Working Capital Management Impact on Profitability: Pre-Pandemic and Pandemic Evidence from the European Automotive Industry
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
2.1. Importance of Profitability and Working Capital
2.2. Impact of Working Capital on Profitability
2.3. Working Capital in Periods of Economic Crises
3. Methodology
3.1. Variables
3.2. Data Sample
3.3. Research Model
- PROFITABILITY refers to the return on assets (ROA) of firm i in year t;
- WCM refers to days-AR, days-INV, days-AP, and the cash conversion cycle (CCC);
- Control Variables refer to Size (S), Sales Growth (SG), Current Ratio (CR), and firm Leverage (Lev);
- Year fixed effects are included in the model;
- εit denotes the error term.
4. Results and Discussion
4.1. Descriptive Statistics and Variable Correlation
4.2. Regression Results
4.3. Practical and Theoretical Implications
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Author(s) (Year) | Sample Size (Firms) | Country | Industry | Performance Measure(s) | Impact of WCM on Profitability | |||
---|---|---|---|---|---|---|---|---|
d-AR | d-INV | d-AP | CCC | |||||
Deloof (2003) | 1009 | Belgium | Various | Gross Operating Income | − | − | − | − |
Lazaridis and Tryfonidis (2006) | 131 | Greece | Various | Gross Operating Income | − | − | − | − |
García-Teruel and Martínez-Solano (2007) | 8872 | Spain | Various | ROA | − | − | 0 | − |
Raheman and Nasr (2007) | 97 | Pakistan | Various | Net Operating Income | − | − | − | |
Vishnani and Shah (2007) | 23 | India | Consumer Electronics | ROCE | − | − | + | |
Şamiloǧlu and Demirgüneş (2008) | ≈146 | Turkey | Manufacturing | ROA | − | − | 0 | |
Gill et al. (2010) | 88 | USA | Various | Gross Operating Income | − | 0 | 0 | + |
Azam and Haider (2011) | 21 | Pakistan | Various | ROA and ROE | − | 0 | 0 | |
Sharma and Kumar (2011) | 263 | India | Various | ROA | + | − | − | + |
Afeef (2011) | 40 | Pakistan | Various | ROA | 0 | 0 | 0 | 0 |
Quayyum (2011) | 5 | Bangladesh | Cement | ROA | − | |||
Karadaglı (2012) | 162 | Turkey | Various | Operating Profit and Market Return | +/− | |||
Vural et al. (2012) | 75 | Turkey | Manufacturing | Gross Operating Income and Tobin’s Q | − | 0 | 0 | − |
Pouraghajan and Emamgholipourarchi (2012) | 80 | Iran | Various | ROA and ROI and Tobin’s Q | − | |||
Alavinasab and Davoudi (2013) | 147 | Iran | Various | ROA and ROE | − | |||
Baños-Caballero et al. (2014) | N.d. | UK | Various | ROA | U | |||
Mathuva (2015) | 30 | Kenya | Various | Gross Operating Income | − | + | + | − |
Lyngstadaas and Berg (2016) | 21,075 | Norway | Various | ROA and ROIC | − | − | − | − |
Altaf and Shah (2018) | 437 | India | Various | Gross Operating Margin | U | |||
Korent and Orsag (2018) | 442 | Croatia | Software | ROA | U | |||
Ren et al. (2019) | ≈1000 | China | Manufacturing | Core Profit | − | |||
Nguyen et al. (2020) | 119 | Vietnam | Various | ROA and Tobin’s Q | − | − | − | − |
Sensini (2020) | 112 | Italy | Agro-industy | Gross Profit Margin | − | − | − | − |
