Paper: arXiv 2402.04773
Authors: Daniel Celeny, Loïc Maréchal, Evgueni Rousselot, Alain Mermoud, Mathias Humbert
Abstract
Along with the increasing frequency and severity of cyber incidents, understanding their economic implications is paramount. In this context, listed firms’ reactions to cyber incidents are compelling to study since they (i) are a good proxy to estimate the costs borne by other organizations, (ii) have a critical position in the economy, and (iii) have their financial information publicly available. We extract listed firms’ cyber incident dates and characteristics from newswire headlines. We use an event study over 2012–2022, using a three-day window around events and standard benchmarks. We find that the magnitude of abnormal returns around cyber incidents is on par with previous studies using newswire or alternative data to identify cyber incidents. Conversely, as we adjust the standard errors accounting for event-induced variance and residual cross-correlation, we find that the previously claimed significance of abnormal returns vanishes. Given these results, we run a horse race of specifications, in which we test for the marginal effects of type of cyber incidents, target firm sector, periods, and their interactions. Data breaches are the most detrimental incident type with an average loss of -1.3% or (USD -1.9 billion) over the last decade. The health sector is the most sensitive to cyber incidents, with an average loss of -5.21% (or USD -1.2 billion), and even more so when these are data breaches. Instead, we cannot show any time-varying effect of cyber incidents or a specific effect of the type of news as had previously been advocated.
Complexity vs Empirical Score
- Math Complexity: 3.5/10
- Empirical Rigor: 7.5/10
- Quadrant: Street Traders — practical and empirical, lighter on theory
Why this score: The paper relies on standard statistical event study methodology rather than complex mathematical modeling, but demonstrates strong empirical rigor by correcting for event-induced variance and cross-correlation. It delivers valuable practical insights into the economic impacts of cyberattacks across different sectors and incident types while challenging existing literature findings.
Research Flowchart
flowchart TD
A[Goal: Quantify Economic Impact & Costs of Cyberattacks on Listed Firms] --> B[(Data: Headline Text Mining 2012-2022 & Financial Data)]
B --> C[Method: Event Study with 3-Day Window & Adjusted Standard Errors]
C --> D[Initial Findings: Standard Abnormal Returns Match Literature]
C --> E[Horse Race Regressions: Marginal Effects & Interaction Models]
D --> F[Key Outcome 1: Account for Variance/Correlation -> Overall Significance Vanishes]
E --> G[Key Outcome 2: Data Breaches -1.3% / -$1.9B & Health Sector -5.21% / -$1.2B Most Vulnerable]
E --> H[Key Outcome 3: No Significant Time-Varying or News-Type Effects]
Cited References (602)
- The limits of the limits of arbitrage (2010)
- Uniformly least powerful tests of market efficiency (2000)
- Returns to buying winners and selling losers: Implications for stock market efficiency (1993)
- Payout policy in the 21st century (2005)
- Is the abnormal return following equity issuances anomalous? (2000)
- Actual share reacquisitions in open-market repurchase programs (1998)
- Limits to arbitrage and hedging: Evidence from commodity markets (2013)
- Seasoned public offerings: Resolution of the ’new issues puzzle’ (2000)
and 594 more
- Why Do Firms Issue Equity? (2007)
- Where have all the IPO s gone? (2013)
- A five-factor asset pricing model (2015)
- Dissecting anomalies with a five-factor model (2016)
- Arbitrage risk and the book-to-market anomaly (2003)
- Does academic research destroy stock return predictability? (2016)
- The Low-Volatility Anomaly: Market Evidence on Systematic Risks versus Mispricing (2016)
- Price performance of common stock new issues (1975)
- Noise Trader Risk in Financial Markets (1990)
- The Limits of Arbitrage (1997)
- Arbitrage asymmetry and the idiosyncratic volatility puzzle (2015)
- The cross-section of volatility and expected returns (2006)
- On persistence in mutual fund performance (1997)
- Common Risk Factors in the Returns of Stocks and Bonds (1993)
- Financialization in commodity markets: A passing trend or the new normal? (2015)
- A simple estimation of bid-ask spreads from daily close, high, and low prices (2017)
- Sunshine trading and financial market equilibrium (1991)
- How index investment impacts commodities: A story about the financialization of agricultural commodities (2019)
- Illiquidity and stock returns: cross-section and time-series effects (2002)
- Returns to individual traders of futures: Aggregate results (1987)
- Bubbles, food prices, and speculation: Evidence from the CFTC ’s daily large trader data files (2013)
- Bubbles, food prices, and speculation: Evidence from the CFTC’s daily large trader data files (2014)
- Testing for and dating common breaks in multivariate time series (1998)
- A model of financialization of commodities (2016)
- Investor interest and the returns to commodity investing (2016)
- Fundamentals, trader activity and derivative pricing (2009)
- Do Speculators Drive Crude Oil Futures Prices? (2011)
- Speculators, commodities and cross-market linkages (2014)
- Residual risk, trading costs, and commodity futures risk premia (1988)
- Understanding the sources of risk underlying the cross-section of commodity returns (2019)
- Dating the integration of world equity markets (2002)
- Systematic risk, hedging pressure and risk premiums in futures markets (1992)
- Liquidity, resiliency and market quality around predictable trades: Theory and evidence (2016)
- Risk and return in commodity futures (1980)
