Scientia Silvae Sinicae ›› 2026, Vol. 62 ›› Issue (5): 179-188.doi: 10.11707/j.1001-7488.LYKX20250481
• Research papers • Previous Articles Next Articles
Ying Huang1,2,Wenqi Lian2,Liying Wang3,Can Liu4,*(
)
Received:2025-08-02
Revised:2025-09-28
Online:2026-05-10
Published:2026-05-12
Contact:
Can Liu
E-mail:sfalsfalsfal@163.com
CLC Number:
Ying Huang,Wenqi Lian,Liying Wang,Can Liu. Impact of Sustainable Forest Management Certification on Realization of Forestry Eco-Product Value: Mechanism and Empirical Evidence[J]. Scientia Silvae Sinicae, 2026, 62(5): 179-188.
Table 1
Descriptive statistics"
| 变量Variable | 均值Mean | 标准差Standard deviation | 最小值Min | 最大值Max |
| 郁闭度Canopy closure | 0.71 | 0.15 | 0.20 | 0.95 |
| 林龄 Age/a | 19.41 | 9.46 | 4.00 | 61.00 |
| 平均胸径Average DBH/cm | 14.04 | 5.27 | 5.00 | 44.00 |
| 平均树高Average tree height/m | 11.63 | 4.04 | 0.50 | 75.00 |
| 小班林分蓄积Volume of small forest stands/m3 | 377.15 | 498.75 | 1.00 | |
| 山脚海拔Mountain base altitude/m | 321.76 | 126.92 | 0.00 | 850.00 |
| 山顶海拔Peak elevation /m | 432.41 | 153.50 | 0.00 | |
| 坡度Slope /(°) | 26.70 | 4.99 | 2.00 | 48.00 |
| 腐殖质层厚度Thickness of humus layer/cm | 13.14 | 4.35 | 1.00 | 50.00 |
| 土层厚度Soil thickness/cm | 93.79 | 17.61 | 1.00 | 200.00 |
| 面积Area /hm2 | 2.69 | 2.89 | 0.07 | 19.27 |
| 单位面积蓄积量Volume per unit area/(m3·hm–2) | 147.74 | 88.89 | 1.45 | 660.00 |
Table 2
Estimation results of carbon sequestration per hectare of forest using PSM model"
| 变量Variable | 模型Ⅰ Model Ⅰ | 模型Ⅱ Model Ⅱ | 模型Ⅲ Model Ⅲ | 模型Ⅳ Model Ⅳ | 模型Ⅴ Model Ⅴ |
| FSC认证 FSC certification | 0.069*** (0.019) | 0.073*** (0.019) | 0.075*** (0.019) | 0.076*** (0.019) | 0.077*** (0.019) |
| 截距项Intercept | 2.229*** (0.021) | 2.325*** (0.076) | 2.200*** (0.469) | 2.333*** (0.147) | 2.442*** (0.158) |
| 特征变量Characteristic variable | — | 控制Control | 控制Control | 控制Control | 控制Control |
| 乡镇Township | — | — | 控制Control | 控制Control | 控制Control |
| 村Village | — | — | — | 控制Control | 控制Control |
| 小班Forest compartment | — | — | — | — | 控制Control |
| 个体固定Individual fixed | 否No | 否No | 是Yes | 是Yes | 是Yes |
| 观测值Observation value | |||||
| R2 | 0.793 | 0.795 | 0.804 | 0.815 | 0.817 |
| F | 440.690*** | 147.107*** | 113.461*** |
Table 3
Estimation results of forest value per hectare using PSM model"
| 变量Variable | 模型Ⅰ Model Ⅰ | 模型Ⅱ Model Ⅱ | 模型Ⅲ Model Ⅲ | 模型Ⅳ Model Ⅳ | 模型Ⅴ Model Ⅴ |
| FSC认证FSC certification | 0.148*** (0.021) | 0.152*** (0.021) | 0.150*** (0.021) | 0.155** (0.021) | 0.155** (0.021) |
| 特征变量Characteristic variable | — | 控制Control | 控制Control | 控制Control | 控制Control |
| 乡镇Township | — | — | 控制Control | 控制Control | 控制Control |
| 村Village | — | — | — | 控制Control | 控制Control |
| 小班Forest compartment | — | — | — | — | 控制Control |
| 个体固定效应Individual fixed effects | 否No | 否No | 是Yes | 是Yes | 是Yes |
| 观测值Observation value | |||||
| R2 | 0.804 | 0.805 | 0.813 | 0.823 | 0.825 |
| F | 460.458*** | 152.591*** | 117.690*** |
Table 4
Estimation results of adjustment effect using PSM model"
| 变量Variable | 每公顷林木 价值Forest value per hectare | 每公顷固碳量 Carbon sequestration per hectare |
| FSC认证 FSC certification | 0.246*** (0.070) | 0.231*** (0.066) |
| 腐殖质层Humus layer | 0.016*** (0.004) | 0.017*** (0.004) |
