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Fig 1.

Theoretical model.

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Fig 2.

Structured feature lexicon for enterprise digital transformation.

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Table 1.

Variable definitions and descriptions.

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Table 2.

Results of descriptive statistics.

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Table 3.

Benchmark regression results.

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Table 4.

Robustness test results 1.

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Table 5.

Robustness test results 2.

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Table 6.

Robustness test results 3.

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Table 7.

Endogeneity test results.

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Table 8.

Results of the mediation effect test for financial constraints.

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Table 9.

Resource allocation efficiency mediation affects test results.

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Table 10.

Results of firm size heterogeneity test.

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Table 11.

Heterogeneity test results of enterprise industry chain links.

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