- Event-study methodology under conditions of event-induced variance (1991)
- The price of commodity risk in stock and futures markets (2014)
- Commodity index trading and hedging costs (2014)
- Predatory trading (2005)
- Returns to speculators and the theory of normal backwardation (1985)
- Interday variations in volume, variance and participation of large speculators (1997)
- Should investors include commodities in their portfolios after all? New evidence (2011)
- On market timing and investment performance. II. Statistical procedures for evaluating forecasting skills. (1981)
- Convective risk flows in commodity futures markets (2015)
- The financialization of commodity markets (2014)
- Returns to speculators: Telser versus K eynes (1960)
- Can speculators forecast prices? (1957)
- On the behaviour of commodity prices (1992) — link
- Presidential address: Asset price dynamics with slow-moving capital (2010)
- The strategic and tactical value of commodity futures (2006)
- Facts and fantasies about commodity futures (2006) — link
- The nature of commodity index returns (2000)
- Liquidity and market structure (1988)
- Risk premia in crude oil futures prices (2014)
- Effects of index-funds investing on commodity futures prices (2015)
- Price and volume effects associated with changes in the S&P 500 list: New evidence for the existence of price pressures (1986)
- New evidence on the financialization of commodity markets (2015)
- Commodities and strategic asset allocation (2007)
- The impact of index funds in commodity futures markets: A systems approach (2011)
- Testing the Masters Hypothesis in commodity futures markets (2012)
- Sunshine vs. predatory trading effects in commodity futures markets: New evidence from index rebalancing (2022)
- Event study testing with cross-sectional correlation of abnormal returns (2010)
- Is normal backwardation normal? (1992)
- Testimony before the C ommittee on H omeland S ecurity and G overnmental A ffairs U nited S tates Senate, M ay 20 (2008)
- The accidental H unt brothers, how institutional investors are driving up food and energy prices (2008)
- Limits to arbitrage and commodity index investment: Front-running the G oldman roll (2011)
- Testing and estimating change-points in time series (1985)
- Empirical analysis of agricultural commodity prices, crude oil prices and US dollar exchange rates using panel data econometric methods (2015)
- A simple implicit measure of the effective bid-ask spread in an efficient market (1984) — link
- Hedging pressure effects in futures markets (2000)
- Measuring index investment in commodity futures markets (2013)
- Do demand curves for stocks slope down? (1986)
- Commodity index investing and commodity futures prices (2010)
- The stochastic behavior of commodity prices: Implications for valuation and hedging (1997)
- An efficient method of estimating seemingly unrelated regressions and tests for aggregation bias (1962)
- An empirical investigation of continuous-time equity return models (2002)
- Intraday periodicity and volatility persistence in financial markets (1997)
- Deutsche M ark- D ollar volatility: Intraday activity patterns, macroeconomic announcements and long run dependencies (1998a) — link
- Answering the skeptics: Yes, standard volatility models do provide accurate forecasts (1998b) — link
- Roughing it up: Including jump components in the measurement, modeling, and forecasting of return volatility (2007) — link
- Modeling and forecasting realized volatility (2003) — link
- Realized beta: Persistence and predictability (2006)
- Correcting the errors: Volatility forecast evaluation using high-frequency data and realized volatilities (2005)
- Some determinants of the volatility of futures prices (1985) — link
- The time pattern of hedging and the volatility of futures prices (1983) — link
- The cross-section of volatility and expected returns (2006)
- Fractionnaly integrated generalized autoregressive conditional heteroscedasticity (1996)
- Bivariate GARCH estimation of the optimal commodity futures hedge (1991)
- Econometric analysis of realized volatility and its use in estimating stochastic volatility models (2002) — link
- Power and bipower variation with stochastic volatility and jumps (2004)
- Measuring downside risk - realized semivariance (2008)
- Jumps and stochastic volatility: Exchange rate processes implicit in D eutsche M ark options (1996)
- Multivariate GARCH models: A survey (2006)
- Studies of stock price volatility changes (1976)
- The pricing of commodity contracts (1976)
- Skewness preferences, asset prices and investor sentiment (2017)
- Generalized autoregressive conditional heteroscedasticity (1986)
- Modelling the coherence in short-run nominal exchange rates: A multivariate generalized ARCH model (1990)
- Leverage and volatility feedback effects in high-frequency data (2006)
- The supply of storage (1958) — link
- A Markov model of switching-regime ARCH (1994)
- Commodities inventory effect (2010)
- Commodities volatility and the theory of storage (2012)
- The asymmetric commodity inventory effect on the optimal hedge ratio (2012) — link
- Volatility and maturity effects in the NIKKEI index futures (2000) — link
- A subordinated stochastic process model with finite variance for speculative prices (1973)
- Long memory in continuous-time stochastic volatility models (1998)
- A note on a simple, accurate formula to compute implied standard deviations (1996)
- A Simple Formula to Compute the Implied Standard Deviations (1988)
- The model confidence set (2011) — link
- A simple approximate long-memory model of realized volatility (2009) — link
- Comparing predictive accuracy (1995) — link
- Computing the market price of volatility risk in the energy commodity markets (2008)
