Gartner Research


Published: 17 April 2023



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  • 企业机构对于数据和分析(D&A)的期望持续攀升,希望借助其推进数字化目标。要实现这一点,有效的D&A治理是基础。然而,企业机构当前的D&A治理能力还远不能满足需求。

  • Gartner客户问询显示,D&A领导者往往并不了解治理成熟度与所需最佳实践之间的关联。在这种情况下,下一步行动如若不当,可能会导致治理混乱、成本上升,甚至治理失败。



  • 使用Gartner的D&A成熟度评估计分工具,评估企业机构当前的D&A治理成熟度。在此基础上,参照计分模型以及本文内容,根据计分结果确定并采取与企业机构D&A治理成熟度相匹配的下一步行动。

  • 如需启动治理项目,应专注于进行有力的业务论证,帮助业务利益相关者了解治理在推动业务成果方面的作用。

  • 如需推进当前治理项目,应着力解决信任、风险管理和数据伦理问题,并且随企业机构的不断发展对治理项目进行扩展。

  • 如已实现高水平的治理,则应在D&A治理模式中引入自适应治理实践。将改善D&A文化作为治理工作的重点,提高人员、数据和算法的多样性,以实现准确、合乎伦理的人工智能(AI)成果。

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Saul Judah

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