Correlation matrix
| Variables | ROA_DA | ROA | CCC | LEV | SIZE1 | SIZE2 | GROWTH |
|---|---|---|---|---|---|---|---|
| ROA_DA | 1.000 | ||||||
| ROA | 0.926*** | 1.000 | |||||
| CCC | −0.091 | −0.107* | 1.000 | ||||
| LEV | −0.002 | −0.078 | −0.096* | 1.000 | |||
| SIZE1 | 0.189*** | 0.101* | 0.444*** | −0.196*** | 1.000 | ||
| SIZE2 | 0.224*** | 0.131** | 0.390*** | −0.123** | 0.980*** | 1.000 | |
| GROWTH | 0.444*** | 0.462*** | −0.182*** | 0.015 | 0.107* | 0.152*** | 1.000 |
Estimation results for models 1–4
| Variables and tests | ROA_DA | ROA | ||
|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | |
| CCC | −0.00014 | −0.00003 | −0.00018 | −0.00011 |
| LEV | −0.3021*** | −0.2980*** | −0.3312*** | −0.3306*** |
| SIZE1 | −0.0145 | −0.0139 | ||
| SIZE2 | 0.0130 | 0.0040 | ||
| GROWTH | 0.1711*** | 0.1627*** | 0.1703*** | 0.1667*** |
| Constant | 0.3440 | 0.0389 | 0.3068 | 0.1135 |
| F test | F(9,52) = 6.42 p < 0.001 | F(9,52) = 6.29 p < 0.001 | F(9,52) = 6.62 p < 0.001 | F(9,52) = 6.52 p < 0.001 |
| Breusch-Pagan LM test | χ2(1) = 61.10 p < 0.001 | χ2(1) = 59.48 p < 0.001 | χ2(1) = 36.81 p < 0.001 | χ2(1) = 35.93 p < 0.001 |
| Hausman test | χ2(4) = 35.93 p < 0.001 | χ2(4) = 35.62 p < 0.001 | χ2(4) = 29.03 p < 0.001 | χ2(4) = 29.87 p < 0.001 |
| within R2 | 0.3724 | 0.3725 | 0.3723 | 0.3718 |
| No. of obs. | 318 | 318 | 318 | 318 |
Turning points for models 5–8
| Specification | Model 5 | Model 6 | Model 7 | Model 8 |
|---|---|---|---|---|
| Optimal CCC level | 22.26 | 23.05 | 21.46 | 21.95 |
Descriptive statistics
| Variable | Mean | SD | Min | Max | Q1 | Me | Q3 |
|---|---|---|---|---|---|---|---|
| ROA_DA | 0.0632 | 0.0685 | −0.3194 | 0.3494 | 0.0334 | 0.0668 | 0.0925 |
| ROA | 0.0198 | 0.0643 | −0.3530 | 0.3017 | 0.0000 | 0.0180 | 0.0455 |
| CCC | 14.8726 | 12.1390 | −25.5786 | 78.6988 | 7.1528 | 13.8873 | 21.7928 |
| LEV | 0.4460 | 0.1346 | 0.1371 | 0.7934 | 0.3418 | 0.4512 | 0.5526 |
| SIZE1 | 10.6090 | 1.6320 | 6.8503 | 14.7564 | 9.4411 | 10.3448 | 11.9224 |
| SIZE2 | 11.6077 | 1.5760 | 7.9663 | 16.0582 | 10.4530 | 11.2694 | 12.7689 |
| GROWTH | 0.0669 | 0.2049 | −0.5247 | 1.5916 | −0.0383 | 0.0428 | 0.1286 |
Definition of variables used in the study
| Role | Variable | Definition |
|---|---|---|
| Dependent | Cooperative profitability | |
| [ROA_DA] | ||
| [ROA] | ||
| Independent | Cash Conversion Cycle [CCC] | CCC = Inventory period + Receivables period – Payables period |
| where: | ||
| Control | Size | |
| [SIZE1] | ln(average total assets) | |
| [SIZE2] | ln(sales) | |
| Leverage [LEV] | ||
| Growth [GROWTH] | ||
Estimation results for models 5–8
| Variables and tests | ROA_DA | ROA | ||
|---|---|---|---|---|
| Model 5 | Model 6 | Model 7 | Model 8 | |
| CCC | 0.00178* | 0.00183* | 0.00153 | 0.00161 |
| CCC2 | −0.00004*** | −0.00004*** | −0.00004*** | −0.00004*** |
| LEV | −0.2216*** | −0.2249*** | −0.2595*** | −0.2631*** |
| SIZE1 | −0.0203 | −0.0190 | ||
| SIZE2 | −0.0036 | −0.0114 | ||
| GROWTH | 0.1730*** | 0.1726*** | 0.1719*** | 0.1758*** |
| Constant | 0.3555 | 0.1846 | 0.3170 | 0.2482 |
| F test | F(10,52) = 26.26 | F(10,52) = 25.73 | F(10,52) = 23.93 | F(10,52) = 23.79 |
| Breusch–Pagan LM test | χ2(1) = 71.12 | χ2(1) = 68.97 | χ2(1) = 44.07 | χ2(1) = 43.22 |
| Hausman test | χ2(4) = 20.38 | χ2(4) = 21.57 | χ2(5) = 22.15 | χ2(5) = 24.73 |
| within R2 | 0.3900 | 0.3888 | 0.3865 | 0.3859 |
| No. of obs. | 318 | 318 | 318 | 318 |