1. Privacy Engineering advanced

    A consumer platform with 40 million accounts receives about 600 subject access requests a month. Honouring one means assembling a person's data from 23 services that each own their own store. Estimate what the manual path costs and say what changes the number by an order of magnitude.

    3 min answer dsargdprsubject-indexdata-lineage
  2. Privacy Engineering advanced

    A discovery platform builds personalisation from user behaviour. What privacy-engineering decisions must be made early, and which are expensive to retrofit?

    2 min answer privacydata-minimisationpurpose-limitationdeletion
  3. Privacy Engineering advanced

    Design the mechanism by which a deletion request propagates through a system with a warehouse, a search index, backups and three third-party processors.

    2 min answer privacydeletiongdprpropagation
  4. Privacy Engineering advanced

    Product wants to add "customers who bought this also bought" using purchase history. What does privacy by design require here?

    2 min answer privacypurpose-limitationminimisationgdpr
  5. Privacy-Enhancing Technologies advanced

    A product lead at a super-app of Tencent/WeChat's shape says the new on-device keyboard model can ship without a consent flow because federated learning means the data never leaves the phone. You have ten minutes at the architecture review board. What do you say and what would you actually build?

    3 min answer federated-learningsecure-aggregationdifferential-privacyon-device-ml
  6. Privacy-Enhancing Technologies advanced

    A statistics team wants to publish counts from a sensitive dataset under differential privacy. Working from the way the US Census Bureau ran its 2020 disclosure avoidance system, estimate how the privacy budget constrains what can be published and which choice dominates the accuracy you end up with.

    3 min answer differential-privacycensusepsilonbudget
  7. Privacy-Enhancing Technologies advanced Multiple choice

    Two hospital groups want to measure whether a treatment pathway improves outcomes, using patient records neither may disclose to the other. The analysis needs per-patient linkage across both datasets. Which approach fits?

    3 min answer federated-analyticssecure-aggregationdifferential-privacyprivate-set-intersection
  8. Privacy-Enhancing Technologies advanced Multiple choice

    Two retailers want the size of their shared customer overlap and the average basket of that overlap group without either seeing the other's customer list. Which technique fits the requirement as stated?

    2 min answer psidifferential-privacyclean-roomhomomorphic-encryption
  9. Privacy-Enhancing Technologies advanced

    What do privacy-enhancing technologies actually enable, and what do they cost in practice?

    2 min answer privacy-techdifferential-privacyfederated-learninghomomorphic
  10. Private Connectivity intermediate

    A logistics platform must integrate with warehouse systems, carrier networks and enterprise customers over private connectivity. What determines the choice between VPN, dedicated interconnect and public endpoints with allow-listing?

    2 min answer delhiveryvpninterconnectintegration
  11. Private Connectivity intermediate

    A regulated client requires that no traffic between their data centre and your SaaS platform traverses the public internet. Design the connectivity and justify the cost.

    2 min answer private-linkdirect-connectvpnhybrid
  12. Private Connectivity intermediate Multiple choice

    An enterprise needs its cloud workloads to reach on-premises databases with predictable latency and without traversing the public internet. What are the options and what do they actually guarantee?

    2 min answer private-connectivitydirect-connectvpnhybrid