Growth effects of organizational restructuring and adaptive customization: second-stage instrumental variable OLS for the number of employees and net sales
| Model components | LABOR | SALES | ||||
|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
| ORG (IV) | 0.68*** (0.27) | 0.49** (0.24) | ||||
| CUST (IV) | 0.57*** (0.24) | 0.59*** (0.22) | ||||
| ORG*CUST (IV) | 0.91*** (0.38) | 0.81*** (0.33) | ||||
| lagged_LABOR (log) | 0.95*** (0.03) | 0.96*** (0.02) | 0.96*** (0.02) | |||
| lagged_SALES (log) | 0.97*** (0.02) | 0.97*** (0.02) | 0.98*** (0.02) | |||
| KCS | 0.16 (0.17) | 0.10 (0.16) | 0.12 (0.16) | −0.32 (0.21) | −0.36* (0.19) | −0.34* (0.20) |
| VS | 0.60 (0.44) | 0.19 (0.47) | 0.36 (0.45) | −1.50** (0.74) | −1.83*** (0.69) | −1.65** (0.70) |
| DURATION | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.01*** (0.00) | 0.00*** (0.00) | 0.01*** (0.00) |
| MERGAQ | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00* (0.00) | 0.00 (0.00) |
| MANUFACT | 0.05 (0.23) | 0.04 (0.22) | 0.03 (0.23) | −0.05 (0.12) | −0.08 (0.12) | −0.08 (0.12) |
| SIC | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) |
| INTRA_IS | −0.13 (0.46) | −0.12 (0.46) | −0.13 (0.46) | −0.06 (0.35) | −0.06 (0.35) | −0.07 (0.35) |
| ADI | 0.01 (0.01) | 0.01 (0.01) | 0.01 (0.01) | 0.01** (0.01) | 0.01** (0.01) | 0.01** (0.01) |
| CONSTANT | 0.01 (0.55) | 0.16 (0.56) | 0.16 (0.56) | 0.25 (0.47) | 0.34 (0.46) | 0.36 (0.47) |
| N | 171 | 171 | 171 | 171 | 171 | 171 |
| Model F | 275.73 | 266.63 | 269.55 | 324.50 | 326.62 | 318.77 |
| R2 | 0.88 | 0.88 | 0.88 | 0.93 | 0.93 | 0.93 |
| Model components | LABOR | SALES | ||||
|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
| ORG (IV) | 0.68 | 0.49 | ||||
| CUST (IV) | 0.57 | 0.59 | ||||
| ORG | 0.91 | 0.81 | ||||
| lagged_LABOR (log) | 0.95 | 0.96 | 0.96 | |||
| lagged_SALES (log) | 0.97 | 0.97 | 0.98 | |||
| KCS | 0.16 (0.17) | 0.10 (0.16) | 0.12 (0.16) | −0.32 (0.21) | −0.36 | −0.34 |
| VS | 0.60 (0.44) | 0.19 (0.47) | 0.36 (0.45) | −1.50 | −1.83 | −1.65 |
| DURATION | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.01 | 0.00 | 0.01 |
| MERGAQ | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 | 0.00 (0.00) |
| MANUFACT | 0.05 (0.23) | 0.04 (0.22) | 0.03 (0.23) | −0.05 (0.12) | −0.08 (0.12) | −0.08 (0.12) |
| SIC | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) | 0.00 (0.00) |
| INTRA_IS | −0.13 (0.46) | −0.12 (0.46) | −0.13 (0.46) | −0.06 (0.35) | −0.06 (0.35) | −0.07 (0.35) |
| ADI | 0.01 (0.01) | 0.01 (0.01) | 0.01 (0.01) | 0.01 | 0.01 | 0.01 |
| CONSTANT | 0.01 (0.55) | 0.16 (0.56) | 0.16 (0.56) | 0.25 (0.47) | 0.34 (0.46) | 0.36 (0.47) |
| N | 171 | 171 | 171 | 171 | 171 | 171 |
| Model F | 275.73 | 266.63 | 269.55 | 324.50 | 326.62 | 318.77 |
| 0.88 | 0.88 | 0.88 | 0.93 | 0.93 | 0.93 | |
Notes:
Positive coefficients indicate a positive growth effect;
*p < 0.1,
**p < 0.05,
***p < 0.01 (Robust standard errors in parentheses)
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