- The hedging performance of the new futures markets (1979)
- Who trades futures and how: Evidence from the heating oil futures market (2002)
- Determinants of trader profits in commodity futures markets (2013)
- Autoregressive conditional heteroscedasticity with estimates of the variance of U nited K ingdom inflation (1982)
- Dynamic conditional correlation (2002a)
- New frontiers for ARCH models (2002b)
- Risk and volatility: Econometric models and financial practice (2004)
- Comovements in stock prices in the very short run (1979)
- Commodity Futures Prices: Some evidence on forecast power, premiums, and the theory of storage (1987) — link
- Business cycles and the behavior of metals prices (1988) — link
- Futures prices and the maturity effect (1996) — link
- Soybean inventory and forward curve dynamics (2005) — link
- Forward curves, scarcity and price volatility in oil and natural gas markets (2009) — link
- The MIDAS touch: Mixed data sampling regression models (2004)
- On the relation between the expected value and the volatility of the nominal excess return on stocks (1993)
- The fundamentals of commodity futures returns (2012) — link
- Idiosyncratic risk matters! (2003)
- Futures price variability: A test of maturity and volume effects (1986) — link
- A test of the hypothesis that backwardation is a function of the real social risk of commodity futures contracts (1977)
- The search for a risk premium (1961)
- Democracy’s wisdom: An Aristotelian middle way for collective judgment (2013)
- The wisdom of the multitude: Some reflections on book 3, chapter 11 of Aristotle’s Politics (1995)
- Vox populi (1907)
- A new approach to the economic analysis of nonstationary time series and the business cycle (1989)
- Concentration in the U.S. steel industry (1950)
- Forecasting volatility using high frequency data (2011)
- Autoregressive conditional skewness (1999)
- Testing the equality of prediction mean squared errors (1997) — link
- Forecasting volatility of the U . S . oil market (2014) — link
- A closed-form solution for options with stochastic volatility with applications to bond and currency options (1993)
- GARCH model with cross-sectional volatility: GARCHX models (2005)
- Value and Capital: An Inquiry into Some Fundamental Principles of Economic Theory (1946)
- Speculation and economic stability (1939) — link
- The Determinants of Average Trade Size (1998)
- A tale of two premiums: The role of hedgers and speculators in commodity futures markets (2020)
- A Treatise on Money: The Applied Theory of Money (1930)
- Oil futures prices in a production economy with investment constraints (2009) — link
- Questioning the news about economic growth: Sparse forecasting using thousands of news-based sentiment values (2019)
- Mandatory portfolio disclosure, stock liquidity, and mutual fund performance (2015)
- Determinants of agricultural futures price volatilities: Evidence from W innipeg commodity exchange (1993) — link
- Does anything beat 5-minute RV ? A comparison of realized measures across multiple asset classes (2015) — link
- Idiosyncratic risk and security returns (2004)
- A theoretical comparison between integrated and realized volatility (2002)
- Price variability and the maturity effect in futures markets (1986) — link
- The evaluation of economic forecasts (1969)
- Is there a maturity effect in the price of the S & P 500 futures contract? (2001) — link
- Conditional heteroskedasticity in asset returns: A new approach (1991)
- Fundamentals and volatility: Storage, spreads and the dynamics of metals prices (1994) — link
- The third dimension of financialization: Electronification, intraday institutional trading, and commodity market quality (2017)
- Electronic versus open outcry trading in agricultural commodities futures markets (2011)
- The effect of pit closure on futures trading (2018)
- A note on the variability of futures prices (1976) — link
- Proof that properly anticipated prices fluctuate randomly (1965)
- Capturing the risk premium of commodity futures: The role of hedging pressure (2013)
- Is real-world price a tale told by the idiot of chance? (1976) — link
- Investor flows and the 2008 boom/bust in oil prices (2014)
- Index investment and the financialization of commodities (2012)
- Realizing the future: Forecasting with high-frequency-based volatility ( HEAVY ) models (2010)
- Wheat studies (1933)
- A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix (1987)
- Automatic Lag Selection in Covariance Matrix Estimation (1994) — link
- Expected stock returns and volatility (1987)
- Forecasting realized variance measures using time-varying coefficient models (2018) — link
- Risk everywhere: Modeling and managing volatility (2018) — link
- Realizing smiles: Options pricing with realized volatility (2013)
- The GARCH option pricing model (1995)
- The pricing of options and corporate liabilities (1973)
- How often to sample a continuous-time process in the presence of market microstructure noise (2005) — link
- Realized volatility forecasting and market microstructure noise (2011) — link
- HARK the SHARK : Realized volatility modeling with measurement errors and nonlinear dependencies (2021)
- High-frequency lead-lag effects and cross-asset linkages: A multi-asset lagged adjustment model (2020)
- The distribution of realized exchange rate volatility (2001)
- The distribution of realized stock return volatility (2001)
- Exploiting the errors: A simple approach for improved volatility forecasting (2016) — link
- Seasonality and the valuation of commodity options (2013)
- Is there a term structure of futures volatilities? R eevaluating the S amuelson hypothesis (1996) — link
- Futures market volatility: What has changed? (2015)
- Basis speculation in commodity futures: The maturity effect (1982)
