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Fig 1.

Summary of the Malmquist index of annual means.

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Table 1.

Positive and negative firm data.

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Table 2.

Technical efficiency, pure technical efficiency, and scale efficiency of 65 e-commerce firms under the BCC in 2019.

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Table 2 Expand

Table 3.

Second-stage stochastic frontier analysis regression results.

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Table 4.

Comparison of technical efficiency after adjustment for the input variables of 65 e-commerce firms in 2019.

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Table 5.

Comparison of technical efficiency before and after adjustment of the input variables of three types of e-commerce firms in 2019.

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Table 5 Expand

Fig 2.

Summary of the average Malmquist index of different types of e-commerce firms.

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Fig 2 Expand

Table 6.

Summary of the Malmquist total factor productivity index of different types of firms during 2015–2019 (ranked by TFPCH).

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Table 6 Expand