1 Introduction
2 Literature review and hypotheses
3 Data and methodology
3.1 Data and measurement
3.2 Variable definitions
Variable | Abbreviation | Definition and construction |
---|---|---|
Cash | Corporate Cash Holdings | Following Guariglia and Yang (2018), cash includes firms’ total cash holdings; corrupt emerging countries may have limited access to external funds and may significantly depend on internal funds such as retained earnings, cash reserves and loans from related parties |
EPU | Economic Policy Uncertainty | An index developed to evaluate EPU was assessed by calculating the relative frequency of each country's newspaper articles, including the terms' economy', 'policy', and 'uncertainty' |
Inflation | Inflation risk | The consumer price index (CPI) (annual %) |
Optimism | CEO optimism | An indicator variable equal to one if the CEO holds options with average moneyness of at least 67% during the fiscal year |
Size | Firm size | Natural logarithm of the book value of total assets |
TQ | Market value-to-total assets | The market value of assets was divided by the book value of assets. This proxies for growth prospects |
Leverage | Book Lleverage | The summation of the book value of long-term debt and debt in current liabilities was divided by the market value of assets |
Volatility | Earnings volatility | The standard deviation of a firm's return on assets over the previous five years (inclusion in the sample necessitates a firm to have had at least three years of data during the previous five years). It is a proxy for the likelihood of financial distress |
DV | Dividend | An indicator for whether a firm pays common dividends (i.e. a variable equal to one if a firm pays common dividends and zero otherwise). It also proxies for financial constraints |
Cap | CapitaleExpenditure | The net capital expenditure (capital expenditure minus depreciation) was divided by the book value of the total property, plant, and equipment |
FAGE | Firm age | Following Anderson and Hamadi (2016), firm age was calculated as the natural logarithm between when a firm went public and the end of the fiscal year |
GDP | GDP Growth | Annual GDP growth (%) |
3.3 Methodology
4 Findings
4.1 Descriptive statistics
Mean | Std. Dev | p25 | Median | p75 | |
---|---|---|---|---|---|
Cash | 0.156 | 0.17 | 0.032 | 0.09 | 0.219 |
Inflation | 1.885 | 1.118 | 1.262 | 1.717 | 2.13 |
EPU | 114.475 | 59.519 | 77.750 | 98.032 | 133.09 |
Optimism | 0.573 | 0.43 | 0.000 | 0.667 | 1 |
Size | 7.774 | 1.786 | 6.538 | 7.711 | 8.942 |
TQ | 0.773 | 0.518 | 0.473 | 0.703 | 0.94 |
Leverage | 0.156 | 0.171 | 0.007 | 0.106 | 0.24 |
Volatility | 0.041 | 0.054 | 0.011 | 0.024 | 0.047 |
DV | 0.447 | 0.497 | 0.000 | 0 | 1 |
Cap | -0.032 | 0.149 | − 0.048 | − 0.007 | 0.029 |
FAGE | 2.473 | 0.719 | 2.079 | 2.708 | 2.978 |
GDP | 0.075 | 1.253 | − 1.068 | 0.501 | 0.842 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) |
---|---|---|---|---|---|---|---|---|---|---|---|---|
(1) Cash | 1.000 | |||||||||||
(2) Inflation | 0.002 | 1.000 | ||||||||||
(3) EPU | − 0.023* | 0.082* | 1.000 | |||||||||
(4) Optimism | − 0.049* | 0.036* | 0.032* | 1.000 | ||||||||
(5) Size | − 0.434* | 0.032* | 0.029* | 0.017* | 1.000 | |||||||