- Spread volatility in commodity futures: The length effect (1984)
- Factor structure in commodity futures return and volatility (2019)
- Commodity connectedness
- The Samuelson hypothesis in futures markets: An analysis using intraday data (2008)
- Asymmetric volatility of basis and the theory of storage (2005)
- Theory of storage, inventory and volatility in the LME base metals (2013)
- Forecasting crude oil price volatility (2018)
- Backwardation in oil futures markets: Theory and empirical evidence (1995)
- Volatility and commodity price dynamics (2004)
- Futures basis, inventory and commodity price volatility: An empirical analysis (2012)
- Realized volatility in the futures markets (2003)
- Realized volatility forecasting of agricultural commodity futures using the HAR model with time-varying sparsity (2017)
- Realized volatility transmission between crude oil and equity futures markets: A multivariate HAR approach (2013)
- Realized volatility spillovers in the non-ferrous metal futures market (2014)
- Unspanned stochastic volatility and the pricing of commodity derivatives (2009)
- Realized volatility and correlation in energy futures markets (2008)
- Likelihood ratio tests for model selection and non-nested hypotheses (1989)
- The valuation effects of index investment in commodity futures (2021)
- Do economic variables forecast commodity futures volatility? (2021)
- A tale of two premiums revisited (2021)
- Tests for parameter instability and structural change with unknown change point (1993)
- End-of-sample instability tests (2003)
- Estimating and testing linear models with multiple structural changes (1998)
- Computation and analysis of multiple structural change models (2003)
- Optimal investment, growth options, and security returns (1999)
- Valuation and return dynamics of new ventures (2004)
- Evaluating natural resource investments (1985)
- A model of R&D valuation and the design of research incentives (2008)
- Valuing American options by simulation: A simple least-squares approach (2001)
- Patents and R&D as Real Options (2004)
- The real options approach to valuation: Challenges and opportunities (2013)
- Rational pricing of internet companies (2000)
- Rational pricing of internet companies revisited (2001)
- Evaluating investments in disruptive technologies (2002)
- Investment Under Uncertainty (1994)
- Dynamic Models for Volatility and Heavy Tails: With Applications to Financial and Economic Time Series (2013)
- A score-driven conditional correlation model for noisy and asynchronous data: An application to high-frequency covariance dynamics (2020)
- Generalized autoregressive score models with applications (2013)
- Price dividend ratio and long-run stock returns: A score-driven state space model (2020)
- Adaptive state space models with applications to the business cycle and financial stress (2016)
- Forecasting, structural time series models and the Kalman filter (1990)
- Time series analysis by state space methods (2012)
- Time series analysis (1994)
- Backtesting Expected Shortfall via Multi-Quantile Regression (2020)
- On the coherence of expected shortfall (2002)
- Coherent Measures of Risk (1999)
- Minimum capital requirements for market risk (2016)
- A simple skewed distribution with asset pricing applications (2017)
- Bootstrapping regression models (1981)
- Multivariate dynamic intensity peaks‐over‐threshold models (2019)
- Dynamic semiparametric models for expected shortfall (and Value-at-Risk) (2019)
- Value at Risk: The New Benchmark for Managing Financial Risk (2006)
- National strategy for the protection of Switzerland against cyber risks (2018)
- Gartner’s Hype Cycle and Information System Research Issues (2008)
- Incumbent performance in the face of a radical innovation: Towards a framework for incumbent challenger dynamics (2012)
- An overview of the literature on technology roadmapping (TRM): Contributions and trends (2013)
- A fuzzy multiple criteria comparison of technology forecasting methods for predicting the new materials development (2008)
- What Is Disruptive Innovation? (2015)
- Robust dynamic classes revealed by measuring the response function of a social system (2008)
- Critical Phenomena in Natural Sciences: Chaos, Fractals, Self-organization and Disorder: Concepts and Tools (2006)
- Forecasting emerging technologies: Use of bibliometrics and patent analysis (2006)
- Technology-gaps, innovation-diffusion and transformation: An evolutionary interpretation (2002)
- An analytical approach to building a technology development envelope (TDE) for roadmapping of emerging technologies (2007)
- Externalities and the magnitude of cyber security underinvestment by private sector firms: A modification of the G ordon- L oeb M odel (2015)
- The economics of information security investment (2002)
- From NASA to EU: the evolution of the TRL scale in Public Sector Innovation (2017)
- Forecasting by analogy using the web search traffic (2017)
- Modelling and forecasting the diffusion of innovation – A 25-year review (2006)
- Information technology innovation diffusion: An information requirements paradigm (2008)
- Hierarchy of temporal responses of multivariate self-excited epidemic processes (2013)
- Economic valuation for information security investment: A systematic literature review (2017)
- Technological Evolution and Radical Innovation (2005)
- The S-curve of technological evolution: Marketing law or self-fulfilling prophecy? (2007)
- Using patent data for technology forecasting: China RFID patent analysis (2011)
- Incumbent actors, guided search paths, and landmark projects in infrasystem transitions: Re-thinking Strategic Niche Management with a case study of French tramway diffusion (1971–2016) (2019)
