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发一个Visa Onsite面经,求人品其实地里面经基本全部cover了我的面试题。
5轮1v1:
1-head of ds:
consulting case: regional super market chain store wants to improve profits. 这个结合case in point 和victor cheng的 issue tree + structure framework 来回答就可以了
相关衍生:cost components: COGS, marketing, rent, delivery --这个metrics自己定义,言之成理即可,然后给出相应的 percentage cost estimate
price elasticity:一定要把概念搞懂,会考画图,不同产品的elasticity,然后cross elasticity,香烟的elasticity.1point3acres
2-Senior Director:
看图标做题. 1point 3 acres
brainstorming metrics to improve credit card users:how to improve, what are the features。题意是这个发行银行growth慢,但是churn rate很低。
3-Senior Director:
SQL:join,group by, case when + sum
how to define affluent:这个我在地里看到过原题,不过是phone interview的题,回答角度从人均spending habits or category to define customer segments by income level: wealth vs non.
Wealth: tends to spend more on education, travel, insurance. Unwealthy: tends to spend more on food
How does your manager describe you. 1point3acres
4-Senior Director:
经典的看图标分析:spending on restaurants, on shopping, others.
哪个几个点是纽约hotel:restaurant 和 shopping差不多高的,restaurant spending差不多30%的,纽约中哪个是高级hotel:shopping > restaurants。
从图表能给出hotel什么意见:俩中情况:restaurants and shopping are higher and roughly similar --> tourists oriente --> hawaii and new york, focus on facilities and convenience
others are higher than the rest: business people oriented --> chicago airport hotel and etc, focus on comfort of mattress and noise isolation
how do you carry out a classification model on if a grocery store is high-end: data preprocessing, feature engineering, split train and test, model exploration, cross validation, optimize hyperparameters, interpret results from model. brainstorm relevant features
SQL: left join
5-Senior Director:
issue a new magazine: what are the cost segments and approximate estimation
what is the break even sales volume amount. 这个题也是地里原题:fixed cost/(unit price - unit variable cost)
希望可以帮到大家,祝大家找工作顺利!
也希望自己h1b transfer顺利成功
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