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Category | Variables | Measurement |
---|---|---|
Dependent variable | Return on Assets (ROA) | EBIT/Total Assets |
Independent variables | Receivables collection period (days-AR) | 365 × (Account receivable/Sales) |
Inventory conversion period (days-INV) | 365 × (Inventories/Cost of Goods Sold) | |
Accounts payable period (days-AP) | 365 × (Account payable/Purchases) | |
Cash conversion cycle (CCC) | days-AR + days-INV − days-AP | |
Control variables | Sales Growth (SG) | (Sales1 − Sales0)/Sales0 |
Size (S) | Natural logarithm of Total Assets | |
Current Ratio (CR) | Current Assets/Current Liabilities | |
Leverage (Lev) | Total Debt/Total Assets |
Variables | Observations | Mean | Std. Dev. | Min. | Max. | Pr (Skewness) | Pr (Kurtosis) |
---|---|---|---|---|---|---|---|
Return on Assets (ROA) | 918.00 | 0.07 | 0.05 | −0.05 | 0.17 | 0.03 | 0.30 |
Receivables collection period (days-AR) | 918.00 | 74.03 | 39.21 | 26.97 | 185.98 | 0.00 | 0.00 |
Inventory conversion period (days-INV) | 918.00 | 99.17 | 64.72 | 27.38 | 283.09 | 0.00 | 0.00 |
Accounts payable period (days-AP) | 918.00 | 85.89 | 58.43 | 25.81 | 233.34 | 0.00 | 0.00 |
Cash conversion cycle (CCC) | 918.00 | 84.45 | 76.48 | −44.90 | 252.83 | 0.00 | 0.05 |
Size (S) | 918.00 | 20.74 | 2.36 | 16.96 | 25.54 | 0.00 | 0.00 |
Firm Leverage (Lev) | 918.00 | 0.26 | 0.15 | 0.00 | 0.54 | 0.85 | 0.00 |
Current Ratio (CR) | 918.00 | 1.73 | 1.06 | 0.55 | 5.01 | 0.00 | 0.00 |
Sales Growth (SG) | 918.00 | 0.09 | 0.15 | −0.19 | 0.46 | 0.00 | 0.07 |
Variables | Observations | Mean | Std. Dev. | Min. | Max. | Pr (Skewness) | Pr (Kurtosis) |
---|---|---|---|---|---|---|---|
Return on Assets (ROA) | 210.00 | 0.04 | 0.08 | −0.15 | 0.19 | 0.01 | 0.06 |
Receivables collection period (days-AR) | 210.00 | 86.24 | 66.45 | 27.39 | 320.12 | 0.00 | 0.00 |
Inventory conversion period (days-INV) | 210.00 | 116.03 | 81.91 | 30.04 | 346.04 | 0.00 | 0.00 |
Accounts payable period (days-AP) | 210.00 | 106.61 | 86.06 | 21.75 | 374.55 | 0.00 | 0.00 |
Cash conversion cycle (CCC) | 210.00 | 93.71 | 93.68 | −57.59 | 300.89 | 0.00 | 0.42 |
Size (S) | 210.00 | 20.84 | 2.43 | 16.88 | 25.87 | 0.10 | 0.01 |
Firm Leverage (Lev) | 210.00 | 0.28 | 0.16 | 0.00 | 0.58 | 0.75 | 0.00 |
Current Ratio (CR) | 210.00 | 1.64 | 0.89 | 0.63 | 4.39 | 0.00 | 0.00 |
Sales Growth (SG) | 210.00 | 0.01 | 0.21 | −0.31 | 0.40 | 0.15 | 0.00 |
Variables | ROA | Days-AR | Days-INV | Days-AP | CCC | S | Lev | CR | SG |
---|---|---|---|---|---|---|---|---|---|
ROA | 1.00 | ||||||||
days-AR | −0.3473 * | 1.00 | |||||||
days-INV | −0.3554 * | 0.3039 * | 1.00 | ||||||
days-AP | −0.402 * | 0.4254 * | 0.3798 * | 1.00 | |||||
CCC | −0.1172 * | 0.3231 * | 0.5549 * | −0.318 * | 1.00 | ||||
S | 0.1557 * | −0.05 | −0.3528 * | −0.0958 * | −0.2419 * | 1.00 | |||
Lev | −0.1953 * | 0.0914 * | −0.03 | 0.1522 * | −0.0654 * | 0.157 * | 1.00 | ||
CR | 0.3312 * | −0.0899 * | 0.0929 * | −0.4086 * | 0.3976 * | −0.1649 * | −0.405 * | 1.00 | |
SG | 0.1887 * | −0.107 * | −0.0785 * | −0.1774 * | 0.04 | −0.05 | −0.05 | 0.1078 * | 1.00 |
