Aesthetics Market Model

🎯 BRIEF

The Aesthetics Market Model is a proprietary market model specifically designed to provide insights into the aesthetics market, which includes data on trends, demand, patient preferences, competitive landscape, and more. It is based on proprietary data sources, such as point-of-sale data and survey data, and incorporates other factors such as demographic data, economic indicators, and regulatory changes to provide a comprehensive analysis of the aesthetics market. The model provides extensive market insights by analyzing point-of-sale and other data for aesthetics markets at the practice, patient, and product levels thereby enabling the clients to identify the information that moves their business forward.

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🤝 CONTRIBUTION

• Developed an NLP multi-class classifier in Python to extract product information from point-of-sale (POS) alternative data, improving mapping accuracy and expanding the market intelligence offering.

• Innovated a mapping tool in Python with advanced regular expressions capabilities, increasing mapping efficiency by 50%.

• Automated pricing standardization of 1M+ transactions every week through text extraction and confidence interval. 

• Built an optimized ETL (Python, SQL, Jinja2) pipeline, incorporating new data logic to reduce redundancy and ensure fail-proof operation.

• Designed and automated 15+ Tableau dashboards, providing enhanced insights into brand loyalty, basket analysis, and pricing elasticity.

• Collaborated with clients to gather requirements, generate insights from market intelligence data, and deliver custom analytical solutions.

• Assumed ownership of the newly implemented ETL pipeline, actively taking the lead in resolving any issues that arose. 

• Successfully onboarded a new full-time research analyst, providing comprehensive training on efficiently generating deliverables through the newly implemented ETL system.