The Impact of B Corp Certification on Growth
Abstract
:1. Introduction
2. Literature and Hypotheses
3. Research Design
3.1. Methodology
3.1.1. Motivation
3.1.2. Propensity Score Matching
3.1.3. Difference-in-Differences Analysis
3.2. Sample Selection and Data Collection
4. Results
4.1. Propensity Score Matching
4.2. Difference-in-Differences Analysis
4.2.1. Descriptive Statistics
4.2.2. Correlations
4.2.3. Regression Analysis
4.2.4. Parallel Trend Assumption
5. Discussion
5.1. Contributions to the Literature
5.2. Implications for Practice
6. Concluding Remarks
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Before Matching | After Matching | |||||
---|---|---|---|---|---|---|
Means Treated | Means Control | SMD | Means Treated | Means Control | SMD | |
Ln(Assets) | 14.4523 | 13.2035 | 0.5220 | 14.4523 | 14.5553 | −0.0431 |
Ln(Turnover) | 14.5122 | 12.9055 | 0.6401 | 14.5122 | 14.5689 | −0.0226 |
Leverage | 0.7224 | 2.2844 | −2.5951 | 0.7224 | 0.6542 | 0.1134 |
Ln(Age) | 2.3335 | 2.4810 | −0.1736 | 2.3335 | 2.3940 | −0.0712 |
Observations | 147 | 2,995,223 | 147 | 147 |
Mean | S.D. | Min | Q25 | Median | Q75 | Max | |
---|---|---|---|---|---|---|---|
Growth | 0.1147 | 0.3741 | −0.7846 | −0.426 | 0.0658 | 0.2270 | 1.3862 |
Treatment | 0.5 | 0.5002 | 0 | 0 | 0.5 | 1 | 1 |
Post | 0.4464 | 0.4973 | 0 | 0 | 0 | 1 | 1 |
Certified | 0.2232 | 0.4165 | 0 | 0 | 0 | 0 | 1 |
Ln(Turnover) | 14.5344 | 2.3950 | 9.9002 | 12.8381 | 14.3637 | 16.0561 | 19.4936 |
Ln(Age) | 2.4338 | 0.7342 | 1.0986 | 1.9459 | 2.3979 | 2.9444 | 3.8501 |
Leverage | 0.6517 | 0.2646 | 0.0968 | 0.4651 | 0.6937 | 0.8438 | 1.1950 |
n = 1362 | 1. | 2. | 3. | 4. | 5. |
---|---|---|---|---|---|
1. Growth | 1 | ||||
2. Certified | 0.0248 | 1 | |||
3. Ln(Turnover) | −0.2168 *** | 0.0283 | 1 | ||
4. Ln(Age) | −0.2900 *** | 0.0581 ** | 0.5756 *** | 1 | |
5. Leverage | 0.0088 | 0.0168 | 0.0635 ** | −0.0464 * | 1 |
(a) Hypothesis 1 | (b) Hypothesis 2 | ||
---|---|---|---|
Expected Sign | Dependent Variable Turnover Growth | Dependent Variable Turnover Growth | |
Test variables | |||
Certifiedi,t | + | 0.1430 *** (0.0381) | 0.0675 * (0.0518) |
Certifiedi,t × YearsToTreatmenti,t | + | 0.0617 ** (0.0323) | |
Control variables | |||
Treatmenti,t × YearsToTreatmenti,t | ? | 0.0091 (0.0174) | |
Ln(Turnover)i,t−1 | - | −0.3416 * (0.2044) | −0.3429 * (0.2006) |
(Ln(Turnover)i,t−1)2 | ? | −0.0020 (0.0090) | −0.0020 (0.088) |
Ln(Age)i,t−1 | ? | −0.9384 ** (0.4768) | −0.8674 * (0.4705) |
(Ln(Age)i,t−1)2 | ? | 0.2423 * (0.1289) | 0.2359 * (0.1285) |
Ln(Turnover)i,t−1 × Ln(Age)i,t−1 | ? | 0.0382 (0.0350) | 0.0348 (0.0346) |
Leveragei,t−1 | ? | −0.0724 (0.1035) | −0.0851 (0.1021) |
Firm Fixed Effects | Yes | Yes | |
Year Fixed Effects | Yes | Yes | |
Time Fixed Effects | Yes | Yes | |
R-squared | 0.3261 *** | 0.3317 *** | |
Observations | 1362 | 1362 | |
Number of firms | 258 | 258 |
Expected Sign | Dependent Variable Turnover Growth | ||
---|---|---|---|
Test variables | Coef. | ||
T − 6 × Treatmenti | ? | −0.1713 | (0.1466) |
T − 5 × Treatmenti | ? | 0.0154 | (0.0901) |
T − 4 × Treatmenti | ? | −0.0101 | (0.0811) |
T − 3 × Treatmenti | ? | 0.0100 | (0.0550) |
T − 2 × Treatmenti | ? | 0.0275 | (0.0519) |
T − 1 × Treatmenti = Base year | |||
T0 × Treatmenti | + | 0.1003 * | (0.0525) |
T + 1 × Treatmenti | + | 0.1744 *** | (0.0530) |
T + 2 × Treatmenti | + | 0.1695 ** | (0.0777) |
T + 3 × Treatmenti | + | 0.3348 *** | (0.1177) |
T + 4 × Treatmenti | + | 0.6016 *** | (0.1724) |
T + 5 × Treatmenti | + | 0.3923 *** | (0.1188) |
Control variables | |||
Ln(Turnover)i,t−1 | - | −0.3405 * | (0.1992) |
(Ln(Turnover)i,t−1)2 | ? | −0.0021 | (0.0088) |
Ln(Age)i,t−1 | ? | −0.8718 * | (0.4727) |
(Ln(Age)i,t−1)2 | ? | 0.2414 * | (0.1302) |
Ln(Turnover)i,t−1 × Ln(Age)i,t−1 | ? | 0.0342 | (0.0343) |
Leveragei,t−1 | ? | −0.0892 | (0.1014) |
Firm Fixed Effects | Yes | ||
Year Fixed Effects | Yes | ||
Time Fixed Effects | Yes | ||
R-squared | 0.3353 *** | ||
Observations | 1362 | ||
Number of firms | 258 |
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Paelman, V.; Van Cauwenberge, P.; Vander Bauwhede, H. The Impact of B Corp Certification on Growth. Sustainability 2021, 13, 7191. https://doi.org/10.3390/su13137191
Paelman V, Van Cauwenberge P, Vander Bauwhede H. The Impact of B Corp Certification on Growth. Sustainability. 2021; 13(13):7191. https://doi.org/10.3390/su13137191
Chicago/Turabian StylePaelman, Valerie, Philippe Van Cauwenberge, and Heidi Vander Bauwhede. 2021. "The Impact of B Corp Certification on Growth" Sustainability 13, no. 13: 7191. https://doi.org/10.3390/su13137191