SASによる応用的因果解析
SASによる応用的因果解析
JPROSCADV : JPROSCAD
Who Should Attend
SASを用いた観察研究データの統計解析業務に従事する方
Prerequisites
「SASよる因果推論入門：傾向スコア解析」を受講済みか、同程度の知識のある方
SAS Products Covered
Base SAS;SAS/STAT
Course Outline
因果推論の基礎因果効果と因果モデル ランダム化の役割 交絡 因果効果の推定方法層別解析 アウトカム回帰と傾向スコア 効果の標的集団 条件付き効果、周辺効果とそれらの異同の条件 傾向スコア傾向スコアのバランス性 傾向スコアによる条件付け（層別解析、回帰調整） 傾向スコアマッチング 傾向スコアを用いた重み付け 様々な傾向スコアマッチング（PROC PSMATCH）単純なマッチング（greedy matching） ペア以外のマッチング、人数バランスをとらないマッチング より丁寧なマッチング（optimal matching） 全員をマッチング（full matching） マッチング後の解析方法 注意喚起 回帰モデルを用いた平均因果効果推定（PROC CAUSALTRT）傾向スコアモデル（invrse probability weighting） アウトカム回帰モデル（regression standardization） 傾向スコアモデルとアウトカム回帰モデル（augmented inverse probability weighting） 注意喚起 より応用的な解析手法変化する曝露の効果推定（周辺構造モデル） 直接効果の推定 生存時間アウトカムに対する平均因果効果
Live Class Schedule
Duration: 12 hours
Step into our live classes and experience a dynamic learning environment where you can ask questions, share ideas, and connect with your instructor and classmates. With on-demand lab hours, you can explore the material at your own pace. Our globally acclaimed instructors will motivate you to think bigger, so you can take what you've learned and achieve your biggest goals.
This course isn't publicly scheduled, but private training and mentoring may be available. Contact us to explore options.
Private Training
Get training tailored specifically for your team, led by expert SAS instructors. Choose from virtual sessions, or training at your location (or ours). Perfect for teams seeking a customized curriculum and plenty of interaction with a SAS specialist. We'll schedule it at a time that works for you.
Mentoring Services
Take your training to the next level with personalized mentoring. While private training offers structured coursework, mentoring provides hands-on, real-time support from a subject matter expert. As you work with your own data, you'll receive expert guidance to help you uncover insights, unlock the full potential of your data, and make faster progress. Perfect for those looking to apply what they’ve learned and see quicker results.