Variables | ROA | Days-AR | Days-INV | Days-AP | CCC | S | Lev | CR | SG |
---|---|---|---|---|---|---|---|---|---|
ROA | 1.00 | ||||||||
days-AR | −0.2975 * | 1.00 | |||||||
days-INV | −0.3755 * | 0.3771 * | 1.00 | ||||||
days-AP | −0.3302 * | 0.5138 * | 0.4795 * | 1.00 | |||||
CCC | −0.2222 * | 0.3035 * | 0.5428 * | −0.2262 * | 1.00 | ||||
S | 0.261 * | 0.04 | −0.3669 * | −0.11 | −0.207 * | 1.00 | |||
Lev | −0.1433 * | 0.07 | −0.07 | 0.07 | −0.02 | 0.12 | 1.00 | ||
CR | 0.1851 * | −0.05 | 0.05 | −0.2568 * | 0.3218 * | −0.164 * | −0.4006 * | 1.00 | |
SG | 0.2572 * | −0.2166 * | −0.07 | −0.11 | −0.06 | −0.05 | −0.146 * | 0.1542 * | 1.00 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-AR | −0.0002974 *** | −0.000273 *** | −0.0002974 *** | −0.000273 *** | 1.03 | 0.973314 |
0 | 0 | 0 | 0 | |||
S | −0.004 | −0.008 ** | −0.004 | −0.008 ** | 1.05 | 0.95686 |
(0.003) | (0.004 | (0.003) | (0.004) | |||
Lev | −0.07 *** | −0.062 *** | −0.07 *** | −0.062 *** | 1.21 | 0.823832 |
(0.014) | (0.014) | (0.014) | (0.014) | |||
CR | 0.008 *** | 0.009 *** | 0.008 *** | 0.009 *** | 1.23 | 0.815763 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
SG | 0.039 *** | 0.05 *** | 0.039 *** | 0.05 *** | 1.02 | 0.97749 |
(0.008) | (0.008) | (0.008) | (0.008) | |||
_cons | 0.162 ** | 0.236 *** | 0.162 ** | 0.236 *** | ||
(0.072) | (0.081) | (0.072) | (0.081) | |||
Observations | 918 | 918 | 918 | 918 | ||
R-squared | 0.112 | 0.141 | 0.112 | 0.141 | ||
Adj R2 | −0.011 | 0.011 | −0.011 | 0.011 | ||
Hausman test (Prob > chi2) | 0.0034 *** | 0.0034 *** | 0.0034 *** | 0.0034 *** | ||
Mean VIF | 1.11 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-AR | −0.000331 *** | −0.0003317 *** | −0.0002315 ** | −0.000233 ** | 1.05 | 0.950812 |
0 | 0 | 0 | 0 | |||
S | 0.01 *** | 0.01 *** | 0.011 *** | 0.011 *** | 1.03 | 0.968859 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
Lev | −0.007 | −0.008 | −0.002 | −0.003 | 1.21 | 0.829023 |
(0.035) | (0.035) | (0.039) | (0.039) | |||
CR | 0.014 ** | 0.014 ** | 0.012 * | 0.012 * | 1.22 | 0.816884 |
(0.006) | (0.006) | (0.006) | (0.006) | |||
SG | 0.071 *** | 0.068 *** | 0.073 *** | 0.066 *** | 1.08 | 0.92578 |
(0.014) | (0.022) | (0.014) | (0.023) | |||
_cons | −0.156 *** | −0.157 *** | −0.157 ** | −0.157 ** | ||
(0.057) | (0.056) | (0.078) | (0.078) | |||
Observations | 210 | 210 | 210 | 210 | ||
R-squared | .z | .z | .z | .z | ||
Adj R2 | .z | .z | .z | .z | ||
Hausman test (Prob > chi2) | 0.5913 | 0.5913 | 0.5913 | 0.5913 | ||
Mean VIF | 1.12 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-INV | −0.0001449 *** | −0.0001528 *** | −0.0001449 *** | −0.0001528 *** | 1.16 | 0.862858 |
0 | 0 | 0 | 0 | |||
S | −0.002 | −0.008 ** | −0.002 | −0.008 ** | 1.18 | 0.844265 |
(0.004) | (0.004) | (0.004) | (0.004) | |||
Lev | −0.063 *** | −0.053 *** | −0.063 *** | −0.053 *** | 1.21 | 0.826068 |
(0.015) | (0.014) | (0.015) | (0.014) | |||
CR | 0.007 ** | 0.007 *** | 0.007 ** | 0.007 *** | 1.23 | 0.815316 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