- Integrated roadmaps and corporate Foresight as tools of innovation management: The case of Russian companies (2015)
- Asset pricing without garbage (2017)
- Technological innovation and long waves (1984)
- Order flow, transaction clock, and normality of asset returns (2000)
- AI and its new winter: From myths to realities (2020)
- Quantum computational supremacy (2017)
- Existential risk prevention as global priority (2013)
- The fragile world hypothesis: Complexity, fragility, and systemic existential risk (2020)
- Security analytics: Big data analytics for cybersecurity – A review of trends, techniques and tools (2013)
- A real options reasoning approach to hybrid vehicle investments (2010)
- Timing the start of material substitution projects: Creating switching options under volatile material prices (2014)
- Why some firms never invest in formal R&D (2010)
- Valuation of information technology investments as real options (2000)
- The valuation of multidimensional American real options using the LSM simulation method (2008)
- Generalized Autoregressive Score models in R: The GAS package (2019)
- Do stocks outperform Treasury bills? (2018)
- Do global stocks outperform US Treasury bills? (2019)
- Stock volatility and the crash of ‘87 (1990)
- Telling from discrete data whether the underlying continuous-time model is a diffusion (2002) — link
- Disentangling diffusion from jumps (2004) — link
- Good volatility, bad volatility: Signed jumps and the persistence of volatility (2015) — link
- A reduced form framework for modeling volatility of speculative prices based on realized variation measures (2011) — link
- Discrete-time volatility forecasting with persistent leverage effect and the link with continuous-time volatility modeling (2012) — link
- Reexamining financial and economic predictability with new estimators of realized variance and variance risk premium (2018)
- Time-varying coefficient estimation in SURE models. A pplication to portfolio management. (2019) — link
- On heteroskedasticity and regimes in volatility forecasting (2017)
- Nonparametric estimation and forecasting for time-varying coefficient realized volatility models (2018) — link
- Modelling and forecasting multivariate realized volatility (2011)
- Modeling and forecasting (un)reliable realized covariances for more reliable financial decisions (2018)
- High-dimensional multivariate realized volatility estimation (2019)
- Optimal versus naive diversification: How inefficient is the 1/N portfolio strategy? (2009)
- On estimating regression (1964) — link
- Smooth regression analysis (1964) — link
- The estimation and application of long memory time series models (1983) — link
- Log-periodogram regression of time series with long range dependence (1995) — link
- Volatility forecast comparison using imperfect volatility proxies (2011) — link
- Nonparametric multistep-ahead prediction in time series analysis (2004) — link
- Glossary to ARCH ( GARCH ) (2008)
- Estimation methods for stochastic volatility models: A survey (2004)
- A model of returns and trading in futures markets (2000) — link
- Regression-based expected shortfall backtesting (2020) — link
- On the efficiency of least squares regression with security abnormal returns as the dependent variable (1994)
- Trend fundamentals and exchange rate dynamics (2020)
- Is there a Swiss price puzzle? (2012)
- Shocking interest rates floors (2019)
- A daily fever curve for the Swiss economy (2020)
- Some anomalous evidence regarding market efficiency (1978)
- Efficient market hypothesis and forecasting (2004)
- Futures trading and the excess co-movement of commodity prices (2017)
- The excess co-movement of commodity prices (1990)
- Are there common factors in individual commodity futures returns? (2014)
- Macroeconomic influences and the variability of the commodity futures basis (1993)
- Determinants of hedging and risk premia in commodity futures markets (1989)
- Hedging pressure and futures price movements in a general equilibrium model (1990)
- An empirical analysis of risk premia in futures markets (1993)
- Time-varying risk premia and forecastable returns in futures markets (1992)
- Basis-Momentum (2019)
- The pre-FOMC announcement drift (2015)
- Momentum strategies in commodity futures markets (2007)
- Asset pricing: A tale of night and day (2020)
- The overnight drift (2020)
- Infrequent rebalancing, return autocorrelation, and seasonality (2016)
- Futures trading and investor returns: An investigation of commodity market risk premiums (1973)
- An anatomy of commodity futures risk premia (2014)
- Carry (2018)
- Value and momentum everywhere (2013)
- Risk, return, and equilibrium: Empirical tests (1973)
- Efficient asset portfolios and the Theory of Normal Backwardation (1983)
- Consumption betas and backwardation in commodity markets (1984)
- An investigation of commodity futures prices using the consumption-based intertemporal capital asset pricing model (1985)
- Does unobservable heterogeneity matter for portfolio-based asset pricing tests? (2020)
- Cross hedging (1981)
- Economic linkages across commodity futures: Hedging and trading implications (2009)
- Nonmarketable assets and the determination of capital asset prices in the absence of a riskless asset (1973)
- A simple model of capital market equilibrium with incomplete information (1987)
- Consumption risk in futures markets (1980)
- The pricing of commodity futures contracts, nominal bonds and other risky assets under commodity price uncertainty (1979)
- Conquering misperceptions about commodity futures investing (2016)
- The theory of price of storage (1949)
- Competitive storage and commodity price dynamics (1996)
- Equilibrium forward curves for commodities (2000)
- Commodity betas with mean reverting output prices (2008)
