Technology & Research Tools Flashcards

How is machine learning most commonly applied in market research today?

Answer: To identify patterns and predictive insights from large datasets automatically

Machine learning algorithms can identify non-obvious patterns, segment consumers, predict behavior, and uncover insights from large and complex datasets far more efficiently than manual analysis.

What is passive data collection in the context of consumer research?

Answer: Gathering behavioral data automatically from devices or platforms without active respondent input

Passive data collection captures real behavioral data (e.g., app usage, GPS location, purchase history) from devices or platforms without requiring respondents to answer questions, reducing social desirability bias.

What is the main benefit of cloud-based research platforms compared to on-premise software installations?

Answer: They offer scalability, remote accessibility, and automatic software updates

Cloud-based platforms allow research teams to access tools and data from anywhere, scale capacity on demand, and receive automatic updates without managing on-site IT infrastructure.

In research technology, what is the purpose of a data integration layer or middleware?

Answer: To connect and harmonize data from multiple disparate sources into a unified dataset

Middleware or data integration layers (e.g., ETL pipelines) extract, transform, and load data from multiple sources — such as CRM, POS, and survey tools — into a consolidated dataset for holistic analysis.

Artificial intelligence is increasingly used in survey research to detect which of the following data quality issues?

Answer: Speeder responses, straight-lining, and inconsistent answer patterns

AI-driven quality detection algorithms can flag low-quality respondents in real time by identifying behaviors like rushing through surveys, selecting the same answer repeatedly, or giving contradictory responses.

Which technology is used in research to enable respondents to scan a product package and answer questions about it using their smartphone camera?

Answer: Augmented Reality (AR) research tools

Augmented Reality tools overlay digital survey prompts or simulations onto real-world objects captured through a smartphone camera, enabling in-context product testing and packaging research.

When evaluating research technology vendors, which criterion is most critical to ensure compliance with data privacy regulations such as GDPR and CCPA?

Answer: Data security certifications, encryption standards, and respondent consent management features

Compliance with GDPR and CCPA requires vendors to demonstrate data encryption, secure storage, proper respondent consent mechanisms, and certifications (e.g., ISO 27001, SOC 2) that protect personally identifiable information.