(6) TQ | − 0.127* | − 0.024* | − 0.006* | 0.204* | 0.006* | 1.000 | ||||||
(7) Leverage | − 0.350* | 0.039* | 0.040* | 0.101* | 0.214* | 0.279* | 1.000 | |||||
(8) Volatility | 0.415* | − 0.014 | − 0.010 | 0.009 | − 0.391* | − 0.003* | − 0.078* | 1.000 | ||||
(9) DV | − 0.255* | − 0.025* | − 0.019 | 0.025* | 0.459* | − 0.088* | − 0.014 | − 0.255* | 1.000 | |||
(10) Cap | − 0.038* | − 0.031* | − 0.008 | 0.011 | 0.039* | − 0.042* | − 0.062* | − 0.014 | 0.064* | 1.000 | ||
(11) FAGE | − 0.103* | 0.066* | 0.055* | 0.047* | 0.271* | − 0.143* | 0.019 | − 0.141* | 0.373* | − 0.004 | 1.000 | |
(12) GDP | 0.005 | 0.282* | 0.097* | − 0.030* | 0.008 | − 0.033* | − 0.009 | − 0.001 | − 0.008 | − 0.010 | 0.015 | 1.000 |
4.2 Empirical results
Dependent Variable: Cash | ||||||
---|---|---|---|---|---|---|
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
Inflation_EPU | 0.00008*** | 0.00009*** | 0.00009** | 0.00009** | ||
(0.00002) | (0.00002) | (0.00004) | (0.00004) | |||
Inflation | 0.00305*** | − 0.00640*** | − 0.00743*** | − 0.00860 | − 0.00890 | |
(0.00047) | (0.00211) | (0.00253) | (0.00621) | (0.00621) | ||
EPU | − 0.00003*** | − 0.00013*** | − 0.00013*** | − 0.00016** | − 0.00016** | |
(0.00001) | (0.00002) | (0.00002) | (0.00007) | (0.00007) | ||
Optimism | − 0.00680*** | − 0.00586*** | − 0.00612*** | − 0.00624*** | − 0.00614*** | − 0.00564*** |
(0.00176) | (0.00176) | (0.00176) | (0.00177) | (0.00177) | (0.00177) | |
Size | − 0.03466*** | − 0.03404*** | − 0.03452*** | − 0.03447*** | − 0.03432*** | − 0.03265*** |
(0.00120) | (0.00121) | (0.00121) | (0.00121) | (0.00121) | (0.00122) | |
TQ | 0.00523*** | 0.00511*** | 0.00528*** | 0.00519*** | 0.00499*** | 0.00524*** |
(0.00180) | (0.00180) | (0.00180) | (0.00180) | (0.00181) | (0.00180) | |
Leverage | − 0.12078*** | − 0.11660*** | − 0.11993*** | − 0.11979*** | − 0.11851*** | − 0.11703*** |
(0.00682) | (0.00683) | (0.00683) | (0.00683) | (0.00685) | (0.00683) | |
Volatility | 0.26688*** | 0.26566*** | 0.26711*** | 0.26651*** | 0.26373*** | 0.27647*** |
(0.02008) | (0.02010) | (0.02007) | (0.02008) | (0.02012) | (0.02011) | |
DV | − 0.00227 | − 0.00441* | − 0.00290 | − 0.00298 | − 0.00355 | − 0.00355 |
(0.00227) | (0.00227) | (0.00227) | (0.00228) | (0.00229) | (0.00228) | |
Cap | 0.10603*** | 0.10545*** | 0.10593*** | 0.10595*** | 0.10553*** | 0.11314*** |
(0.00669) | (0.00669) | (0.00668) | (0.00668) | (0.00669) | (0.00669) | |
FAGE | 0.00807*** | 0.01076*** | 0.00915*** | 0.00943*** | 0.01094*** | 0.01051*** |
(0.00222) | (0.00222) | (0.00223) | (0.00226) | (0.00233) | (0.00232) | |
GDP | 0.00028 | 0.00116*** | 0.00076* | 0.00082* | 0.00403*** | 0.00415*** |
(0.00041) | (0.00039) | (0.00042) | (0.00043) | (0.00126) | (0.00126) | |
COVID-19 | − 0.00263 | |||||
(0.00354) | ||||||
N | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 |
Firms | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 |
Year Fixed Effects | No | No | No | No | Yes | Yes |
Sector Fixed Effects | No | No | No | No | No | Yes |
Dependent Variable: Cash | ||||||
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | |
Variables | Construction | Retail | Agriculture | Finance | Manufacturing | Services |
Inflation_EPU | 0.00088*** | 0.00032*** | 0.00179 | 0.00002 | 0.00008 | 0.00009 |
