Asset growth calculates the percentage change in a company's total assets over a specific period. By comparing the current total assets (ATt) with the total assets from the previous period (ATt-12), expressesing the growth rate. This metric provides an indication of the company's expansion or contraction over time, reflecting changes in its asset base. Positive asset growth signifies company growth, while negative growth may indicate declining operations or asset reductions.
Research Origins of Asset Growth
The study examines the relationship between firm asset growth and subsequent stock returns. It finds that asset growth rates can predict future abnormal returns, even for large-cap stocks. Comparing asset growth rates with other factors that affect stock returns, such as book-to-market ratios and firm capitalization, the study concludes that annual asset growth rate is a significant predictor of U.S. stock returns.
The research shows that events related to asset expansion, like acquisitions and public offerings, tend to be followed by periods of low returns, while events associated with asset contraction, such as share repurchases and dividend initiations, tend to be followed by periods of high returns. The study introduces a comprehensive measure of firm asset growth and demonstrates a strong negative correlation between asset growth and subsequent abnormal returns. It also finds that the asset growth effect persists for several years beyond the sorting year.
The results remain robust across different firm capitalization levels. In comparison to other determinants of stock returns, firm asset growth emerges as the strongest predictor. The study decomposes total asset growth into its major components and finds that changes in operating assets and growth in debt and stock financing have the strongest effects. The research suggests that asset growth works well in predicting stock returns because it benefits from the predictability of all subcomponents of growth.
The study also explores the relationship between the asset growth effect and equity issuance/repurchase effect and provides insights into whether the asset growth effect is driven by risk or mispricing. It concludes that standard risk-return models do not explain the asset growth effect and presents evidence supporting mispricing arguments. Overall, the study highlights the importance of firm asset growth in understanding stock returns and suggests potential implications for investors and managers.
Total skewness
The Total Skewness metric, featured in the book "Empirical Asset Pricing: The Cross Section of Stock Returns" by Bali, Engle, and Murray, measures the asymmetry in a stock's returns using all available data points, offering insights into whether the stock's returns are more positively or negatively skewed.
Short-Term Reversal
Asset Growth
Asset growth is a key predictor of future stock returns, indicating a company's expansion or contraction, according to a 2008 study.
Investment
Operating Cash Flow to Assets
Operating Cash Flow to Assets is a metric that quantifies a company's ability to generate cash from its core operating activities relative to its total assets, with a higher ratio indicating greater efficiency in cash flow generation and a lower ratio suggesting less effectiveness.
Low Risk
Idiosyncratic Volatility (from CAPM)
Idiosyncratic Volatility from CAPM (21 days) is a metric that quantifies the unpredictability of a stock's returns that can't be explained by market trends over a 21-day period, indicating the extent to which a stock diverges from market behavior as predicted by the Capital Asset Pricing Model (CAPM).
Low Risk
Earnings Variability
Earnings Variability is a financial metric that evaluates the stability and consistency of a company's earnings in relation to its operating cash flow, providing insights into the reliability of a company's profitability over time.
Low Risk
Maximum Daily Return
Maximum Daily Return measures the highest percentage increase in a stock's price within a single trading day over the past 121 days, offering insights into the stock's potential for significant short-term price volatility.
Low Risk
Cash Flow Volatility
Cash Flow Volatility measures how much a company's operating cash flow changes relative to its sales over a period of 16 quarters, helping to indicate the stability of the company's cash generation.
Low Risk
Operating Accruals
Stock prices often fail to fully account for the information contained in operating accruals until it impacts future earnings.
Accruals
Mispricing factor: Performance mispricing
The Performance Mispricing Factor is a composite metric developed by Stambaugh and Yuan in 2017 that aggregates various financial indicators to identify potential mispricing in stock performance, offering insights into stocks that may be either undervalued or overvalued.
Quality
Cash-based Operating Profits-to-lagged Book Assets
Cash-based Operating Profits-to-lagged Book Assets is a metric that gauges a company's cash-based profitability relative to its book assets from the previous year, offering insights into efficiency and profitability that have been shown to significantly influence stock returns.
