BRIDGE: interpretable, dimensionality-reduced generative-AI embeddings for incorporating real-world stimuli in consumer-research experiments, with orthogonal nuisance controls.
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Updated
Sep 16, 2026 - Python
BRIDGE: interpretable, dimensionality-reduced generative-AI embeddings for incorporating real-world stimuli in consumer-research experiments, with orthogonal nuisance controls.
Reproduction bundle for the Coffee Certification Experiments (Experiments 1 and 2) of the BRIDGE paper: numbered pipeline + de-identified data + cached model fits that reproduce the reported results. Uses the bridge package (github.com/dranirbanmukherjee/bridge).
Bayesian Analysis of Heterogeneous Mediation (BAHM)
Agent skill: simulate consumer reactions with personas grounded in MatrAIx_Persona_1M (qualitative panels + quantitative rounds with Wilson CI)
花き認証の受容性調査 flower and agricultural products certification. trust. WTP. consumer demand.
Synthetic consumer panels: 1,000 simulated personas in 30 seconds, self-hosted, no recruitment. Each persona has a DYNAMICS-8 personality, life history, and census-weighted demographics. Validated publicly via KPM-1.
Cost-Xray: a Claude Code / Codex skill for product cost breakdown and pricing analysis.
Zero-Noise utilities for safer product research and review signal analysis.
日本の人口・世帯所得分布に統計接地した合成消費者ペルソナ3,000体(NVIDIA Nemotron-Personas-Japan + e-Stat接地 / CC BY 4.0)| Statistically-grounded synthetic Japanese consumer personas, N=3,000
Sentiment, topic and user-segmentation analysis of 2,324 review-video comments on the Insta360 GO Ultra - SnowNLP + BERT + Power BI
Clothing buying frameworks and brand research notes from videos, transcripts, and product analysis.
Anti-marketing product research skill for Claude. Forces category landscape mapping, owner-only sources, counterfactual bias check, scoped verdicts.
通过 AI 极大简化在中国的购买决策:把模糊需求拆解成清晰维度,再到 Bilibili、慢慢买、小红书、闲鱼、京东、淘宝等社媒比价、抓优缺点,最后产出详细购买指南 PDF。
Evidence-first product strategy research on consumer electronics discovery across four research surfaces.
Evidence-driven market analysis & competitive research Skill|证据驱动的市场分析、竞品、用户与产品调研,多来源核验,输出可追溯 Word/Excel/Markdown 报告
Persaingan 2 produk-Consumer Research-MSGlow dan Scarlet-Fuzzification-Defuzzification
Versioned FindHaul research checklists for link verification, QC evidence review, and shopping-agent comparison.
Supplementary materials: OpenAlex corpus extraction for AI in consumer research (N=10,903 papers, 2015-2025)
Academic case study for Aston University's Consumer Research & Customer Experience module
Pre-purchase evidence checks for aftermarket Android head units. Frozen public research prototype.
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