Attribution & Marketing-Mix Modelling Interview Questions & AnswersAnalytics & Measurement Interview Questions & Answers

Attribution vs. Contribution

Attribution analysis assigns credit while contribution analysis focuses on ______.

Cookie durations

Last interaction only

Time decay curves

Incremental impact controlling for other variables

Contribution (e.g., MMM) estimates causal lift, not just credit.

Shapley value algorithm belongs to which measurement family?

Geo‑lift

Multi‑touch attribution

Last‑click

MMM contribution

Shapley distributes credit across touchpoints on user paths.

Multi‑touch attribution needs ______ level data.

Weekly aggregate

Household panel

Store-level

User‑journey

User path is required to see sequence of touches.

Starter

Review the basics and retry.

Solid

Good job—polish the nuances for mastery.

Expert!

Excellent understanding.

Landing Attribution vs. Contribution + Interview Questions often starts with grasping how mixed credit models work. To build a solid foundation, dive into our marketing mix modelling interview questions and see how attribution frameworks assign value. Next, sharpen your data cleanup skills with the outlier detection winsorising MCQs and tackle bias head-on by reading the last click limitations interview guide. Finish strong by exploring the linear versus time decay practice questions and enter your next interview fully prepared.

Hi, I am Aniruddh Sharma. I’m a digital and growth marketing professional who loves transforming complex strategies into simple, interactive learning experiences. At QuizCrest, I design marketing quizzes that cover SEO, Google Ads, Meta Ads, analytics,…

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