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TwitterSuccess.ai’s Consumer Sentiment Data offers businesses unparalleled insights into global audience attitudes, preferences, and emotional triggers. Sourced from continuous analysis of consumer behaviors, conversations, and feedback, this dataset includes psychographic profiles, interest data, and sentiment trends that help marketers, product teams, and strategists better understand their target customers. Whether you’re exploring a new market, refining your brand message, or enhancing product offerings, Success.ai ensures your consumer intelligence efforts are guided by timely, accurate, and context-rich data.
Why Choose Success.ai’s Consumer Sentiment Data?
Comprehensive Audience Insights
Global Reach Across Industries and Demographics
Continuously Updated Datasets
Ethical and Compliant
Data Highlights:
Key Features of the Dataset:
Granular Segmentation
Contextual Sentiment Analysis
AI-Driven Enrichment
Strategic Use Cases:
Marketing and Campaign Optimization
Product Development and Innovation
Brand Management and Positioning
Competitive Analysis and Market Entry
Why Choose Success.ai?
Best Price Guarantee
Seamless Integration
Data Accuracy with AI Validation
Customizable and Scalable Solutions
APIs for Enhanced Functionality:
Data Enrichment API
Lead Generation API
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TwitterAttribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically
This project performs customer segmentation using K-Means clustering on a marketing campaign dataset. The objective is to identify distinct groups of customers based on demographic and behavioral variables such as age, income, number of children, frequency of online and in-store purchases, and total spending.
Key steps included: 1. Data cleaning & preprocessing 2. Feature selection and normalization 3. Dimensionality reduction using PCA 4. Cluster identification with Elbow Method & Silhouette Score 5. Final clustering using KMeans 6. Interpretation of each cluster's characteristics 7. The result reveals 4 unique customer segments:
🟢 Keluarga Muda Hemat (Young Budget-Conscious Families): Mid-aged customers with lower income and spending, often browsing online but making fewer purchases. 🟣 Elite Loyal Shopper: High-income, high-spending loyal customers who actively purchase across all channels. 🔵 Orang Tua Aktif Digital (Digitally Active Older Parents): Older customers with teens at home, tech-savvy and active in online shopping. ⚪ Konsumen Tradisional Pasif (Passive Traditional Consumers): Older segment with low spending and less engagement in marketing channels.
🎯 This segmentation can help businesses design more targeted and personalized marketing strategies based on customer profiles.
🎓 Credit: Mata Kuliah: Big Data Kelompok Senjavana, Anggota Tim: - Hafiz Fadli Faylasuf - J0403221103 - Hasna Nabiilah Widiani - J0403221043 - Anggito Rangkuti Bagas Muzaqi - J0403221096 - Asa Yuaziva - J0403221003 Dosen Pengampu: Gema Parasti Midara S.Si., M.Kom.
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TwitterLuxury Goods Buyers Mailing List – Target Affluent U.S. Consumers by AmeriList
Unlock access to one of the most powerful consumer databases available, the AmeriList Luxury Goods Buyers File, featuring over 4 million verified U.S. consumers who actively purchase and engage with premium products and brands. These high-income, brand-loyal shoppers represent the top tier of consumer spending, encompassing individuals who invest in designer fashion, fine jewelry, luxury automobiles, upscale travel, and high-end home décor. When you choose AmeriList, you’re connecting with a trusted leader in consumer intelligence and direct marketing data, ensuring accuracy, deliverability, and response-driven results.
About the Luxury Goods Buyers Database
The AmeriList Luxury Goods Buyers Database was created for marketers targeting affluent, style-conscious consumers who actively purchase high-end and designer products.
Features millions of verified luxury shoppers, individuals who invest in premium fashion, jewelry, décor, automobiles, and upscale lifestyle brands.
Each record is validated, standardized, and enhanced through AmeriList’s data hygiene and verification process, ensuring accurate, responsive results.
Updated monthly with NCOA and CASS certification, guaranteeing deliverable, compliant, and up-to-date consumer data.
