Datasets·Customer reviews·yelp_brandblind_light

Starbucks vs Dunkin' (brand-blind light)

Yelp brandblind (light) . PsyProxy quantitative evaluation. Frequent themes in this dataset revolve around the quality of **service**, the **freshness** of food items, and the overall **customer experience** at various locations. Many reviewers express strong opinions on the **friendliness** and **efficiency** of staff, with some praising improvements while others highlight persistent issues such as incorrect orders and long wait times. The tone varies from enthusiastic endorsements of specific locations to frustrated complaints about poor service, often emphasizing the importance of **consistency** in food preparation and order accuracy. Additionally, there's a notable contrast between locations that foster a welcoming atmosphere and those perceived as chaotic or unprofessional, indicating a significant impact of **management** on customer satisfaction. [Summary on 50 random texts by ChatGPT 4o Mini].

Distribution of Brand: Starbucks vs Dunkin' (binary, brand-blind light split)
1
2
5,870 at floor5,870 at ceiling
11,740
items
2,348
holdout n
Brand: Starbucks vs Dunkin' (binary, brand-blind light split)
target
Binary
kind
15
systems compared
Criterion validity

Reported holdout systems from the verified card

Binary classification uses FVE as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.

Model-family mix
PsyProxy · 4Baseline · 11
SystemFamilyVariantFVEAUCF1Primary scale
psyproxyPsyProxy — Behavioral Sciences Lens v0.5 · 1000d
PsyProxypermissive0.3290.8540.771
psyproxyPsyProxy — Technology Lens v0.5 · 800d
PsyProxypermissive0.3220.8560.770
psyproxyPsyProxy — Sociology Lens v0.5 · 1000d
PsyProxypermissive0.3090.8480.761
psyproxyPsyProxy — Health Lens v0.9 · 1100d
PsyProxypermissive0.1960.7830.713
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