超越成功概率:统计学家有机会影响投资组合层面的定量决策
Stig-Johan Wiklund1, Katharine Thorn2, Heiko Götte3
1Captario, Göteborg, Sweden.
Pharmaceutical statistics
|January 12, 2024
概括
对于面临高风险和成本的制药公司来说,有效的项目组合管理至关重要. 统计学家可以通过应用概率思维和先进的方法来提高决策能力,以实现项目成功指标.
科学领域:
- 制药行业 制药行业 制药行业
- 生物统计学 生物统计学
- 决策科学科学 决策科学
背景情况:
- 制药行业面临重大挑战,包括漫长的开发周期,高成本和固有的风险.
- 项目组合的有效管理和优化对于在这种高度不确定性的环境中取得成功至关重要.
研究的目的:
- 检查制药行业现有的投资组合决策方法.
- 确定统计学家为项目组合优化做出贡献的机会.
- 倡导概率思维与定量决策的整合.
主要方法:
- 审查当前的投资组合决策策略.
- 分析项目指标的作用,例如成功概率.
- 探索用于风险评估和决策支持的先进统计方法.
主要成果:
- 像成功概率这样的项目指标对于在不确定性中建模制药管道至关重要.
- 统计学家能够很好地推导出关键指标,并影响投资组合级别的决策.
- 有机会通过概率模型和先进的定量技术来增强决策.
结论:
- 统计学家可以显著增加药品项目投资组合管理的价值.
- 实施概率思维和先进的方法可以改善风险管理和优化决策.
- 为了行业的成功,建议统计学家在倡导量化方法方面发挥主动作用.
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