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Cae Interview Questions

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QuestionTopicDifficulty
SQL
Hard

The schema below is for a retail online shopping company consisting of two tables, attribution and user_sessions.

  • The attribution table logs a session visit for each row.

  • If conversion is true, then the user converted to buying on that session.

  • The channel column represents which advertising platform the user was attributed to for that specific session.

  • Lastly the user_sessions table maps many to one session visits back to one user.

First touch attribution is defined as the channel with which the converted user was associated when they first discovered the website.

Calculate the first touch attribution for each user_id that converted. 

Example:

Input:

attribution table

Column Type
session_id INTEGER
channel VARCHAR
conversion BOOLEAN

user_sessions table

column type
session_id INTEGER
created_at DATETIME
user_id INTEGER

Example output:

user_id channel
123 facebook
145 google
153 facebook
172 organic
173 email
Data Structures & Algorithms
Easy
SQL
Easy
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Software Engineer*
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Software Engineer
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Mean (Average): $64K
Data points: 2

Most data science positions fall under different position titles depending on the actual role.

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