(0.00031) | (0.00012) | (0.00153) | (0.00016) | (0.00007) | (0.00009) | |
Inflation | − 0.12173*** | − 0.04333*** | − 0.22933 | − 0.00080 | − 0.00863 | − 0.00806 |
(0.04521) | (0.01678) | (0.21983) | (0.02270) | (0.01004) | (0.01352) | |
EPU | − 0.00137*** | − 0.00053*** | − 0.00186 | − 0.00006 | − 0.00017 | − 0.00015 |
(0.00049) | (0.00018) | (0.00230) | (0.00024) | (0.00011) | (0.00014) | |
Optimism | 0.00188 | − 0.00459 | − 0.30383*** | − 0.00455 | − 0.00364 | − 0.00425 |
(0.01029) | (0.00466) | (0.08828) | (0.00564) | (0.00278) | (0.00415) | |
Size | 0.01371 | − 0.02508*** | 0.20547*** | − 0.04624*** | − 0.03601*** | − 0.02423*** |
(0.01148) | (0.00387) | (0.06733) | (0.00457) | (0.00195) | (0.00296) | |
TQ | − 0.03658** | − 0.01590*** | − 0.34979* | − 0.00206 | − 0.00369 | − 0.00181 |
(0.01640) | (0.00532) | (0.20316) | (0.01021) | (0.00290) | (0.00420) | |
Leverage | − 0.02908 | − 0.07498*** | 0.48726 | − 0.03344 | − 0.13694*** | − 0.17459*** |
(0.04536) | (0.01698) | (0.45909) | (0.02816) | (0.01183) | (0.01703) | |
Volatility | 0.35197*** | 0.34252*** | 0.60080 | 0.07461 | 0.30601*** | 0.33962*** |
(0.11869) | (0.08272) | (0.45638) | (0.09549) | (0.03320) | (0.04933) | |
DV | − 0.01556 | 0.00176 | − 0.10641* | 0.01533** | − 0.00166 | − 0.01261*** |
(0.01537) | (0.00605) | (0.05755) | (0.00779) | (0.00387) | (0.00489) | |
Cap | 0.07031 | 0.03314 | 0.06772 | 0.03144 | 0.11660*** | 0.14370*** |
(0.07088) | (0.03059) | (0.47534) | (0.02109) | (0.01176) | (0.01266) | |
FAGE | − 0.01384 | 0.00602 | − 0.51896*** | − 0.01282 | 0.01656*** | − 0.01116** |
(0.01718) | (0.00628) | (0.17461) | (0.00944) | (0.00386) | (0.00555) | |
GDP | 0.02153** | 0.00814** | − 0.05394 | 0.00497 | 0.00378* | 0.00273 |
(0.00914) | (0.00340) | (0.03942) | (0.00458) | (0.00203) | (0.00273) | |
N | 224 | 1,360 | 40 | 1,410 | 8,124 | 3,680 |
Firms | 23 | 136 | 4 | 141 | 815 | 369 |
Year Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
Sector Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
Dependent Variable: Cash | ||||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Variables | Democratic | Republican | Democrat: F.E | Republican: FE |
Inflation_EPU | 0.00175*** | 0.00006*** | 0.00135*** | 0.00006*** |
(0.00005) | (0.00001) | (0.00026) | (0.00001) | |
Inflation | − 0.01111*** | − 0.00055 | − 0.01052*** | 0.00107 |
(0.00207) | (0.00332) | (0.00207) | (0.00331) | |
EPU | − 0.03501*** | − 0.03078*** | − 0.03303*** | − 0.02786*** |
(0.00142) | (0.00178) | (0.00143) | (0.00180) | |
Optimism | 0.00360* | − 0.01294*** | 0.00384* | − 0.01009** |
(0.00208) | (0.00494) | (0.00208) | (0.00490) | |
Size | − 0.12871*** | − 0.12532*** | − 0.12717*** | − 0.11885*** |
(0.00851) | (0.01290) | (0.00848) | (0.01279) | |
TQ | 0.32970*** | 0.42243*** | 0.34402*** | 0.47254*** |
(0.02442) | (0.03973) | (0.02440) | (0.03987) | |
Leverage | − 0.00752*** | − 0.01062** | − 0.00706** | − 0.01152** |
(0.00278) | (0.00521) | (0.00277) | (0.00513) | |
Volatility | 0.08091*** | 0.02936** | 0.09063*** | 0.05082*** |
(0.00801) | (0.01252) | (0.00802) | (0.01250) | |
DV | 0.01078*** | 0.00433 | 0.01049*** | 0.00420 |
(0.00288) | (0.00472) | (0.00288) | (0.00463) | |
Cap | − 0.06345*** | − 0.00756*** | − 0.04856*** | − 0.00758*** |
