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

Privacy & Attribution

Understand how evolving privacy frameworks like Consent Mode, SKAN 5, and MPC affect attribution modelling.

Google Consent Mode v2 (2025) sends pings that respect user consent while enabling ______ modelling.

CPC

conversion

CLS

LCP

Pings allow partial measurement so GA4 can model conversions without personal data.

Apple’s SKAN 5 in 2025 increased post‑back timers to reduce ______.

CPM

click‑through

ROAS

fingerprinting

Longer random delays thwart device‑level linkage attempts between ad and install.

Aggregate Reporting API groups events to at least ______ user threshold.

1 000

128

10

1

Crowd‑threshold ensures no single user can be identified within aggregated data.

Google Topics API replaces FLoC and provides ______ interest signals.

browser‑side 3‑week

GDPR consent;

per‑impression real‑time

device location

Topics assigns coarse categories updated weekly, mitigating cross‑site tracking concerns.

Modeled conversions are labelled in GA4 reports with a ______ icon.

dotted outline

clock

lock

red flag

Hover tooltip explains that values include consent‑mode modeling adjustments.

Meta’s 2025 Private Lift solution uses ______ cryptographic protocol.

SHA‑1

MPC (multi‑party computation)

TLS only

MD5

MPC lets advertisers and Meta compute lift without revealing user‑level data.

Under GDPR, lawful basis for marketing measurement typically relies on ______.

vital interest

public task

contract with ad server

legitimate interest or consent

Companies must document legal grounds before processing personal data for analytics.

GA4’s Restricted Data Processing (RDP) mode is primarily for users located in ______.

California (CPRA) regions

APAC only

Brazil

India

RDP limits personalised ads to comply with California privacy laws.

Cookieless attribution often shifts toward ______ modelling techniques.

deterministic

exact matching

probabilistic

1:1

Without persistent IDs, algorithms infer likely paths using aggregated behaviour patterns.

Advertisers should disclose modeled measurement in privacy policies to meet ______ transparency principle.

storage limitation

data minimisation

purpose limitation

redress

Users must be informed about how and why their data—as modeled—is used.

Starter

Review the basics.

Solid

Nice work—refine the details.

Expert!

Exceptional command of the topic.

Cracking Privacy & Attribution Interview Questions means mastering consent-based measurement while ensuring accurate credit assignment. Begin by exploring the Attribution & Marketing-Mix Modelling interview questions to learn how data privacy fits into your media mix framework. Then strengthen your campaign economics knowledge with the marketing elasticities MCQs and sharpen your tracking strategies through the cross-device identity practice interview questions. To finish, expand your toolkit with the multi-touch MMM hybrid interview resource and be ready for any challenge.

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 *