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

Promo Calendar Encoding

Learn best practices for coding promotion variables—binary, continuous, and interactions—to isolate promo lift accurately.

Binary promo dummies typically take values 0 and 1, indicating ______.

discount depth

absence or presence of promotion

CPM level

creative theme

Binary coding marks whether a promotion ran, enabling interpretation as on/off incremental uplift.

Encoding percent‑off as a continuous variable captures varying ______ intensity.

pixel

cookie

device

promotion

Continuous depth (e.g., 10 %, 20 %) lets model scale lift proportionally rather than treating all promos equally.

Pre‑promo lead variables help identify sales brought forward, preventing over‑credit to ______ period.

post‑promo

year‑end

baseline

promo

Lead dummies capture demand shifted from future, balancing cannibalisation effects.

Promo dummies should align with consumer exposure dates, not ______ notification dates.

UTM tag

internal approval

media pitch

server deploy

Using internal timelines mis‑aligns sales response with promo variable, distorting lift.

Mutually exclusive promo flags avoid multicollinearity when multiple promos run ______.

yearly

simultaneously

never

randomly

Overlapping flags inflate variance; exclusivity ensures clear attribution.

Holiday fixed‑effect dummies are separate from promo dummies to keep ______ attribution pure.

creative

promotion

font

cookie

This separation isolates holiday baseline shifts from promotional uplift.

Spline encoding allows modelling a promotion’s ramp‑up and decay as ______.

flat line

step change

smooth curve

random walk

Splines capture gradual build and fade beyond binary on/off representation.

2025 MMM toolkits recommend tagging ‘stacked’ promos (cashback + coupon) with an ______ variable.

geo

pixel

interaction

cookie

Interaction term measures combined effect beyond individual components.

Using channel‑spend variables instead of promo dummies risks ______ counted uplift.

infinite

negative

zero

double

Media spend already modeled; mixing with promo overstuffs media coefficients.

Calendar encoding should freeze rule definitions at least one quarter before MMM refresh to avoid ______.

pixel fires

CPC spikes

audience overlap

structural breaks

Changing promo taxonomy mid‑series creates discontinuities violating model assumptions.

Starter

Review the basics.

Solid

Nice work—refine the details.

Expert!

Exceptional command of the topic.

Thinking about Promo Calendar Encoding Interview Questions means mastering how to turn your promotion timeline into model-ready features. Kick off your prep with these Attribution & Marketing-Mix Modelling interview questions to see where calendar flags fit into your mix analysis. Next, sharpen your insights with the incremental revenue vs profit practice MCQs to balance value and cost. Then tackle experiment setup details through the lift vs holdout size interview MCQs. Finally, deepen your SaaS measurement skills by exploring the MMM for subscription SaaS interview guide for real-world scenario planning.

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,…

What's your reaction?

Related Quizzes

1 of 54

Leave A Reply

Your email address will not be published. Required fields are marked *