Background--At present, there are abundant research results on the reform of collective forest property rights system. However, the impact of specific measures of the reform of collective forestry property rights system on the gross output value of forestry is not discussed. ⑵ Methods--The research data were obtained from 30 sample counties in Fujian, Hunan and Liaoning provinces (10 sample counties in each province) from 2010 to 2017 about the reform of collective forestry property rights system. First, the fixed effect model was used to explore the correlation between nine variables and gross output value of forestry, so as to find out the variables that had significant influence on gross output value of forestry. Then the grey correlation model was used to analyze the impact of the forestry primary, secondary and tertiary industries on the gross output value of forestry. (3) Results--Among the variables of the reform of collective forestry property rights system, forest land circulation area, forest insurance area and the number of cooperatives have a significant positive impact on the gross output value of forestry. In the forestry industry structures, forestry primary and secondary industries have the greatest impact on the gross output value of forestry. The forestry secondary industry in Fujian Province has gradually replaced the primary industry and become the leading industry affecting the gross output value of forestry, and has become the pillar industry of many local forestry economy. The forestry tertiary industry in three provinces develops slowly and its influence is limited. Specifically speaking, the forestry tertiary industry in Fujian Province develops relatively well. From 2010 to 2017, the grey correlation degrees between forestry tertiary industry and gross output value of forestry in Pingnan County in Fujian Province are 1. 0000, 0. 9975, 0. 9314, 0.8389, 0.7496, 0. 7041, 0.6540 and 0.6151, respectively. The forestry tertiary industry has become the leading industry of the local forestry economy. So is in Cili County in Hunan Province. The gross output value of forestry in Liaoning Province still depends too much on the primary industry, followed by the secondary industry, and the tertiary industry has the least impact. Conclusions and Discussions--First, promote the marketization construction of forestland circulation, improve the information services for property rights transaction, make full use of the market trading platform, and steadily expand the forest land circulation area. Second, improve the systematic forest insurance mechanism, implement various work of premium subsidies in the larger area of forest land, improve the ability of forest farmers to withstand the risk of natural disasters. Third, strengthen the construction of the forestry public service system with the forestry specialized cooperatives as the main body, and strengthen the training of forest farmers and the promotion of forest product brands with cooperatives as the platform. Fourth, realize the transformation and upgrading of forestry industry as soon as possible and increase the added value of forest products. Consolidate the foundation position of the forestry primary industry, increase the proportion of the secondary industry in the forestry industry, further improve management, protect the natural ecological environment of forest regions, and standardize the development of tourism. [ABSTRACT FROM AUTHOR]