Provides detailed demographic and lifestyle selects, including income, location, age, gender, and buying behavior—perfect for segmentation and precision targeting.
Ideal for direct mail, email, and digital campaigns aimed at luxury buyers and high-income households.
What Makes This List Unique
Affluent, Verified Consumers: Every record represents a high-value consumer with known purchasing power and a demonstrated interest in luxury categories, from couture fashion to luxury travel and automotive.
True Multi-Channel Reach: Use this database for direct mail, email, or telemarketing campaigns. Coordinate messaging across channels for a consistent, high-impact brand presence.
Data Hygiene & Quality Assurance: The AmeriList team updates and validates the file monthly, performing address hygiene (NCOA, CASS, DSF2) and duplicate suppression. This ensures that your campaigns reach deliverable, current consumers.
Exclusive Market Segmentation: Identify buyers of specific categories such as jewelry, handbags, watches, décor, luxury automobiles, and upscale lifestyle goods. Layer additional selects like age, income, marital status, or homeowner type to refine your audience further.
Backed by a Leading Data Provider: AmeriList has more than two decades of expertise in consumer data compilation and direct marketing. All files adhere to privacy and compliance best practices, ensuring data integrity and ethical usage.
Ideal Marketing Applications
Fashion & Accessories Marketing: Reach stylish consumers who actively purchase from designer labels, luxury boutiques, and high-end apparel brands.
Fine Jewelry & Watches: Promote premium jewelry collections, limited-edition watches, and bespoke pieces to buyers who value craftsmanship and exclusivity.
Luxury Home & Décor Brands: Target homeowners with the taste and means to invest in luxury furniture, custom interiors, and designer décor.
Premium Automobiles & Transport: Reach affluent drivers who appreciate performance, innovation, and luxury craftsmanship, perfect for premium car brands, leasing programs, or lifestyle accessories.
Travel, Leisure & Hospitality: Market high-end travel packages, resorts, private charters, and curated experiences to consumers who prioritize luxury and personalized service.
High-End Beauty & Fragrance: Connect with consumers who prefer prestige beauty, skincare, and niche fragrances that define elegance and exclusivity.
How the Data Is Compiled
AmeriList’s data compilation combines multiple, verified data sources to ensure accuracy and responsiveness. The Luxury Goods Buyers file is derived from:
Each data element is verified, standardized, and enhanced to meet AmeriList’s strict quality standards. Before release, the entire database undergoes merge/purge processes, duplicate removal, and suppression against existing client data to prevent redundancy and enhance performance.
All addresses are validated through CASS Certification and the National Change of Address (NCOA) database, ensuring postal deliverability and compliance with USPS standards.
Marketing Advantages:
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TwitterSuccess.ai’s Consumer Sentiment Data offers businesses unparalleled insights into global audience attitudes, preferences, and emotional triggers. Sourced from continuous analysis of consumer behaviors, conversations, and feedback, this dataset includes psychographic profiles, interest data, and sentiment trends that help marketers, product teams, and strategists better understand their target customers. Whether you’re exploring a new market, refining your brand message, or enhancing product offerings, Success.ai ensures your consumer intelligence efforts are guided by timely, accurate, and context-rich data.
Why Choose Success.ai’s Consumer Sentiment Data?
Comprehensive Audience Insights
Global Reach Across Industries and Demographics
Continuously Updated Datasets
Ethical and Compliant
Data Highlights:
Key Features of the Dataset:
Granular Segmentation
Contextual Sentiment Analysis
AI-Driven Enrichment
Strategic Use Cases:
Marketing and Campaign Optimization
Product Development and Innovation
Brand Management and Positioning
Competitive Analysis and Market Entry
Why Choose Success.ai?
Best Price Guarantee
Seamless Integration
Data Accuracy with AI Validation
Customizable and Scalable Solutions
APIs for Enhanced Functionality:
Data Enrichment API
Lead Generation API