- What does futures market interest tell us about the macroeconomy and asset prices? (2012)
- Common risk factors in the cross-section of corporate bond returns (2019)
- Commodity futures and spot price determination and hedging in capital market equilibrium (1979)
- An empirical investigation of the arbitrage pricing theory (1980)
- Investment shocks and the commodity basis spread (2013)
- Dynamic risk management (2014)
- Broker-dealer risk appetite and commodity returns (2013)
- Economic linkages, relative scarcity, and commodity futures returns (2013)
- Inventories and the short-run dynamics of commodity prices (1994)
- An empirical analysis of commodity convenience yields (2020)
- Stochastic convenience yield implied from commodity futures and interest rates (2005)
- Stochastic convenience yield and the pricing of oil contingent claims (1990)
- Investment style in the returns of CTA s (1997)
- Time series momentum (2012)
- Exploiting commodity momentum along the futures curves (2014)
- Commodity liquidity measurement and transaction costs (2012)
- Liquidity commonality in commodities (2013)
- Does global liquidity drive commodity prices? (2014)
- VIX futures calendar spreads (2018)
- Crowding and factor returns (2021)
- The impact of crowding in alternative risk premia investing (2019)
- Comparing asset pricing models (2018)
- Which alpha? (2017)
- A test of the efficiency of a given portfolio (1989)
- Skewness in stock returns: Reconciling the evidence on firm versus aggregate returns (2012)
- Consistent covariance matrix estimation with spatially dependent panel data (1998)
- Specification tests in econometrics (1978)
- Long-short commodity investing: A review of the literature (2016)
- Presidential address: Discount rates (2011)
- Modeling corporate bond returns (2020)
- Characteristics are covariances: A unified model of risk and return (2019)
- Who manages risk? An empirical examination of risk management practices in the gold mining industry (1996)
- A family of face products of matrices and its properties (1999)
- Estimating standard errors in finance panel data sets: Comparing approaches (2009)
- Correcting for cross-sectional and time-series dependence in accounting research (2010)
- Tests of equality between sets of coefficients in two linear regressions (1969)
- Commodity Futures Intraday Data (2019)
- Commodity Futures Daily Data (2020)
- Cryptocurrency: A new investment opportunity? (2021)
- …and the cross-section of expected returns (2016)
- Modelling crypto-currencies financial time-series (2019)
- Regime changes in Bitcoin GARCH volatility dynamics (2019)
- Social capital of venture capitalists and start-up funding (2012) — link
- Estimating private equity returns from limited partner cash flows (2018) — link
- European venture capital: Myths and facts (2015)
- Mutual funds as venture capitalists? E vidence from unicorns (2021) — link
- The risk and return of venture capital (2005) — link
- Private equity benchmarks and portfolio optimization (2013) — link
- A new method to estimate risk and return of nontraded assets from cash flows: The case of private equity funds (2012) — link
- Auto- Sklearn 2.0: Hands-free AutoML via meta-learning (2021) — link
- Cybersecurity risk (2023)
- Private equity performance and liquidity risk (2012) — link
- Squaring venture capital valuations with reality (2020) — link
- How do private equity investments perform compared to public equity? (2016) — link
- Round-number bias in investment: Evidence from equity crowdfunding (2018) — link
- Risk‐adjusting the returns to venture capital (2016) — link
- Risk and return characteristics of venture capital-backed entrepreneurial companies (2010) — link
- Mutual fund investments in private firms (2020) — link
- The returns to entrepreneurial investment: A private equity premium puzzle? (2002)
- Scikit-learn: Machine learning in P ython (2011)
- Building a venture capital index (2001) — link
- Beware of venturing into private equity (2009)
- An index for venture capital, 1987–2003 (2005)
- Private equity versus stocks (2006)
- Crunchbase research: Monitoring entrepreneurship research in the age of big data (2021) — link
- A new model of venture capital risk and return (2009) — link
- Using C runchbase for economic and managerial research (2017)
- Historical Company Data (2022)
- Nonlinearity and smoothing in venture capital performance data (2012)
- Fund size, limited attention and valuation of venture capital backed firms (2011)
- Local bias in venture capital investments (2010)
- Firm-level implications of early stage venture capital investment - An empirical investigation (2007)
- Systematic review on identification and prediction of deep learning-based cyber security technology and convergence fields (2022)
- Measuring security development in information technologies: A scientometric framework using arXiv e-prints (2023)
- The economic cost of publicly announced information security breaches: Empirical evidence from the stock market (2003)
- Integrating cost–benefit analysis into the NIST C ybersecurity F ramework via the G ordon– L oeb M odel (2020)
- Empirical evidence on the determinants of cybersecurity investments in private sector firms (2018)
- Increasing cybersecurity investments in private sector firms (2015)
- Market value of voluntary disclosures concerning information security (2010)
- The impact of information security breaches: Has there been a downward shift in costs? (2011)
- The impact of information sharing on cybersecurity underinvestment: A real options perspective (2015)
- Economic aspects of information security: An emerging field of research (2006)
- The economics of information security (2006)
- Identifying how firms manage cybersecurity investment (2006)
