sales growth rates is highest to discriminate between above-median and below-median growth rates, while the future behaviour of operating income and net income growth rates can partially be explained for below-median growth rates.
ISSN:1863-6683
1863-6691
DOI:10.1007/s11846-014-0145-5