Low Risk
Inventory Growth
Inventory growth measures how a company's inventory changes over time, providing insights into its ability to meet demand and manage resources, which in turn influences the firm's risk and financial performance.
Investment
Labor Force Efficiency
Labor force efficiency measures the change in a company's sales per employee relative to the change in sales per employee in the previous year. It provides insights into the company's productivity and efficiency in utilizing its workforce to generate sales growth. Positive values indicate improved labor force efficiency, while negative values suggest a decline in productivity relative to the previous year.
Profit Growth
Highest 5 days of return scaled by volatility
The Short-Term Reversal metric, introduced by Asness et al. in 2020, calculates the highest 5-day return of a stock scaled by its volatility, aiming to capture significant positive price movements in the context of the stock's overall price volatility.
Short-Term Reversal
Tax Expense Surprise
Tax expense surprise measures unexpected changes in a company's tax bill compared to last year and can offer investors clues about the company's future profitability.
Investment
Return Volatility
Return Volatility measures how much a stock's price swings up and down over a certain period, giving investors an idea of the risk level associated with that stock.
Low Risk
Pitroski F-score
The Piotroski F-score is like a financial health score for companies, calculated using details like income and debt; a higher score means the company is financially strong and a safer bet for investors.
Profitability
Ohlson O-score
The Ohlson O-score is a number that helps predict how likely it is for a company to go bankrupt, based on various financial factors like debt and profitability.
Profitability
Share Turnover
Share Turnover is a metric that measures a stock's trading activity by dividing the total traded volume by the average number of outstanding shares, providing insights into the stock's liquidity, with higher turnover indicating more trading activity and liquidity and lower turnover suggesting the opposite.
Low Risk
Market Beta
Measures a stock's sensitivity to market changes.
Low Risk
Dimson Beta
Dimson Beta is a financial metric that improves the traditional calculation of beta by accounting for the impact of infrequent trading, thereby offering a more accurate measure of a stock's relationship with the broader market.
Low Risk
Frazzini-Pedersen Market Beta
The Frazzini-Pedersen Market Beta measures a stock's sensitivity to the overall market by considering its volatility and correlation over specific time horizons, offering insights into risk-adjusted returns and allowing for investment strategies like "betting against beta."
Low Risk
Amihud Measure
The Amihud Measure calculates how much a stock's price moves in response to trading activity, helping investors understand how easy or costly it will be to buy or sell that stock.
Size
Price Momentum
Price Momentum measures the long-term trend in a stock's price, helping investors identify whether the stock has generally been going up or down over a specified period.
Momentum
Capital Turnover
Capital turnover is a measure that shows how good a company is at using its capital to make sales; a higher number means the company is more efficient, while a lower number could mean it's not making the most out of its money.
Quality
Gross Profit Change
Gross Profit Change shows how much a company's gross profit has grown or shrunk over the past year, helping you understand if the company is getting better or worse at making money from its sales.
Quality
Quality minus Junk: Growth
Quality minus Junk Growth is a score that combines various financial growth indicators like profit growth and cash flow growth to gauge a company's financial performance; a higher score means the company is growing well, while a lower score indicates weaker growth prospects.
Quality
Operating Leverage
Operating leverage is a measure that shows how much a company's costs are fixed, meaning it tells you how sensitive a company's profits are to changes in sales.
Quality
Kaplan-Zingales Index
The Kaplan-Zingales index is a tool that helps us understand how easily a company can get the money it needs for growth and investments by looking at factors like income, debt, and available cash.
Seasonality
R&D-to-Market
The R&D-to-market ratio tells us how much a company is spending on research and development compared to its overall market value, giving us an idea of how focused the company is on innovating and growing in the future.
Size
Net Stock Issues
Net stock issues indicate the net change in a company's outstanding shares over a set period, offering a predictive signal for future stock returns.
Value
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