| 经营方式(天然经营型) Management type (natural) | ?0.085 (0.175) | ?0.009 (0.165) |
| 经营方式(集约经营型) Management type (intensive) | 0.224*** (0.056) | 0.154*** (0.053) |
| 经营目标(中径材)Management objective (medium-diameter timber) | ?0.122*** (0.042) | ?0.101** (0.040) |
| 经营目标(大径材)Management objective (large-diameter timber) | ?0.316*** (0.099) | ?0.204** (0.094) |
| 每公顷蓄积量 Volume per hectare | 0.010*** ( | 0.009*** ( |
| 郁闭度Canopy density | 0.029 (0.061) | 0.005 (0.058) |
| 海拔Elevation | ? ( | ? ( |
| 坡度Slope | 0.001 (0.002) | 0.001 (0.002) |
| 土层厚度Soil depth | ?0.001** ( | ?0.001*** ( |
| FSC认证: 腐殖质层 FSC certification: humus layer | ?0.014*** (0.005) | ?0.016*** (0.005) |
| FSC认证:经营方式(天然经营型) FSC certification: management type (natural) | ?0.027(0.189) | ?0.063(0.178) |
| FSC认证:经营方式(集约经营型) FSC certification: management type (intensive) | ?0.200*** (0.063) | ?0.144** (0.060) |
| FSC认证:经营目标(中径材) FSC certification: management objective (medium-diameter timber) | 0.142*** (0.047) | 0.122*** (0.045) |
| FSC认证:经营目标(大径材) FSC certification: management objective (large-diameter timber) | 0.345*** (0.112) | 0.247** (0.106) |
| 常数项Constant term | 9.467*** (0.097) | 2.185*** (0.092) |
| 样本量Observations | ||
| R2 | 0.808 | 0.798 |
| F(df=16; | 709.329*** | 664.707*** |
Table 5
Robustness test results"
| 策略Strategy | 异方差稳健标准误 Heteroscedasticity robust standard error | 替换因变量 Replace dependent variable | |
| 变量Variable | 每公顷 固碳量 Carbon sequestration per hectare | 每公顷林木 价值 Tree value per hectare | 是否高价值 High value |
| FSC认证 FSC certification | 0.075*** (0.020) | 0.150*** (0.023) | 1.171*** (0.164) |
| 特征变量 Characteristic variable | 控制Control | 控制Control | 控制Control |
| 个体固定 Individual fixed | 是Yes | 是Yes | 是Yes |
| 拟合精度 Fitting accuracy | — | — | AIC: 456.62 |
Table 6
Heterogeneous analysis results of different forest ages"
| 变量Variable | 幼龄林 Young Forest | 中龄林 Middle-aged Forest | 近熟林 Near-mature Forest | 成熟林 Mature Forest | 过熟林 Over-mature Forest |
| FSC认证FSC certification | 0.305*** ( | 0.430*** ( | 0.459*** ( | 0.067** ( | ( |
| 每公顷蓄积量Volume per hectare | 0.017*** ( | 0.009*** ( | 0.007*** ( | 0.006*** ( | 0.005*** ( |
| 郁闭度Canopy density | ? ( | ? ( | ( | ? ( | 0.381* ( |
| 海拔Elevation | ?0.001*** ( | ? ( | ( | ( | ( |
| 坡度Slope | ? ( | ( | ? ( | 0.004** ( | ? ( |
| 腐殖质层厚度Depth of humus layer | 0.017*** ( | ( | ?0.007*** ( | ? ( | ( |
| 土层厚度Soil depth | ?0.004*** ( | ( | ( | ( | ( |
| 常数项Constant term | 9.101*** ( | 9.439*** ( | 9.787*** ( | 10.215*** ( | 10.325*** ( |
| 样本量Observations | 448 | 800 | 418 | 477 | 98 |
| R2 |
Table 7
Heterogeneous analysis results of forest land of different scales"
| 变量Variable | 小规模 Small-scale | 中规模 Medium-scale | 大规模 Large-scale |
| FSC认证FSC certification | 0.128*** ( | 0.133*** ( | 0.112** ( |
| 每公顷蓄积量 Volume per hectare | 0.009*** ( | 0.010*** ( | 0.010*** ( |
| 郁闭度Canopy density | 0.123 ( | 0.074 ( | ?0.147 ( |
| 海拔Elevation | ? ( | ? ( | ? ( |
| 坡度Slope | ? ( | ?0.002 ( | 0.001 ( |
| 腐殖质层厚度 Depth of humus layer | ( | ( | ( |
| 土层厚度Soil depth | ( | ?0.001 ( | ?0.002*** ( |
| 常数项Constant term | 9.570*** ( | 9.618*** ( | 9.741*** ( |
| 样本量Observations | 769 | 878 | 894 |
| R2 | 0.786 | 0.812 | 0.821 |
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