Table 1. Empirical literature summary

Authors Data Zombie identification Dependent variables Main independent variables Methodology
Region Firm type
Caballero et al. (2008) Japan Listed firm (1981–2002) Interest payments criterion Investment rate, Δlog (employment), and productivity Non-zombie (1/0), industry zombie percentage, sales growth Fixed effects
McGowan et al. (2018) 9 OECD countries All types of firms (2003–2013) Interest coverage ratio criterion, Age>=10yrs Investment rate, Δlog (employment), level of multifactor productivity Non-zombie (1/0), industry zombie share Fixed effects
Geng et al. (2021) China All state-owned enterprises (SOEs) and non-SOEs (1998–2007) Profitability criterion+Evergreen lending criterion +Interest payments criterion The level of industrial upgrading is measured by the change in the share of high-tech industries in a province’s total industrial output The proportion of zombie firm assets in an industry Fixed effects (Bartik method)
European Commission (2018) 19 European Union countries Non-financial firms in the manufacturing and services sectors (2008–2013) Interest coverage ratio criterion Investment rate, ΔLog(Employment), labor productivity, multifactor productivity Non-zombie (1/0), industry zombie share Fixed effects
Qiao & Fei (2022) China All types of firms (1998–2013) Negative profits for at least three consecutive years Enterprise operating efficiency Government subsidy amount, zombie (1/0) Two-stage endogeneity test (2SLS)
Chang et al. (2021) China Listed firms (2008–2016) Negative net profits (except for non-recurring gains and losses) for three consecutive years Zombie firm (1/0) Degree of government intervention (0–10) Probit estimation
Liu et al. (2019) China Listed firm (2007–2016) Profitability criterion+Evergreen lending criterion +Interest payments criterion Capacity utilization increment Subsidy to Zombie(1/0), amount of subsidy to zombie Fixed effects, random effect, mixed effect
Goto & Wilbur (2019) Japan SMEs (2009–2014) Profitability criterion+Evergreen lending criterion +Interest payments criterion Zombie (1/0) ROA (Return on assets), Zombie dummy (t–1), Log(capital) Fixed effect panel logit model
Nurmi et al. (2020) Finland All types of firms (1999–2017) Interest coverage ratio criterion Probability of exiting the zombie status Productivity, employment, capital intensity, age Discrete-time proportional hazard duration model
Baek et al. (2021) Korea All types of firms (2012–2019) Interest coverage ratio criterion Recovery of zombie to non-zombie firm (1/0) Start-up (1/0), R&D/sales, research department (1/0), government R&D support (1/0) Panel probit model
Kam & Jung (2018) Korea SMEs (2013–2014) Interest coverage ratio criterion Project success (1/0), sales growth (1/0) Zombie (1/0), zombie (1/0)×project success (1/0) Logit model
Lee et al. (2023) Korea All types of firms (2017–2019) Interest coverage ratio criterion Recovery of zombie to non-zombie firm (1/0) Product innovation (1/0), service innovation (1/0), business process innovation (1/0) Propensity score matching
R&D, research and development; SME, small and medium-sized enterprises.