Labor force efficiency is like looking at how many goals each player scores in a soccer game this year compared to last year. If each player is scoring more goals, the team is using its players more effectively to win games. In a company, if sales per employee go up compared to the previous year, that's a sign the company is using its workforce really well to make more money. Positive numbers mean things are getting better; negative numbers mean they're getting worse. This helps people decide if the company is a good one to invest in or not.
Research Origins of Labor Force Efficiency
The Basic Idea: Labor Force Efficiency
Imagine you have a team of lemonade sellers. Last year, each seller could sell 10 cups of lemonade a day. This year, they're selling 15 cups a day. That means your team is more efficient; they're selling more with the same number of people. This is what labor force efficiency in a company measures: how well a company uses its employees to make sales. If the number goes up, the company is getting better at using its workforce to grow its profits. If the number goes down, it's not as efficient as it was before.
What the Study Found
Jeffery S. Abarbanell and Brian J. Bushee's study dives deep into this kind of measurement and more. They look at various things like changes in inventories, employee productivity, and sales to make sense of a company's true value compared to its stock market price. By analyzing all these factors, they could predict which companies would give investors a better return on their investment. Their research found that, on average, their approach could generate a 13.2% higher return over 12 months.
Why It Matters to Investors
This study tells investors to pay attention to more than just the usual stuff like a company's overall value or market trends. Things like how well a company uses its employees to make sales can also be a sign of a healthy or unhealthy business. So, if you're looking to invest, this adds another tool to your toolbox for picking the right company.
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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