- The new risk and return of venture capital (2022)
- A framework for using insurance for cyber-risk management (2003)
- Pricing the cost of cybercrime - A financial protection approach (2018)
- Investing in cybersecurity: Insights from the G ordon- L oeb M odel (2016)
- Cybersecurity investment guidance: Extensions of the G ordon and L oeb M odel (2016)
- Research note - A value-at-risk approach to information security investment (2008)
- Making the best use of cybersecurity economic models (2009)
- Coordination in network security games: A monotone comparative statics approach (2012)
- IT security investment and G ordon- L oeb’s 1/e rule (2012)
- On the G ordon and L oeb M odel for information security investment (2006)
- Returns to information security investment: The effect of alternative information security breach functions on optimal investment and sensitivity to vulnerability (2006)
- Vulnerability and information security investment: An empirical analysis of e-local government in J apan (2005)
- Information security and risk management (2008)
- A taxonomy of cyber-harms: Defining the impacts of cyber-attacks and understanding how they propagate (2018)
- Examining the costs and causes of cyber incidents (2016)
- The impact of information security events to the stock market: A systematic literature review (2016)
- Framework for Improving Critical Infrastructure Cybersecurity (2018)
- Taxonomy of information security risk assessment ( ISRA ) (2016)
- The economics of mandatory security breach reporting to authorities (2016)
- Introducing cybernomics: A unifying economic framework for measuring cyber risk (2017)
- Risk assessment uncertainties in cybersecurity investments (2018)
- Integrated framework for information security investment and cyber insurance (2019)
- Do firms underreport information on cyber-attacks? Evidence from capital markets (2018)
- Cyber risk for the financial sector: A framework for quantitative assessment (2018)
- Cyber-risk disclosure: Who cares? (2016)
- Stock price reaction to data breaches (2017)
- Risk management, firm reputation, and the impact of successful cyberattacks on target firms (2021)
- Corporate governance, social responsibility, and data breaches (2018)
- Cyber-attacks and stock market activity (2021)
- TechRank (2022)
- Measuring the changing cost of cybercrime (2019)
- Measuring the cost of cybercrime (2013)
- The Econometrics of Financial Markets (1997)
- To share or not to share: A behavioral perspective on human participation in security information sharing (2018)
- A new status index derived from sociometric analysis (1953)
- Corporate Venture Capital Contracts (2006)
- Hedge fund networks (2022)
- The role of contracts in venture capital returns (2021)
- Technology ventures’ engagement of external actors in the search for viable market applications: On the relevance of T echnology B roadcasting and S ystematic V alidation (2021)
- TechRank: A network-centrality approach for informed cybersecurity investments (2021)
- Network-based research in entrepreneurship: A critical review (2003)
- Beyond social capital: The role of entrepreneurs’ social competence in their financial success (2003)
- Embracing digital networks: Entrepreneurs’ social capital online (2017)
- How does entrepreneurial failure change an entrepreneur’s digital identity? Evidence from T witter data (2021)
- Landmark based shortest path detection by using D ijkestra algorithm and Haversine formula (2013)
- A perspective on regional and global strategies of multinational enterprises (2004)
- The effect of foreign investment on economic development and income inequality (2002)
- Globalization impact on multinational enterprises (2021)
- Array programming with N um P y (2020)
- Percolation centrality: Quantifying graph-theoretic impact of nodes during percolation in networks (2013)
- The building blocks of economic complexity (2009)
- Which startup to invest in: A personalized portfolio strategy (2018)
- Knowledge management: An organizational capabilities perspective (2001)
- Unfolding the relations between companies and technologies under the B ig D ata umbrella (2018)
- Predicting investor funding behavior using C runchbase social network features (2016)
- Probabilistic latent factor model for collaborative filtering with B ayesian inference (2021)
- Spearman rank correlation (2005)
- The virtuous circle of W ikipedia: Recursive measures of collaboration structures (2015)
- Novel multiplex P age R ank in multilayer networks (2018)
- Large scale properties of the W ebgraph (2004)
- Ranking hubs and authorities using matrix functions (2013)
- Structural measures for multiplex networks (2014)
- Catastrophic cascade of failures in interdependent networks (2010)
- Layered complex networks (2006)
- Weighted P age R ank algorithm (2004)
- Factoring and weighting approaches to status scores and clique identification (1972)
- A mathematical model for group structures (1948)
- Identification of top- K nodes in large networks using Katz centrality (2017)
- Online estimating the k central nodes of a network (2011)
- Community-based greedy algorithm for mining top- K influential nodes in mobile social networks (2010)
- Centrality in social networks conceptual clarification (1978)
- Global rank estimation (2017)
- Centrality measures in complex networks: A survey (2020)
- The Innovators Dilemma: When New Technologies Cause Great Firms to Fail (1997)
- The P age R ank citation ranking: Bringing order to the web (1999)
- Has persistence persisted in private equity? Evidence from buyout and venture capital funds (2023)
- Can investors time their exposure to private equity? (2021)
- Investing outside the box: Evidence from alternative vehicles in private equity (2022)
