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大厂药企 DS 面试,究竟在考什么?

  • 2026-07-04 13:57:07
大厂药企 DS 面试,究竟在考什么?

大厂药企 DS 面试，究竟在考什么？

很多同学问Healthcare领域的Data Science怎么投？如果你想进大厂或者药企，硬实力首先要过关。编程方面，Python和R是标配。如果是去传统Pharma，SAS通常是标准配置，日常提取医疗数据则离不开SQL

除了写代码，统计学底子是面试的核心。你必须对Survival Analysis、Kaplan-Meier生存曲线以及Cox回归模型非常熟悉，这些在Clinical Trial中每天都会用到

👉面试通常分为三大板块
✅第一是Technical，比如常考让你为新药设计一份完整的临床试验数据分析方案

✅第二是Domain知识，如何处理电子病历（EHR）中的缺失数据，以及如何确保数据符合HIPAA合规要求

✅最后是Behavioral，你要能流利表达自己为什么对改善患者健康有热情

建议大家在学校做Capstone时多选医疗相关的题目，或者利用MIMIC-III等公开数据集做一些个人项目，面试时才有话可说

#蒸汽教育 #蒸汽求职 #求职辅导 #留学生求职 #数据科学 #医疗科技 #面试真题 #海外求职 #加拿大求职 #药企面试

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大厂行测笔试|滴滴暑期产品经理offer:从滴滴暑期到快手二面,面试官追着夸“项目含金量高”

国企结构化面试高分备考全攻略!分三阶段高效通关,短时备考不踩坑

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  1. CONNECT:[ UseTime:0.001202s ] mysql:host=127.0.0.1;port=3306;dbname=c_15386;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.002053s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.001066s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000933s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001611s ]
  6. SELECT * FROM `set` [ RunTime:0.000823s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001950s ]
  8. SELECT * FROM `article` WHERE `id` = 458450 LIMIT 1 [ RunTime:0.002073s ]
  9. UPDATE `article` SET `lasttime` = 1783289361 WHERE `id` = 458450 [ RunTime:0.038848s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.003497s ]
  11. SELECT * FROM `article` WHERE `id` < 458450 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.004622s ]
  12. SELECT * FROM `article` WHERE `id` > 458450 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001621s ]
  13. SELECT * FROM `article` WHERE `id` < 458450 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.025819s ]
  14. SELECT * FROM `article` WHERE `id` < 458450 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.020790s ]
  15. SELECT * FROM `article` WHERE `id` < 458450 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.011157s ]
0.210044s