SG | 0.044 *** | 0.056 *** | 0.044 *** | 0.056 *** | 1.02 | 0.976328 |
(0.008) | (0.008) | (0.008) | (0.008) | |||
_cons | 0.125 * | 0.237 *** | 0.125 * | 0.237 *** | ||
(0.073) | (0.082) | (0.073) | (0.082) | |||
Observations | 918 | 918 | 918 | 918 | ||
R-squared | 0.093 | 0.129 | 0.093 | 0.129 | ||
Adj R2 | −0.033 | −0.003 | −0.033 | −0.003 | 1.16 | |
Hausman test (Prob > chi2) | 0.0033 *** | 0.0033 *** | 0.0033 *** | 0.0033 *** | ||
Mean VIF |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-INV | −0.0002168 *** | −0.0002211 *** | −0.000145 * | −0.0001471 * | 1.17 | 0.855124 |
0 | 0 | 0 | 0 | |||
S | 0.007 ** | 0.007 ** | 0.01 *** | 0.01 *** | 1.19 | 0.840627 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
Lev | −0.018 | −0.018 | −0.004 | −0.005 | 1.21 | 0.828112 |
(0.035) | (0.035) | (0.039) | (0.039) | |||
CR | 0.014 ** | 0.014 ** | 0.012 * | 0.012 * | 1.22 | 0.816782 |
(0.006) | (0.006) | (0.006) | (0.006) | |||
SG | 0.076 *** | 0.085 *** | 0.077 *** | 0.079 *** | 1.04 | 0.95731 |
(0.014) | (0.021) | (0.014) | (0.022) | |||
_cons | −0.094 | −0.092 | −0.127 | −0.127 | ||
(0.062) | (0.062) | (0.081) | (0.081) | |||
Observations | 210 | 210 | 210 | 210 | ||
R-squared | .z | .z | .z | .z | ||
Adj R2 | .z | .z | .z | .z | ||
Hausman test (Prob > chi2) | 0.1333 | 0.1333 | 0.1333 | 0.1333 | ||
Mean VIF | 1.17 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-AP | −0.0001053 ** | −0.0001522 *** | −0.0001053 ** | −0.0001522 *** | 1.27 | 0.786358 |
0 | 0 | 0 | 0 | |||
S | −0.003 | −0.01 ** | −0.003 | −0.01 ** | 1.08 | 0.928577 |
(0.004) | (0.004) | (0.004) | (0.004) | |||
Lev | −0.073 *** | −0.067 *** | −0.073 *** | −0.067 *** | 1.21 | 0.827591 |
(0.015) | (0.015) | (0.015) | (0.015) | |||
CR | 0.006 ** | 0.006 ** | 0.006 ** | 0.006 ** | 1.45 | 0.690866 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
SG | 0.043 *** | 0.054 *** | 0.043 *** | 0.054 *** | 1.04 | 0.963745 |
(0.008) | (0.008) | (0.008) | (0.008) | |||
_cons | 0.146 ** | 0.273 *** | 0.146 ** | 0.273 *** | ||
(0.073) | (0.082) | (0.073) | (0.082) | |||
Observations | 918 | 918 | 918 | 918 | ||
R-squared | 0.087 | 0.127 | 0.087 | 0.127 | ||
Adj R2 | −0.04 | −0.005 | −0.04 | −0.005 | ||
Hausman test (Prob > chi2) | 0.0010 *** | 0.0010 *** | 0.0010 *** | 0.0010 *** | ||
Mean VIF | 1.21 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
days-AP | −0.0001314 ** | −0.0001353 ** | −0.0000737 | −0.0000755 | 1.11 | 0.904424 |
0 | 0 | 0 | 0 | |||
S | 0.009 *** | 0.009 *** | 0.011 *** | 0.011 *** | 1.06 | 0.946084 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
Lev | −0.01 | −0.011 | −0.006 | −0.007 | 1.21 | 0.828727 |
(0.036) | (0.036) | (0.04) | (0.04) | |||
CR | 0.012 * | 0.012 * | 0.01 | 0.01 | 1.31 | 0.761007 |
(0.006) | (0.006) | (0.006) | (0.006) | |||
SG | 0.08 *** | 0.088 *** | 0.08 *** | 0.08 *** | 1.04 | 0.960979 |
(0.014) | (0.022) | (0.014) | (0.022) | |||
_cons | −0.146 ** | −0.145 ** | −0.155 * | −0.155 * | ||
(0.059) | (0.059) | (0.08) | (0.08) | |||
Observations | 210 | 210 | 210 | 210 | ||
R-squared | .z | .z | .z | .z | ||