(0.00188) | (0.00134) | (0.00961) | (0.00133) | |
FAGE | 0.01078*** | 0.00433 | 0.01049*** | 0.00420 |
(0.00288) | (0.00472) | (0.00288) | (0.00463) | |
GDP | − 0.06345*** | − 0.00756*** | − 0.04856*** | − 0.00758*** |
(0.00188) | (0.00134) | (0.00961) | (0.00133) | |
N | 13,083 | 5,607 | 13,083 | 5,607 |
Firms | 1,869 | 1,869 | 1,869 | 1,869 |
Year Fixed Effects | Yes | Yes | Yes | Yes |
Sector Fixed Effects | No | No | Yes | Yes |
4.3 Robustness tests and endogeneity
Dependent Variable: Cash | ||||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Variables | Large Firms | Large Firms: FE | Small Firms | Small Firms: FE |
Inflation_EPU | 0.00005*** | 0.00016*** | 0.00008*** | 0.00006 |
(0.00002) | (0.00005) | (0.00003) | (0.00007) | |
Inflation | − 0.00419* | − 0.02088*** | − 0.00667** | − 0.00518 |
(0.00227) | (0.00707) | (0.00333) | (0.00959) | |
EPU | − 0.00013*** | − 0.00032*** | − 0.00011*** | − 0.00010 |
(0.00002) | (0.00008) | (0.00004) | (0.00010) | |
Optimism | − 0.00364** | − 0.00273 | − 0.01098*** | − 0.01084*** |
(0.00176) | (0.00177) | (0.00303) | (0.00303) | |
Size | − 0.02693*** | − 0.02475*** | − 0.03759*** | − 0.03653*** |
(0.00173) | (0.00173) | (0.00234) | (0.00234) | |
TQ | − 0.01039*** | − 0.01118*** | 0.00792*** | 0.00827*** |
(0.00274) | (0.00275) | (0.00253) | (0.00253) | |
Leverage | − 0.03703*** | − 0.03283*** | − 0.18332*** | − 0.17649*** |
(0.00821) | (0.00819) | (0.01064) | (0.01065) | |
Volatility | 0.15323*** | 0.16532*** | 0.30669*** | 0.31879*** |
(0.02790) | (0.02809) | (0.02797) | (0.02807) | |
DV | 0.00020 | − 0.00306 | − 0.01130*** | − 0.01092*** |
(0.00240) | (0.00242) | (0.00389) | (0.00388) | |
Cap | 0.05144*** | 0.06249*** | 0.11464*** | 0.12286*** |
(0.00925) | (0.00926) | (0.00927) | (0.00928) | |
FAGE | 0.00683** | 0.01535*** | 0.00680** | 0.00712** |
(0.00282) | (0.00308) | (0.00337) | (0.00342) | |
GDP | 0.00125*** | 0.00941*** | 0.00023 | 0.00129 |
(0.00046) | (0.00143) | (0.00064) | (0.00195) | |
N | 8,613 | 8,613 | 10,077 | 10,077 |
Firms | 1,034 | 1,034 | 1,159 | 1,159 |
Year Fixed Effects | No | Yes | No | Yes |
Sector Fixed Effects | No | Yes | No | Yes |
Dependent Variable: Cash | ||||||||
---|---|---|---|---|---|---|---|---|
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
Monetary Policy | − 0.00024*** | |||||||
(0.00003) | ||||||||
Fiscal Policy | − 0.00016*** | |||||||
(0.00002) | ||||||||
Healthcare | − 0.00006*** | |||||||
(0.00001) | ||||||||
National Security | − 0.00023*** | |||||||
(0.00003) | ||||||||
Regulation | − 0.00027*** | |||||||
(0.00003) | ||||||||
Financial Regulation | − 0.00023*** | |||||||
(0.00003) | ||||||||
Trade Policy | − 0.00010*** | |||||||
(0.00001) | ||||||||
Sovereign Debt Currency Crises | − 0.00037*** | |||||||
(0.00004) | ||||||||
Optimism | − 0.00564*** | − 0.00564*** | − 0.00564*** | − 0.00564*** | − 0.00564*** | − 0.00564*** | − 0.00564*** | − 0.00564*** |
(0.00177) | (0.00177) | (0.00177) | (0.00177) | (0.00177) | (0.00177) | (0.00177) | (0.00177) | |
Size | − 0.03265*** | − 0.03265*** | − 0.03265*** | − 0.03265*** | − 0.03265*** | − 0.03265*** | − 0.03265*** | − 0.03265*** |
(0.00122) | (0.00122) | (0.00122) | (0.00122) | (0.00122) | (0.00122) | (0.00122) | (0.00122) | |
