Review of past studies on determinants of capital structure
| Study | Sample period | Country of study | Dependent variable | Independent/Control variables | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sz | Pr | Tg | Gr | FR | IL | Lq | Id | TR | NDTS | EFC | Ag | MC GDP | GDPG | INF | ||||
| Frank and Goyal (2009) | 1950–2003 | USA | TDTAM | +a | −a | +a | −a | +a | +a | |||||||||
| Vo and Ellis (2017) | 2006–2015 | Vietnam | LDTA | +b | + | +a | + | + | ||||||||||
| Khémiri and Noubbigh (2018) | 2006–2016 | 5 Sub-Saharan countries | LDTA | +a | −a | +a | −a | −a | −a | +a | −a | +a | −a | +a | −a | −a | +a | |
| Chakrabarti and Chakrabarti (2019) | 2006–07 to 2016–17 | India | TDTA | +a | − | + | − | −b | − | −a | ||||||||
| Jermias and Yigit (2019) | 1989–2012 | Turkey | TDTA | +a | −a | −a | −b | +a | ||||||||||
| Haron (2018) | 2000–2014 | Indonesia | TDTA | − | −a | −b | +a | + | −b | − | −a | |||||||
| M’ng et al. (2017) | 2004–2013 | 3 Asian countries | TDC | +a | −a | +a | −a | +a | ||||||||||
| Alves and Ferreira (2011) | 1991–2001 | 31 countries | −a | −a | −a | +a | ||||||||||||
| Matemilola et al. (2019) | 2008–2012 | Malaysia | TDTA | +a | +a | +a | − | −a | −a | |||||||||
| Bilgin and Dinc (2019) | 2012–2017 | Turkey | TDTC | +a | −c | +b | +a | −a | + | + | − | |||||||
| Rajan and Zingales (1998) | 1987–1990 | G7 countries | – | +a | −a | +a | −a | |||||||||||
| Harrison and Wisnu Widjaja (2014) | 2004–2011 | USA | LTD | + | −a | +a | −a | −c | ||||||||||
| Al−Najjar and Hussainey (2011) | 1991–2002 | UK | TDC* | +c | −c | −c | −c | + | ||||||||||
| Acedo-Ramírez and Ruiz-Cabestre (2014) | 1998–2008 | 5 European | TDTA | +a | − | +a | − | |||||||||||
| Matemilola and Ahmad (2015) | 2004–2009 | South Africa | TDTA* | − | −a | +b | ||||||||||||
| Study | Sample period | Country of study | Dependent variable | Independent/Control variables | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sz | Pr | Tg | Gr | FR | IL | Lq | Id | TR | NDTS | EFC | Ag | MC GDP | GDPG | INF | ||||
| 1950–2003 | USA | TDTAM | +a | −a | +a | −a | +a | +a | ||||||||||
| 2006–2015 | Vietnam | LDTA | +b | + | +a | + | + | |||||||||||
| 2006–2016 | 5 Sub-Saharan countries | LDTA | +a | −a | +a | −a | −a | −a | +a | −a | +a | −a | +a | −a | −a | +a | ||
| 2006–07 to 2016–17 | India | TDTA | +a | − | + | − | −b | − | −a | |||||||||
| 1989–2012 | Turkey | TDTA | +a | −a | −a | −b | +a | |||||||||||
| 2000–2014 | Indonesia | TDTA | − | −a | −b | +a | + | −b | − | −a | ||||||||
| 2004–2013 | 3 Asian countries | TDC | +a | −a | +a | −a | +a | |||||||||||
| 1991–2001 | 31 countries | −a | −a | −a | +a | |||||||||||||
| 2008–2012 | Malaysia | TDTA | +a | +a | +a | − | −a | −a | ||||||||||
| 2012–2017 | Turkey | TDTC | +a | −c | +b | +a | −a | + | + | − | ||||||||
| 1987–1990 | G7 countries | – | +a | −a | +a | −a | ||||||||||||
| 2004–2011 | USA | LTD | + | −a | +a | −a | −c | |||||||||||
| 1991–2002 | UK | TDC* | +c | −c | −c | −c | + | |||||||||||
| 1998–2008 | 5 European | TDTA | +a | − | +a | − | ||||||||||||
| 2004–2009 | South Africa | TDTA* | − | −a | +b | |||||||||||||
| Study | Independent/Control variables | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| INT | OWS | ATR | DSC | Ig | SPP | OC | Uf | IdD | IdC | LS | CR | SR | EFWA | ME | Ft | FDC | Inv | CF | GA | |
| Frank and Goyal (2009) | ||||||||||||||||||||
| Vo and Ellis (2017) | ||||||||||||||||||||
| Khémiri and Noubbigh (2018) | +a | −a | ||||||||||||||||||
| Chakrabarti and Chakrabarti (2019) | −a | − | ||||||||||||||||||
| Jermias and Yigit (2019) | ||||||||||||||||||||
| Haron (2018) | −b | − | −b | −a | −b | − | ||||||||||||||
| M’ng et al. (2017) | ||||||||||||||||||||
| Alves and Ferreira (2011) | −a | +a | − | −a | ||||||||||||||||
| Matemilola et al. (2019) | +b | |||||||||||||||||||
| Bilgin and Dinc (2019) | +a | |||||||||||||||||||
| Rajan and Zingales (1998) | ||||||||||||||||||||
| Harrison and Wisnu Widjaja (2014) | ||||||||||||||||||||
| Al−Najjar and Hussainey (2011) | ||||||||||||||||||||
| Acedo-Ramírez and Ruiz-Cabestre (2014) | −b | +c | −a | |||||||||||||||||
| Matemilola and Ahmad (2015) | + | +b | ||||||||||||||||||
| Study | Independent/Control variables | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| INT | OWS | ATR | DSC | Ig | SPP | OC | Uf | IdD | IdC | LS | CR | SR | EFWA | ME | Ft | FDC | Inv | CF | GA | |
| +a | −a | |||||||||||||||||||
| −a | − | |||||||||||||||||||
| −b | − | −b | −a | −b | − | |||||||||||||||
| −a | +a | − | −a | |||||||||||||||||
| +b | ||||||||||||||||||||
| +a | ||||||||||||||||||||
| −b | +c | −a | ||||||||||||||||||
| + | +b | |||||||||||||||||||
Note(s): SZ= Firm size, Pr= Profitability, Tg = Tangibility, FR=Firm risk, IL=Industry leverage, Lq = Liquidity, TR=Tax rate, NDTS=Non-debt tax shield, EFC = External financing cost, Ag=Firm age, MCGDP = Market capitalization to GDP(Capital Market Development), GDPG = GDP growth rate, INF=Inflation Rate, INT=Interest rate, OWS=Ownership structure, ATR=Asset turnover ratio, DSC = Debt service capacity, Ig = Intangibility, SPP= Share price performance, OC=Ownership concentration, Uf = Munificence, IdD = Industry dynamism, IdC=Industry concentration, LS = Legal system, CR=Creditors' Right, SR=Shareholders' Right, EFWA = External Finance Weighted Average M/B, ME = Managers' Experience, Ft = Factoring, FDC=Financial distress cost, Inv = Investment, CF=Cash flow, GA = Goodwill assets. TDTA = Total debt to total assets, LDTA = Long term debt to total assets, TDC = Total debt to total capital, LTD = Long term debt, TDTAM = Total debt to total asset based on market values. a, b and c represent level of significance at 1, 5 and 10%, respectively
Source(s): Table by Thakur
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