Table 3

Financial constraints classifications

The studyFC criterionIs investment-cash flow sensitivity supported under the financing constraints Hypothesis?a
Xu and Xu (2019) N/AN/A
Lensink et al. (2003) Business group affiliationYes
Poursoleiman et al. (2020) Debt maturityYes
Kim (1999) Firm sizeYes
Chan et al. (2012a) Politically connected firm statusYes
Hanazaki and Liu (2007) Family ownership statusYes
Chan et al. (2012b) Firm sizeYes
Yu et al. (2020) State-owned status, Cash ratio, Firm size, Firm age, Liquidation ratio, Tangibility, Profitability, Product market competition, Firm-specific scoreYes
Ghosh (2006) Firm sizeYes
Gül and Taştan (2020) Firm sizeYes
Vijayakumaran (2021) State-owned statusYes
Fu and Liu (2015) N/AN/A
Rousseau and Kim (2008) Firm size, Firm age, Business group affiliationYes
Kumar and Ranjani (2018) Ownership, Firm size, Debt capacity, Business group affiliationYes
Ameer (2014) N/AN/A
Gupta and Mahakud (2019) Dividend payment, Firm size, Business group affiliationYes
Bhaumik et al. (2012) Firm Size, Business group affiliation, IndebtednessYes
O'Toole and Newman (2017) State-owned status, Firm sizeYes
Kandilov and Leblebicioğlu (2012) N/A 
Jaramillo et al. (1996) Firm size, Firm ageYes
Aivazian and Santor (2008) Firm SizeYes
George et al. (2011) Firm Size, Business group affiliationYes
Crnigoj and Verbic (2014) Firm SizeYes
Ganesh-Kumar et al. (2001) Firm Size, Ownership, exporter statusYes
Saeed and Vincent (2012) Firm Size, Ownership, debt levelYes
Shin and Park (1999) Business group affiliation, Firm size, debt levelYes
Lin and Bo (2012) KZ Index, State ownershipYes
Xu et al. (2013) Politically connected firm status, Quality of corporate governance, Family firmsYes
Ro et al. (2017) Firm sizeYes
Ding et al. (2013) Ownership statusYes
Demir (2008) Firm sizeYes, but there is no difference between small firms and large firms
Gezici et al. (2019) Firm size, Financing constraints scoreYes
Pellicani et al. (2019) Ownership (Family firm status), KZ Index, WW IndexYes
Srinivasan and Thampy (2017) Close banking relationships (especially with government banks)Yes
Kuo and Hung (2012) Family ownership status, Future growth opportunities (Low Q and High Q)Yes
Tsai et al. (2014) Firm Ownership Status, Politically Oriented FirmsYes
Francis et al. (2011) Country and firm- level corporate governanceYes
Gupta et al. (2020) Firm size, Business group affiliation, Firm’s ageYes
Machokoto (2021) WW Index, KZ Index, Debt level, Firm size, HP Index, PP&E level, DividendsYes
Ahiadorme et al. (2018) N/A 
Crisostomo et al. (2014) Dividend paymentYes
Guizani and Ajmi (2020) Business group affiliationYes
Sitthipongpanich (2017) Family ownership statusYes
Guizani (2020) Family ownership status, Sharia-compliant firmsYes
Guizani (2019) Sharia-compliant firmsYes
Altaf and Shah (2018) Dividend payment status, Coverage statusYes
Yeh and Lin (2020) Business group affiliation, Related party transactionsYes
Gugler and Peev (2010) Firm ownership statusYes
Sun and Yamori (2009) Regional disparityYes
Hung and Tseng (2009) Firm size, Index classification, Foreign investment ratioYes
Jiang et al. (2019) Analyst coverage, DiversificationYes
Hung and Kuo (2011) Family ownership status, Future growth opportunities (Low Q and High Q)Yes
Guariglia et al. (2012) Irreversible investment statusYes
Mansour et al. (2017) Working capital levelYes
Wan and Zhu (2011) N/AN/A

Note(s):aIf investment-cash flow sensitivity is found to be valid for at least one financing constraints classification, it is reported as “Yes”. WW: Whited-Wu Index, KZ: Kaplan and Zingales Index, HP: Hadlock-Pierce Index, PP&E: Property, Plant and Equipment, Q: Tobin’s Q

Source(s): The author

or Create an Account

Close Modal
Close Modal