TQ | 0.00524*** | 0.00524*** | 0.00524*** | 0.00524*** | 0.00524*** | 0.00524*** | 0.00524*** | 0.00524*** |
(0.00180) | (0.00180) | (0.00180) | (0.00180) | (0.00180) | (0.00180) | (0.00180) | (0.00180) | |
Leverage | − 0.11703*** | − 0.11703*** | − 0.11703*** | − 0.11703*** | − 0.11703*** | − 0.11703*** | − 0.11703*** | − 0.11703*** |
(0.00683) | (0.00683) | (0.00683) | (0.00683) | (0.00683) | (0.00683) | (0.00683) | (0.00683) | |
Volatility | 0.27647*** | 0.27647*** | 0.27647*** | 0.27647*** | 0.27647*** | 0.27647*** | 0.27647*** | 0.27647*** |
(0.02011) | (0.02011) | (0.02011) | (0.02011) | (0.02011) | (0.02011) | (0.02011) | (0.02011) | |
DV | − 0.00355 | − 0.00355 | − 0.00355 | − 0.00355 | − 0.00355 | − 0.00355 | − 0.00355 | − 0.00355 |
(0.00228) | (0.00228) | (0.00228) | (0.00228) | (0.00228) | (0.00228) | (0.00228) | (0.00228) | |
Cap | 0.11314*** | 0.11314*** | 0.11314*** | 0.11314*** | 0.11314*** | 0.11314*** | 0.11314*** | 0.11314*** |
(0.00669) | (0.00669) | (0.00669) | (0.00669) | (0.00669) | (0.00669) | (0.00669) | (0.00669) | |
FAGE | 0.01051*** | 0.01051*** | 0.01051*** | 0.01051*** | 0.01051*** | 0.01051*** | 0.01051*** | 0.01051*** |
(0.00232) | (0.00232) | (0.00232) | (0.00232) | (0.00232) | (0.00232) | (0.00232) | (0.00232) | |
GDP | − 0.00217 | 0.01060 | − 0.01289 | − 0.01620* | − 0.00744 | 0.05878*** | − 0.02639*** | 0.49299*** |
(0.00801) | (0.00787) | (0.00835) | (0.00849) | (0.00816) | (0.00976) | (0.00902) | (0.05822) | |
N | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 | 18,690 |
Firms | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 | 1,869 |
Year Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Sector Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Dependent Variable: Cash | ||||
---|---|---|---|---|
Variables | (1) | (2) | (3) | (4) |
L1.Cash | 0.59567*** | |||
(0.02165) | ||||
L2.Cash | 0.05740*** | |||
(0.01531) | ||||
Inflation_EPU | 0.00008*** | 0.00010*** | ||
(0.00002) | (0.00001) | |||
Inflation | 0.00395*** | − 0.00578*** | − 0.00789*** | |
(0.00044) | (0.00204) | (0.00161) | ||
EPU | − 0.00004*** | − 0.00011*** | − 0.00013*** | |
(0.00001) | (0.00002) | (0.00002) | ||
Optimism | − 0.00621 | − 0.00124 | − 0.00388 | 0.00175 |
(0.00552) | (0.00548) | (0.00554) | (0.00221) | |
Size | − 0.02212*** | − 0.02133*** | − 0.02253*** | − 0.00809*** |
(0.00206) | (0.00206) | (0.00207) | (0.00096) | |
TQ | − 0.02153*** | − 0.02370*** | − 0.01850*** | − 0.01198*** |
(0.00679) | (0.00679) | (0.00684) | (0.00290) | |
Leverage | − 0.29829*** | − 0.28959*** | − 0.30100*** | − 0.10444*** |
(0.01585) | (0.01586) | (0.01593) | (0.00968) | |
Volatility | 0.89391*** | 0.90213*** | 0.89207*** | 0.28577*** |
(0.07151) | (0.07163) | (0.07165) | (0.03645) | |
DV | − 0.03298*** | − 0.04013*** | − 0.03210*** | − 0.01080*** |
(0.00594) | (0.00590) | (0.00598) | (0.00253) | |
Cap | − 0.04369** | − 0.05300*** | − 0.04269** | − 0.01454** |
(0.01711) | (0.01708) | (0.01715) | (0.00718) | |
FAGE | 0.00578 | 0.01372*** | 0.00570 | 0.00195 |
(0.00444) | (0.00436) | (0.00449) | (0.00186) | |
GDP | − 0.00074** | 0.00029 | − 0.00022 | 0.00188*** |
(0.00031) | (0.00030) | (0.00033) | (0.00043) | |
N | 18,690 | 18,690 | 18,690 | 14,952 |
Firms | 1,869 | 1,869 | 1,869 | 1,869 |
Sargan | 0.000 | 0.000 | 0.012 | 0.000 |