Adj R2 | .z | .z | .z | .z | ||
Hausman test (Prob > chi2) | 0.1069 | 0.1069 | 0.1069 | 0.1069 | ||
Mean VIF | 1.14 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
CCC | −0.0002396 *** | −0.0002118 *** | −0.0002396 *** | −0.0002118 *** | 1.26 | 0.794635 |
0 | 0 | 0 | 0 | |||
S | −0.003 | −0.007 | −0.003 | −0.007 | 1.09 | 0.92022 |
(0.003) | (0.004) | (0.003) | (0.004) | |||
Lev | −0.06 *** | −0.053 *** | −0.06 *** | −0.053 *** | 1.23 | 0.812109 |
(0.014) | (0.014) | (0.014) | (0.014) | |||
CR | 0.01 *** | 0.01 *** | 0.01 *** | 0.01 *** | 1.45 | 0.691733 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
SG | 0.045 *** | 0.054 *** | 0.045 *** | 0.054 *** | 1.01 | 0.987307 |
(0.007) | (0.008) | (0.007) | (0.008) | |||
_cons | 0.135 * | 0.202 ** | 0.135 * | 0.202 ** | ||
(0.071) | (0.081) | (0.071) | (0.081) | |||
Observations | 918 | 918 | 918 | 918 | ||
R-squared | 0.123 | 0.147 | 0.123 | 0.147 | ||
Adj R2 | 0.001 | 0.017 | 0.001 | 0.017 | ||
Hausman test (Prob > chi2) | 0.0038 *** | 0.0038 *** | 0.0038 *** | 0.0038 *** | ||
Mean VIF | 1.21 |
Variables | No Dummy | Year Dummy | Country Dummy | Year and Country Dummy | VIF | 1/VIF |
---|---|---|---|---|---|---|
ROA | ROA | ROA | ROA | |||
CCC | −0.0001385 ** | −0.000142 ** | −0.0001173 ** | −0.0001234 ** | 1.18 | 0.844979 |
0 | 0 | 0 | 0 | |||
S | 0.008 *** | 0.008 *** | 0.011 *** | 0.011 *** | 1.06 | 0.939471 |
(0.003) | (0.003) | (0.003) | (0.003) | |||
Lev | −0.006 | −0.006 | 0.004 | 0.005 | 1.22 | 0.816756 |
(0.036) | (0.036) | (0.04) | (0.04) | |||
CR | 0.017 *** | 0.018 *** | 0.014 ** | 0.014 ** | 1.38 | 0.725056 |
(0.006) | (0.006) | (0.006) | (0.006) | |||
SG | 0.081 *** | 0.076 *** | 0.079 *** | 0.07 *** | 1.05 | 0.955002 |
(0.013) | (0.022) | (0.013) | (0.022) | |||
_cons | −0.154 *** | −0.153 *** | −0.157 ** | −0.156 ** | ||
(0.058) | (0.058) | (0.078) | (0.078) | |||
Observations | 210 | 210 | 210 | 210 | ||
R-squared | .z | .z | .z | .z | ||
Adj R2 | .z | .z | .z | .z | ||
Hausman test (Prob > chi2) | 0.275 | 0.275 | 0.275 | 0.275 | ||
Mean VIF | 1.18 |
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Demiraj, R.; Dsouza, S.; Abiad, M. Working Capital Management Impact on Profitability: Pre-Pandemic and Pandemic Evidence from the European Automotive Industry. Risks 2022, 10, 236. https://doi.org/10.3390/risks10120236
Demiraj R, Dsouza S, Abiad M. Working Capital Management Impact on Profitability: Pre-Pandemic and Pandemic Evidence from the European Automotive Industry. Risks. 2022; 10(12):236. https://doi.org/10.3390/risks10120236
Chicago/Turabian StyleDemiraj, Rezart, Suzan Dsouza, and Mohammad Abiad. 2022. "Working Capital Management Impact on Profitability: Pre-Pandemic and Pandemic Evidence from the European Automotive Industry" Risks 10, no. 12: 236. https://doi.org/10.3390/risks10120236
APA StyleDemiraj, R., Dsouza, S., & Abiad, M. (2022). Working Capital Management Impact on Profitability: Pre-Pandemic and Pandemic Evidence from the European Automotive Industry. Risks, 10(12), 236. https://doi.org/10.3390/risks10120236