Assess your familiarity with Robyn, LightweightMMM, SynthPy 2.0, and related OSS capabilities added in 2025.
Facebook Robyn 2.4 (2025) migrated its optimisation engine from Nevergrad to ______.
Hyperopt
PyGAD
Optuna
GridSearchCV
Google LightweightMMM offers a built‑in function to export ROI curves directly to ______ for visualisation.
PowerPoint
Excel
BigQuery
Looker Studio
SynthPy 2.0 added GPU‑accelerated matrix ops via ______ backend.
Rust
PyTorch
Fortran
NumPy
Open‑source MMM tools commonly use Stan or ______ for Bayesian sampling.
Hadoop
PyMC
SAS
Stata
Robyn Next introduces **Response Decomposition Plot** separating ______ and paid lift.
pixel
impressions
CPC
baseline
Docker containers provided by Robyn simplify dependency management and ensure code ______.
minification
inflation
reproducibility
obfuscation
LightweightMMM uses JAX to enable just‑in‑time compilation for ______ speed‑ups.
cookie
GPU
network
disk
The community‑maintained MMM Awesome List (2025) is hosted on ______.
Bitbucket
GitHub
GitLab
SourceForge
Robyn supports saturation shapes via hyperparameters alpha and gamma of a ______ function.
Hill
spline
quadratic
linear
SynthPy’s CLI auto‑saves placebo test plots into the /output folder as ______ files.
SVG
PNG
DOCX
MP3
Starter
Review the basics.
Solid
Nice work—refine the details.
Expert!
Exceptional command of the topic.
Starting with the fundamentals is easier when you tackle Open-Source MMM Tools Interview Questions, so boost your prep by exploring our Attribution & Marketing-Mix Modelling interview questions. Next, test your knowledge on hidden touchpoints with the privacy attribution practice MCQs. Then sharpen your grasp of decay patterns through the baseline decay half life interview questions. Finally, round out your study session by reviewing the digital versus traditional media lags interview guide to see how timing influences your models.
