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

Baseline Decay Half-Life

These questions dig into carry‑over decay, half‑life priors, and pitfalls in estimating persistence.

Baseline decay half‑life refers to time it takes for carry‑over effect to drop by ______ %.

50

1

25

100

Half‑life measures exponential decay of prior period influence on current sales.

Longer half‑life values increase modelled incremental lift for ______ media.

paid search

SEO title

flash sale

brand TV

Brand channels sustain memory longer; decay parameter spreads effect across weeks.

Gamma‑distributed priors bias half‑life towards shorter tails if shape parameter is ______.

=100

negative

>5

<1

Shape <1 skews distribution, discouraging unrealistically long persistence.

Estimating half‑life jointly with saturation requires strong priors to prevent ______.

macro drift

identifiability issues

cookie errors

creative bias

High correlation between decay and saturation parameters can produce unstable estimates.

Carry‑over for price promos often shows near‑zero half‑life because demand is ______.

delayed

static

pulled forward

hidden

Sales spike during promo but revert quickly, leaving little persistence.

Robyn flags half‑life estimates >180 days as a warning for potential ______.

over‑fit

creative

multicollinearity

good fit

Such long tails rarely reflect reality and suggest model mis‑specification.

In LightweightMMM, decay input is expressed as retention rate λ where half‑life = ln(0.5)/ln(λ); λ close to 1 means ______ half‑life.

zero

short

negative

long

Retention near 1 implies slow decay, translating to large half‑life value.

Baselines with holiday spikes can confound decay estimation; analysts include holiday ______ to isolate persistent effects.

pixels

formats

dummies

cookies

Fixed effects absorb short, non‑persistent spikes, clarifying true decay behaviour.

Half‑life is applied after adstock transform for media but before ______ projection.

saturation curve

CPC bid

CPA calc

AMP

Adstocked signal then feeds into non‑linear saturation to model diminishing returns.

Decay parameter bounds generally restrict half‑life between 0 and ______ weeks.

104

1

26

260

A half‑year upper cap prevents implausible carry‑over while allowing generous memory for durable channels.

Starter

Review the basics.

Solid

Nice work—refine the details.

Expert!

Exceptional command of the topic.

Nailing Baseline Decay Half-Life Interview Questions means knowing how quickly past marketing spend loses its effect. Kick off your prep by checking out these attribution and marketing mix modelling interview questions for a solid foundation in decay modelling. Then challenge yourself with the privacy attribution practice MCQs to spot hidden referral paths. Next, deepen your skills by exploring the cross-device identity interview guide and master linking users across platforms. Finish strong by working through the digital vs traditional media lags interview questions to see how timing differences shift your decay calculations.

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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