- Do private equity funds manipulate reported returns? (2019)
- How persistent is private equity performance? Evidence from deal-level data (2017)
- Should defined contribution plans include private equity investments? (2022)
- Financial intermediation in private equity: How well do funds of funds perform? (2018)
- Private equity performance: What do we know? (2014)
- Cyclicality, performance measurement, and cash flow liquidity in private equity (2016)
- Private equity performance: Returns, persistence, and capital flows (2005)
- Informational holdup and performance persistence in venture capital (2014)
- The anatomy of cyber risk (2021)
- T ake B lip’s US$ 100 million series A led by W arburg P incus (2020) — link
- Microsoft Invests $10 Billion in ChatGPT Maker OpenAI (2023) — link
- Order flows and financial investor impacts in commodity futures markets (2022)
- A private investment benchmark (1996)
- Private equity benchmarking with PME+ (2003)
- Benchmarking private equity: The direct alpha method (2023)
- The public market equivalent and private equity performance (2015)
- Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using C runchbase data (2023)
- Cyber risk and the cross section of stock returns — → 2402.04775
- Cyberattacks, media coverage and municipal finance (2023)
- Municipal Cyber Risk (2023)
- Equilibrium in a capital asset market (1966)
- The Valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets (1965)
- Capital asset prices: A theory of market equilibrium under conditions of risk (1964)
- Efficient estimation of word representations in vector space (2013)
- The Cross-Section of Expected Stock Returns (1992)
- What the hack: Systematic risk contagion from cyber events (2019)
- Distributed representations of sentences and documents (2014)
- An empirical evaluation of doc2vec with practical insights into document embedding generation (2016)
- Neural network embeddings on corporate annual filings for portfolio selection (2021)
- Asset pricing (2005)
- The supply of cyber risk insurance (2023)
- Time dynamics of cyber risk (2023)
- New advances on cyber risk and cyber insurance (2023)
- Heterogeneity in cyber loss severity and its impact on cyber risk measurement (2022)
- Evidence on the characteristics of cross sectional variation in stock returns (1997)
- A skeptical appraisal of asset pricing tests (2010)
- An empirical evaluation of accounting income numbers (1968)
- Using daily stock returns: The case of event studies (1985)
- The adjustment of stock prices to new information (1969)
- Nonparametric rank tests for event studies (2011)
- Standard errors in event studies (1992)
- Measuring abnormal performance: The event parameter approach using joint generalized least squares (1986)
- An investigation of event study methodologies with clustered events and event day uncertainty (1997)
- Momentum and post-earnings-announcement drift anomalies: The role of liquidity risk (2006)
- Econometrics of event studies (2007)
- The effect of regulation changes on insider trading (1974)
- Corporate forecasts of earnings per share and stock price behavior: Empirical test (1976)
- Demand curves for stocks do slope down: New evidence from an index weights adjustment (2000)
- Stock price effects and costs of secondary distributions (1985)
- The S&P500 index effect reconsidered: Evidence from overnight and intraday stock price performance and volume (2010)
- Firm value and seasoned equity issues: Price pressure, wealth redistribution, or negative information (1987)
- Price Pressure around mergers (2004)
- Capital gains tax overhang and price pressure (2006)
- A note on intraday event studies (2019)
- Event studies with intraday data (2023)
- The cyber risk premium (2023)
- Cybercrime and the Cross-Section of Equity Returns (2022)
- How is earnings news transmitted to stock prices? (2022)
- The intraday B itcoin response to T ether minting and burning events: Asymmetry, investor sentiment, and \quotes whale alerts on T witter (2022)
- Run EDGAR run: SEC dissemination in a high-frequency world (2017)
- The high-frequency trading arms race: Frequent batch auctions as a market design response (2015)
- Information content of earnings announcements: Evidence from after-hours trading (2012)
- Evidence on the speed of convergence to market efficiency (2005)
- Market efficiency in real time (2002)
- Market structure, informed trading, and analysts’ recommendations (1997)
- Market microstructure invariance: Empirical hypotheses (2016)
- Characteristics and procedures of common stock split-ups (1933)
- Event Induced Volatility and Tests for Abnormal Performance (2003)
- Liquidity changes following stock splits (1979)
- Too much of a good thing? Speculative effects on commodity futures curves (2020)
- A dynamic model of hedging and speculation in the commodity futures markets (2015)
- The total benefit of alternative assets to pension fund portfolios (2016)
- a (1)
- The limits of the limits of arbitrage (2010)
- Payout policy in the 21st century (2005)
- Is the abnormal return following equity issuances anomalous? (2000)
- Seasoned public offerings: Resolution of the ’new issues puzzle’ (2000)
- Building a venture capital index (2001) — link
- Using C runchbase for economic and managerial research (2017)
- Risk management, firm reputation, and the impact of successful cyberattacks on target firms (2021)
- Measuring the changing cost of cybercrime (2019)
- Measuring the cost of cybercrime (2013)
- Asset pricing (2005)
- Event studies in international finance research (2023)
- Is ESG Relevant to Electricity Companies during Pandemics? A Case Study on European Firms during COVID-19 (2022)
1 of 602 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.